{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Time series forecasting with ARIMA\n",
    "\n",
    "In this notebook, we demonstrate how to:\n",
    "- prepare time series data for training an ARIMA time series forecasting model\n",
    "- implement a simple ARIMA model to forecast the next HORIZON steps ahead (time *t+1* through *t+HORIZON*) in the time series\n",
    "- evaluate the model \n",
    "\n",
    "\n",
    "The data in this example is taken from the GEFCom2014 forecasting competition<sup>1</sup>. It consists of 3 years of hourly electricity load and temperature values between 2012 and 2014. The task is to forecast future values of electricity load. In this example, we show how to forecast one time step ahead, using historical load data only.\n",
    "\n",
    "<sup>1</sup>Tao Hong, Pierre Pinson, Shu Fan, Hamidreza Zareipour, Alberto Troccoli and Rob J. Hyndman, \"Probabilistic energy forecasting: Global Energy Forecasting Competition 2014 and beyond\", International Journal of Forecasting, vol.32, no.3, pp 896-913, July-September, 2016."
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Install Dependencies\n",
    "Get started by installing some of the required dependencies. These libraries with their corresponding versions are known to work for the solution:\n",
    "\n",
    "* `statsmodels == 0.12.2`\n",
    "* `matplotlib == 3.4.2`\n",
    "* `scikit-learn == 0.24.2`\n"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "!pip install statsmodels"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: statsmodels in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.12.2)\n",
      "Requirement already satisfied: numpy>=1.15 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from statsmodels) (1.19.2)\n",
      "Requirement already satisfied: pandas>=0.21 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from statsmodels) (1.1.2)\n",
      "Requirement already satisfied: scipy>=1.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from statsmodels) (1.4.1)\n",
      "Requirement already satisfied: patsy>=0.5 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from statsmodels) (0.5.1)\n",
      "Requirement already satisfied: pytz>=2017.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.21->statsmodels) (2019.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.21->statsmodels) (2.8.0)\n",
      "Requirement already satisfied: six in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from patsy>=0.5->statsmodels) (1.12.0)\n",
      "\u001b[33mWARNING: You are using pip version 20.2.3; however, version 21.1.1 is available.\n",
      "You should consider upgrading via the '/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "import os\n",
    "import warnings\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import math\n",
    "\n",
    "from pandas.plotting import autocorrelation_plot\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from common.utils import load_data, mape\n",
    "from IPython.display import Image\n",
    "\n",
    "%matplotlib inline\n",
    "pd.options.display.float_format = '{:,.2f}'.format\n",
    "np.set_printoptions(precision=2)\n",
    "warnings.filterwarnings(\"ignore\") # specify to ignore warning messages\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "energy = load_data('./data')[['load']]\n",
    "energy.head(10)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                        load\n",
       "2012-01-01 00:00:00 2,698.00\n",
       "2012-01-01 01:00:00 2,558.00\n",
       "2012-01-01 02:00:00 2,444.00\n",
       "2012-01-01 03:00:00 2,402.00\n",
       "2012-01-01 04:00:00 2,403.00\n",
       "2012-01-01 05:00:00 2,453.00\n",
       "2012-01-01 06:00:00 2,560.00\n",
       "2012-01-01 07:00:00 2,719.00\n",
       "2012-01-01 08:00:00 2,916.00\n",
       "2012-01-01 09:00:00 3,105.00"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>load</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-01 00:00:00</th>\n",
       "      <td>2,698.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 01:00:00</th>\n",
       "      <td>2,558.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 02:00:00</th>\n",
       "      <td>2,444.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 03:00:00</th>\n",
       "      <td>2,402.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 04:00:00</th>\n",
       "      <td>2,403.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 05:00:00</th>\n",
       "      <td>2,453.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 06:00:00</th>\n",
       "      <td>2,560.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 07:00:00</th>\n",
       "      <td>2,719.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 08:00:00</th>\n",
       "      <td>2,916.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-01 09:00:00</th>\n",
       "      <td>3,105.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Plot all available load data (January 2012 to Dec 2014)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "energy.plot(y='load', subplots=True, figsize=(15, 8), fontsize=12)\n",
    "plt.xlabel('timestamp', fontsize=12)\n",
    "plt.ylabel('load', fontsize=12)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"465.658661pt\" version=\"1.1\" viewBox=\"0 0 904.55375 465.658661\" width=\"904.55375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 465.658661 \nL 904.55375 465.658661 \nL 904.55375 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 60.35375 398.88 \nL 897.35375 398.88 \nL 897.35375 7.2 \nL 60.35375 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m5a98fc59ac\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#m5a98fc59ac\" y=\"398.88\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- Jan -->\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      </defs>\n      <g transform=\"translate(36.366863 423.025903)rotate(-30)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2012 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(32.657522 440.683636)rotate(-30)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"339.873501\" xlink:href=\"#m5a98fc59ac\" y=\"398.88\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- Jan -->\n      <g transform=\"translate(315.886613 423.025903)rotate(-30)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2013 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(312.177272 440.683636)rotate(-30)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"618.629536\" xlink:href=\"#m5a98fc59ac\" y=\"398.88\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- Jan -->\n      <g transform=\"translate(594.642649 423.025903)rotate(-30)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2014 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(590.933308 440.683636)rotate(-30)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"897.35375\" xlink:href=\"#m5a98fc59ac\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 2 \n\" id=\"m1652ab6b9b\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"84.02892\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"106.17666\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"129.85183\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"152.763285\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"176.438455\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"199.34991\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- Jul -->\n      <defs>\n       <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      </defs>\n      <g transform=\"translate(192.110535 413.398125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"223.02508\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"246.70025\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"269.611705\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"293.286875\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"316.19833\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"363.548671\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"384.932695\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"408.607866\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"431.51932\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"455.194491\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"478.105946\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- Jul -->\n      <g transform=\"translate(470.866571 413.398125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"501.781116\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"525.456286\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"548.367741\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"572.042911\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"594.954366\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"642.304706\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"663.688731\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"687.363901\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"710.275356\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"733.950526\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"756.861981\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- Jul -->\n      <g transform=\"translate(749.622606 413.398125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"780.537151\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"804.212321\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"827.123776\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"850.798946\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"873.710401\" xlink:href=\"#m1652ab6b9b\" y=\"398.88\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- timestamp -->\n     <defs>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n     </defs>\n     <g transform=\"translate(446.490313 455.963036)scale(0.12 -0.12)\">\n      <use xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"225.927734\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"278.027344\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"317.236328\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"378.515625\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"475.927734\" xlink:href=\"#DejaVuSans-112\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_38\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mdd490416f2\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#mdd490416f2\" y=\"378.772041\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 2000 -->\n      <g transform=\"translate(22.81375 383.331103)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#mdd490416f2\" y=\"323.907214\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 2500 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(22.81375 328.466276)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#mdd490416f2\" y=\"269.042387\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 3000 -->\n      <g transform=\"translate(22.81375 273.601449)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#mdd490416f2\" y=\"214.17756\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 3500 -->\n      <g transform=\"translate(22.81375 218.736622)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#mdd490416f2\" y=\"159.312733\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 4000 -->\n      <g transform=\"translate(22.81375 163.871795)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#mdd490416f2\" y=\"104.447906\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 4500 -->\n      <g transform=\"translate(22.81375 109.006968)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#mdd490416f2\" y=\"49.583079\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 5000 -->\n      <g transform=\"translate(22.81375 54.142141)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_15\">\n     <!-- load -->\n     <defs>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(16.318125 215.864062)rotate(-90)scale(0.12 -0.12)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"150.244141\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_45\">\n    <path clip-path=\"url(#p5ee20bc912)\" d=\"M 60.35375 302.180742 \nL 60.449214 334.66072 \nL 60.512857 329.064508 \nL 60.735608 248.852131 \nL 60.799251 255.655369 \nL 60.831072 254.009424 \nL 60.894715 190.366225 \nL 60.958358 212.751074 \nL 61.21293 347.169901 \nL 61.244751 340.037473 \nL 61.65843 145.596526 \nL 61.690252 152.290035 \nL 61.944823 306.02128 \nL 62.008466 291.098047 \nL 62.199395 166.44516 \nL 62.231216 167.652187 \nL 62.326681 175.333262 \nL 62.358502 169.84678 \nL 62.422145 106.42304 \nL 62.485788 120.578165 \nL 62.708538 261.909959 \nL 62.772181 251.266183 \nL 62.867646 142.633825 \nL 62.96311 145.815985 \nL 63.026753 151.521927 \nL 63.090396 155.801384 \nL 63.122217 154.045709 \nL 63.18586 103.679798 \nL 63.249503 122.992217 \nL 63.472254 282.868323 \nL 63.535897 273.212114 \nL 63.695004 165.018675 \nL 63.726825 165.347864 \nL 63.82229 173.248399 \nL 63.854111 177.088937 \nL 63.885933 175.223533 \nL 63.949576 123.540866 \nL 64.013219 135.940317 \nL 64.26779 284.294809 \nL 64.299612 276.174814 \nL 64.49054 165.677053 \nL 64.522362 170.066239 \nL 64.617826 189.817577 \nL 64.649648 186.635417 \nL 64.713291 147.352201 \nL 64.776934 167.432727 \nL 65.031505 312.49533 \nL 65.063327 309.31317 \nL 65.158791 254.996991 \nL 65.254256 213.628912 \nL 65.286077 217.140261 \nL 65.381542 231.295386 \nL 65.413363 225.808903 \nL 65.477006 179.39326 \nL 65.540649 202.217028 \nL 65.763399 323.468295 \nL 65.858863 311.617493 \nL 66.081614 213.409452 \nL 66.113435 216.262423 \nL 66.145257 216.811072 \nL 66.177078 211.653778 \nL 66.240721 151.631657 \nL 66.304364 171.712184 \nL 66.527114 297.681827 \nL 66.590757 285.392105 \nL 66.781686 167.981376 \nL 66.813507 171.602454 \nL 66.940793 189.927306 \nL 67.004436 129.685726 \nL 67.068079 147.023012 \nL 67.322651 292.305074 \nL 67.354472 284.404538 \nL 67.545401 173.687318 \nL 67.577223 176.430559 \nL 67.672687 193.767844 \nL 67.704508 193.438655 \nL 67.768151 139.341936 \nL 67.831794 152.619224 \nL 68.054545 294.719126 \nL 68.118188 281.441838 \nL 68.213652 173.02894 \nL 68.309116 178.844611 \nL 68.436402 192.999737 \nL 68.468224 189.927306 \nL 68.531867 138.903017 \nL 68.595509 154.594358 \nL 68.81826 305.582362 \nL 68.881903 296.69426 \nL 69.104653 161.836515 \nL 69.136474 164.140838 \nL 69.231939 177.527855 \nL 69.295582 131.77059 \nL 69.359225 153.058143 \nL 69.581975 309.752089 \nL 69.645618 300.315338 \nL 69.836547 175.113803 \nL 69.868368 175.772181 \nL 69.995654 197.059734 \nL 70.059297 149.327334 \nL 70.12294 164.689486 \nL 70.377512 297.133178 \nL 70.441154 280.67373 \nL 70.600262 179.612719 \nL 70.663905 188.171632 \nL 70.727548 195.962437 \nL 70.759369 192.890007 \nL 70.823012 132.099779 \nL 70.886655 146.254904 \nL 71.141227 267.725631 \nL 71.20487 254.996991 \nL 71.363977 164.360297 \nL 71.459441 174.345695 \nL 71.491263 176.320829 \nL 71.523084 173.467858 \nL 71.586727 110.921955 \nL 71.65037 131.55113 \nL 71.87312 256.533206 \nL 71.936763 246.108889 \nL 72.127692 132.758157 \nL 72.159514 138.793288 \nL 72.286799 163.592189 \nL 72.350442 111.799793 \nL 72.414085 134.074912 \nL 72.668657 296.145611 \nL 72.700479 286.708861 \nL 72.827764 183.124068 \nL 72.891407 185.53812 \nL 72.923229 185.867309 \nL 73.018693 193.658115 \nL 73.050515 189.159199 \nL 73.114158 142.524096 \nL 73.1778 162.165704 \nL 73.400551 319.408298 \nL 73.464194 307.118577 \nL 73.686944 190.695414 \nL 73.782408 194.206763 \nL 73.81423 190.914873 \nL 73.909694 120.248976 \nL 73.941516 129.027348 \nL 74.164266 266.518605 \nL 74.227909 253.570506 \nL 74.323373 144.170041 \nL 74.418838 151.412198 \nL 74.546123 178.734882 \nL 74.577945 175.004073 \nL 74.641588 119.04195 \nL 74.705231 132.538697 \nL 74.927981 285.721294 \nL 74.991624 274.089951 \nL 75.182553 167.542457 \nL 75.214374 170.175969 \nL 75.34166 183.672716 \nL 75.405303 135.172209 \nL 75.468946 149.217605 \nL 75.723518 282.539134 \nL 75.787161 268.05482 \nL 75.946268 162.055974 \nL 76.009911 166.66462 \nL 76.105375 180.819745 \nL 76.169018 139.012747 \nL 76.232661 159.093274 \nL 76.487233 279.356974 \nL 76.550876 266.738064 \nL 76.709983 183.124068 \nL 76.773626 195.19433 \nL 76.86909 204.411621 \nL 76.932733 156.89868 \nL 76.996376 167.871646 \nL 77.219127 303.716958 \nL 77.28277 291.975885 \nL 77.50552 170.395428 \nL 77.600984 185.208931 \nL 77.632806 183.782446 \nL 77.696449 140.439232 \nL 77.760091 161.068407 \nL 78.014663 320.834784 \nL 78.046485 310.300737 \nL 78.237413 201.119731 \nL 78.269235 202.107298 \nL 78.364699 213.628912 \nL 78.396521 213.080263 \nL 78.460164 161.068407 \nL 78.523807 176.650018 \nL 78.746557 321.602891 \nL 78.8102 309.971548 \nL 79.03295 192.451088 \nL 79.128414 206.057565 \nL 79.160236 205.508917 \nL 79.2557 147.57166 \nL 79.287522 159.203003 \nL 79.510272 305.362902 \nL 79.573915 293.40237 \nL 79.669379 184.770013 \nL 79.764844 193.658115 \nL 79.89213 211.544048 \nL 79.923951 210.556481 \nL 79.987594 155.911114 \nL 80.051237 167.981376 \nL 80.305809 316.445597 \nL 80.33763 306.02128 \nL 80.56038 175.113803 \nL 80.687666 194.426222 \nL 80.751309 161.178137 \nL 80.814952 183.562986 \nL 81.069524 323.358566 \nL 81.101345 319.847217 \nL 81.292274 220.761339 \nL 81.387739 239.52511 \nL 81.451381 245.99916 \nL 81.515024 189.378658 \nL 81.578667 204.52135 \nL 81.833239 325.22397 \nL 81.896882 311.836952 \nL 82.087811 223.065662 \nL 82.151454 230.417549 \nL 82.183275 235.794302 \nL 82.215097 234.477546 \nL 82.310561 169.517591 \nL 82.342382 184.550553 \nL 82.565133 312.714789 \nL 82.628776 298.449934 \nL 82.819704 179.832178 \nL 82.851526 183.343527 \nL 82.94699 198.26676 \nL 82.978812 195.19433 \nL 83.074276 135.830587 \nL 83.106098 148.998145 \nL 83.360669 296.58453 \nL 83.392491 286.269943 \nL 83.58342 176.650018 \nL 83.615241 177.857044 \nL 83.742527 195.962437 \nL 83.837991 148.230038 \nL 83.869813 161.617056 \nL 84.092563 314.141275 \nL 84.156206 304.046147 \nL 84.378956 188.061902 \nL 84.506242 207.92297 \nL 84.601707 158.873814 \nL 84.633528 171.382995 \nL 84.856278 323.687755 \nL 84.919921 312.60506 \nL 85.11085 190.805144 \nL 85.142671 192.121899 \nL 85.238136 198.595949 \nL 85.269957 197.937571 \nL 85.365422 150.095442 \nL 85.397243 159.641922 \nL 85.619993 299.437501 \nL 85.683636 287.806158 \nL 85.810922 179.39326 \nL 85.874565 183.233797 \nL 86.033672 208.691077 \nL 86.065494 196.291626 \nL 86.129137 164.140838 \nL 86.160958 174.784614 \nL 86.41553 312.166141 \nL 86.479173 297.133178 \nL 86.63828 206.606214 \nL 86.670102 211.763507 \nL 86.765566 233.599709 \nL 86.797388 232.831601 \nL 86.892852 171.382995 \nL 86.956495 197.388923 \nL 87.179245 301.412635 \nL 87.242888 288.354806 \nL 87.401995 205.728377 \nL 87.465638 212.641345 \nL 87.529281 226.577011 \nL 87.561103 223.394851 \nL 87.624746 169.956509 \nL 87.688389 203.753243 \nL 87.94296 312.49533 \nL 87.974782 303.497498 \nL 88.102068 192.670548 \nL 88.165711 195.742978 \nL 88.324818 223.72404 \nL 88.356639 210.666211 \nL 88.420282 165.457594 \nL 88.452104 179.832178 \nL 88.674854 324.565592 \nL 88.738497 313.373167 \nL 88.929426 202.875406 \nL 88.961247 205.508917 \nL 89.056712 216.372153 \nL 89.088533 214.397019 \nL 89.183998 154.155439 \nL 89.24764 180.490556 \nL 89.438569 296.035882 \nL 89.470391 295.048315 \nL 89.534034 251.485642 \nL 89.597677 175.333262 \nL 89.661319 181.148934 \nL 89.820427 213.080263 \nL 89.852248 211.10513 \nL 89.947713 153.716521 \nL 90.011356 182.46569 \nL 90.202284 308.435333 \nL 90.234106 308.215873 \nL 90.297749 265.640768 \nL 90.361392 191.682981 \nL 90.425035 198.815408 \nL 90.615963 224.711607 \nL 90.711428 166.884079 \nL 90.775071 192.560818 \nL 90.966 312.60506 \nL 90.997821 311.398033 \nL 91.061464 268.384009 \nL 91.125107 195.962437 \nL 91.18875 202.875406 \nL 91.284214 219.005665 \nL 91.379679 231.185656 \nL 91.475143 185.318661 \nL 91.506964 197.827841 \nL 91.761536 330.381263 \nL 91.825179 313.153708 \nL 91.984286 214.726208 \nL 92.047929 223.065662 \nL 92.143394 231.953764 \nL 92.238858 182.026771 \nL 92.302501 208.252159 \nL 92.525251 302.290472 \nL 92.557073 297.901286 \nL 92.652537 247.645104 \nL 92.779823 197.169464 \nL 92.811645 201.229461 \nL 92.875287 210.446752 \nL 92.907109 207.81324 \nL 93.002573 138.13491 \nL 93.066216 169.84678 \nL 93.257145 279.905623 \nL 93.288967 277.820759 \nL 93.352609 237.440247 \nL 93.416252 165.896512 \nL 93.479895 170.175969 \nL 93.670824 198.925138 \nL 93.702646 189.488388 \nL 93.766288 144.3895 \nL 93.79811 156.679221 \nL 94.052682 299.65696 \nL 94.084503 288.245076 \nL 94.179968 188.500821 \nL 94.275432 193.109466 \nL 94.434539 214.506749 \nL 94.466361 204.850539 \nL 94.530004 162.714352 \nL 94.561825 175.881911 \nL 94.816397 318.969379 \nL 94.848218 308.545062 \nL 95.039147 197.169464 \nL 95.134611 205.947836 \nL 95.198254 212.970534 \nL 95.293719 165.238134 \nL 95.32554 177.308396 \nL 95.548291 323.578025 \nL 95.611933 311.288304 \nL 95.739219 205.947836 \nL 95.802862 208.581348 \nL 95.96197 221.090528 \nL 96.057434 169.078672 \nL 96.089255 180.819745 \nL 96.312006 327.638022 \nL 96.375649 318.420731 \nL 96.566577 201.997568 \nL 96.598399 206.386754 \nL 96.725685 225.040796 \nL 96.757506 216.591612 \nL 96.821149 183.892175 \nL 96.852971 196.511086 \nL 97.107542 326.650455 \nL 97.171185 309.31317 \nL 97.330293 220.651609 \nL 97.362114 223.72404 \nL 97.457578 247.974293 \nL 97.4894 247.425645 \nL 97.584864 193.658115 \nL 97.648507 221.419717 \nL 97.871258 323.687755 \nL 97.903079 320.176406 \nL 97.998543 272.553736 \nL 98.094008 231.185656 \nL 98.125829 231.405116 \nL 98.221294 247.754834 \nL 98.253115 246.328349 \nL 98.348579 178.076504 \nL 98.412222 210.007833 \nL 98.603151 314.470464 \nL 98.634973 312.49533 \nL 98.698616 281.222378 \nL 98.857723 193.328926 \nL 98.921366 202.546217 \nL 99.01683 215.933234 \nL 99.112295 153.82625 \nL 99.175938 190.146766 \nL 99.366866 308.874251 \nL 99.398688 306.350469 \nL 99.462331 265.860227 \nL 99.557795 193.438655 \nL 99.589617 196.181897 \nL 99.65326 203.972702 \nL 99.748724 214.506749 \nL 99.780545 213.409452 \nL 99.87601 158.544625 \nL 99.939653 195.413789 \nL 100.162403 323.578025 \nL 100.226046 283.96562 \nL 100.385153 202.875406 \nL 100.544261 229.320252 \nL 100.576082 220.871069 \nL 100.639725 175.552722 \nL 100.671546 185.757579 \nL 100.894297 332.575857 \nL 100.95794 321.82235 \nL 101.148868 197.937571 \nL 101.18069 198.15703 \nL 101.307976 217.579179 \nL 101.339797 212.970534 \nL 101.40344 170.505158 \nL 101.435262 181.148934 \nL 101.658012 326.979644 \nL 101.721655 316.555327 \nL 101.944405 195.523519 \nL 102.071691 204.301891 \nL 102.167155 173.138669 \nL 102.198977 187.403524 \nL 102.453549 332.246668 \nL 102.48537 327.308833 \nL 102.70812 224.162958 \nL 102.835406 234.806735 \nL 102.93087 184.550553 \nL 102.994513 217.908368 \nL 103.185442 317.433164 \nL 103.249085 313.043978 \nL 103.34455 265.969957 \nL 103.440014 221.529447 \nL 103.471835 222.078095 \nL 103.5673 241.500244 \nL 103.630943 227.564578 \nL 103.694586 176.869478 \nL 103.758229 210.9954 \nL 103.949157 311.617493 \nL 103.980979 309.642359 \nL 104.044622 268.274279 \nL 104.171908 192.121899 \nL 104.203729 192.890007 \nL 104.362836 209.459185 \nL 104.394658 200.680812 \nL 104.458301 163.043541 \nL 104.490122 176.320829 \nL 104.744694 320.066676 \nL 104.776515 310.081277 \nL 104.935623 201.55865 \nL 104.967444 203.204594 \nL 105.062909 216.591612 \nL 105.126552 224.492147 \nL 105.158373 216.701342 \nL 105.222016 167.322998 \nL 105.285659 193.658115 \nL 105.476588 309.4229 \nL 105.508409 309.093711 \nL 105.572052 268.822928 \nL 105.731159 197.718112 \nL 105.890267 202.985135 \nL 105.985731 157.995977 \nL 106.049374 189.378658 \nL 106.240303 308.325603 \nL 106.272124 307.447766 \nL 106.335767 272.882925 \nL 106.526696 171.602454 \nL 106.558518 171.821913 \nL 106.653982 187.293795 \nL 106.685803 182.794879 \nL 106.749446 146.693823 \nL 106.781268 159.751651 \nL 107.004018 306.899118 \nL 107.067661 296.255341 \nL 107.25859 192.670548 \nL 107.417697 214.616478 \nL 107.449519 208.142429 \nL 107.513161 174.894344 \nL 107.544983 185.208931 \nL 107.799555 318.420731 \nL 107.863198 305.472632 \nL 108.054126 207.374321 \nL 108.085948 214.945667 \nL 108.181412 246.108889 \nL 108.213234 240.073758 \nL 108.276877 196.181897 \nL 108.34052 222.187825 \nL 108.56327 330.929912 \nL 108.595091 327.857481 \nL 108.690556 282.100216 \nL 108.817842 233.489979 \nL 108.849663 236.45268 \nL 108.945127 248.742401 \nL 109.040592 189.159199 \nL 109.104235 220.102961 \nL 109.295164 319.518028 \nL 109.358806 304.375335 \nL 109.549735 190.146766 \nL 109.6452 205.947836 \nL 109.708843 214.835938 \nL 109.740664 205.618647 \nL 109.804307 152.728954 \nL 109.86795 179.39326 \nL 110.058879 298.011016 \nL 110.0907 296.145611 \nL 110.154343 252.034291 \nL 110.217986 185.867309 \nL 110.281629 191.79271 \nL 110.408915 211.10513 \nL 110.472558 219.334854 \nL 110.504379 213.080263 \nL 110.568022 160.629489 \nL 110.631665 184.879742 \nL 110.822594 306.679658 \nL 110.854415 306.350469 \nL 110.918058 264.543471 \nL 110.981701 199.583516 \nL 111.045344 206.935403 \nL 111.17263 224.601877 \nL 111.236273 235.135924 \nL 111.268094 228.881334 \nL 111.331737 174.894344 \nL 111.39538 204.082432 \nL 111.61813 328.625589 \nL 111.681773 287.367239 \nL 111.777238 218.895935 \nL 111.809059 219.334854 \nL 111.872702 220.54188 \nL 111.999988 231.295386 \nL 112.095452 184.550553 \nL 112.159095 214.06783 \nL 112.350024 337.074772 \nL 112.381846 336.855313 \nL 112.445489 296.4748 \nL 112.604596 215.494316 \nL 112.763703 234.806735 \nL 112.795525 229.97863 \nL 112.859168 192.999737 \nL 112.922811 216.481883 \nL 113.145561 326.211537 \nL 113.177382 320.615324 \nL 113.368311 227.125659 \nL 113.463775 244.901863 \nL 113.527418 252.912128 \nL 113.55924 245.88943 \nL 113.622883 202.546217 \nL 113.686526 225.918633 \nL 113.909276 325.11424 \nL 113.941097 326.430996 \nL 114.00474 309.4229 \nL 114.132026 242.70727 \nL 114.195669 247.096456 \nL 114.291134 269.481306 \nL 114.322955 266.847794 \nL 114.418419 211.653778 \nL 114.450241 223.285121 \nL 114.64117 339.269365 \nL 114.672991 337.84288 \nL 114.736634 296.69426 \nL 114.832098 212.312156 \nL 114.86392 215.165127 \nL 114.895741 214.397019 \nL 114.927563 214.835938 \nL 115.08667 241.061325 \nL 115.182135 201.44892 \nL 115.213956 215.494316 \nL 115.404885 348.047738 \nL 115.436706 347.718549 \nL 115.500349 309.532629 \nL 115.659457 220.54188 \nL 115.754921 227.564578 \nL 115.818564 234.916464 \nL 115.850385 233.05106 \nL 115.94585 202.107298 \nL 115.977671 214.06783 \nL 116.1686 348.157467 \nL 116.200421 346.840712 \nL 116.264064 309.31317 \nL 116.423172 217.140261 \nL 116.454993 215.823505 \nL 116.582279 228.991063 \nL 116.709565 195.413789 \nL 116.741386 209.568914 \nL 116.964137 337.73315 \nL 117.02778 297.572097 \nL 117.186887 209.129996 \nL 117.282351 220.212691 \nL 117.345994 231.405116 \nL 117.377816 229.97863 \nL 117.47328 192.670548 \nL 117.505102 203.643513 \nL 117.727852 329.283967 \nL 117.759673 321.712621 \nL 117.982424 197.498652 \nL 118.109709 212.970534 \nL 118.173352 209.678644 \nL 118.236995 199.254327 \nL 118.491567 340.366662 \nL 118.55521 326.650455 \nL 118.714317 237.769435 \nL 118.77796 249.839697 \nL 118.873425 274.638599 \nL 118.937067 268.05482 \nL 119.00071 241.829433 \nL 119.032532 247.754834 \nL 119.255282 350.352061 \nL 119.287104 347.27963 \nL 119.382568 302.290472 \nL 119.478032 259.386177 \nL 119.541675 265.750497 \nL 119.63714 281.990486 \nL 119.668961 274.967788 \nL 119.764426 231.075927 \nL 119.796247 240.622406 \nL 119.987176 360.447189 \nL 120.018997 359.459622 \nL 120.08264 317.762353 \nL 120.241748 227.784037 \nL 120.273569 227.015929 \nL 120.30539 228.881334 \nL 120.337212 229.649441 \nL 120.432676 241.829433 \nL 120.464498 237.879165 \nL 120.528141 211.763507 \nL 120.559962 224.492147 \nL 120.782712 353.095302 \nL 120.846355 313.263437 \nL 121.005463 233.489979 \nL 121.196392 237.988895 \nL 121.260034 230.307819 \nL 121.291856 210.9954 \nL 121.323677 220.322421 \nL 121.514606 353.863409 \nL 121.546428 352.656383 \nL 121.610071 316.226138 \nL 121.769178 227.015929 \nL 121.864642 220.871069 \nL 121.896464 222.626743 \nL 121.960107 226.467281 \nL 122.02375 225.479714 \nL 122.055571 205.508917 \nL 122.087393 216.481883 \nL 122.310143 350.57152 \nL 122.373786 316.774786 \nL 122.532893 223.943499 \nL 122.628357 216.372153 \nL 122.660179 217.24999 \nL 122.755643 222.187825 \nL 122.787465 221.639176 \nL 122.819286 203.862972 \nL 122.851108 211.544048 \nL 123.073858 349.693683 \nL 123.137501 316.335868 \nL 123.296608 228.332685 \nL 123.32843 229.100793 \nL 123.55118 250.717535 \nL 123.583001 234.916464 \nL 123.614823 243.804566 \nL 123.837573 363.739078 \nL 123.869395 360.118 \nL 123.964859 303.278039 \nL 124.060323 254.119154 \nL 124.092145 255.765099 \nL 124.219431 278.259678 \nL 124.251252 272.992654 \nL 124.346717 247.315915 \nL 124.378538 256.533206 \nL 124.601288 363.30016 \nL 124.63311 360.337459 \nL 124.728574 316.335868 \nL 124.887681 243.585107 \nL 124.983146 258.947259 \nL 125.014967 251.814831 \nL 125.110432 225.699174 \nL 125.142253 239.086191 \nL 125.333182 350.57152 \nL 125.365003 349.145034 \nL 125.428646 307.667225 \nL 125.587754 215.055397 \nL 125.746861 231.075927 \nL 125.778683 226.467281 \nL 125.874147 188.391091 \nL 125.905968 196.730545 \nL 126.096897 316.116408 \nL 126.128719 314.580193 \nL 126.192362 272.773195 \nL 126.256004 202.655946 \nL 126.319647 206.386754 \nL 126.446933 220.980798 \nL 126.510576 233.05106 \nL 126.574219 225.260255 \nL 126.637862 195.962437 \nL 126.669684 202.875406 \nL 126.892434 330.271534 \nL 126.956077 292.414803 \nL 127.115184 205.508917 \nL 127.178827 212.970534 \nL 127.274291 224.053229 \nL 127.306113 219.773772 \nL 127.401577 194.865141 \nL 127.433399 209.568914 \nL 127.624328 337.184502 \nL 127.656149 336.196935 \nL 127.719792 296.803989 \nL 127.878899 205.069999 \nL 127.910721 205.289458 \nL 128.038007 221.858636 \nL 128.069828 218.127827 \nL 128.165292 194.97487 \nL 128.197114 205.179728 \nL 128.388043 329.613156 \nL 128.419864 327.967211 \nL 128.483507 287.915887 \nL 128.642614 216.042964 \nL 128.833543 247.974293 \nL 128.897186 241.390514 \nL 128.929008 223.285121 \nL 128.992651 245.011593 \nL 129.183579 337.513691 \nL 129.247222 321.82235 \nL 129.40633 234.148357 \nL 129.469972 247.535375 \nL 129.565437 273.651032 \nL 129.62908 265.311579 \nL 129.692723 243.475378 \nL 129.756366 260.922392 \nL 129.947294 343.329363 \nL 130.010937 330.052075 \nL 130.170045 253.789965 \nL 130.265509 264.87266 \nL 130.297331 268.05482 \nL 130.329152 264.76293 \nL 130.456438 223.50458 \nL 130.488259 237.111058 \nL 130.679188 345.962874 \nL 130.71101 343.878011 \nL 130.774653 300.754257 \nL 130.93376 219.883502 \nL 131.029224 229.97863 \nL 131.092867 240.073758 \nL 131.124689 239.964029 \nL 131.220153 207.154862 \nL 131.251975 210.556481 \nL 131.442903 334.112072 \nL 131.474725 331.917479 \nL 131.538368 290.32994 \nL 131.602011 218.347287 \nL 131.665654 220.761339 \nL 131.729297 226.138092 \nL 131.856582 246.657537 \nL 131.888404 244.682404 \nL 131.983868 214.17756 \nL 132.01569 216.701342 \nL 132.206618 342.341796 \nL 132.23844 340.366662 \nL 132.302083 299.547231 \nL 132.365726 232.063493 \nL 132.429369 232.612142 \nL 132.46119 230.08836 \nL 132.493012 230.307819 \nL 132.620298 239.195921 \nL 132.652119 238.647273 \nL 132.747583 212.641345 \nL 132.779405 219.225124 \nL 132.970334 340.91531 \nL 133.002155 339.818014 \nL 133.065798 296.035882 \nL 133.224905 221.639176 \nL 133.256727 222.407284 \nL 133.384013 241.719703 \nL 133.415834 238.318084 \nL 133.511299 212.202426 \nL 133.54312 214.06783 \nL 133.734049 338.391528 \nL 133.76587 337.294232 \nL 133.829513 298.888853 \nL 133.956799 222.955932 \nL 133.988621 225.479714 \nL 134.147728 258.50834 \nL 134.211371 253.680235 \nL 134.243192 250.717535 \nL 134.306835 236.672139 \nL 134.338657 256.972125 \nL 134.529585 346.730982 \nL 134.62505 311.507763 \nL 134.752336 252.692668 \nL 134.784157 256.752666 \nL 134.879622 273.321843 \nL 134.911443 272.114817 \nL 135.038729 241.609973 \nL 135.07055 245.121322 \nL 135.293301 357.045569 \nL 135.325122 353.53422 \nL 135.420586 300.863987 \nL 135.547872 252.912128 \nL 135.579694 257.081855 \nL 135.675158 285.940754 \nL 135.738801 277.930489 \nL 135.802444 249.400779 \nL 135.834266 249.839697 \nL 136.025194 352.985572 \nL 136.057016 352.107735 \nL 136.120659 307.776955 \nL 136.279766 216.042964 \nL 136.343409 219.225124 \nL 136.438873 234.587276 \nL 136.470695 233.27052 \nL 136.566159 208.910536 \nL 136.597981 214.835938 \nL 136.788909 346.840712 \nL 136.820731 345.414226 \nL 136.884374 303.716958 \nL 136.979838 226.357551 \nL 137.043481 228.442415 \nL 137.202589 245.121322 \nL 137.23441 240.293218 \nL 137.298053 231.844034 \nL 137.329874 218.018098 \nL 137.361696 220.980798 \nL 137.552625 348.157467 \nL 137.584446 346.730982 \nL 137.648089 305.911551 \nL 137.743553 227.125659 \nL 137.807196 230.746738 \nL 137.934482 244.682404 \nL 137.966304 247.974293 \nL 137.998125 246.438078 \nL 138.09359 220.980798 \nL 138.125411 223.175392 \nL 138.31634 350.352061 \nL 138.348161 349.145034 \nL 138.411804 305.472632 \nL 138.507269 231.624575 \nL 138.53909 231.953764 \nL 138.730019 245.88943 \nL 138.793662 239.854299 \nL 138.857305 220.871069 \nL 138.889126 221.529447 \nL 139.080055 347.38936 \nL 139.111876 346.292063 \nL 139.175519 305.143443 \nL 139.334627 233.928898 \nL 139.589198 261.141852 \nL 139.652841 244.353215 \nL 139.684663 265.201849 \nL 139.875592 359.788811 \nL 139.939235 341.354229 \nL 140.098342 263.994823 \nL 140.161985 275.077518 \nL 140.257449 289.452103 \nL 140.289271 286.489402 \nL 140.416557 266.189416 \nL 140.639307 371.420154 \nL 140.671128 368.237994 \nL 140.766593 324.016944 \nL 140.893879 275.845625 \nL 140.9257 278.698596 \nL 140.989343 287.14778 \nL 141.021164 285.721294 \nL 141.180272 253.460776 \nL 141.3712 365.165564 \nL 141.403022 364.507186 \nL 141.466665 328.735319 \nL 141.657594 220.871069 \nL 141.721237 218.457016 \nL 141.753058 218.786205 \nL 141.880344 223.065662 \nL 141.943987 213.080263 \nL 142.166737 353.64395 \nL 142.23038 319.408298 \nL 142.421309 225.369985 \nL 142.45313 225.808903 \nL 142.484952 224.162958 \nL 142.516773 226.577011 \nL 142.644059 235.794302 \nL 142.675881 230.307819 \nL 142.707702 227.564578 \nL 142.930452 357.484488 \nL 142.994095 323.248836 \nL 143.153203 243.585107 \nL 143.185024 242.268351 \nL 143.344131 254.777532 \nL 143.375953 252.034291 \nL 143.471417 233.489979 \nL 143.662346 354.521787 \nL 143.694167 353.973139 \nL 143.75781 317.213705 \nL 143.916918 239.964029 \nL 143.948739 239.195921 \nL 144.076025 250.717535 \nL 144.171489 249.729968 \nL 144.235132 233.16079 \nL 144.457883 352.217465 \nL 144.489704 343.439092 \nL 144.712454 236.891598 \nL 144.744276 238.427813 \nL 144.776097 238.537543 \nL 144.935205 255.765099 \nL 144.967026 251.595372 \nL 144.998848 245.121322 \nL 145.221598 362.861241 \nL 145.253419 359.020703 \nL 145.348884 306.679658 \nL 145.444348 259.825096 \nL 145.507991 265.860227 \nL 145.571634 271.785628 \nL 145.603455 270.029954 \nL 145.762563 252.14402 \nL 145.985313 365.055834 \nL 146.017134 363.0807 \nL 146.112599 320.725054 \nL 146.271706 257.411044 \nL 146.335349 265.421308 \nL 146.367171 263.665634 \nL 146.462635 239.744569 \nL 146.526278 249.949427 \nL 146.717207 351.339627 \nL 146.749028 349.693683 \nL 146.812671 310.739655 \nL 146.971778 211.544048 \nL 147.0036 210.446752 \nL 147.130886 226.247822 \nL 147.162707 221.309987 \nL 147.194529 215.823505 \nL 147.258172 222.626743 \nL 147.321814 258.61807 \nL 147.512743 351.998005 \nL 147.576386 316.774786 \nL 147.735494 229.759171 \nL 147.767315 230.198089 \nL 147.926422 245.88943 \nL 147.958244 241.500244 \nL 148.021887 234.148357 \nL 148.053708 228.113226 \nL 148.276458 351.888276 \nL 148.340101 313.153708 \nL 148.499209 235.684572 \nL 148.53103 235.574842 \nL 148.658316 251.705102 \nL 148.690137 250.827264 \nL 148.817423 231.953764 \nL 149.008352 350.022872 \nL 149.040174 348.486656 \nL 149.103817 310.191007 \nL 149.262924 240.073758 \nL 149.422031 248.852131 \nL 149.453853 247.096456 \nL 149.549317 227.454848 \nL 149.581139 232.063493 \nL 149.803889 354.412058 \nL 149.867532 319.847217 \nL 150.026639 223.61431 \nL 150.05846 225.150525 \nL 150.217568 246.328349 \nL 150.249389 245.340782 \nL 150.281211 244.682404 \nL 150.344854 231.514845 \nL 150.567604 345.194767 \nL 150.599425 339.379095 \nL 150.790354 249.949427 \nL 150.885819 269.591035 \nL 150.949462 280.67373 \nL 150.981283 276.174814 \nL 151.108569 250.278616 \nL 151.331319 352.436924 \nL 151.394962 343.219633 \nL 151.585891 264.543471 \nL 151.649534 274.41914 \nL 151.713177 279.905623 \nL 151.744998 272.444006 \nL 151.872284 238.866732 \nL 152.063213 348.596386 \nL 152.095034 346.401793 \nL 152.158677 306.24074 \nL 152.317785 231.514845 \nL 152.413249 238.537543 \nL 152.476892 247.864564 \nL 152.540535 243.475378 \nL 152.635999 225.040796 \nL 152.826928 352.985572 \nL 152.858749 352.327194 \nL 152.922392 313.263437 \nL 153.0815 213.189993 \nL 153.113321 207.593781 \nL 153.176964 213.189993 \nL 153.240607 220.54188 \nL 153.272428 217.24999 \nL 153.367893 208.252159 \nL 153.399714 214.06783 \nL 153.622465 345.194767 \nL 153.686108 307.996414 \nL 153.845215 222.297554 \nL 153.877036 222.626743 \nL 154.004322 237.220787 \nL 154.036144 233.16079 \nL 154.131608 216.591612 \nL 154.16343 218.018098 \nL 154.38618 347.060171 \nL 154.449823 309.752089 \nL 154.60893 218.566746 \nL 154.640751 218.566746 \nL 154.768037 235.135924 \nL 154.799859 234.806735 \nL 154.927145 218.786205 \nL 155.149895 351.559087 \nL 155.181716 342.780714 \nL 155.372645 215.823505 \nL 155.404467 219.005665 \nL 155.531753 237.879165 \nL 155.659038 237.549976 \nL 155.69086 237.111058 \nL 155.91361 358.581785 \nL 155.945432 355.289895 \nL 156.040896 296.255341 \nL 156.13636 257.959692 \nL 156.168182 258.61807 \nL 156.295468 281.661297 \nL 156.359111 275.845625 \nL 156.390932 276.504003 \nL 156.454575 262.129419 \nL 156.486396 276.394274 \nL 156.677325 363.739078 \nL 156.740968 356.606651 \nL 156.900076 275.845625 \nL 157.027361 287.367239 \nL 157.059183 287.367239 \nL 157.21829 246.657537 \nL 157.250112 271.23698 \nL 157.409219 362.532052 \nL 157.44104 362.312593 \nL 157.504683 324.894781 \nL 157.663791 236.013761 \nL 157.695612 234.477546 \nL 157.727434 236.34295 \nL 157.759255 236.013761 \nL 157.854719 247.754834 \nL 157.918362 246.438078 \nL 157.982005 231.844034 \nL 158.204756 362.422322 \nL 158.236577 352.217465 \nL 158.459327 223.72404 \nL 158.491149 224.162958 \nL 158.52297 222.626743 \nL 158.586613 230.198089 \nL 158.618435 223.394851 \nL 158.650256 214.616478 \nL 158.713899 218.457016 \nL 158.777542 255.545639 \nL 158.968471 357.045569 \nL 159.032114 319.627757 \nL 159.191221 222.517014 \nL 159.223042 221.968365 \nL 159.350328 234.367816 \nL 159.38215 230.856467 \nL 159.477614 222.297554 \nL 159.509436 224.162958 \nL 159.732186 352.546654 \nL 159.764007 343.329363 \nL 159.986758 218.786205 \nL 160.018579 223.285121 \nL 160.114044 235.026194 \nL 160.209508 231.953764 \nL 160.273151 224.931066 \nL 160.495901 352.107735 \nL 160.527723 342.780714 \nL 160.750473 231.295386 \nL 160.973223 254.996991 \nL 161.005045 255.32618 \nL 161.036866 245.121322 \nL 161.068687 259.166718 \nL 161.259616 358.142866 \nL 161.323259 345.853145 \nL 161.482367 261.361311 \nL 161.546009 268.493739 \nL 161.609652 277.381841 \nL 161.673295 271.34671 \nL 161.800581 256.204017 \nL 162.023331 368.567183 \nL 162.118796 349.803412 \nL 162.277903 268.16455 \nL 162.309725 270.029954 \nL 162.373368 276.833192 \nL 162.405189 275.955355 \nL 162.564296 242.487811 \nL 162.755225 361.325026 \nL 162.818868 350.352061 \nL 163.041618 218.566746 \nL 163.07344 221.200258 \nL 163.105261 221.529447 \nL 163.168904 229.429982 \nL 163.200726 227.674307 \nL 163.328011 222.736473 \nL 163.51894 353.095302 \nL 163.550762 352.766113 \nL 163.614405 316.665057 \nL 163.773512 213.409452 \nL 163.805333 211.982967 \nL 163.837155 213.628912 \nL 163.900798 219.554313 \nL 163.932619 224.053229 \nL 163.996262 220.651609 \nL 164.028084 219.225124 \nL 164.091727 219.444583 \nL 164.314477 351.668816 \nL 164.346298 342.341796 \nL 164.60087 209.568914 \nL 164.632692 210.117563 \nL 164.696334 215.933234 \nL 164.759977 212.421885 \nL 164.82362 211.982967 \nL 164.855442 208.471618 \nL 165.078192 347.608819 \nL 165.110014 339.818014 \nL 165.332764 222.955932 \nL 165.364585 225.479714 \nL 165.396407 226.138092 \nL 165.555514 237.001328 \nL 165.587336 237.111058 \nL 165.619157 224.821336 \nL 165.650978 243.146189 \nL 165.841907 350.681249 \nL 165.90555 321.163973 \nL 166.064658 229.8689 \nL 166.096479 228.881334 \nL 166.1283 230.746738 \nL 166.414694 255.21645 \nL 166.605622 359.788811 \nL 166.669265 350.022872 \nL 166.860194 257.959692 \nL 166.892016 260.044555 \nL 166.955659 266.189416 \nL 166.98748 264.98239 \nL 167.146587 250.168886 \nL 167.242052 320.176406 \nL 167.369338 364.397456 \nL 167.401159 363.30016 \nL 167.432981 362.093133 \nL 167.814838 240.951595 \nL 167.910302 229.320252 \nL 168.133053 353.53422 \nL 168.164874 345.633685 \nL 168.451267 197.498652 \nL 168.483089 200.351623 \nL 168.642196 209.239725 \nL 168.674018 207.045132 \nL 168.896768 343.439092 \nL 168.928589 335.209368 \nL 169.183161 205.947836 \nL 169.214983 205.399188 \nL 169.278625 212.202426 \nL 169.342268 208.471618 \nL 169.437733 213.848371 \nL 169.660483 346.511523 \nL 169.692305 337.73315 \nL 169.978698 194.535952 \nL 170.169627 208.471618 \nL 170.201448 203.424054 \nL 170.424198 348.596386 \nL 170.487841 317.652624 \nL 170.67877 197.498652 \nL 170.710591 198.047301 \nL 170.742413 195.633248 \nL 170.774234 196.291626 \nL 170.996985 223.394851 \nL 171.187913 342.561255 \nL 171.251556 315.019112 \nL 171.442485 205.399188 \nL 171.7607 233.928898 \nL 171.951629 347.060171 \nL 171.98345 344.536389 \nL 172.047093 321.493162 \nL 172.2062 225.918633 \nL 172.238022 226.79647 \nL 172.301665 232.721871 \nL 172.333486 230.198089 \nL 172.397129 224.162958 \nL 172.428951 224.931066 \nL 172.556236 274.748329 \nL 172.715344 356.93584 \nL 172.747165 356.71638 \nL 172.778987 356.167732 \nL 173.001737 255.874828 \nL 173.129023 256.972125 \nL 173.256309 251.046724 \nL 173.479059 360.447189 \nL 173.574523 342.232066 \nL 173.765452 244.901863 \nL 173.797274 247.425645 \nL 173.860916 243.036459 \nL 173.956381 225.479714 \nL 174.020024 225.808903 \nL 174.210953 350.790979 \nL 174.274596 341.13477 \nL 174.497346 186.635417 \nL 174.560989 188.83001 \nL 174.624632 200.022435 \nL 174.656453 196.620815 \nL 174.688275 191.024603 \nL 174.720096 191.90244 \nL 174.81556 242.487811 \nL 175.006489 340.695851 \nL 175.070132 309.31317 \nL 175.229239 200.022435 \nL 175.324704 191.244062 \nL 175.388347 194.755411 \nL 175.420168 194.426222 \nL 175.515633 201.55865 \nL 175.547454 196.620815 \nL 175.770204 339.488825 \nL 175.833847 311.288304 \nL 176.024776 192.999737 \nL 176.088419 189.488388 \nL 176.120241 191.573251 \nL 176.342991 227.454848 \nL 176.53392 347.938008 \nL 176.597562 321.93208 \nL 176.75667 218.676476 \nL 176.852134 214.726208 \nL 176.883956 217.140261 \nL 177.106706 247.425645 \nL 177.297635 356.496921 \nL 177.361278 345.962874 \nL 177.552206 240.622406 \nL 177.647671 250.388346 \nL 177.679492 250.388346 \nL 177.743135 238.318084 \nL 177.806778 242.70727 \nL 177.870421 264.433741 \nL 178.06135 360.776378 \nL 178.124993 354.302328 \nL 178.538672 237.220787 \nL 178.602315 240.951595 \nL 178.793244 352.875843 \nL 178.856887 342.232066 \nL 179.079637 205.179728 \nL 179.111458 207.81324 \nL 179.175101 215.823505 \nL 179.206923 219.115394 \nL 179.238744 215.274856 \nL 179.270566 209.898103 \nL 179.334209 217.24999 \nL 179.36603 220.761339 \nL 179.58878 344.09747 \nL 179.620602 336.526124 \nL 179.843352 213.299723 \nL 179.875173 214.835938 \nL 179.906995 214.616478 \nL 179.970638 223.833769 \nL 180.034281 219.005665 \nL 180.161567 237.549976 \nL 180.352495 348.706116 \nL 180.416138 317.213705 \nL 180.575246 219.773772 \nL 180.607067 218.127827 \nL 180.67071 219.005665 \nL 180.861639 230.637008 \nL 180.89346 225.808903 \nL 181.116211 349.364494 \nL 181.179853 317.872083 \nL 181.338961 213.519182 \nL 181.402604 217.140261 \nL 181.434425 216.042964 \nL 181.625354 230.198089 \nL 181.657175 223.50458 \nL 181.688997 236.34295 \nL 181.879926 349.364494 \nL 181.943569 320.286135 \nL 182.134497 208.142429 \nL 182.229962 210.556481 \nL 182.452712 247.535375 \nL 182.643641 353.863409 \nL 182.675462 352.985572 \nL 182.739105 325.882348 \nL 182.898213 241.500244 \nL 182.930034 244.353215 \nL 182.993677 252.473209 \nL 183.05732 248.193753 \nL 183.089141 245.231052 \nL 183.120963 246.876997 \nL 183.216427 253.789965 \nL 183.439178 359.349892 \nL 183.470999 358.033136 \nL 183.852857 233.928898 \nL 183.884678 231.405116 \nL 183.916499 234.148357 \nL 183.948321 231.844034 \nL 184.011964 280.234812 \nL 184.171071 348.047738 \nL 184.234714 317.872083 \nL 184.425643 195.304059 \nL 184.489286 192.231629 \nL 184.58475 193.658115 \nL 184.616572 194.426222 \nL 184.743858 219.444583 \nL 184.934786 339.708284 \nL 184.998429 310.849385 \nL 185.189358 195.0846 \nL 185.253001 189.598117 \nL 185.316644 193.987304 \nL 185.380287 195.304059 \nL 185.475751 204.63108 \nL 185.698502 335.209368 \nL 185.730323 329.174237 \nL 185.953073 187.513254 \nL 186.016716 193.548385 \nL 186.207645 208.032699 \nL 186.239466 208.691077 \nL 186.462217 342.451525 \nL 186.52586 314.031545 \nL 186.716788 199.802975 \nL 186.74861 199.912705 \nL 186.780431 197.937571 \nL 186.812253 198.595949 \nL 187.035003 223.285121 \nL 187.225932 344.2072 \nL 187.289575 319.408298 \nL 187.480504 198.486219 \nL 187.671432 207.70351 \nL 187.83054 264.324012 \nL 187.989647 348.925575 \nL 188.05329 344.31693 \nL 188.244219 237.111058 \nL 188.307862 245.7797 \nL 188.371505 252.692668 \nL 188.403326 250.059157 \nL 188.435148 245.7797 \nL 188.466969 247.754834 \nL 188.594255 283.526701 \nL 188.753362 357.923407 \nL 188.785184 357.155299 \nL 188.817005 357.484488 \nL 189.007934 255.43591 \nL 189.13522 262.458608 \nL 189.294327 245.7797 \nL 189.35797 287.915887 \nL 189.517077 350.790979 \nL 189.58072 319.956946 \nL 189.771649 197.608382 \nL 190.026221 216.042964 \nL 190.058042 215.823505 \nL 190.121685 268.932657 \nL 190.280793 345.194767 \nL 190.344435 316.445597 \nL 190.535364 190.037036 \nL 190.599007 184.879742 \nL 190.66265 187.293795 \nL 190.694472 187.403524 \nL 190.726293 186.525687 \nL 190.853579 199.364057 \nL 191.044508 320.834784 \nL 191.108151 293.841289 \nL 191.362722 85.245216 \nL 191.458187 75.040359 \nL 191.490008 75.808466 \nL 191.617294 106.642499 \nL 191.808223 263.116986 \nL 191.840044 260.044555 \nL 191.903687 199.473786 \nL 192.094616 70.431713 \nL 192.126438 68.895498 \nL 192.19008 69.224687 \nL 192.285545 80.746301 \nL 192.381009 111.031685 \nL 192.571938 275.955355 \nL 192.635581 257.630503 \nL 192.890153 73.284684 \nL 192.985617 89.744132 \nL 193.176546 191.463522 \nL 193.367475 301.302905 \nL 193.399296 297.791556 \nL 193.622046 170.285698 \nL 193.685689 175.223533 \nL 193.90844 229.759171 \nL 194.099368 337.294232 \nL 194.13119 336.745583 \nL 194.163011 336.306665 \nL 194.57669 192.560818 \nL 194.703976 246.986726 \nL 194.863084 324.455862 \nL 194.926726 298.011016 \nL 195.117655 169.73705 \nL 195.21312 181.368393 \nL 195.43587 220.871069 \nL 195.626799 337.184502 \nL 195.690442 309.20344 \nL 195.88137 189.378658 \nL 195.913192 189.598117 \nL 195.945013 187.952173 \nL 195.976835 191.353792 \nL 196.199585 229.320252 \nL 196.390514 338.391528 \nL 196.454157 313.482897 \nL 196.645086 195.962437 \nL 196.708729 193.219196 \nL 196.9633 222.736473 \nL 197.154229 336.526124 \nL 197.217872 308.106144 \nL 197.440622 167.981376 \nL 197.59973 160.410029 \nL 197.727015 185.318661 \nL 197.917944 322.480728 \nL 197.981587 297.352638 \nL 198.236159 139.122477 \nL 198.331623 119.919787 \nL 198.363445 120.578165 \nL 198.490731 168.420294 \nL 198.713481 322.261269 \nL 198.745302 321.383432 \nL 199.063517 158.325166 \nL 199.12716 147.791119 \nL 199.158981 152.290035 \nL 199.286267 213.519182 \nL 199.477196 317.542894 \nL 199.509017 319.847217 \nL 199.604482 229.539711 \nL 199.763589 153.82625 \nL 199.827232 152.180305 \nL 199.890875 142.194907 \nL 199.922697 149.437064 \nL 200.049982 220.212691 \nL 200.20909 311.398033 \nL 200.272733 292.305074 \nL 200.495483 131.441401 \nL 200.527304 126.064648 \nL 200.590947 133.965183 \nL 200.622769 133.087346 \nL 200.65459 133.306805 \nL 200.781876 176.2111 \nL 200.972805 319.627757 \nL 201.036448 302.94885 \nL 201.227377 151.851116 \nL 201.259198 152.399765 \nL 201.29102 152.180305 \nL 201.322841 152.619224 \nL 201.354662 152.948413 \nL 201.386484 151.083009 \nL 201.418305 153.387332 \nL 201.577413 228.552145 \nL 201.73652 321.712621 \nL 201.768341 318.74992 \nL 201.831984 302.619661 \nL 202.118378 170.285698 \nL 202.182021 159.203003 \nL 202.213842 164.031108 \nL 202.372949 259.276448 \nL 202.500235 311.507763 \nL 202.532057 307.338036 \nL 202.5957 256.862395 \nL 202.786628 140.658692 \nL 202.850271 133.745723 \nL 202.945736 135.391668 \nL 203.009379 150.205172 \nL 203.073022 169.407861 \nL 203.26395 310.191007 \nL 203.327593 295.267774 \nL 203.582165 114.213845 \nL 203.677629 109.934389 \nL 203.709451 112.5679 \nL 203.868558 186.415957 \nL 204.059487 290.000751 \nL 204.12313 270.249413 \nL 204.314059 152.948413 \nL 204.34588 158.544625 \nL 204.409523 165.018675 \nL 204.441345 160.519759 \nL 204.473166 157.886247 \nL 204.504988 159.971111 \nL 204.664095 251.375913 \nL 204.823202 319.518028 \nL 204.855024 321.82235 \nL 204.950488 238.976462 \nL 205.077774 183.124068 \nL 205.109595 183.672716 \nL 205.141417 183.124068 \nL 205.236881 168.749483 \nL 205.268703 171.821913 \nL 205.395989 238.976462 \nL 205.555096 330.381263 \nL 205.618739 309.20344 \nL 205.841489 163.811649 \nL 205.873311 160.410029 \nL 205.968775 161.178137 \nL 206.000596 159.422463 \nL 206.127882 202.655946 \nL 206.318811 334.880179 \nL 206.382454 314.251004 \nL 206.605204 166.66462 \nL 206.73249 155.143006 \nL 206.764312 155.472195 \nL 206.891597 191.024603 \nL 207.082526 326.869915 \nL 207.146169 308.106144 \nL 207.368919 143.621392 \nL 207.496205 128.259241 \nL 207.528027 128.58843 \nL 207.655313 173.248399 \nL 207.846241 316.445597 \nL 207.909884 291.975885 \nL 208.164456 105.545202 \nL 208.25992 101.046287 \nL 208.291742 102.582502 \nL 208.387206 125.40627 \nL 208.482671 231.624575 \nL 208.609957 299.76669 \nL 208.641778 297.462367 \nL 208.737242 200.900272 \nL 208.959993 76.796033 \nL 208.991814 77.015492 \nL 209.055457 83.270083 \nL 209.214564 173.797047 \nL 209.405493 293.29264 \nL 209.437315 289.561832 \nL 209.819172 114.104115 \nL 209.946458 145.377067 \nL 210.169208 297.352638 \nL 210.20103 298.998582 \nL 210.264673 252.363479 \nL 210.42378 123.540866 \nL 210.455601 124.089514 \nL 210.519244 127.052215 \nL 210.551066 124.857622 \nL 210.582887 122.663028 \nL 210.614709 126.613296 \nL 210.710173 158.215436 \nL 210.901102 282.429405 \nL 210.964745 257.630503 \nL 211.219317 61.8728 \nL 211.251138 59.678207 \nL 211.28296 63.079826 \nL 211.442067 94.901426 \nL 211.664817 273.870492 \nL 211.72846 250.717535 \nL 211.95121 91.828996 \nL 212.078496 63.847934 \nL 212.110318 65.274419 \nL 212.237604 119.590598 \nL 212.428532 259.825096 \nL 212.492175 235.026194 \nL 212.683104 85.684135 \nL 212.714926 86.013324 \nL 212.746747 91.060888 \nL 212.81039 83.928461 \nL 212.842211 84.03819 \nL 212.905854 100.497638 \nL 213.064962 236.123491 \nL 213.192248 300.205609 \nL 213.224069 295.158045 \nL 213.319533 209.898103 \nL 213.510462 147.900849 \nL 213.828677 273.431573 \nL 213.955963 325.662888 \nL 213.987784 319.627757 \nL 214.274177 177.747315 \nL 214.33782 181.148934 \nL 214.465106 204.850539 \nL 214.496928 204.082432 \nL 214.560571 248.193753 \nL 214.719678 337.074772 \nL 214.751499 336.526124 \nL 214.783321 332.466127 \nL 215.006071 208.691077 \nL 215.101535 208.910536 \nL 215.165178 199.034868 \nL 215.197 201.229461 \nL 215.547036 339.269365 \nL 215.578857 325.992077 \nL 215.865251 180.271097 \nL 215.928894 161.726785 \nL 215.992536 169.84678 \nL 216.024358 169.73705 \nL 216.119822 257.081855 \nL 216.247108 305.143443 \nL 216.27893 297.133178 \nL 216.660787 79.539274 \nL 216.72443 91.499807 \nL 217.010823 277.930489 \nL 217.074466 254.119154 \nL 217.297217 85.793865 \nL 217.329038 90.40251 \nL 217.647253 257.191584 \nL 217.774539 315.238571 \nL 217.80636 309.971548 \nL 218.188218 149.766253 \nL 218.25186 158.873814 \nL 218.410968 266.628335 \nL 218.538254 315.458031 \nL 218.570075 309.4229 \nL 218.856468 159.751651 \nL 218.88829 162.165704 \nL 218.920111 163.811649 \nL 218.983754 162.055974 \nL 219.015576 162.385163 \nL 219.11104 187.622984 \nL 219.301969 310.300737 \nL 219.365612 281.880756 \nL 219.556541 157.995977 \nL 219.683826 161.726785 \nL 219.620183 157.666788 \nL 219.715648 160.410029 \nL 219.747469 161.178137 \nL 219.874755 183.562986 \nL 220.065684 319.737487 \nL 220.097505 319.079109 \nL 220.161148 297.462367 \nL 220.352077 172.80948 \nL 220.383899 175.442992 \nL 220.63847 211.763507 \nL 220.829399 325.22397 \nL 220.861221 324.016944 \nL 220.924864 310.191007 \nL 221.115792 208.471618 \nL 221.147614 210.117563 \nL 221.179435 211.214859 \nL 221.211257 210.88567 \nL 221.2749 200.461353 \nL 221.306721 201.44892 \nL 221.434007 256.533206 \nL 221.593114 330.271534 \nL 221.656757 303.168309 \nL 221.911329 131.55113 \nL 222.006793 125.40627 \nL 222.038615 127.052215 \nL 222.165901 168.420294 \nL 222.356829 309.861818 \nL 222.420472 285.392105 \nL 222.675044 125.845188 \nL 222.738687 129.246808 \nL 222.865973 155.252736 \nL 222.897794 153.058143 \nL 223.120545 305.362902 \nL 223.152366 298.120745 \nL 223.470581 120.139246 \nL 223.502402 120.248976 \nL 223.534224 119.700328 \nL 223.629688 138.683558 \nL 223.66151 134.73329 \nL 223.88426 287.915887 \nL 223.947903 261.141852 \nL 224.202474 89.414943 \nL 224.297939 79.429545 \nL 224.32976 82.611705 \nL 224.457046 130.892752 \nL 224.647975 279.905623 \nL 224.679796 276.174814 \nL 224.807082 153.93598 \nL 224.998011 62.860367 \nL 225.061654 59.239288 \nL 225.18894 92.048455 \nL 225.443512 278.479137 \nL 225.507155 261.6905 \nL 225.729905 106.31331 \nL 225.761726 103.570069 \nL 225.793548 106.093851 \nL 225.984477 158.654355 \nL 226.175405 290.439669 \nL 226.207227 290.000751 \nL 226.27087 275.735896 \nL 226.557263 118.493302 \nL 226.589084 117.286275 \nL 226.620906 118.93222 \nL 226.748192 152.838683 \nL 226.93912 275.187248 \nL 227.002763 252.363479 \nL 227.225514 109.934389 \nL 227.257335 106.31331 \nL 227.320978 110.702496 \nL 227.416442 133.416535 \nL 227.543728 220.43215 \nL 227.702836 315.238571 \nL 227.766479 291.427236 \nL 228.02105 135.391668 \nL 228.116515 126.503566 \nL 228.148336 128.039781 \nL 228.275622 168.200835 \nL 228.466551 311.727222 \nL 228.530194 285.831024 \nL 228.784765 105.764662 \nL 228.848408 100.278179 \nL 228.912051 102.143583 \nL 229.039337 142.085177 \nL 229.230266 295.377504 \nL 229.262087 291.536966 \nL 229.548481 84.696568 \nL 229.643945 97.864127 \nL 229.803052 143.182474 \nL 229.993981 278.369407 \nL 230.057624 251.156453 \nL 230.280374 103.789528 \nL 230.344017 117.396005 \nL 230.598589 209.239725 \nL 230.757696 299.108312 \nL 230.789518 298.559664 \nL 230.853161 280.564001 \nL 231.075911 157.666788 \nL 231.26684 168.310565 \nL 231.298661 167.761916 \nL 231.553233 301.632094 \nL 231.585054 296.4748 \nL 231.648697 262.239148 \nL 231.839626 164.908945 \nL 231.935091 146.254904 \nL 231.966912 138.573828 \nL 232.030555 148.120308 \nL 232.062376 146.035445 \nL 232.285127 300.863987 \nL 232.316948 295.048315 \nL 232.635163 98.961423 \nL 232.698806 100.168449 \nL 232.730627 101.704665 \nL 232.857913 151.302468 \nL 233.048842 295.487234 \nL 233.080663 291.207777 \nL 233.367056 101.046287 \nL 233.430699 107.191147 \nL 233.557985 130.014915 \nL 233.589807 127.710593 \nL 233.812557 294.280207 \nL 233.844378 289.561832 \nL 234.194415 111.690063 \nL 234.258057 119.480868 \nL 234.385343 155.801384 \nL 234.576272 292.414803 \nL 234.608094 288.245076 \nL 234.894487 125.625729 \nL 234.926308 127.491133 \nL 235.085416 148.559227 \nL 235.117237 147.68139 \nL 235.339987 312.166141 \nL 235.371809 306.569929 \nL 235.721845 120.687895 \nL 235.753666 121.346273 \nL 235.880952 144.608959 \nL 236.135524 304.046147 \nL 236.167345 296.4748 \nL 236.549203 193.877574 \nL 236.676489 220.322421 \nL 236.899239 337.513691 \nL 236.962882 327.528292 \nL 237.185632 225.589444 \nL 237.217454 226.79647 \nL 237.249275 224.272688 \nL 237.408383 203.314324 \nL 237.631133 332.466127 \nL 237.662954 326.211537 \nL 237.949347 160.958678 \nL 238.01299 163.592189 \nL 238.076633 163.921378 \nL 238.203919 202.985135 \nL 238.394848 321.273702 \nL 238.458491 289.122914 \nL 238.681241 151.083009 \nL 238.713063 147.791119 \nL 238.808527 148.778686 \nL 238.903991 167.871646 \nL 238.935813 165.786782 \nL 239.158563 329.283967 \nL 239.190385 321.93208 \nL 239.508599 152.948413 \nL 239.604064 156.459762 \nL 239.73135 197.059734 \nL 239.922278 324.236403 \nL 239.9541 319.188839 \nL 240.304136 128.36897 \nL 240.367779 132.428968 \nL 240.495065 176.430559 \nL 240.685993 307.996414 \nL 240.749636 280.89319 \nL 241.004208 127.052215 \nL 241.03603 127.710593 \nL 241.226958 154.594358 \nL 241.449709 319.408298 \nL 241.513352 309.532629 \nL 241.895209 177.088937 \nL 242.022495 208.361888 \nL 242.213424 332.136938 \nL 242.245245 331.039641 \nL 242.34071 290.988318 \nL 242.531638 190.256495 \nL 242.658924 164.799216 \nL 242.754389 172.260832 \nL 242.977139 315.896949 \nL 243.040782 285.062916 \nL 243.295354 120.029517 \nL 243.327175 116.298709 \nL 243.390818 120.468435 \nL 243.518104 134.84302 \nL 243.740854 294.170478 \nL 243.772676 286.489402 \nL 244.059069 111.251144 \nL 244.09089 111.580333 \nL 244.281819 151.412198 \nL 244.504569 329.503426 \nL 244.536391 322.919647 \nL 244.790962 184.660283 \nL 244.918248 175.772181 \nL 244.95007 175.881911 \nL 245.077356 217.35972 \nL 245.268284 339.049906 \nL 245.331927 305.582362 \nL 245.522856 180.271097 \nL 245.681964 164.908945 \nL 245.713785 165.457594 \nL 245.841071 197.498652 \nL 246.032 323.797484 \nL 246.095643 290.439669 \nL 246.318393 159.203003 \nL 246.350214 156.679221 \nL 246.382036 160.08084 \nL 246.413857 162.933811 \nL 246.4775 159.532192 \nL 246.509322 161.946245 \nL 246.541143 162.494893 \nL 246.572965 166.993809 \nL 246.827536 321.163973 \nL 246.859358 313.482897 \nL 246.954822 242.926729 \nL 247.082108 210.337022 \nL 247.177572 215.604045 \nL 247.209394 213.628912 \nL 247.241215 213.080263 \nL 247.368501 241.719703 \nL 247.55943 346.401793 \nL 247.591251 345.414226 \nL 247.654894 330.600723 \nL 247.845823 238.208354 \nL 247.877645 242.048892 \nL 247.941288 246.438078 \nL 247.973109 242.59754 \nL 248.068573 234.916464 \nL 248.100395 239.41538 \nL 248.323145 354.192598 \nL 248.354967 351.120168 \nL 248.482252 275.296977 \nL 248.577717 229.539711 \nL 248.64136 231.075927 \nL 248.673181 230.966197 \nL 248.736824 220.651609 \nL 248.832289 201.010001 \nL 248.86411 206.496484 \nL 249.08686 340.586121 \nL 249.150503 302.94885 \nL 249.309611 191.573251 \nL 249.405075 187.513254 \nL 249.468718 192.01217 \nL 249.500539 189.378658 \nL 249.596004 178.844611 \nL 249.691468 261.6905 \nL 249.850575 324.785051 \nL 249.914218 283.526701 \nL 250.073326 161.507326 \nL 250.16879 158.764085 \nL 250.264255 163.043541 \nL 250.296076 161.946245 \nL 250.327897 161.507326 \nL 250.359719 153.387332 \nL 250.39154 165.567323 \nL 250.614291 321.602891 \nL 250.677934 284.953187 \nL 250.868862 168.420294 \nL 250.996148 160.958678 \nL 251.02797 161.946245 \nL 251.091613 166.44516 \nL 251.123434 154.923547 \nL 251.155256 164.031108 \nL 251.378006 320.834784 \nL 251.441649 286.379672 \nL 251.632578 152.509494 \nL 251.728042 140.878151 \nL 251.759863 142.304637 \nL 251.823506 155.472195 \nL 251.982614 235.135924 \nL 252.141721 317.433164 \nL 252.205364 301.412635 \nL 252.428114 181.039204 \nL 252.491757 185.318661 \nL 252.5554 187.184065 \nL 252.587221 185.977039 \nL 252.650864 180.819745 \nL 252.746329 254.887262 \nL 252.937258 337.403961 \nL 253.032722 300.863987 \nL 253.191829 239.41538 \nL 253.255472 243.585107 \nL 253.287294 241.939162 \nL 253.41458 213.628912 \nL 253.446401 225.260255 \nL 253.63733 351.229898 \nL 253.669151 351.120168 \nL 253.732794 312.60506 \nL 253.891902 212.202426 \nL 253.923723 209.568914 \nL 253.987366 211.763507 \nL 254.051009 221.419717 \nL 254.114652 216.152694 \nL 254.178295 203.533783 \nL 254.210116 217.35972 \nL 254.432866 352.656383 \nL 254.496509 311.178574 \nL 254.655617 224.711607 \nL 254.751081 216.591612 \nL 254.814724 217.46945 \nL 254.910188 212.312156 \nL 254.94201 199.144597 \nL 254.973831 212.312156 \nL 255.196582 354.082869 \nL 255.260225 316.555327 \nL 255.419332 221.200258 \nL 255.514796 205.838106 \nL 255.578439 207.81324 \nL 255.673904 204.850539 \nL 255.705725 192.780277 \nL 255.737547 205.728377 \nL 255.960297 346.730982 \nL 256.02394 310.849385 \nL 256.214869 196.511086 \nL 256.373976 180.490556 \nL 256.437619 184.879742 \nL 256.46944 172.260832 \nL 256.501262 185.318661 \nL 256.724012 339.927743 \nL 256.787655 304.704524 \nL 256.978584 188.061902 \nL 257.042227 175.881911 \nL 257.10587 178.076504 \nL 257.264977 196.840275 \nL 257.487727 333.563423 \nL 257.519549 332.685586 \nL 257.710477 228.113226 \nL 257.837763 243.475378 \nL 257.869585 245.7797 \nL 257.901406 243.585107 \nL 257.996871 230.527278 \nL 258.028692 241.719703 \nL 258.251442 359.130433 \nL 258.283264 357.594218 \nL 258.378728 313.592626 \nL 258.537835 257.959692 \nL 258.601478 263.116986 \nL 258.6333 261.58077 \nL 258.760586 219.334854 \nL 258.792407 237.659706 \nL 258.983336 356.058003 \nL 259.015157 355.180165 \nL 259.0788 314.141275 \nL 259.237908 219.225124 \nL 259.365194 213.299723 \nL 259.397015 213.628912 \nL 259.428836 212.751074 \nL 259.524301 189.817577 \nL 259.556122 208.252159 \nL 259.747051 346.401793 \nL 259.778873 346.072604 \nL 259.842516 307.886684 \nL 260.001623 202.875406 \nL 260.097087 198.925138 \nL 260.128909 200.571083 \nL 260.16073 201.119731 \nL 260.256195 178.515422 \nL 260.288016 179.612719 \nL 260.542588 336.416394 \nL 260.574409 329.174237 \nL 260.797159 204.192161 \nL 260.988088 218.237557 \nL 261.051731 199.144597 \nL 261.083553 215.055397 \nL 261.306303 349.035305 \nL 261.369946 309.31317 \nL 261.529053 223.833769 \nL 261.592696 226.028363 \nL 261.624518 225.369985 \nL 261.688161 231.405116 \nL 261.751803 227.893767 \nL 261.815446 202.655946 \nL 261.847268 216.372153 \nL 262.038197 347.38936 \nL 262.070018 347.27963 \nL 262.133661 309.093711 \nL 262.292768 220.102961 \nL 262.32459 219.005665 \nL 262.356411 220.54188 \nL 262.483697 230.856467 \nL 262.515519 230.198089 \nL 262.579162 211.324589 \nL 262.610983 224.382418 \nL 262.833733 355.838543 \nL 262.865555 353.53422 \nL 262.992841 267.725631 \nL 263.056484 244.243485 \nL 263.120126 247.425645 \nL 263.215591 257.740233 \nL 263.247412 253.899695 \nL 263.342877 228.991063 \nL 263.374698 242.926729 \nL 263.597448 360.337459 \nL 263.62927 358.910974 \nL 263.756556 287.03805 \nL 263.85202 258.179151 \nL 263.883842 260.373744 \nL 263.947485 265.750497 \nL 263.979306 264.98239 \nL 264.106592 224.162958 \nL 264.138413 242.70727 \nL 264.361164 362.751511 \nL 264.424807 321.163973 \nL 264.583914 222.407284 \nL 264.679378 218.566746 \nL 264.774843 226.79647 \nL 264.870307 194.316493 \nL 264.902129 216.481883 \nL 265.093057 348.815845 \nL 265.124879 348.047738 \nL 265.188522 307.996414 \nL 265.347629 221.968365 \nL 265.443093 225.918633 \nL 265.506736 231.075927 \nL 265.538558 226.9062 \nL 265.634022 196.291626 \nL 265.665844 218.018098 \nL 265.888594 352.546654 \nL 265.952237 310.629926 \nL 266.111344 206.606214 \nL 266.143166 203.424054 \nL 266.206809 203.753243 \nL 266.270452 211.324589 \nL 266.302273 207.484051 \nL 266.397737 186.415957 \nL 266.652309 345.962874 \nL 266.684131 337.95261 \nL 266.906881 220.651609 \nL 267.034167 229.8689 \nL 267.065988 228.771604 \nL 267.129631 210.227292 \nL 267.161453 196.950004 \nL 267.193274 215.384586 \nL 267.416024 349.803412 \nL 267.479667 312.275871 \nL 267.638775 214.726208 \nL 267.670596 213.299723 \nL 267.702417 215.384586 \nL 267.734239 214.506749 \nL 267.797882 220.322421 \nL 267.829703 216.811072 \nL 267.893346 200.680812 \nL 267.925168 206.277025 \nL 268.179739 353.863409 \nL 268.243382 338.062339 \nL 268.40249 234.258087 \nL 268.466133 240.402947 \nL 268.561597 255.545639 \nL 268.593418 250.607805 \nL 268.657061 227.125659 \nL 268.688883 230.637008 \nL 268.943455 363.519619 \nL 269.007098 351.668816 \nL 269.229848 235.026194 \nL 269.293491 248.193753 \nL 269.325312 251.156453 \nL 269.357134 243.914296 \nL 269.420777 219.554313 \nL 269.452598 220.322421 \nL 269.70717 358.691514 \nL 269.738991 350.022872 \nL 269.961741 217.140261 \nL 270.089027 228.661874 \nL 270.120849 228.003496 \nL 270.216313 193.219196 \nL 270.248135 214.506749 \nL 270.439063 352.107735 \nL 270.470885 350.790979 \nL 270.534528 312.934248 \nL 270.693635 220.322421 \nL 270.725457 217.24999 \nL 270.7891 218.895935 \nL 270.852743 225.369985 \nL 270.884564 223.943499 \nL 270.980028 196.840275 \nL 271.01185 218.347287 \nL 271.202779 350.681249 \nL 271.2346 349.145034 \nL 271.298243 312.49533 \nL 271.45735 212.202426 \nL 271.489172 210.556481 \nL 271.616458 220.54188 \nL 271.648279 217.579179 \nL 271.711922 188.83001 \nL 271.775565 210.88567 \nL 271.966494 347.718549 \nL 271.998315 347.49909 \nL 272.061958 311.946682 \nL 272.221066 207.154862 \nL 272.252887 204.960269 \nL 272.284708 208.032699 \nL 272.31653 209.129996 \nL 272.380173 219.334854 \nL 272.411994 214.835938 \nL 272.475637 190.914873 \nL 272.507459 194.316493 \nL 272.730209 348.267197 \nL 272.793852 338.720717 \nL 273.016602 212.970534 \nL 273.048424 215.604045 \nL 273.080245 214.17756 \nL 273.175709 225.369985 \nL 273.207531 225.260255 \nL 273.271174 205.179728 \nL 273.302995 221.200258 \nL 273.525746 346.182334 \nL 273.557567 344.646119 \nL 273.653031 288.354806 \nL 273.780317 237.659706 \nL 273.812139 240.512677 \nL 273.907603 245.560241 \nL 274.003068 219.444583 \nL 274.034889 224.272688 \nL 274.257639 352.875843 \nL 274.353104 344.536389 \nL 274.575854 256.533206 \nL 274.639497 258.727799 \nL 274.671318 258.069421 \nL 274.766783 217.24999 \nL 274.830426 241.171055 \nL 275.021354 357.265029 \nL 275.053176 356.167732 \nL 275.116819 324.675321 \nL 275.275926 217.140261 \nL 275.307748 217.688909 \nL 275.435034 236.34295 \nL 275.466855 233.819168 \nL 275.530498 194.645681 \nL 275.594141 216.481883 \nL 275.78507 350.900709 \nL 275.816891 349.035305 \nL 275.880534 306.679658 \nL 276.039641 217.46945 \nL 276.071463 217.579179 \nL 276.198749 229.649441 \nL 276.23057 226.357551 \nL 276.294213 189.159199 \nL 276.357856 212.202426 \nL 276.548785 347.27963 \nL 276.580606 346.950441 \nL 276.644249 308.215873 \nL 276.803357 213.628912 \nL 276.835178 211.653778 \nL 276.866999 212.970534 \nL 276.962464 219.225124 \nL 277.057928 182.026771 \nL 277.08975 190.695414 \nL 277.3125 345.085037 \nL 277.376143 334.002342 \nL 277.53525 220.651609 \nL 277.598893 221.748906 \nL 277.726179 237.769435 \nL 277.758 235.794302 \nL 277.853465 193.109466 \nL 277.885286 211.10513 \nL 278.108037 344.536389 \nL 278.17168 305.582362 \nL 278.330787 208.581348 \nL 278.426251 224.272688 \nL 278.489894 237.440247 \nL 278.521716 234.697005 \nL 278.585359 199.364057 \nL 278.649001 215.713775 \nL 278.871752 337.513691 \nL 278.903573 332.136938 \nL 279.094502 239.744569 \nL 279.158145 254.887262 \nL 279.253609 269.920224 \nL 279.285431 263.226715 \nL 279.349074 219.005665 \nL 279.412717 237.659706 \nL 279.635467 351.998005 \nL 279.667288 350.790979 \nL 279.762753 298.120745 \nL 279.890039 230.417549 \nL 279.92186 231.514845 \nL 280.017324 241.500244 \nL 280.049146 235.355383 \nL 280.112789 206.825673 \nL 280.14461 211.982967 \nL 280.367361 346.621252 \nL 280.431004 335.648287 \nL 280.653754 206.606214 \nL 280.78104 215.274856 \nL 280.812861 212.751074 \nL 280.876504 178.405693 \nL 280.908326 187.184065 \nL 281.162897 345.743415 \nL 281.194719 337.73315 \nL 281.417469 209.349455 \nL 281.544755 229.539711 \nL 281.576576 225.589444 \nL 281.640219 181.039204 \nL 281.703862 205.728377 \nL 281.894791 334.77045 \nL 281.926612 334.112072 \nL 281.990255 293.40237 \nL 282.08572 216.591612 \nL 282.117541 219.334854 \nL 282.244827 230.637008 \nL 282.30847 239.195921 \nL 282.340291 236.781869 \nL 282.403934 191.79271 \nL 282.467577 214.945667 \nL 282.658506 342.780714 \nL 282.690328 342.341796 \nL 282.753971 301.741824 \nL 282.849435 219.773772 \nL 282.881256 220.980798 \nL 282.944899 221.968365 \nL 283.072185 235.904031 \nL 283.104007 233.380249 \nL 283.16765 193.877574 \nL 283.231292 214.397019 \nL 283.454043 346.072604 \nL 283.517686 309.752089 \nL 283.676793 207.264592 \nL 283.708614 206.825673 \nL 283.8359 221.858636 \nL 283.867722 215.604045 \nL 283.931365 191.024603 \nL 283.963186 204.082432 \nL 284.217758 348.815845 \nL 284.281401 335.758017 \nL 284.440508 236.891598 \nL 284.504151 243.475378 \nL 284.599615 259.715366 \nL 284.631437 254.996991 \nL 284.69508 222.517014 \nL 284.758723 246.767267 \nL 284.981473 356.606651 \nL 285.013295 353.424491 \nL 285.076937 329.832615 \nL 285.267866 257.191584 \nL 285.331509 261.909959 \nL 285.363331 261.141852 \nL 285.458795 208.800807 \nL 285.522438 239.086191 \nL 285.713367 355.728814 \nL 285.77701 342.561255 \nL 285.99976 219.115394 \nL 286.127046 235.465113 \nL 286.158867 232.282953 \nL 286.22251 188.171632 \nL 286.286153 219.444583 \nL 286.477082 351.559087 \nL 286.508903 348.376927 \nL 286.572546 308.874251 \nL 286.668011 227.345118 \nL 286.699832 227.454848 \nL 286.731654 227.125659 \nL 286.763475 227.784037 \nL 286.890761 241.939162 \nL 286.922582 238.976462 \nL 286.986225 190.585684 \nL 287.049868 218.566746 \nL 287.240797 344.646119 \nL 287.272619 344.536389 \nL 287.336262 302.94885 \nL 287.399904 221.200258 \nL 287.463547 223.285121 \nL 287.622655 238.757002 \nL 287.654476 241.280784 \nL 287.686298 238.427813 \nL 287.749941 191.90244 \nL 287.813583 218.566746 \nL 288.004512 344.646119 \nL 288.036334 343.000174 \nL 288.099977 303.936417 \nL 288.227263 226.247822 \nL 288.259084 226.357551 \nL 288.418191 241.061325 \nL 288.450013 237.440247 \nL 288.513656 192.451088 \nL 288.577299 216.042964 \nL 288.768227 342.232066 \nL 288.800049 341.683418 \nL 288.863692 304.923984 \nL 289.022799 218.018098 \nL 289.086442 226.79647 \nL 289.181906 243.036459 \nL 289.213728 242.158622 \nL 289.277371 208.691077 \nL 289.341014 235.355383 \nL 289.563764 353.095302 \nL 289.595586 348.815845 \nL 289.722871 265.092119 \nL 289.786514 246.547808 \nL 289.850157 255.874828 \nL 289.945622 268.274279 \nL 289.977443 262.678067 \nL 290.041086 222.626743 \nL 290.104729 250.168886 \nL 290.327479 357.594218 \nL 290.359301 355.728814 \nL 290.454765 307.008847 \nL 290.613872 243.914296 \nL 290.709337 250.498075 \nL 290.804801 196.730545 \nL 290.868444 231.185656 \nL 291.059373 348.047738 \nL 291.091194 346.950441 \nL 291.154837 308.435333 \nL 291.313945 196.511086 \nL 291.345766 193.219196 \nL 291.377588 195.742978 \nL 291.568516 224.711607 \nL 291.85491 381.076364 \nL 291.918552 350.681249 \nL 292.109481 236.672139 \nL 292.173124 235.904031 \nL 292.236767 239.086191 \nL 292.332232 202.107298 \nL 292.364053 213.958101 \nL 292.586803 351.339627 \nL 292.650446 343.000174 \nL 292.841375 220.871069 \nL 292.873196 221.419717 \nL 293.000482 232.502412 \nL 293.032304 226.79647 \nL 293.095947 212.860804 \nL 293.127768 221.639176 \nL 293.191411 257.849962 \nL 293.350518 349.803412 \nL 293.38234 349.474223 \nL 293.445983 310.520196 \nL 293.60509 221.200258 \nL 293.700555 230.08836 \nL 293.764197 238.976462 \nL 293.796019 232.392682 \nL 293.859662 189.598117 \nL 293.923305 216.701342 \nL 294.114234 346.401793 \nL 294.146055 346.182334 \nL 294.209698 308.983981 \nL 294.368805 225.808903 \nL 294.400627 226.467281 \nL 294.527913 238.757002 \nL 294.623377 202.655946 \nL 294.655199 213.628912 \nL 294.90977 348.157467 \nL 294.973413 331.36883 \nL 295.13252 241.500244 \nL 295.196163 248.193753 \nL 295.291628 262.568337 \nL 295.323449 252.582939 \nL 295.387092 214.726208 \nL 295.450735 239.52511 \nL 295.673485 353.973139 \nL 295.705307 346.730982 \nL 296.118986 189.049469 \nL 296.182629 212.641345 \nL 296.405379 336.416394 \nL 296.437201 334.002342 \nL 296.500843 284.843457 \nL 296.659951 201.55865 \nL 296.691772 201.778109 \nL 296.787237 209.678644 \nL 296.819058 207.593781 \nL 296.882701 157.447329 \nL 296.946344 174.674884 \nL 297.169094 316.335868 \nL 297.232737 301.302905 \nL 297.328202 205.399188 \nL 297.423666 212.092696 \nL 297.550952 224.382418 \nL 297.582773 222.955932 \nL 297.678238 161.507326 \nL 297.710059 172.370562 \nL 297.932809 309.4229 \nL 297.996452 298.230475 \nL 298.187381 188.391091 \nL 298.219203 189.049469 \nL 298.251024 192.670548 \nL 298.314667 191.463522 \nL 298.346488 188.391091 \nL 298.410131 141.646259 \nL 298.473774 163.811649 \nL 298.696525 314.251004 \nL 298.728346 313.263437 \nL 298.791989 269.261846 \nL 298.951096 182.136501 \nL 298.982918 182.136501 \nL 299.078382 192.780277 \nL 299.110204 189.159199 \nL 299.173847 153.82625 \nL 299.237489 172.260832 \nL 299.46024 320.615324 \nL 299.523883 308.983981 \nL 299.651169 210.775941 \nL 299.714811 212.860804 \nL 299.842097 233.489979 \nL 299.873919 231.295386 \nL 299.937562 184.331094 \nL 300.001205 204.63108 \nL 300.255776 336.087205 \nL 300.319419 316.445597 \nL 300.446705 246.218619 \nL 300.510348 251.705102 \nL 300.605813 270.249413 \nL 300.637634 265.531038 \nL 300.701277 205.728377 \nL 300.76492 222.846203 \nL 301.019492 343.878011 \nL 301.051313 340.147203 \nL 301.146777 293.29264 \nL 301.242242 248.193753 \nL 301.305885 252.25375 \nL 301.369528 264.653201 \nL 301.401349 262.897526 \nL 301.464992 203.094865 \nL 301.528635 226.9062 \nL 301.751385 345.962874 \nL 301.815028 335.867746 \nL 302.005957 220.651609 \nL 302.037778 225.040796 \nL 302.133243 233.819168 \nL 302.165064 232.941331 \nL 302.228707 177.747315 \nL 302.29235 200.022435 \nL 302.546922 352.546654 \nL 302.578743 342.122336 \nL 302.801494 215.384586 \nL 302.865137 218.237557 \nL 302.896958 221.858636 \nL 302.928779 218.566746 \nL 302.992422 169.62732 \nL 303.056065 186.415957 \nL 303.278816 322.370999 \nL 303.342459 307.996414 \nL 303.437923 201.33919 \nL 303.533387 209.898103 \nL 303.660673 225.808903 \nL 303.692495 220.54188 \nL 303.756138 161.836515 \nL 303.81978 175.99164 \nL 304.042531 312.60506 \nL 304.106174 299.108312 \nL 304.201638 195.304059 \nL 304.297102 202.217028 \nL 304.424388 220.980798 \nL 304.45621 215.384586 \nL 304.519853 162.824082 \nL 304.583496 174.016507 \nL 304.806246 313.592626 \nL 304.869889 299.327771 \nL 304.997175 196.511086 \nL 305.060818 200.351623 \nL 305.188103 226.247822 \nL 305.219925 221.309987 \nL 305.283568 175.772181 \nL 305.347211 191.134333 \nL 305.601783 321.273702 \nL 305.665425 300.754257 \nL 305.792711 229.539711 \nL 305.856354 238.098624 \nL 305.951819 257.849962 \nL 305.98364 250.827264 \nL 306.047283 190.366225 \nL 306.110926 211.214859 \nL 306.365498 319.737487 \nL 306.429141 304.046147 \nL 306.588248 234.477546 \nL 306.651891 243.475378 \nL 306.715534 252.912128 \nL 306.747355 243.585107 \nL 306.810998 176.979207 \nL 306.874641 195.304059 \nL 307.097391 315.67749 \nL 307.161034 300.863987 \nL 307.28832 194.865141 \nL 307.351963 203.753243 \nL 307.479249 227.564578 \nL 307.51107 223.285121 \nL 307.606535 161.068407 \nL 307.638356 173.02894 \nL 307.861107 311.398033 \nL 307.92475 298.449934 \nL 308.052035 196.950004 \nL 308.115678 205.069999 \nL 308.242964 227.235389 \nL 308.274786 223.50458 \nL 308.338429 167.432727 \nL 308.402071 183.124068 \nL 308.656643 327.857481 \nL 308.688465 317.213705 \nL 308.847572 201.33919 \nL 308.911215 205.508917 \nL 309.038501 222.517014 \nL 309.102144 174.565155 \nL 309.165787 192.121899 \nL 309.420358 337.84288 \nL 309.484001 316.335868 \nL 309.643109 217.579179 \nL 309.706752 244.572674 \nL 309.802216 290.439669 \nL 309.834037 274.858059 \nL 309.89768 259.715366 \nL 309.961323 267.506172 \nL 310.152252 342.890444 \nL 310.215895 333.673153 \nL 310.406824 251.375913 \nL 310.470467 260.812663 \nL 310.53411 269.042387 \nL 310.565931 263.885093 \nL 310.629574 210.117563 \nL 310.693217 228.991063 \nL 310.947789 353.863409 \nL 311.011432 337.623421 \nL 311.170539 232.721871 \nL 311.234182 235.904031 \nL 311.297825 243.475378 \nL 311.329646 237.330517 \nL 311.393289 183.453257 \nL 311.456932 199.473786 \nL 311.711504 318.420731 \nL 311.775147 304.704524 \nL 312.157004 142.853285 \nL 312.188826 150.973279 \nL 312.443398 306.679658 \nL 312.50704 295.596963 \nL 312.666148 186.635417 \nL 312.697969 188.171632 \nL 312.825255 203.314324 \nL 312.857077 199.254327 \nL 312.92072 136.708424 \nL 312.984362 148.778686 \nL 313.207113 302.290472 \nL 313.270756 287.915887 \nL 313.398042 177.857044 \nL 313.461684 179.612719 \nL 313.493506 180.710015 \nL 313.58897 192.999737 \nL 313.620792 189.159199 \nL 313.684435 136.818154 \nL 313.748078 151.302468 \nL 313.970828 305.253173 \nL 314.034471 292.853722 \nL 314.129935 180.819745 \nL 314.2254 183.233797 \nL 314.352685 195.0846 \nL 314.384507 189.159199 \nL 314.44815 131.66086 \nL 314.511793 148.010579 \nL 314.734543 296.58453 \nL 314.798186 284.733727 \nL 314.89365 176.2111 \nL 314.989115 182.136501 \nL 315.116401 198.705679 \nL 315.148222 191.90244 \nL 315.211865 135.501398 \nL 315.275508 148.778686 \nL 315.498258 298.779123 \nL 315.561901 283.96562 \nL 315.721008 170.505158 \nL 315.75283 171.382995 \nL 315.880116 189.488388 \nL 315.911937 182.026771 \nL 315.97558 135.281939 \nL 316.039223 155.252736 \nL 316.134688 222.955932 \nL 316.293795 295.487234 \nL 316.357438 280.125082 \nL 316.516545 184.221364 \nL 316.548367 185.977039 \nL 316.643831 197.279193 \nL 316.675652 191.682981 \nL 316.739295 154.704087 \nL 316.802938 177.198666 \nL 317.05751 323.578025 \nL 317.152974 296.4748 \nL 317.312082 212.531615 \nL 317.343903 215.165127 \nL 317.407546 223.065662 \nL 317.439368 216.262423 \nL 317.503011 165.238134 \nL 317.566653 190.256495 \nL 317.789404 338.610988 \nL 317.853047 324.785051 \nL 318.043975 214.28729 \nL 318.171261 228.332685 \nL 318.203083 224.272688 \nL 318.266726 161.397596 \nL 318.330369 174.674884 \nL 318.553119 330.381263 \nL 318.616762 319.518028 \nL 318.807691 200.790542 \nL 318.839512 203.424054 \nL 318.934976 209.349455 \nL 318.966798 204.411621 \nL 319.030441 154.923547 \nL 319.094084 172.480291 \nL 319.348656 336.745583 \nL 319.380477 327.089374 \nL 319.475941 219.993232 \nL 319.603227 220.212691 \nL 319.635049 220.871069 \nL 319.66687 219.225124 \nL 319.698692 219.334854 \nL 319.825978 144.27977 \nL 319.88962 169.956509 \nL 320.080549 296.145611 \nL 320.112371 295.158045 \nL 320.176014 248.852131 \nL 320.239657 173.906777 \nL 320.303299 176.979207 \nL 320.462407 199.583516 \nL 320.494228 195.413789 \nL 320.557871 129.246808 \nL 320.621514 138.13491 \nL 320.844264 294.719126 \nL 320.907907 283.087783 \nL 321.003372 177.308396 \nL 321.098836 183.233797 \nL 321.226122 204.74081 \nL 321.257943 199.144597 \nL 321.321586 157.227869 \nL 321.385229 179.722449 \nL 321.639801 331.039641 \nL 321.703444 314.360734 \nL 321.862551 207.264592 \nL 321.926194 212.641345 \nL 321.989837 222.297554 \nL 322.021659 217.46945 \nL 322.085302 175.881911 \nL 322.148944 200.900272 \nL 322.403516 336.196935 \nL 322.467159 323.248836 \nL 322.658088 232.392682 \nL 322.689909 235.245653 \nL 322.753552 243.475378 \nL 322.785374 235.026194 \nL 322.849017 160.08084 \nL 322.91266 177.966774 \nL 323.13541 325.443429 \nL 323.199053 312.824519 \nL 323.389982 181.258664 \nL 323.421803 182.246231 \nL 323.517267 192.670548 \nL 323.549089 185.757579 \nL 323.612732 140.987881 \nL 323.676375 160.410029 \nL 323.930947 331.36883 \nL 323.962768 318.74992 \nL 324.153697 195.633248 \nL 324.185518 196.950004 \nL 324.280983 202.875406 \nL 324.312804 195.633248 \nL 324.376447 130.673293 \nL 324.44009 142.963014 \nL 324.66284 299.108312 \nL 324.726483 284.843457 \nL 324.853769 172.590021 \nL 324.917412 181.587853 \nL 325.044698 199.693246 \nL 325.076519 193.328926 \nL 325.140162 127.600863 \nL 325.203805 137.257072 \nL 325.426555 297.352638 \nL 325.490198 284.843457 \nL 325.585663 175.772181 \nL 325.681127 189.927306 \nL 325.808413 209.129996 \nL 325.840234 204.301891 \nL 325.935699 133.416535 \nL 325.96752 143.182474 \nL 326.094806 259.715366 \nL 326.190271 296.58453 \nL 326.222092 296.145611 \nL 326.285735 252.912128 \nL 326.349378 175.004073 \nL 326.413021 183.014338 \nL 326.572128 206.496484 \nL 326.60395 202.436487 \nL 326.667593 146.474363 \nL 326.731235 164.470027 \nL 326.985807 311.507763 \nL 327.04945 291.975885 \nL 327.176736 199.583516 \nL 327.240379 205.179728 \nL 327.335843 221.639176 \nL 327.367665 213.409452 \nL 327.431308 149.217605 \nL 327.494951 166.44516 \nL 327.749522 298.449934 \nL 327.813165 284.843457 \nL 328.099558 173.906777 \nL 328.195023 117.396005 \nL 328.258666 138.244639 \nL 328.513238 299.108312 \nL 328.545059 286.050483 \nL 328.767809 157.776518 \nL 328.863274 170.285698 \nL 328.895095 166.115971 \nL 328.958738 122.333839 \nL 329.022381 140.658692 \nL 329.276953 314.689923 \nL 329.308774 304.814254 \nL 329.499703 184.111635 \nL 329.531524 184.221364 \nL 329.626989 192.999737 \nL 329.65881 188.061902 \nL 329.722453 138.573828 \nL 329.786096 155.691654 \nL 330.040668 325.882348 \nL 330.072489 314.470464 \nL 330.263418 193.767844 \nL 330.29524 195.523519 \nL 330.390704 201.55865 \nL 330.422525 195.523519 \nL 330.486168 138.683558 \nL 330.549811 149.875983 \nL 330.677097 273.431573 \nL 330.772562 313.592626 \nL 330.804383 312.824519 \nL 330.868026 268.274279 \nL 330.96349 186.854876 \nL 330.995312 187.403524 \nL 331.154419 198.815408 \nL 331.186241 191.79271 \nL 331.249884 139.341936 \nL 331.313526 150.534361 \nL 331.377169 191.353792 \nL 331.536277 313.153708 \nL 331.568098 307.447766 \nL 331.631741 269.481306 \nL 331.790848 175.333262 \nL 331.82267 175.113803 \nL 331.949956 198.925138 \nL 332.013599 161.617056 \nL 332.077242 184.331094 \nL 332.331813 328.2964 \nL 332.395456 312.166141 \nL 332.586385 206.057565 \nL 332.650028 211.434319 \nL 332.713671 203.972702 \nL 332.777314 149.875983 \nL 332.840957 160.958678 \nL 332.968243 249.949427 \nL 333.095529 293.951018 \nL 333.12735 292.305074 \nL 333.222814 239.195921 \nL 333.318279 195.523519 \nL 333.3501 197.498652 \nL 333.445565 209.129996 \nL 333.477386 206.277025 \nL 333.541029 145.706256 \nL 333.604672 158.544625 \nL 333.731958 260.702933 \nL 333.859244 306.569929 \nL 333.891065 301.302905 \nL 334.081994 188.061902 \nL 334.145637 200.571083 \nL 334.20928 211.544048 \nL 334.241101 207.374321 \nL 334.304744 166.115971 \nL 334.336566 181.587853 \nL 334.622959 310.739655 \nL 334.686602 297.681827 \nL 334.845709 205.289458 \nL 334.909352 213.299723 \nL 334.972995 235.684572 \nL 335.004816 235.245653 \nL 335.068459 195.413789 \nL 335.132102 199.583516 \nL 335.195745 222.846203 \nL 335.354853 305.143443 \nL 335.386674 302.94885 \nL 335.450317 267.067253 \nL 335.609424 172.91921 \nL 335.73671 184.989472 \nL 335.768532 181.368393 \nL 335.832175 127.271674 \nL 335.895817 141.975448 \nL 336.150389 298.888853 \nL 336.214032 270.907791 \nL 336.404961 155.581925 \nL 336.468604 161.068407 \nL 336.500425 170.395428 \nL 336.532247 169.73705 \nL 336.59589 117.944653 \nL 336.659533 145.157608 \nL 336.882283 305.692091 \nL 336.945926 294.719126 \nL 337.136855 181.478123 \nL 337.200498 189.049469 \nL 337.26414 196.401356 \nL 337.295962 195.19433 \nL 337.359605 135.501398 \nL 337.423248 154.704087 \nL 337.677819 302.83912 \nL 337.741462 286.599132 \nL 337.932391 186.525687 \nL 337.964213 189.488388 \nL 338.027856 197.498652 \nL 338.059677 192.560818 \nL 338.12332 139.232206 \nL 338.186963 161.397596 \nL 338.441535 304.265606 \nL 338.505178 290.549399 \nL 338.727928 185.099202 \nL 338.759749 190.256495 \nL 338.791571 193.987304 \nL 338.823392 190.585684 \nL 338.887035 125.954918 \nL 338.950678 146.254904 \nL 339.20525 287.14778 \nL 339.268893 261.032122 \nL 339.428 169.62732 \nL 339.459822 174.345695 \nL 339.555286 192.341359 \nL 339.587107 191.573251 \nL 339.65075 146.035445 \nL 339.682572 162.714352 \nL 339.968965 316.555327 \nL 340.000786 313.373167 \nL 340.128072 253.460776 \nL 340.223537 209.349455 \nL 340.28718 216.701342 \nL 340.319001 216.042964 \nL 340.350823 209.568914 \nL 340.414466 136.598694 \nL 340.478108 154.045709 \nL 340.700859 288.245076 \nL 340.764502 271.34671 \nL 340.923609 150.973279 \nL 340.95543 151.083009 \nL 341.082716 162.933811 \nL 341.114538 159.312733 \nL 341.178181 98.741964 \nL 341.241824 109.38574 \nL 341.464574 253.460776 \nL 341.528217 240.293218 \nL 341.623681 133.087346 \nL 341.719146 138.464099 \nL 341.846431 158.434896 \nL 341.878253 156.350032 \nL 341.941896 100.05872 \nL 342.005539 111.141415 \nL 342.26011 265.201849 \nL 342.291932 254.448343 \nL 342.451039 145.377067 \nL 342.482861 145.596526 \nL 342.641968 174.674884 \nL 342.705611 132.209508 \nL 342.769254 155.362465 \nL 343.023826 302.619661 \nL 343.087469 286.489402 \nL 343.246576 199.802975 \nL 343.310219 208.910536 \nL 343.373862 219.225124 \nL 343.405683 214.616478 \nL 343.469326 153.716521 \nL 343.532969 171.053806 \nL 343.787541 298.011016 \nL 343.851184 287.476969 \nL 344.010291 198.705679 \nL 344.073934 203.862972 \nL 344.137577 216.372153 \nL 344.169398 214.17756 \nL 344.233041 148.668956 \nL 344.296684 173.138669 \nL 344.519435 307.228306 \nL 344.551256 304.375335 \nL 344.614899 260.593204 \nL 344.774006 175.662451 \nL 344.901292 193.658115 \nL 344.933114 188.83001 \nL 345.028578 123.650595 \nL 345.060399 137.695991 \nL 345.28315 282.868323 \nL 345.346793 271.456439 \nL 345.474078 169.298131 \nL 345.537721 177.418126 \nL 345.665007 199.473786 \nL 345.696829 196.291626 \nL 345.760472 135.940317 \nL 345.824115 150.973279 \nL 346.046865 299.87642 \nL 346.110508 287.03805 \nL 346.205972 176.10137 \nL 346.301437 181.148934 \nL 346.428722 187.952173 \nL 346.460544 184.550553 \nL 346.524187 138.354369 \nL 346.58783 157.557058 \nL 346.842401 309.532629 \nL 346.874223 297.681827 \nL 347.065152 190.146766 \nL 347.192438 207.264592 \nL 347.224259 204.960269 \nL 347.287902 148.339767 \nL 347.351545 162.494893 \nL 347.574295 305.801821 \nL 347.637938 294.170478 \nL 347.797045 186.196498 \nL 347.828867 187.513254 \nL 347.956153 199.583516 \nL 347.987974 199.473786 \nL 348.051617 159.641922 \nL 348.11526 183.014338 \nL 348.369832 324.565592 \nL 348.433475 308.654792 \nL 348.592582 208.032699 \nL 348.656225 214.945667 \nL 348.719868 227.784037 \nL 348.751689 226.357551 \nL 348.815332 178.954341 \nL 348.878975 203.424054 \nL 349.133547 338.172069 \nL 349.19719 328.076941 \nL 349.41994 220.761339 \nL 349.483583 226.68674 \nL 349.515405 222.297554 \nL 349.579047 178.734882 \nL 349.64269 205.728377 \nL 349.865441 338.062339 \nL 349.929084 324.565592 \nL 350.120012 203.204594 \nL 350.151834 205.947836 \nL 350.247298 220.322421 \nL 350.27912 218.457016 \nL 350.374584 157.557058 \nL 350.406406 171.053806 \nL 350.660977 314.141275 \nL 350.692799 301.741824 \nL 350.883728 184.221364 \nL 351.011013 194.865141 \nL 351.042835 194.316493 \nL 351.106478 139.012747 \nL 351.170121 153.497061 \nL 351.392871 300.863987 \nL 351.456514 290.11048 \nL 351.679264 163.37273 \nL 351.742907 168.420294 \nL 351.80655 174.455425 \nL 351.870193 126.832755 \nL 351.933836 148.230038 \nL 352.156586 296.365071 \nL 352.220229 283.96562 \nL 352.315694 175.881911 \nL 352.411158 180.161367 \nL 352.538444 190.146766 \nL 352.570265 186.086768 \nL 352.633908 126.723026 \nL 352.697551 136.818154 \nL 352.920301 271.675899 \nL 352.983944 259.495907 \nL 353.11123 147.68139 \nL 353.174873 148.120308 \nL 353.302159 170.614887 \nL 353.33398 169.407861 \nL 353.397623 122.004651 \nL 353.461266 136.379235 \nL 353.715838 280.015352 \nL 353.779481 270.798061 \nL 353.938588 184.221364 \nL 354.002231 197.169464 \nL 354.097696 214.28729 \nL 354.161338 164.908945 \nL 354.224981 189.598117 \nL 354.479553 321.82235 \nL 354.543196 310.410466 \nL 354.765946 217.908368 \nL 354.797768 221.309987 \nL 354.829589 224.162958 \nL 354.861411 222.187825 \nL 354.925054 161.287867 \nL 354.988697 187.842443 \nL 355.211447 292.305074 \nL 355.27509 277.6013 \nL 355.466019 148.449497 \nL 355.49784 153.93598 \nL 355.625126 165.347864 \nL 355.688769 116.408438 \nL 355.752412 136.927883 \nL 356.006983 277.052652 \nL 356.038805 267.067253 \nL 356.229734 152.509494 \nL 356.325198 162.385163 \nL 356.35702 164.140838 \nL 356.388841 162.604622 \nL 356.452484 109.056551 \nL 356.516127 120.468435 \nL 356.738877 256.094288 \nL 356.80252 242.158622 \nL 356.993449 134.184642 \nL 357.088913 145.047878 \nL 357.120735 148.998145 \nL 357.152556 146.474363 \nL 357.248021 88.098187 \nL 357.279842 100.607368 \nL 357.502592 239.195921 \nL 357.566235 225.918633 \nL 357.6617 116.408438 \nL 357.757164 121.126813 \nL 357.916271 139.012747 \nL 358.011736 87.988458 \nL 358.043557 100.497638 \nL 358.298129 244.572674 \nL 358.32995 232.941331 \nL 358.457236 127.052215 \nL 358.520879 130.344104 \nL 358.679987 181.148934 \nL 358.711808 162.165704 \nL 358.743629 123.101947 \nL 358.807272 138.903017 \nL 359.061844 272.334277 \nL 359.125487 252.034291 \nL 359.252773 166.993809 \nL 359.316416 171.492724 \nL 359.41188 192.231629 \nL 359.443702 186.854876 \nL 359.507345 129.795456 \nL 359.570988 146.693823 \nL 359.825559 270.029954 \nL 359.889202 259.166718 \nL 360.04831 178.295963 \nL 360.111952 184.660283 \nL 360.175595 198.37649 \nL 360.207417 194.97487 \nL 360.302881 126.942485 \nL 360.334703 142.633825 \nL 360.557453 272.992654 \nL 360.621096 260.044555 \nL 360.780203 149.546794 \nL 360.812025 150.314901 \nL 360.939311 163.921378 \nL 360.971132 160.848948 \nL 361.034775 119.261409 \nL 361.098418 149.107875 \nL 361.35299 288.683995 \nL 361.416633 247.206186 \nL 361.480275 172.91921 \nL 361.543918 174.016507 \nL 361.57574 174.235966 \nL 361.703026 187.184065 \nL 361.734847 185.757579 \nL 361.830312 137.695991 \nL 361.862133 152.180305 \nL 362.116705 306.899118 \nL 362.148526 299.437501 \nL 362.339455 182.136501 \nL 362.371277 183.014338 \nL 362.466741 195.413789 \nL 362.498562 194.865141 \nL 362.562205 153.497061 \nL 362.625848 173.138669 \nL 362.88042 323.907214 \nL 362.912241 314.799653 \nL 363.10317 206.715943 \nL 363.134992 209.568914 \nL 363.230456 219.993232 \nL 363.294099 194.97487 \nL 363.357742 150.534361 \nL 363.389563 159.861381 \nL 363.612314 292.853722 \nL 363.675957 281.002919 \nL 363.866885 170.505158 \nL 363.96235 181.478123 \nL 364.025993 187.952173 \nL 364.121457 139.451665 \nL 364.153279 150.095442 \nL 364.40785 275.187248 \nL 364.471493 258.61807 \nL 364.630601 179.064071 \nL 364.662422 182.026771 \nL 364.757886 197.827841 \nL 364.789708 195.633248 \nL 364.853351 150.534361 \nL 364.916994 166.774349 \nL 365.171565 292.524533 \nL 365.235208 280.125082 \nL 365.426137 192.560818 \nL 365.48978 199.802975 \nL 365.521602 202.436487 \nL 365.553423 196.511086 \nL 365.617066 144.060311 \nL 365.680709 175.772181 \nL 365.903459 291.427236 \nL 365.967102 276.613733 \nL 366.158031 168.420294 \nL 366.189852 168.091105 \nL 366.285317 178.954341 \nL 366.317138 176.979207 \nL 366.412603 119.480868 \nL 366.476246 149.107875 \nL 366.667174 268.493739 \nL 366.698996 267.835361 \nL 366.762639 222.626743 \nL 366.826282 150.973279 \nL 366.889925 159.971111 \nL 367.01721 180.161367 \nL 367.049032 186.635417 \nL 367.080853 185.318661 \nL 367.176318 124.199244 \nL 367.239961 155.362465 \nL 367.462711 281.771027 \nL 367.526354 239.63484 \nL 367.621818 165.786782 \nL 367.65364 166.55489 \nL 367.812747 188.83001 \nL 367.844569 188.61055 \nL 367.940033 130.563564 \nL 368.003676 155.691654 \nL 368.194605 271.34671 \nL 368.226426 270.139683 \nL 368.290069 219.993232 \nL 368.385533 144.938148 \nL 368.417355 150.64409 \nL 368.608284 179.722449 \nL 368.703748 123.321406 \nL 368.767391 146.803552 \nL 368.990141 271.785628 \nL 369.053784 232.612142 \nL 369.244713 127.710593 \nL 369.371999 152.399765 \nL 369.40382 143.950581 \nL 369.435642 115.85979 \nL 369.499285 146.254904 \nL 369.753856 282.209945 \nL 369.817499 270.139683 \nL 370.008428 178.625152 \nL 370.04025 181.478123 \nL 370.135714 192.231629 \nL 370.231178 138.244639 \nL 370.263 154.594358 \nL 370.517572 282.209945 \nL 370.549393 278.369407 \nL 370.7085 200.241894 \nL 370.803965 214.397019 \nL 370.867608 230.746738 \nL 370.899429 227.125659 \nL 370.994894 154.155439 \nL 371.058537 188.171632 \nL 371.249465 288.354806 \nL 371.281287 287.14778 \nL 371.34493 244.353215 \nL 371.504037 160.3003 \nL 371.535859 159.312733 \nL 371.663144 176.650018 \nL 371.694966 168.420294 \nL 371.758609 137.366802 \nL 371.79043 155.911114 \nL 372.01318 308.654792 \nL 372.045002 306.350469 \nL 372.108645 263.007256 \nL 372.204109 193.109466 \nL 372.235931 193.328926 \nL 372.267752 192.670548 \nL 372.395038 202.655946 \nL 372.42686 199.034868 \nL 372.522324 151.851116 \nL 372.554145 164.250567 \nL 372.776896 307.338036 \nL 372.840539 293.951018 \nL 372.936003 192.341359 \nL 373.031467 196.730545 \nL 373.190575 214.616478 \nL 373.286039 157.00841 \nL 373.349682 187.074335 \nL 373.540611 308.654792 \nL 373.572432 307.996414 \nL 373.636075 262.568337 \nL 373.699718 189.268928 \nL 373.763361 193.438655 \nL 373.890647 211.873237 \nL 373.95429 218.676476 \nL 373.986111 209.898103 \nL 374.049754 163.37273 \nL 374.113397 188.391091 \nL 374.304326 307.118577 \nL 374.336147 306.460199 \nL 374.39979 265.640768 \nL 374.495255 191.353792 \nL 374.527076 191.573251 \nL 374.718005 223.065662 \nL 374.749826 216.262423 \nL 374.813469 176.430559 \nL 374.845291 188.061902 \nL 375.099863 320.395865 \nL 375.163506 301.412635 \nL 375.322613 212.312156 \nL 375.354434 213.628912 \nL 375.449899 229.759171 \nL 375.48172 228.332685 \nL 375.577185 174.894344 \nL 375.640828 203.643513 \nL 375.831756 306.02128 \nL 375.895399 301.741824 \nL 376.022685 212.751074 \nL 376.118149 174.565155 \nL 376.149971 175.772181 \nL 376.245435 190.146766 \nL 376.3409 134.294372 \nL 376.372721 149.985712 \nL 376.595471 277.162381 \nL 376.627293 276.504003 \nL 376.690936 240.622406 \nL 376.818222 160.08084 \nL 376.850043 160.629489 \nL 376.977329 189.817577 \nL 377.040972 175.881911 \nL 377.104615 127.161944 \nL 377.136436 141.426799 \nL 377.359187 285.721294 \nL 377.42283 274.41914 \nL 377.550115 177.527855 \nL 377.613758 185.318661 \nL 377.741044 198.705679 \nL 377.772866 197.498652 \nL 377.86833 150.314901 \nL 377.900152 164.250567 \nL 378.122902 314.470464 \nL 378.154723 307.228306 \nL 378.218366 268.274279 \nL 378.377474 179.502989 \nL 378.504759 188.83001 \nL 378.536581 193.767844 \nL 378.568402 183.233797 \nL 378.632045 141.31707 \nL 378.663867 153.387332 \nL 378.886617 296.035882 \nL 378.95026 281.112649 \nL 379.141189 171.821913 \nL 379.300296 188.61055 \nL 379.363939 149.107875 \nL 379.39576 133.965183 \nL 379.427582 144.718689 \nL 379.650332 293.182911 \nL 379.713975 282.539134 \nL 379.841261 187.074335 \nL 379.904904 189.378658 \nL 380.064011 217.798638 \nL 380.095833 211.763507 \nL 380.159476 171.931643 \nL 380.191297 182.57542 \nL 380.445869 313.921815 \nL 380.509512 298.011016 \nL 380.668619 205.289458 \nL 380.732262 210.117563 \nL 380.827726 221.200258 \nL 380.923191 181.807312 \nL 380.955012 197.059734 \nL 381.209584 325.882348 \nL 381.241405 322.700188 \nL 381.33687 276.394274 \nL 381.464156 204.082432 \nL 381.495977 205.399188 \nL 381.591442 218.127827 \nL 381.623263 210.88567 \nL 381.686906 170.724617 \nL 381.718727 186.854876 \nL 381.941478 316.884516 \nL 381.973299 315.019112 \nL 382.036942 274.41914 \nL 382.164228 197.169464 \nL 382.196049 197.937571 \nL 382.227871 198.486219 \nL 382.355157 209.239725 \nL 382.450621 159.093274 \nL 382.514264 192.231629 \nL 382.705193 314.689923 \nL 382.737014 314.360734 \nL 382.800657 275.077518 \nL 382.959765 203.533783 \nL 383.118872 214.945667 \nL 383.214336 163.043541 \nL 383.277979 195.0846 \nL 383.500729 316.226138 \nL 383.564372 274.30941 \nL 383.72348 182.685149 \nL 383.755301 179.502989 \nL 383.818944 182.35596 \nL 383.882587 187.184065 \nL 383.978051 146.584093 \nL 384.009873 162.933811 \nL 384.232623 312.49533 \nL 384.296266 301.741824 \nL 384.519016 198.595949 \nL 384.646302 214.945667 \nL 384.741767 166.774349 \nL 384.80541 195.413789 \nL 385.02816 316.774786 \nL 385.091803 278.588867 \nL 385.25091 195.19433 \nL 385.410017 212.970534 \nL 385.441839 205.618647 \nL 385.505482 178.515422 \nL 385.537303 188.83001 \nL 385.791875 320.395865 \nL 385.855518 303.168309 \nL 386.014625 222.736473 \nL 386.046447 227.235389 \nL 386.141911 243.585107 \nL 386.173733 243.036459 \nL 386.269197 195.633248 \nL 386.33284 221.529447 \nL 386.55559 326.760185 \nL 386.587412 323.797484 \nL 387.032912 184.660283 \nL 387.064734 196.511086 \nL 387.287484 320.944513 \nL 387.319305 317.542894 \nL 387.382948 272.334277 \nL 387.542056 189.488388 \nL 387.573877 189.927306 \nL 387.669341 201.33919 \nL 387.701163 201.010001 \nL 387.796627 152.290035 \nL 387.86027 185.099202 \nL 388.051199 312.60506 \nL 388.08302 312.49533 \nL 388.146663 270.578602 \nL 388.273949 201.119731 \nL 388.433057 218.676476 \nL 388.464878 221.419717 \nL 388.528521 189.268928 \nL 388.560342 168.091105 \nL 388.623985 197.279193 \nL 388.814914 320.944513 \nL 388.846736 318.969379 \nL 388.910379 274.967788 \nL 389.069486 198.15703 \nL 389.16495 205.179728 \nL 389.196772 208.142429 \nL 389.228593 206.277025 \nL 389.324058 159.203003 \nL 389.3877 188.72028 \nL 389.578629 316.884516 \nL 389.610451 316.555327 \nL 389.674094 271.12725 \nL 389.833201 188.61055 \nL 389.865022 189.488388 \nL 389.992308 201.55865 \nL 390.087773 157.337599 \nL 390.151416 185.099202 \nL 390.342344 310.959115 \nL 390.374166 310.520196 \nL 390.437809 269.152117 \nL 390.596916 186.745146 \nL 390.660559 196.181897 \nL 390.756024 215.494316 \nL 390.787845 210.666211 \nL 390.851488 177.747315 \nL 390.883309 188.939739 \nL 391.10606 317.981813 \nL 391.201524 297.462367 \nL 391.32881 229.320252 \nL 391.392453 237.111058 \nL 391.519739 263.007256 \nL 391.55156 256.094288 \nL 391.615203 206.606214 \nL 391.678846 227.015929 \nL 391.901596 326.211537 \nL 391.933418 325.22397 \nL 392.028882 286.92832 \nL 392.156168 237.440247 \nL 392.187989 242.158622 \nL 392.283454 261.141852 \nL 392.315275 256.423477 \nL 392.41074 198.486219 \nL 392.442561 210.446752 \nL 392.63349 331.47856 \nL 392.665311 330.161804 \nL 392.728954 288.793725 \nL 392.888062 207.045132 \nL 392.983526 220.43215 \nL 393.047169 227.345118 \nL 393.07899 222.078095 \nL 393.174455 181.807312 \nL 393.206276 196.511086 \nL 393.429027 329.283967 \nL 393.49267 289.232643 \nL 393.651777 198.37649 \nL 393.683598 194.097033 \nL 393.747241 199.254327 \nL 393.810884 210.117563 \nL 393.842706 202.875406 \nL 393.93817 178.625152 \nL 393.969991 193.548385 \nL 394.192742 330.929912 \nL 394.256385 290.11048 \nL 394.415492 207.154862 \nL 394.542778 223.394851 \nL 394.574599 229.8689 \nL 394.606421 226.9062 \nL 394.701885 188.391091 \nL 394.733707 197.059734 \nL 394.924635 317.542894 \nL 394.956457 316.006679 \nL 395.0201 274.748329 \nL 395.147386 195.633248 \nL 395.179207 195.19433 \nL 395.338314 210.446752 \nL 395.370136 207.045132 \nL 395.4656 164.908945 \nL 395.497422 172.041373 \nL 395.688351 294.170478 \nL 395.720172 293.621829 \nL 395.783815 253.460776 \nL 395.879279 177.966774 \nL 395.911101 178.734882 \nL 395.974744 187.622984 \nL 396.10203 221.309987 \nL 396.133851 219.334854 \nL 396.229316 190.256495 \nL 396.261137 199.473786 \nL 396.483887 312.275871 \nL 396.515709 308.106144 \nL 396.706638 212.970534 \nL 396.802102 232.502412 \nL 396.865745 239.964029 \nL 396.897566 238.208354 \nL 396.993031 204.52135 \nL 397.024852 212.860804 \nL 397.215781 315.019112 \nL 397.279424 311.617493 \nL 397.374888 259.495907 \nL 397.470353 213.080263 \nL 397.533996 215.823505 \nL 397.62946 232.173223 \nL 397.661281 228.222956 \nL 397.756746 182.57542 \nL 397.788567 190.146766 \nL 397.947675 298.888853 \nL 398.011318 296.145611 \nL 398.074961 252.473209 \nL 398.138603 173.906777 \nL 398.202246 180.051637 \nL 398.297711 197.059734 \nL 398.393175 214.506749 \nL 398.424997 210.227292 \nL 398.520461 171.821913 \nL 398.552282 183.782446 \nL 398.775033 309.31317 \nL 398.838676 271.23698 \nL 399.029604 164.031108 \nL 399.15689 180.490556 \nL 399.220533 172.480291 \nL 399.284176 162.165704 \nL 399.506926 307.447766 \nL 399.570569 296.365071 \nL 399.79332 192.121899 \nL 399.920605 208.361888 \nL 399.952427 206.386754 \nL 400.047891 171.163536 \nL 400.079713 179.1738 \nL 400.270642 302.290472 \nL 400.302463 301.302905 \nL 400.366106 256.204017 \nL 400.429749 181.697582 \nL 400.493392 188.83001 \nL 400.588856 206.277025 \nL 400.684321 222.846203 \nL 400.747964 212.531615 \nL 400.811607 182.46569 \nL 400.843428 189.159199 \nL 401.066178 308.654792 \nL 401.129821 269.042387 \nL 401.225286 191.353792 \nL 401.257107 192.341359 \nL 401.448036 222.517014 \nL 401.479857 222.407284 \nL 401.575322 194.426222 \nL 401.607143 199.144597 \nL 401.829893 312.714789 \nL 401.861715 306.679658 \nL 402.052644 210.9954 \nL 402.148108 233.928898 \nL 402.211751 240.841866 \nL 402.243572 237.330517 \nL 402.339037 207.045132 \nL 402.370858 213.189993 \nL 402.593609 325.662888 \nL 402.62543 322.700188 \nL 402.720894 275.735896 \nL 402.816359 230.966197 \nL 402.84818 234.148357 \nL 402.975466 254.448343 \nL 403.007288 249.839697 \nL 403.102752 207.374321 \nL 403.134573 214.726208 \nL 403.325502 326.650455 \nL 403.389145 311.617493 \nL 403.548253 204.411621 \nL 403.580074 204.960269 \nL 403.739181 222.078095 \nL 403.771003 218.018098 \nL 403.866467 185.099202 \nL 403.898289 194.206763 \nL 404.089217 324.016944 \nL 404.121039 322.151539 \nL 404.184682 278.259678 \nL 404.248325 201.997568 \nL 404.311968 208.142429 \nL 404.343789 208.691077 \nL 404.502896 232.502412 \nL 404.534718 229.320252 \nL 404.630182 193.548385 \nL 404.662004 199.254327 \nL 404.852933 321.163973 \nL 404.884754 317.213705 \nL 404.948397 272.553736 \nL 405.01204 203.424054 \nL 405.075683 208.252159 \nL 405.139326 212.970534 \nL 405.266612 233.928898 \nL 405.393898 190.914873 \nL 405.425719 199.144597 \nL 405.616648 330.490993 \nL 405.648469 329.064508 \nL 405.712112 287.14778 \nL 405.839398 206.167295 \nL 405.871219 205.289458 \nL 405.998505 227.674307 \nL 406.062148 225.918633 \nL 406.157613 194.097033 \nL 406.189434 197.718112 \nL 406.380363 326.869915 \nL 406.412184 324.455862 \nL 406.475827 286.708861 \nL 406.571292 209.459185 \nL 406.634935 213.628912 \nL 406.825863 237.549976 \nL 406.857685 233.489979 \nL 406.921328 218.237557 \nL 406.953149 221.858636 \nL 407.1759 334.66072 \nL 407.207721 329.613156 \nL 407.303185 269.152117 \nL 407.39865 234.367816 \nL 407.430471 239.086191 \nL 407.557757 268.822928 \nL 407.589579 267.067253 \nL 407.716864 232.612142 \nL 407.748686 252.802398 \nL 407.907793 339.269365 \nL 407.939615 337.84288 \nL 408.003258 323.139106 \nL 408.130544 242.378081 \nL 408.194186 248.742401 \nL 408.321472 283.526701 \nL 408.353294 278.149948 \nL 408.448758 234.258087 \nL 408.48058 239.195921 \nL 408.671508 342.890444 \nL 408.70333 340.91531 \nL 408.766973 294.499667 \nL 408.92608 203.314324 \nL 408.989723 209.788374 \nL 409.085187 219.664043 \nL 409.117009 217.24999 \nL 409.212473 185.53812 \nL 409.244295 191.353792 \nL 409.467045 316.555327 \nL 409.530688 271.456439 \nL 409.689795 193.877574 \nL 409.848903 211.544048 \nL 409.976189 173.906777 \nL 410.00801 177.747315 \nL 410.23076 312.275871 \nL 410.294403 266.738064 \nL 410.389868 194.316493 \nL 410.421689 197.388923 \nL 410.548975 211.873237 \nL 410.612618 223.50458 \nL 410.644439 220.54188 \nL 410.739904 185.53812 \nL 410.771725 187.952173 \nL 410.962654 313.153708 \nL 410.994475 312.275871 \nL 411.058118 268.16455 \nL 411.121761 194.645681 \nL 411.185404 197.388923 \nL 411.249047 205.069999 \nL 411.376333 235.355383 \nL 411.439976 228.003496 \nL 411.53544 201.010001 \nL 411.726369 329.722886 \nL 411.758191 328.076941 \nL 411.821833 285.501835 \nL 411.917298 208.471618 \nL 411.949119 212.092696 \nL 412.012762 218.237557 \nL 412.17187 243.365648 \nL 412.235513 235.904031 \nL 412.299155 221.200258 \nL 412.490084 332.795316 \nL 412.521906 332.575857 \nL 412.585549 310.520196 \nL 412.744656 221.639176 \nL 412.776477 225.369985 \nL 412.903763 258.727799 \nL 412.967406 251.485642 \nL 413.062871 226.79647 \nL 413.094692 247.864564 \nL 413.285621 333.782883 \nL 413.349264 319.737487 \nL 413.540193 227.564578 \nL 413.603836 244.024026 \nL 413.667478 254.119154 \nL 413.6993 249.400779 \nL 413.794764 219.883502 \nL 413.826586 221.748906 \nL 414.017515 342.561255 \nL 414.049336 341.463959 \nL 414.112979 295.926152 \nL 414.272086 212.860804 \nL 414.463015 243.255918 \nL 414.494837 237.659706 \nL 414.558479 213.409452 \nL 414.590301 214.06783 \nL 414.78123 341.244499 \nL 414.813051 340.91531 \nL 414.876694 297.572097 \nL 415.035801 207.264592 \nL 415.099444 211.982967 \nL 415.22673 231.075927 \nL 415.290373 222.846203 \nL 415.322195 208.471618 \nL 415.354016 210.007833 \nL 415.544945 343.658552 \nL 415.576766 343.329363 \nL 415.640409 301.741824 \nL 415.767695 215.823505 \nL 415.799517 216.701342 \nL 415.958624 234.367816 \nL 415.990445 231.734305 \nL 416.08591 204.850539 \nL 416.117731 213.738641 \nL 416.30866 345.194767 \nL 416.340482 343.768281 \nL 416.404124 299.327771 \nL 416.53141 221.858636 \nL 416.563232 221.968365 \nL 416.595053 222.517014 \nL 416.722339 231.844034 \nL 416.754161 229.429982 \nL 416.849625 202.655946 \nL 416.881446 207.484051 \nL 417.072375 334.331531 \nL 417.104197 332.356397 \nL 417.16784 292.414803 \nL 417.326947 189.598117 \nL 417.358768 186.854876 \nL 417.39059 189.378658 \nL 417.486054 201.668379 \nL 417.581519 196.950004 \nL 417.61334 196.840275 \nL 417.676983 231.624575 \nL 417.867912 331.917479 \nL 417.931555 315.128842 \nL 418.090662 225.699174 \nL 418.154305 239.41538 \nL 418.249769 261.471041 \nL 418.281591 259.166718 \nL 418.377055 237.769435 \nL 418.408877 240.073758 \nL 418.631627 348.267197 \nL 418.663449 344.975307 \nL 418.790734 273.321843 \nL 418.854377 247.315915 \nL 418.91802 252.14402 \nL 418.981663 261.80023 \nL 419.013485 261.032122 \nL 419.172592 227.893767 \nL 419.363521 337.513691 \nL 419.395342 335.319098 \nL 419.458985 294.609396 \nL 419.586271 220.761339 \nL 419.618092 222.407284 \nL 419.681735 230.307819 \nL 419.809021 247.974293 \nL 419.840843 242.817 \nL 419.936307 217.35972 \nL 420.127236 340.366662 \nL 420.159057 340.037473 \nL 420.2227 298.669393 \nL 420.381808 221.968365 \nL 420.540915 231.514845 \nL 420.668201 211.873237 \nL 420.700022 214.616478 \nL 420.890951 336.855313 \nL 420.922773 336.745583 \nL 420.986415 297.901286 \nL 421.145523 222.187825 \nL 421.30463 240.622406 \nL 421.368273 236.672139 \nL 421.463737 215.274856 \nL 421.654666 338.391528 \nL 421.686488 337.074772 \nL 421.750131 293.621829 \nL 421.909238 216.372153 \nL 421.941059 216.152694 \nL 422.068345 229.320252 \nL 422.100167 227.235389 \nL 422.195631 207.264592 \nL 422.227453 208.361888 \nL 422.450203 336.965043 \nL 422.513846 301.632094 \nL 422.672953 213.958101 \nL 422.704775 214.945667 \nL 422.863882 233.599709 \nL 422.895703 233.16079 \nL 422.927525 233.599709 \nL 422.991168 226.79647 \nL 423.213918 348.376927 \nL 423.24574 346.840712 \nL 423.436668 237.879165 \nL 423.563954 263.336445 \nL 423.595776 265.750497 \nL 423.627597 263.446175 \nL 423.754883 238.427813 \nL 423.977633 339.927743 \nL 424.009455 336.306665 \nL 424.104919 290.878588 \nL 424.200383 250.827264 \nL 424.232205 253.131587 \nL 424.359491 273.431573 \nL 424.391312 268.603468 \nL 424.518598 228.881334 \nL 424.709527 335.867746 \nL 424.741348 333.234234 \nL 424.804991 288.464536 \nL 424.932277 214.28729 \nL 424.964099 214.397019 \nL 425.059563 225.040796 \nL 425.155027 239.63484 \nL 425.186849 234.148357 \nL 425.282313 209.129996 \nL 425.505064 325.11424 \nL 425.568706 285.062916 \nL 425.727814 204.082432 \nL 425.759635 203.533783 \nL 425.886921 210.446752 \nL 425.918743 207.593781 \nL 426.014207 193.987304 \nL 426.046028 200.022435 \nL 426.236957 329.064508 \nL 426.268779 328.625589 \nL 426.332422 290.000751 \nL 426.491529 213.958101 \nL 426.682458 236.45268 \nL 426.746101 234.148357 \nL 426.809744 218.895935 \nL 427.000672 343.329363 \nL 427.032494 343.219633 \nL 427.096137 308.215873 \nL 427.255244 219.773772 \nL 427.350709 229.320252 \nL 427.446173 243.585107 \nL 427.509816 242.268351 \nL 427.573459 223.065662 \nL 427.764388 335.867746 \nL 427.796209 335.209368 \nL 427.859852 298.120745 \nL 428.018959 223.394851 \nL 428.273531 245.99916 \nL 428.305352 240.402947 \nL 428.337174 233.05106 \nL 428.559924 342.451525 \nL 428.591746 337.73315 \nL 428.782674 257.081855 \nL 428.878139 275.077518 \nL 428.941782 281.661297 \nL 428.973603 278.588867 \nL 429.100889 252.25375 \nL 429.323639 355.619084 \nL 429.355461 352.546654 \nL 429.450925 309.4229 \nL 429.54639 269.042387 \nL 429.578211 270.798061 \nL 429.705497 287.476969 \nL 429.737318 282.868323 \nL 429.864604 247.864564 \nL 430.055533 364.836375 \nL 430.087355 363.30016 \nL 430.150997 322.480728 \nL 430.310105 234.587276 \nL 430.341926 233.709438 \nL 430.469212 245.7797 \nL 430.532855 242.048892 \nL 430.596498 234.916464 \nL 430.628319 228.332685 \nL 430.819248 361.763945 \nL 430.85107 360.666648 \nL 430.914713 323.797484 \nL 431.07382 242.268351 \nL 431.105641 241.939162 \nL 431.264749 248.193753 \nL 431.29657 248.522942 \nL 431.328392 247.974293 \nL 431.392035 232.173223 \nL 431.582963 356.167732 \nL 431.646606 344.865578 \nL 431.869357 232.941331 \nL 432.092107 242.70727 \nL 432.15575 225.479714 \nL 432.346679 353.53422 \nL 432.410321 343.439092 \nL 432.633072 225.369985 \nL 432.792179 237.769435 \nL 432.855822 235.904031 \nL 432.919465 223.50458 \nL 433.110394 348.925575 \nL 433.142215 348.706116 \nL 433.205858 313.592626 \nL 433.364965 235.684572 \nL 433.396787 234.038627 \nL 433.428608 235.904031 \nL 433.46043 237.001328 \nL 433.619537 252.582939 \nL 433.651359 251.266183 \nL 433.68318 237.988895 \nL 433.715002 256.752666 \nL 433.90593 355.070436 \nL 433.969573 341.573688 \nL 434.128681 259.825096 \nL 434.192324 264.543471 \nL 434.287788 275.955355 \nL 434.319609 273.431573 \nL 434.446895 246.767267 \nL 434.669646 356.167732 \nL 434.733288 346.840712 \nL 434.892396 267.94509 \nL 434.98786 278.259678 \nL 435.019682 281.990486 \nL 435.051503 280.67373 \nL 435.21061 244.682404 \nL 435.401539 358.581785 \nL 435.433361 358.033136 \nL 435.497004 319.737487 \nL 435.656111 229.649441 \nL 435.687932 227.235389 \nL 435.719754 230.527278 \nL 435.751575 230.08836 \nL 435.84704 237.001328 \nL 435.878861 235.355383 \nL 435.942504 230.198089 \nL 435.974326 220.54188 \nL 436.165254 352.327194 \nL 436.197076 351.559087 \nL 436.260719 314.251004 \nL 436.419826 221.968365 \nL 436.515291 217.140261 \nL 436.547112 218.676476 \nL 436.674398 222.955932 \nL 436.706219 221.419717 \nL 436.738041 210.446752 \nL 436.769862 236.123491 \nL 436.960791 348.376927 \nL 437.024434 315.128842 \nL 437.183541 214.506749 \nL 437.215363 211.434319 \nL 437.279006 211.544048 \nL 437.37447 219.444583 \nL 437.438113 218.786205 \nL 437.501756 213.299723 \nL 437.692685 345.085037 \nL 437.756328 336.416394 \nL 437.947256 214.06783 \nL 437.979078 214.28729 \nL 438.106364 223.285121 \nL 438.138185 221.309987 \nL 438.265471 216.701342 \nL 438.488221 352.875843 \nL 438.520043 345.194767 \nL 438.742793 216.811072 \nL 438.774615 216.920801 \nL 438.838257 221.309987 \nL 438.997365 238.537543 \nL 439.029186 229.759171 \nL 439.061008 249.510508 \nL 439.251937 356.71638 \nL 439.315579 345.414226 \nL 439.474687 240.951595 \nL 439.570151 250.278616 \nL 439.633794 257.520773 \nL 439.665616 253.460776 \nL 439.792901 245.7797 \nL 440.015652 361.434756 \nL 440.079295 354.302328 \nL 440.238402 262.678067 \nL 440.365688 275.845625 \nL 440.397509 277.381841 \nL 440.429331 274.30941 \nL 440.556617 247.754834 \nL 440.747545 355.948273 \nL 440.811188 344.755848 \nL 441.033939 221.968365 \nL 441.193046 235.465113 \nL 441.256689 230.198089 \nL 441.320332 218.018098 \nL 441.543082 341.793147 \nL 441.574903 337.184502 \nL 441.797654 227.235389 \nL 441.92494 240.402947 \nL 441.956761 238.427813 \nL 442.084047 220.212691 \nL 442.274976 343.109903 \nL 442.338619 331.039641 \nL 442.561369 224.931066 \nL 442.656833 231.185656 \nL 442.688655 230.527278 \nL 442.784119 209.020266 \nL 442.847762 212.751074 \nL 443.038691 343.987741 \nL 443.070512 343.329363 \nL 443.134155 308.874251 \nL 443.293263 216.920801 \nL 443.325084 215.165127 \nL 443.356906 217.46945 \nL 443.388727 216.811072 \nL 443.516013 226.028363 \nL 443.547834 224.711607 \nL 443.579656 223.50458 \nL 443.611477 216.372153 \nL 443.834228 348.596386 \nL 443.866049 340.366662 \nL 444.056978 225.479714 \nL 444.120621 229.100793 \nL 444.311549 246.438078 \nL 444.343371 248.852131 \nL 444.375192 238.098624 \nL 444.407014 253.241317 \nL 444.597943 356.71638 \nL 444.661586 344.646119 \nL 444.820693 259.276448 \nL 444.884336 265.531038 \nL 444.9798 276.504003 \nL 445.011622 273.102384 \nL 445.138908 255.43591 \nL 445.361658 363.409889 \nL 445.425301 357.265029 \nL 445.61623 266.738064 \nL 445.711694 273.980221 \nL 445.743515 271.675899 \nL 445.902623 242.926729 \nL 446.093552 358.581785 \nL 446.125373 357.594218 \nL 446.189016 319.298568 \nL 446.348123 205.508917 \nL 446.379945 203.533783 \nL 446.443588 205.179728 \nL 446.634516 218.237557 \nL 446.666338 210.117563 \nL 446.889088 350.900709 \nL 446.92091 341.354229 \nL 447.14366 206.496484 \nL 447.175481 208.252159 \nL 447.207303 208.032699 \nL 447.302767 218.127827 \nL 447.36641 217.35972 \nL 447.430053 216.481883 \nL 447.652803 353.973139 \nL 447.716446 315.348301 \nL 447.875554 216.152694 \nL 447.907375 215.165127 \nL 447.939197 216.701342 \nL 447.971018 216.372153 \nL 448.034661 223.285121 \nL 448.066482 219.993232 \nL 448.130125 213.848371 \nL 448.193768 216.481883 \nL 448.416519 346.182334 \nL 448.44834 337.403961 \nL 448.67109 210.775941 \nL 448.702912 211.873237 \nL 448.734733 210.666211 \nL 448.766555 211.763507 \nL 448.798376 213.299723 \nL 448.830198 210.007833 \nL 448.89384 205.728377 \nL 448.957483 206.386754 \nL 449.180234 344.426659 \nL 449.212055 335.648287 \nL 449.434805 202.546217 \nL 449.466627 206.167295 \nL 449.75302 250.827264 \nL 449.943949 353.64395 \nL 450.007592 341.13477 \nL 450.198521 229.8689 \nL 450.262163 239.086191 \nL 450.325806 246.328349 \nL 450.357628 242.268351 \nL 450.484914 235.026194 \nL 450.707664 349.803412 \nL 450.771307 343.329363 \nL 450.962236 246.547808 \nL 451.025879 257.191584 \nL 451.089522 264.214282 \nL 451.121343 261.471041 \nL 451.248629 248.522942 \nL 451.471379 351.010438 \nL 451.535022 342.670985 \nL 451.694129 256.972125 \nL 451.757772 265.750497 \nL 451.853237 280.015352 \nL 451.885058 272.992654 \nL 452.012344 244.024026 \nL 452.203273 356.058003 \nL 452.266916 344.755848 \nL 452.553309 215.055397 \nL 452.744238 227.015929 \nL 452.776059 217.579179 \nL 452.807881 237.330517 \nL 452.998809 343.000174 \nL 453.062452 308.654792 \nL 453.22156 209.459185 \nL 453.253381 207.154862 \nL 453.317024 208.471618 \nL 453.380667 216.262423 \nL 453.412489 211.324589 \nL 453.44431 207.045132 \nL 453.507953 210.556481 \nL 453.539774 211.214859 \nL 453.762525 343.109903 \nL 453.794346 335.977476 \nL 454.112561 172.480291 \nL 454.176204 168.859213 \nL 454.208025 170.614887 \nL 454.30349 170.285698 \nL 454.335311 185.099202 \nL 454.52624 325.443429 \nL 454.589883 296.803989 \nL 454.780812 140.110043 \nL 454.908097 122.11438 \nL 454.939919 122.553299 \nL 455.099026 159.422463 \nL 455.321776 309.093711 \nL 455.353598 306.460199 \nL 455.671813 138.903017 \nL 455.735456 135.611128 \nL 455.862741 167.652187 \nL 456.085492 302.400202 \nL 456.117313 302.729391 \nL 456.371885 139.341936 \nL 456.499171 152.509494 \nL 456.626457 201.44892 \nL 456.817385 311.288304 \nL 456.881028 279.795893 \nL 457.040136 174.235966 \nL 457.1356 161.068407 \nL 457.231064 161.397596 \nL 457.294707 170.285698 \nL 457.421993 250.498075 \nL 457.5811 334.112072 \nL 457.644743 306.569929 \nL 457.803851 209.568914 \nL 457.835672 207.70351 \nL 457.867494 210.446752 \nL 457.899315 209.349455 \nL 458.058422 217.140261 \nL 458.153887 233.489979 \nL 458.344816 343.329363 \nL 458.408459 316.116408 \nL 458.567566 219.005665 \nL 458.758495 209.020266 \nL 458.853959 217.798638 \nL 458.885781 212.531615 \nL 459.108531 339.598554 \nL 459.172174 307.776955 \nL 459.331281 203.424054 \nL 459.426745 199.912705 \nL 459.617674 217.46945 \nL 459.649496 213.519182 \nL 459.872246 346.511523 \nL 459.904067 337.73315 \nL 460.126818 212.531615 \nL 460.158639 215.274856 \nL 460.445032 253.351046 \nL 460.635961 348.596386 \nL 460.699604 337.84288 \nL 460.890533 231.953764 \nL 460.954176 241.500244 \nL 461.017819 248.084023 \nL 461.04964 245.231052 \nL 461.081462 240.293218 \nL 461.113283 245.011593 \nL 461.208748 261.141852 \nL 461.399676 359.89854 \nL 461.463319 355.948273 \nL 461.654248 242.926729 \nL 461.749712 251.705102 \nL 461.781534 250.717535 \nL 461.940641 228.442415 \nL 462.036106 311.507763 \nL 462.163391 347.718549 \nL 462.227034 316.884516 \nL 462.417963 201.997568 \nL 462.449785 202.436487 \nL 462.481606 200.241894 \nL 462.513428 204.960269 \nL 462.577071 210.9954 \nL 462.608892 204.850539 \nL 462.640713 203.533783 \nL 462.704356 210.775941 \nL 462.927107 345.523956 \nL 462.958928 337.95261 \nL 463.181678 207.484051 \nL 463.2135 210.007833 \nL 463.245321 210.775941 \nL 463.308964 217.579179 \nL 463.340786 212.531615 \nL 463.372607 206.496484 \nL 463.43625 211.10513 \nL 463.499893 240.512677 \nL 463.659 342.890444 \nL 463.690822 342.122336 \nL 463.754465 308.983981 \nL 463.913572 208.032699 \nL 463.945394 204.411621 \nL 464.009036 208.252159 \nL 464.104501 216.481883 \nL 464.136322 215.165127 \nL 464.168144 213.958101 \nL 464.263608 235.026194 \nL 464.454537 343.768281 \nL 464.51818 312.166141 \nL 464.677287 208.910536 \nL 464.74093 209.239725 \nL 464.772752 207.045132 \nL 464.96368 220.102961 \nL 464.995502 218.018098 \nL 465.218252 344.865578 \nL 465.250074 336.306665 \nL 465.472824 209.459185 \nL 465.536467 210.117563 \nL 465.791039 235.465113 \nL 465.981967 349.145034 \nL 466.013789 348.596386 \nL 466.04561 344.536389 \nL 466.236539 242.487811 \nL 466.268361 245.7797 \nL 466.332003 253.021857 \nL 466.363825 252.14402 \nL 466.427468 241.829433 \nL 466.491111 247.425645 \nL 466.522932 246.986726 \nL 466.554754 252.363479 \nL 466.745682 356.496921 \nL 466.777504 356.277462 \nL 466.809325 356.387191 \nL 467.032076 247.754834 \nL 467.095719 253.789965 \nL 467.12754 252.692668 \nL 467.286647 232.063493 \nL 467.509398 342.561255 \nL 467.541219 335.428828 \nL 467.827612 166.335431 \nL 467.891255 174.674884 \nL 468.082184 217.688909 \nL 468.273113 336.416394 \nL 468.336756 309.4229 \nL 468.527685 193.877574 \nL 468.845899 237.330517 \nL 469.036828 345.743415 \nL 469.100471 319.079109 \nL 469.2914 205.947836 \nL 469.323221 205.618647 \nL 469.355043 202.655946 \nL 469.450507 203.204594 \nL 469.51415 208.691077 \nL 469.609614 228.991063 \nL 469.800543 349.364494 \nL 469.864186 322.480728 \nL 470.055115 200.571083 \nL 470.118758 197.279193 \nL 470.182401 199.364057 \nL 470.246044 201.010001 \nL 470.37333 221.639176 \nL 470.564258 342.122336 \nL 470.627901 317.103975 \nL 470.81883 184.660283 \nL 470.850651 184.331094 \nL 470.977937 178.954341 \nL 471.04158 187.622984 \nL 471.168866 245.99916 \nL 471.327973 337.623421 \nL 471.359795 336.855313 \nL 471.391616 332.795316 \nL 471.646188 200.900272 \nL 471.67801 201.778109 \nL 471.709831 201.010001 \nL 471.773474 192.670548 \nL 471.805295 193.987304 \nL 471.932581 245.88943 \nL 472.12351 330.052075 \nL 472.155332 328.076941 \nL 472.537189 152.290035 \nL 472.600832 161.836515 \nL 472.664475 185.318661 \nL 472.855404 298.559664 \nL 472.919047 269.481306 \nL 473.173618 67.359283 \nL 473.237261 65.713338 \nL 473.269083 67.578742 \nL 473.332726 86.232783 \nL 473.460012 185.099202 \nL 473.619119 283.96562 \nL 473.682762 261.361311 \nL 473.905512 75.259818 \nL 473.969155 67.139824 \nL 474.000977 69.444146 \nL 474.096441 95.230615 \nL 474.223727 192.451088 \nL 474.382834 286.708861 \nL 474.446477 262.678067 \nL 474.637406 120.797624 \nL 474.891978 167.432727 \nL 474.955621 196.072167 \nL 475.146549 318.091542 \nL 475.210192 289.561832 \nL 475.401121 171.273265 \nL 475.432942 170.614887 \nL 475.464764 167.213268 \nL 475.496585 169.956509 \nL 475.719336 203.424054 \nL 475.910264 324.455862 \nL 475.973907 298.230475 \nL 476.164836 179.064071 \nL 476.292122 190.914873 \nL 476.323944 190.256495 \nL 476.355765 184.331094 \nL 476.387586 187.952173 \nL 476.483051 215.055397 \nL 476.67398 329.174237 \nL 476.705801 327.638022 \nL 476.769444 300.644527 \nL 476.992194 187.403524 \nL 477.11948 175.442992 \nL 477.151302 178.844611 \nL 477.278587 232.282953 \nL 477.469516 322.700188 \nL 477.501338 321.054243 \nL 477.628624 208.032699 \nL 477.755909 161.068407 \nL 477.787731 161.507326 \nL 477.883195 146.145174 \nL 477.915017 149.107875 \nL 478.010481 179.39326 \nL 478.20141 300.863987 \nL 478.265053 276.723463 \nL 478.487803 127.161944 \nL 478.519625 128.4787 \nL 478.615089 140.548962 \nL 478.64691 136.927883 \nL 478.678732 138.02518 \nL 478.774196 172.370562 \nL 478.965125 298.449934 \nL 478.996947 296.58453 \nL 479.251518 148.998145 \nL 479.28334 150.75382 \nL 479.537912 205.179728 \nL 479.72884 323.029377 \nL 479.792483 294.719126 \nL 480.047055 128.039781 \nL 480.142519 113.774926 \nL 480.206162 118.273842 \nL 480.333448 182.685149 \nL 480.524377 294.719126 \nL 480.556198 290.659129 \nL 480.938056 99.619801 \nL 481.03352 125.625729 \nL 481.256271 268.274279 \nL 481.351735 226.68674 \nL 481.574485 62.092259 \nL 481.606307 61.8728 \nL 481.638128 62.311719 \nL 481.66995 60.556044 \nL 481.701771 61.324152 \nL 481.829057 105.874391 \nL 482.051807 262.458608 \nL 482.083629 261.251581 \nL 482.306379 99.510071 \nL 482.433665 99.94899 \nL 482.465486 96.547371 \nL 482.497308 102.253313 \nL 482.624594 171.273265 \nL 482.815522 292.085614 \nL 482.847344 294.060748 \nL 482.942808 207.264592 \nL 483.133737 117.396005 \nL 483.229201 99.83926 \nL 483.261023 102.911691 \nL 483.388309 175.442992 \nL 483.547416 269.700765 \nL 483.611059 243.804566 \nL 483.801988 101.594935 \nL 483.833809 102.143583 \nL 483.865631 102.801961 \nL 484.088381 146.693823 \nL 484.311131 301.412635 \nL 484.374774 274.748329 \nL 484.597524 141.09761 \nL 484.629346 137.695991 \nL 484.692989 140.329503 \nL 484.788453 148.010579 \nL 484.883918 177.857044 \nL 485.074846 306.679658 \nL 485.138489 278.259678 \nL 485.329418 152.509494 \nL 485.520347 139.890584 \nL 485.552168 141.865718 \nL 485.647633 170.724617 \nL 485.838562 294.828856 \nL 485.902205 266.408875 \nL 486.124955 124.199244 \nL 486.156776 115.420871 \nL 486.252241 117.615464 \nL 486.379527 140.329503 \nL 486.443169 194.535952 \nL 486.602277 307.557495 \nL 486.634098 304.814254 \nL 487.015956 144.608959 \nL 487.047777 148.778686 \nL 487.206885 224.162958 \nL 487.365992 323.687755 \nL 487.397813 323.358566 \nL 487.461456 300.095879 \nL 487.652385 188.281362 \nL 487.684207 189.159199 \nL 487.74785 183.782446 \nL 487.811492 170.724617 \nL 487.875135 179.064071 \nL 487.938778 187.403524 \nL 488.161529 309.971548 \nL 488.19335 309.532629 \nL 488.288814 220.43215 \nL 488.479743 126.942485 \nL 488.607029 100.717098 \nL 488.638851 109.056551 \nL 488.670672 111.690063 \nL 488.734315 170.175969 \nL 488.893422 271.456439 \nL 488.957065 249.18132 \nL 489.211637 39.926869 \nL 489.338923 32.904171 \nL 489.434387 59.897666 \nL 489.657137 255.106721 \nL 489.72078 232.941331 \nL 489.975352 33.45282 \nL 490.166281 57.373884 \nL 490.229924 85.135487 \nL 490.420853 257.081855 \nL 490.484496 236.891598 \nL 490.739067 34.989035 \nL 490.834532 30.380389 \nL 490.866353 31.148497 \nL 490.993639 75.918196 \nL 491.184568 240.732136 \nL 491.216389 238.318084 \nL 491.280032 178.295963 \nL 491.470961 37.732276 \nL 491.502782 32.026334 \nL 491.534604 34.111198 \nL 491.725533 89.305214 \nL 491.948283 257.520773 \nL 492.011926 232.173223 \nL 492.266498 28.185796 \nL 492.361962 25.003636 \nL 492.489248 57.483614 \nL 492.584712 159.422463 \nL 492.74382 245.560241 \nL 492.775641 244.243485 \nL 493.030213 86.781432 \nL 493.125677 88.976025 \nL 493.18932 103.350609 \nL 493.348427 221.968365 \nL 493.507535 298.779123 \nL 493.539356 300.534798 \nL 493.634821 228.222956 \nL 493.762106 184.440824 \nL 493.793928 188.83001 \nL 493.825749 192.560818 \nL 493.857571 191.682981 \nL 493.921214 175.772181 \nL 493.984857 184.770013 \nL 494.016678 184.440824 \nL 494.080321 233.599709 \nL 494.239428 312.056411 \nL 494.303071 284.843457 \nL 494.494 153.277602 \nL 494.684929 140.768421 \nL 494.812215 175.881911 \nL 495.003144 303.278039 \nL 495.066787 275.296977 \nL 495.257715 151.521927 \nL 495.385001 157.995977 \nL 495.448644 151.302468 \nL 495.480466 151.631657 \nL 495.607751 211.763507 \nL 495.766859 301.412635 \nL 495.830502 275.626166 \nL 496.053252 118.822491 \nL 496.085073 116.957086 \nL 496.307824 168.310565 \nL 496.530574 329.832615 \nL 496.594217 304.814254 \nL 496.785146 192.121899 \nL 496.88061 194.645681 \nL 496.912432 198.486219 \nL 496.976074 194.316493 \nL 497.039717 200.461353 \nL 497.071539 199.364057 \nL 497.294289 326.869915 \nL 497.326111 320.725054 \nL 497.548861 179.1738 \nL 497.644325 185.757579 \nL 497.867075 213.738641 \nL 498.058004 331.58829 \nL 498.089826 330.381263 \nL 498.153469 308.435333 \nL 498.344397 190.914873 \nL 498.376219 191.024603 \nL 498.439862 185.099202 \nL 498.503505 173.797047 \nL 498.535326 177.418126 \nL 498.662612 228.661874 \nL 498.853541 322.151539 \nL 498.917184 307.886684 \nL 499.171756 188.171632 \nL 499.203577 190.037036 \nL 499.26722 177.637585 \nL 499.330863 181.039204 \nL 499.362684 183.233797 \nL 499.585435 312.824519 \nL 499.617256 303.716958 \nL 499.935471 127.381404 \nL 499.967292 128.039781 \nL 499.999114 127.600863 \nL 500.1264 151.192738 \nL 500.34915 310.849385 \nL 500.412793 287.696428 \nL 500.635543 147.791119 \nL 500.79465 143.072744 \nL 500.921936 184.331094 \nL 501.112865 318.530461 \nL 501.176508 292.743992 \nL 501.399258 149.875983 \nL 501.526544 138.573828 \nL 501.558365 140.439232 \nL 501.685651 179.832178 \nL 501.87658 315.896949 \nL 501.940223 291.317507 \nL 502.162973 136.269506 \nL 502.194795 131.66086 \nL 502.226616 135.830587 \nL 502.449366 185.977039 \nL 502.640295 309.20344 \nL 502.703938 282.758594 \nL 502.926688 148.559227 \nL 502.990331 143.621392 \nL 503.022153 146.474363 \nL 503.149439 175.881911 \nL 503.18126 175.004073 \nL 503.40401 322.04181 \nL 503.499475 300.095879 \nL 503.658582 201.668379 \nL 503.690404 202.217028 \nL 503.754047 207.81324 \nL 503.785868 207.264592 \nL 503.849511 196.401356 \nL 503.881332 198.37649 \nL 504.008618 251.266183 \nL 504.199547 336.416394 \nL 504.26319 325.333699 \nL 504.454119 215.494316 \nL 504.48594 216.372153 \nL 504.549583 218.018098 \nL 504.613226 204.960269 \nL 504.708691 209.788374 \nL 504.931441 334.441261 \nL 504.963262 327.857481 \nL 505.249655 186.086768 \nL 505.281477 188.72028 \nL 505.313298 190.585684 \nL 505.34512 188.281362 \nL 505.376941 184.001905 \nL 505.408763 188.061902 \nL 505.504227 217.688909 \nL 505.695156 337.074772 \nL 505.758799 309.532629 \nL 505.981549 181.258664 \nL 506.013371 176.650018 \nL 506.108835 177.088937 \nL 506.140656 176.759748 \nL 506.267942 209.898103 \nL 506.458871 333.124505 \nL 506.522514 306.02128 \nL 506.745264 175.552722 \nL 506.808907 170.395428 \nL 506.87255 171.821913 \nL 506.904372 172.041373 \nL 507.031657 201.010001 \nL 507.222586 319.408298 \nL 507.286229 289.013184 \nL 507.508979 148.998145 \nL 507.668087 134.84302 \nL 507.795373 162.714352 \nL 507.986301 289.342373 \nL 508.049944 262.897526 \nL 508.240873 135.172209 \nL 508.463623 158.983544 \nL 508.559088 179.1738 \nL 508.750017 309.093711 \nL 508.781838 308.215873 \nL 508.845481 288.354806 \nL 509.004588 192.451088 \nL 509.03641 195.633248 \nL 509.100053 205.069999 \nL 509.163696 201.33919 \nL 509.195517 197.608382 \nL 509.227339 202.655946 \nL 509.354624 257.959692 \nL 509.513732 344.09747 \nL 509.545553 342.890444 \nL 509.609196 330.490993 \nL 509.800125 226.68674 \nL 509.831946 227.235389 \nL 509.863768 227.345118 \nL 510.054697 203.204594 \nL 510.277447 333.453694 \nL 510.309268 325.882348 \nL 510.627483 155.143006 \nL 510.659304 156.569492 \nL 510.722947 153.387332 \nL 510.78659 167.103538 \nL 510.818412 162.714352 \nL 511.041162 317.652624 \nL 511.072984 311.068844 \nL 511.295734 161.068407 \nL 511.391198 166.55489 \nL 511.42302 170.285698 \nL 511.518484 169.62732 \nL 511.550306 171.273265 \nL 511.582127 168.859213 \nL 511.804877 317.652624 \nL 511.836699 310.081277 \nL 512.123092 173.577588 \nL 512.314021 190.914873 \nL 512.345842 186.196498 \nL 512.568592 333.124505 \nL 512.600414 327.418563 \nL 512.886807 179.502989 \nL 512.918629 181.258664 \nL 513.077736 193.658115 \nL 513.109557 188.500821 \nL 513.332308 335.428828 \nL 513.364129 329.393697 \nL 513.650522 179.502989 \nL 513.714165 183.343527 \nL 513.777808 185.318661 \nL 513.905094 216.481883 \nL 514.096023 336.196935 \nL 514.127844 334.989909 \nL 514.191487 314.689923 \nL 514.350594 216.591612 \nL 514.382416 217.35972 \nL 514.47788 221.529447 \nL 514.541523 210.007833 \nL 514.636988 211.324589 \nL 514.859738 340.805581 \nL 514.923381 336.416394 \nL 514.987024 302.509931 \nL 515.146131 217.798638 \nL 515.177953 219.444583 \nL 515.209774 221.858636 \nL 515.241595 219.773772 \nL 515.400703 197.279193 \nL 515.623453 328.18667 \nL 515.655275 319.847217 \nL 515.973489 145.157608 \nL 516.005311 145.377067 \nL 516.068954 141.865718 \nL 516.132597 151.631657 \nL 516.164418 148.888416 \nL 516.387168 311.617493 \nL 516.41899 307.447766 \nL 516.800847 115.96952 \nL 516.832669 116.957086 \nL 516.959955 163.37273 \nL 517.150883 305.801821 \nL 517.214526 279.466704 \nL 517.50092 95.998723 \nL 517.564562 93.365211 \nL 517.691848 115.96952 \nL 517.914599 296.365071 \nL 517.94642 289.122914 \nL 518.264635 83.599272 \nL 518.328278 89.085754 \nL 518.487385 142.853285 \nL 518.678314 288.245076 \nL 518.710135 284.733727 \nL 518.996528 150.095442 \nL 519.02835 153.716521 \nL 519.2511 211.544048 \nL 519.442029 337.513691 \nL 519.47385 335.977476 \nL 519.569315 286.160213 \nL 519.696601 224.492147 \nL 519.728422 224.821336 \nL 519.792065 228.661874 \nL 519.823886 226.79647 \nL 519.887529 214.945667 \nL 519.982994 218.347287 \nL 520.205744 348.157467 \nL 520.237566 346.621252 \nL 520.301208 333.014775 \nL 520.492137 226.138092 \nL 520.523959 227.345118 \nL 520.55578 226.577011 \nL 520.714888 199.693246 \nL 520.746709 199.802975 \nL 520.969459 328.735319 \nL 521.033102 295.048315 \nL 521.255852 149.875983 \nL 521.287674 146.035445 \nL 521.351317 151.521927 \nL 521.383138 152.180305 \nL 521.41496 150.64409 \nL 521.478603 146.913282 \nL 521.510424 152.728954 \nL 521.733174 304.375335 \nL 521.764996 295.816422 \nL 522.115032 107.300877 \nL 522.146853 106.093851 \nL 522.178675 107.520336 \nL 522.305961 157.11814 \nL 522.49689 299.437501 \nL 522.560532 269.152117 \nL 522.783283 113.555467 \nL 522.878747 104.777095 \nL 522.910569 108.068984 \nL 523.037854 129.905186 \nL 523.260605 300.425068 \nL 523.324248 266.847794 \nL 523.483355 166.55489 \nL 523.515176 164.470027 \nL 523.546998 166.884079 \nL 523.737927 180.051637 \nL 523.80157 179.941908 \nL 524.02432 325.22397 \nL 524.056141 317.872083 \nL 524.374356 148.120308 \nL 524.437999 146.145174 \nL 524.46982 148.449497 \nL 524.597106 179.502989 \nL 524.788035 308.983981 \nL 524.819857 307.886684 \nL 524.915321 259.934826 \nL 525.074428 176.869478 \nL 525.10625 177.198666 \nL 525.138071 177.198666 \nL 525.297179 162.165704 \nL 525.329 168.968942 \nL 525.583572 307.118577 \nL 525.615393 301.632094 \nL 525.679036 267.835361 \nL 525.838143 165.238134 \nL 525.869965 165.677053 \nL 525.997251 155.472195 \nL 526.060894 158.215436 \nL 526.124537 190.256495 \nL 526.315465 303.278039 \nL 526.379108 292.743992 \nL 526.760966 159.422463 \nL 526.792787 159.861381 \nL 526.824609 156.130573 \nL 526.920073 243.146189 \nL 527.079181 313.702356 \nL 527.142823 275.955355 \nL 527.333752 147.68139 \nL 527.397395 142.085177 \nL 527.429217 145.596526 \nL 527.556503 155.362465 \nL 527.588324 152.290035 \nL 527.651967 198.37649 \nL 527.842896 318.420731 \nL 527.906539 284.623998 \nL 528.065646 182.57542 \nL 528.256575 168.639753 \nL 528.288396 168.639753 \nL 528.352039 166.66462 \nL 528.383861 176.2111 \nL 528.606611 328.625589 \nL 528.670254 294.389937 \nL 528.829361 206.057565 \nL 528.861183 203.972702 \nL 528.924826 205.508917 \nL 528.988468 210.666211 \nL 529.083933 210.007833 \nL 529.115754 200.790542 \nL 529.147576 207.374321 \nL 529.370326 349.913142 \nL 529.433969 315.56776 \nL 529.593076 224.382418 \nL 529.688541 222.187825 \nL 529.784005 230.966197 \nL 529.847648 229.97863 \nL 529.879469 222.517014 \nL 529.911291 228.442415 \nL 530.134041 351.449357 \nL 530.165863 348.376927 \nL 530.261327 296.58453 \nL 530.388613 240.841866 \nL 530.420434 241.061325 \nL 530.515899 245.560241 \nL 530.643185 222.078095 \nL 530.675006 231.734305 \nL 530.897756 350.46179 \nL 530.929578 348.486656 \nL 531.025042 307.776955 \nL 531.18415 239.195921 \nL 531.279614 254.228884 \nL 531.311435 247.315915 \nL 531.4069 224.272688 \nL 531.438721 234.477546 \nL 531.62965 357.484488 \nL 531.661472 357.045569 \nL 531.725114 315.128842 \nL 531.884222 221.639176 \nL 531.979686 219.334854 \nL 532.043329 225.260255 \nL 532.075151 224.272688 \nL 532.170615 199.802975 \nL 532.202436 213.189993 \nL 532.425187 347.828278 \nL 532.48883 312.056411 \nL 532.647937 202.985135 \nL 532.743401 198.595949 \nL 532.807044 202.546217 \nL 532.838866 197.279193 \nL 532.93433 173.138669 \nL 532.966152 186.196498 \nL 533.188902 320.725054 \nL 533.252545 281.002919 \nL 533.443474 120.797624 \nL 533.602581 79.319815 \nL 533.634402 82.831164 \nL 533.698045 82.063056 \nL 533.729867 103.789528 \nL 533.952617 287.03805 \nL 533.984439 281.880756 \nL 534.207189 129.795456 \nL 534.270832 134.95275 \nL 534.334475 148.230038 \nL 534.398118 141.426799 \nL 534.429939 141.31707 \nL 534.46176 142.633825 \nL 534.589046 263.116986 \nL 534.716332 309.532629 \nL 534.748154 302.290472 \nL 534.970904 168.420294 \nL 535.002725 170.066239 \nL 535.034547 171.163536 \nL 535.32094 269.042387 \nL 535.480047 344.755848 \nL 535.54369 332.466127 \nL 535.702798 240.183488 \nL 535.766441 243.694837 \nL 535.861905 255.106721 \nL 535.893726 250.827264 \nL 535.989191 231.514845 \nL 536.021012 239.744569 \nL 536.243763 362.202863 \nL 536.275584 360.00827 \nL 536.371048 315.787219 \nL 536.530156 259.276448 \nL 536.593799 263.007256 \nL 536.62562 260.264015 \nL 536.752906 219.773772 \nL 536.784727 235.794302 \nL 536.975656 355.070436 \nL 537.007478 354.302328 \nL 537.071121 316.994246 \nL 537.230228 212.751074 \nL 537.262049 209.898103 \nL 537.325692 213.958101 \nL 537.389335 225.918633 \nL 537.452978 217.688909 \nL 537.516621 197.279193 \nL 537.548443 213.738641 \nL 537.739371 352.327194 \nL 537.771193 350.681249 \nL 537.834836 308.983981 \nL 537.993943 230.307819 \nL 538.025765 230.746738 \nL 538.15305 241.061325 \nL 538.184872 235.684572 \nL 538.280336 201.010001 \nL 538.312158 214.726208 \nL 538.534908 352.217465 \nL 538.598551 311.398033 \nL 538.757658 225.699174 \nL 538.853123 222.407284 \nL 538.884944 224.382418 \nL 538.916766 225.150525 \nL 538.948587 223.61431 \nL 539.044051 198.815408 \nL 539.075873 214.397019 \nL 539.298623 348.596386 \nL 539.362266 309.20344 \nL 539.521373 215.823505 \nL 539.616838 209.239725 \nL 539.648659 210.117563 \nL 539.680481 211.324589 \nL 539.712302 209.239725 \nL 539.807767 190.805144 \nL 539.839588 205.728377 \nL 540.062338 348.157467 \nL 540.125981 312.824519 \nL 540.285089 212.751074 \nL 540.380553 206.496484 \nL 540.412374 210.556481 \nL 540.507839 214.397019 \nL 540.53966 213.409452 \nL 540.571482 203.972702 \nL 540.603303 220.102961 \nL 540.857875 351.888276 \nL 540.953339 294.828856 \nL 541.080625 248.193753 \nL 541.112447 250.168886 \nL 541.17609 258.179151 \nL 541.207911 257.191584 \nL 541.335197 221.858636 \nL 541.367018 234.806735 \nL 541.589769 346.292063 \nL 541.62159 345.743415 \nL 541.717055 304.155876 \nL 541.876162 235.684572 \nL 541.971626 245.450511 \nL 542.003448 240.402947 \nL 542.098912 214.835938 \nL 542.130734 234.258087 \nL 542.321662 354.192598 \nL 542.353484 353.205032 \nL 542.417127 312.824519 \nL 542.576234 215.274856 \nL 542.608056 213.628912 \nL 542.735341 229.759171 \nL 542.767163 225.808903 \nL 542.862627 192.670548 \nL 542.894449 213.738641 \nL 543.117199 344.755848 \nL 543.180842 304.155876 \nL 543.339949 217.798638 \nL 543.499057 226.138092 \nL 543.530878 221.968365 \nL 543.626342 188.500821 \nL 543.658164 210.775941 \nL 543.880914 346.511523 \nL 543.944557 307.228306 \nL 544.103664 219.773772 \nL 544.135486 219.773772 \nL 544.167307 220.212691 \nL 544.199129 219.225124 \nL 544.262772 225.369985 \nL 544.294593 222.736473 \nL 544.390058 189.817577 \nL 544.421879 210.227292 \nL 544.644629 345.853145 \nL 544.708272 304.814254 \nL 544.86738 214.726208 \nL 544.899201 214.506749 \nL 545.026487 225.808903 \nL 545.058308 224.272688 \nL 545.153773 192.780277 \nL 545.185594 209.678644 \nL 545.376523 345.633685 \nL 545.408345 344.975307 \nL 545.471987 307.776955 \nL 545.631095 215.055397 \nL 545.662916 214.17756 \nL 545.790202 228.991063 \nL 545.853845 225.479714 \nL 545.917488 211.434319 \nL 545.949309 227.015929 \nL 546.17206 353.973139 \nL 546.203881 351.668816 \nL 546.39481 248.193753 \nL 546.522096 261.471041 \nL 546.553917 261.141852 \nL 546.681203 229.100793 \nL 546.713025 245.88943 \nL 546.935775 361.325026 \nL 546.967596 358.910974 \nL 547.063061 308.215873 \nL 547.190347 255.545639 \nL 547.222168 257.740233 \nL 547.285811 265.201849 \nL 547.317632 262.458608 \nL 547.444918 213.189993 \nL 547.47674 231.844034 \nL 547.667669 352.985572 \nL 547.69949 352.327194 \nL 547.763133 311.398033 \nL 547.92224 218.676476 \nL 548.017705 215.933234 \nL 548.081348 223.72404 \nL 548.113169 220.761339 \nL 548.208633 186.086768 \nL 548.240455 207.593781 \nL 548.463205 347.169901 \nL 548.526848 306.679658 \nL 548.685955 214.616478 \nL 548.78142 209.129996 \nL 548.813241 210.9954 \nL 548.845063 211.982967 \nL 548.876884 209.678644 \nL 548.972349 183.782446 \nL 549.22692 344.865578 \nL 549.258742 335.867746 \nL 549.513314 203.204594 \nL 549.576956 198.26676 \nL 549.608778 200.461353 \nL 549.640599 202.326757 \nL 549.672421 201.997568 \nL 549.736064 181.917042 \nL 549.767885 200.900272 \nL 549.990636 349.474223 \nL 550.054278 312.714789 \nL 550.213386 219.005665 \nL 550.30885 214.397019 \nL 550.340672 216.701342 \nL 550.372493 219.334854 \nL 550.436136 216.372153 \nL 550.499779 193.548385 \nL 550.5316 211.873237 \nL 550.754351 348.267197 \nL 550.817994 312.60506 \nL 550.977101 213.848371 \nL 551.104387 225.150525 \nL 551.16803 231.405116 \nL 551.199851 226.467281 \nL 551.263494 210.117563 \nL 551.295316 226.68674 \nL 551.518066 353.973139 \nL 551.549887 350.352061 \nL 551.645352 290.22021 \nL 551.740816 247.754834 \nL 551.772638 250.278616 \nL 551.899923 265.531038 \nL 551.931745 260.483474 \nL 551.995388 229.320252 \nL 552.059031 246.657537 \nL 552.281781 358.362325 \nL 552.313602 356.71638 \nL 552.409067 309.971548 \nL 552.568174 244.024026 \nL 552.631817 248.632671 \nL 552.663639 247.206186 \nL 552.759103 204.960269 \nL 552.790924 215.713775 \nL 553.013675 353.424491 \nL 553.077318 341.793147 \nL 553.300068 199.144597 \nL 553.427354 202.436487 \nL 553.522818 178.405693 \nL 553.55464 191.90244 \nL 553.809211 346.511523 \nL 553.841033 338.940176 \nL 554.031962 220.651609 \nL 554.063783 222.078095 \nL 554.191069 234.258087 \nL 554.22289 232.612142 \nL 554.318355 195.0846 \nL 554.350176 212.312156 \nL 554.572927 347.38936 \nL 554.636569 304.375335 \nL 554.763855 223.833769 \nL 554.827498 227.564578 \nL 554.954784 236.562409 \nL 554.986606 232.941331 \nL 555.08207 196.072167 \nL 555.113891 211.653778 \nL 555.30482 344.536389 \nL 555.336642 344.31693 \nL 555.400285 301.741824 \nL 555.559392 217.46945 \nL 555.718499 229.539711 \nL 555.750321 227.125659 \nL 555.813964 191.90244 \nL 555.877607 210.556481 \nL 556.100357 345.853145 \nL 556.164 308.215873 \nL 556.323107 219.883502 \nL 556.450393 229.649441 \nL 556.482214 235.465113 \nL 556.545857 228.332685 \nL 556.577679 207.70351 \nL 556.641322 225.808903 \nL 556.864072 354.850976 \nL 556.895893 350.57152 \nL 556.991358 286.489402 \nL 557.086822 239.52511 \nL 557.118644 242.048892 \nL 557.24593 255.43591 \nL 557.341394 213.958101 \nL 557.405037 237.659706 \nL 557.627787 355.289895 \nL 557.659609 352.766113 \nL 557.755073 303.387769 \nL 557.850537 251.485642 \nL 557.91418 258.069421 \nL 557.977823 267.067253 \nL 558.009645 264.543471 \nL 558.105109 211.10513 \nL 558.168752 234.148357 \nL 558.359681 351.229898 \nL 558.391502 350.242331 \nL 558.455145 316.884516 \nL 558.614253 208.581348 \nL 558.646074 213.189993 \nL 558.77336 228.881334 \nL 558.805181 223.50458 \nL 558.868824 182.246231 \nL 558.932467 212.641345 \nL 559.123396 349.693683 \nL 559.155218 349.254764 \nL 559.21886 308.106144 \nL 559.377968 216.262423 \nL 559.537075 229.210522 \nL 559.568897 225.808903 \nL 559.632539 186.745146 \nL 559.696182 210.666211 \nL 559.887111 346.730982 \nL 559.918933 345.633685 \nL 559.982576 305.692091 \nL 560.141683 218.127827 \nL 560.173504 218.237557 \nL 560.30079 226.68674 \nL 560.364433 208.471618 \nL 560.396255 185.977039 \nL 560.459898 212.202426 \nL 560.650826 348.486656 \nL 560.682648 347.828278 \nL 560.746291 308.654792 \nL 560.905398 216.262423 \nL 560.93722 214.17756 \nL 561.000862 216.701342 \nL 561.096327 224.272688 \nL 561.15997 190.585684 \nL 561.223613 213.299723 \nL 561.414542 346.730982 \nL 561.446363 346.072604 \nL 561.510006 307.996414 \nL 561.669113 215.494316 \nL 561.732756 221.968365 \nL 561.796399 228.003496 \nL 561.860042 235.574842 \nL 561.891864 228.771604 \nL 561.923685 208.252159 \nL 561.987328 231.185656 \nL 562.210078 354.412058 \nL 562.2419 349.693683 \nL 562.432828 250.607805 \nL 562.528293 266.079686 \nL 562.591936 271.785628 \nL 562.6874 225.918633 \nL 562.751043 250.607805 \nL 562.973793 361.325026 \nL 563.005615 359.240162 \nL 563.101079 311.068844 \nL 563.228365 259.166718 \nL 563.260187 259.386177 \nL 563.323829 269.042387 \nL 563.355651 268.16455 \nL 563.451115 208.581348 \nL 563.514758 237.988895 \nL 563.705687 353.095302 \nL 563.737509 351.339627 \nL 563.801151 305.362902 \nL 563.960259 217.46945 \nL 564.119366 234.367816 \nL 564.151188 231.514845 \nL 564.21483 184.001905 \nL 564.278473 214.726208 \nL 564.501224 346.730982 \nL 564.564867 305.472632 \nL 564.723974 215.384586 \nL 564.755795 213.299723 \nL 564.819438 215.274856 \nL 564.883081 222.187825 \nL 564.914903 216.042964 \nL 564.978546 179.39326 \nL 565.010367 189.049469 \nL 565.264939 342.670985 \nL 565.29676 332.027208 \nL 565.392225 210.88567 \nL 565.487689 215.933234 \nL 565.646796 231.075927 \nL 565.678618 223.50458 \nL 565.742261 179.502989 \nL 565.805904 210.007833 \nL 566.028654 342.561255 \nL 566.092297 297.791556 \nL 566.187761 214.945667 \nL 566.219583 216.042964 \nL 566.251404 215.274856 \nL 566.283226 215.713775 \nL 566.410512 226.68674 \nL 566.474155 196.181897 \nL 566.505976 174.894344 \nL 566.569619 201.997568 \nL 566.792369 335.867746 \nL 566.856012 293.841289 \nL 566.951476 212.970534 \nL 566.983298 214.726208 \nL 567.015119 212.531615 \nL 567.046941 214.17756 \nL 567.174227 236.45268 \nL 567.206048 231.844034 \nL 567.269691 192.341359 \nL 567.333334 214.616478 \nL 567.556084 334.441261 \nL 567.587906 330.490993 \nL 567.778835 227.893767 \nL 567.874299 245.011593 \nL 567.90612 247.974293 \nL 567.937942 247.315915 \nL 568.033406 206.167295 \nL 568.065228 216.811072 \nL 568.3198 346.511523 \nL 568.351621 346.182334 \nL 568.447085 292.743992 \nL 568.54255 246.328349 \nL 568.606193 250.278616 \nL 568.669836 255.984558 \nL 568.701657 254.667802 \nL 568.797121 193.767844 \nL 568.860764 225.260255 \nL 569.051693 339.488825 \nL 569.083515 337.184502 \nL 569.147158 292.414803 \nL 569.242622 205.179728 \nL 569.274443 205.728377 \nL 569.306265 204.082432 \nL 569.338086 205.728377 \nL 569.465372 221.419717 \nL 569.497194 214.506749 \nL 569.560837 166.006242 \nL 569.62448 196.840275 \nL 569.815408 322.151539 \nL 569.84723 320.615324 \nL 569.910873 275.626166 \nL 569.974516 190.037036 \nL 570.038159 197.827841 \nL 570.197266 223.61431 \nL 570.229087 227.125659 \nL 570.260909 219.444583 \nL 570.324552 164.689486 \nL 570.388195 190.037036 \nL 570.610945 322.04181 \nL 570.674588 280.234812 \nL 570.738231 193.109466 \nL 570.801874 195.633248 \nL 570.833695 195.523519 \nL 570.992803 226.68674 \nL 571.024624 222.407284 \nL 571.088267 172.480291 \nL 571.15191 197.498652 \nL 571.342839 325.333699 \nL 571.37466 325.00451 \nL 571.438303 282.539134 \nL 571.59741 195.962437 \nL 571.629232 195.852708 \nL 571.756518 203.094865 \nL 571.820161 186.086768 \nL 571.883804 197.388923 \nL 571.979268 275.845625 \nL 572.138375 340.476392 \nL 572.202018 305.143443 \nL 572.361126 204.192161 \nL 572.392947 204.850539 \nL 572.552054 230.966197 \nL 572.615697 199.254327 \nL 572.647519 214.06783 \nL 572.90209 352.436924 \nL 572.965733 333.782883 \nL 573.124841 247.535375 \nL 573.156662 250.498075 \nL 573.283948 267.835361 \nL 573.31577 258.947259 \nL 573.379412 216.701342 \nL 573.443055 246.108889 \nL 573.633984 350.46179 \nL 573.697627 344.31693 \nL 573.76127 317.323435 \nL 573.920377 241.939162 \nL 573.98402 255.984558 \nL 574.015842 255.545639 \nL 574.143128 178.954341 \nL 574.206771 221.309987 \nL 574.397699 325.882348 \nL 574.429521 322.700188 \nL 574.493164 269.481306 \nL 574.556807 197.388923 \nL 574.62045 202.655946 \nL 574.684093 207.593781 \nL 574.779557 220.54188 \nL 574.811378 215.823505 \nL 574.875021 149.437064 \nL 574.938664 167.652187 \nL 575.161415 314.360734 \nL 575.225057 298.230475 \nL 575.320522 196.072167 \nL 575.415986 208.910536 \nL 575.543272 226.467281 \nL 575.575094 222.297554 \nL 575.638737 162.275434 \nL 575.702379 177.418126 \nL 575.92513 330.271534 \nL 575.988773 314.470464 \nL 576.084237 208.800807 \nL 576.179701 214.616478 \nL 576.306987 229.759171 \nL 576.338809 226.247822 \nL 576.402452 172.480291 \nL 576.466095 189.598117 \nL 576.688845 340.476392 \nL 576.752488 329.064508 \nL 576.975238 207.92297 \nL 577.070702 216.262423 \nL 577.102524 212.202426 \nL 577.166167 172.91921 \nL 577.22981 191.134333 \nL 577.45256 329.283967 \nL 577.516203 316.116408 \nL 577.707132 205.728377 \nL 577.738953 206.386754 \nL 577.834418 213.080263 \nL 577.866239 210.007833 \nL 577.929882 162.385163 \nL 577.993525 183.892175 \nL 578.248097 323.687755 \nL 578.279918 317.981813 \nL 578.439025 231.844034 \nL 578.53449 240.073758 \nL 578.598133 251.156453 \nL 578.629954 246.986726 \nL 578.693597 194.097033 \nL 578.75724 217.688909 \nL 578.97999 340.147203 \nL 579.043633 334.331531 \nL 579.457312 181.917042 \nL 579.489134 193.987304 \nL 579.743706 334.441261 \nL 579.807348 322.590458 \nL 579.998277 204.301891 \nL 580.030099 206.386754 \nL 580.125563 219.334854 \nL 580.157385 215.384586 \nL 580.221027 157.00841 \nL 580.28467 180.819745 \nL 580.507421 328.40613 \nL 580.571064 310.520196 \nL 580.761992 181.917042 \nL 580.793814 182.794879 \nL 580.889278 191.463522 \nL 580.9211 188.500821 \nL 580.984743 132.648427 \nL 581.048386 149.327334 \nL 581.271136 295.926152 \nL 581.334779 280.454271 \nL 581.430243 179.28353 \nL 581.525708 185.867309 \nL 581.652993 198.925138 \nL 581.716636 162.165704 \nL 581.748458 134.074912 \nL 581.812101 147.68139 \nL 582.034851 297.462367 \nL 582.098494 285.282376 \nL 582.193958 187.732713 \nL 582.289423 200.571083 \nL 582.416709 219.773772 \nL 582.44853 215.604045 \nL 582.512173 160.519759 \nL 582.575816 173.797047 \nL 582.798566 314.251004 \nL 582.862209 301.083446 \nL 582.989495 197.279193 \nL 583.053138 204.74081 \nL 583.180424 227.125659 \nL 583.212245 222.736473 \nL 583.275888 175.99164 \nL 583.339531 196.401356 \nL 583.594103 327.199104 \nL 583.657746 307.557495 \nL 583.785032 227.784037 \nL 583.848675 236.781869 \nL 583.944139 260.483474 \nL 583.97596 255.106721 \nL 584.039603 194.97487 \nL 584.103246 218.127827 \nL 584.357818 335.319098 \nL 584.421461 321.383432 \nL 584.61239 225.040796 \nL 584.707854 229.539711 \nL 584.739676 222.846203 \nL 584.803318 176.320829 \nL 584.866961 205.838106 \nL 585.089712 342.232066 \nL 585.153355 329.503426 \nL 585.344283 212.202426 \nL 585.471569 232.063493 \nL 585.503391 230.746738 \nL 585.567034 173.797047 \nL 585.630677 192.999737 \nL 585.853427 331.259101 \nL 585.91707 316.226138 \nL 586.107999 200.571083 \nL 586.13982 200.022435 \nL 586.171641 202.985135 \nL 586.235284 202.546217 \nL 586.267106 198.15703 \nL 586.330749 137.476532 \nL 586.394392 154.813817 \nL 586.617142 296.365071 \nL 586.680785 283.636431 \nL 586.776249 181.807312 \nL 586.871714 191.463522 \nL 586.999 207.92297 \nL 587.030821 201.887839 \nL 587.094464 141.975448 \nL 587.158107 154.155439 \nL 587.380857 293.182911 \nL 587.4445 276.723463 \nL 587.539965 171.163536 \nL 587.603607 183.892175 \nL 587.762715 213.628912 \nL 587.794536 206.496484 \nL 587.858179 154.045709 \nL 587.921822 167.761916 \nL 588.144572 314.360734 \nL 588.208215 302.400202 \nL 588.399144 188.500821 \nL 588.430966 189.488388 \nL 588.52643 200.351623 \nL 588.558251 198.37649 \nL 588.621894 165.896512 \nL 588.653716 173.797047 \nL 588.940109 325.22397 \nL 589.003752 304.704524 \nL 589.162859 221.090528 \nL 589.194681 223.065662 \nL 589.258324 230.527278 \nL 589.290145 230.198089 \nL 589.353788 186.745146 \nL 589.385609 165.238134 \nL 589.449252 187.732713 \nL 589.703824 296.145611 \nL 589.767467 280.78346 \nL 589.958396 181.478123 \nL 590.022039 191.024603 \nL 590.05386 194.206763 \nL 590.085682 186.196498 \nL 590.149325 127.930052 \nL 590.212968 148.559227 \nL 590.435718 272.992654 \nL 590.499361 258.069421 \nL 590.626647 153.387332 \nL 590.69029 158.325166 \nL 590.817575 178.515422 \nL 590.849397 172.480291 \nL 590.91304 119.15168 \nL 590.976683 132.319238 \nL 591.199433 289.122914 \nL 591.263076 278.259678 \nL 591.454005 168.530024 \nL 591.581291 183.562986 \nL 591.613112 180.929475 \nL 591.676755 142.194907 \nL 591.740398 162.604622 \nL 591.99497 315.56776 \nL 592.058613 281.332108 \nL 592.21772 177.418126 \nL 592.249541 177.527855 \nL 592.376827 189.159199 \nL 592.44047 163.263 \nL 592.472292 172.480291 \nL 592.599577 261.58077 \nL 592.726863 326.211537 \nL 592.758685 325.443429 \nL 592.822328 302.729391 \nL 592.981435 180.710015 \nL 593.045078 201.33919 \nL 593.140542 239.854299 \nL 593.172364 221.419717 \nL 593.204185 212.092696 \nL 593.29965 215.604045 \nL 593.490578 290.32994 \nL 593.554221 281.551567 \nL 593.74515 201.887839 \nL 593.776972 202.765676 \nL 593.872436 212.312156 \nL 593.936079 168.968942 \nL 593.9679 149.437064 \nL 594.031543 163.043541 \nL 594.158829 247.864564 \nL 594.254294 279.466704 \nL 594.286115 277.162381 \nL 594.349758 261.909959 \nL 594.477044 186.964606 \nL 594.540687 196.401356 \nL 594.636151 208.800807 \nL 594.667973 200.461353 \nL 594.731616 147.57166 \nL 594.795259 172.370562 \nL 594.890723 237.220787 \nL 595.04983 304.923984 \nL 595.081652 304.923984 \nL 595.177116 257.959692 \nL 595.336223 201.668379 \nL 595.399866 206.496484 \nL 595.431688 200.461353 \nL 595.495331 155.252736 \nL 595.558974 179.28353 \nL 595.781724 316.555327 \nL 595.845367 303.05858 \nL 596.036296 183.672716 \nL 596.068117 183.892175 \nL 596.163582 190.256495 \nL 596.195403 185.099202 \nL 596.259046 138.903017 \nL 596.322689 158.105707 \nL 596.577261 316.774786 \nL 596.609082 306.350469 \nL 596.736368 196.840275 \nL 596.800011 199.693246 \nL 596.927297 210.556481 \nL 596.959118 205.947836 \nL 597.022761 145.815985 \nL 597.086404 157.557058 \nL 597.309154 306.899118 \nL 597.372797 294.060748 \nL 597.468262 183.014338 \nL 597.563726 194.426222 \nL 597.595548 194.097033 \nL 597.691012 204.411621 \nL 597.722833 201.668379 \nL 597.786476 142.633825 \nL 597.850119 153.716521 \nL 598.072869 307.008847 \nL 598.168334 263.446175 \nL 598.327441 177.198666 \nL 598.359263 177.527855 \nL 598.454727 184.550553 \nL 598.550191 139.890584 \nL 598.613834 158.215436 \nL 598.836585 319.847217 \nL 598.900228 310.081277 \nL 599.091156 187.842443 \nL 599.122978 189.268928 \nL 599.218442 199.583516 \nL 599.250264 194.755411 \nL 599.313907 153.497061 \nL 599.37755 173.467858 \nL 599.473014 239.63484 \nL 599.6003 308.874251 \nL 599.632121 308.654792 \nL 599.695764 288.025617 \nL 599.82305 200.132164 \nL 599.886693 203.533783 \nL 599.982157 212.641345 \nL 600.0458 165.018675 \nL 600.077622 143.731122 \nL 600.141265 161.068407 \nL 600.236729 223.285121 \nL 600.395836 288.464536 \nL 600.427658 285.831024 \nL 600.841337 116.518168 \nL 600.90498 135.172209 \nL 601.12773 283.197512 \nL 601.191373 268.274279 \nL 601.382302 143.731122 \nL 601.414123 144.938148 \nL 601.509588 156.569492 \nL 601.541409 154.813817 \nL 601.605052 111.580333 \nL 601.668695 132.099779 \nL 601.891445 295.816422 \nL 601.955088 280.78346 \nL 602.146017 160.519759 \nL 602.20966 174.016507 \nL 602.273303 166.335431 \nL 602.305124 163.811649 \nL 602.368767 111.470604 \nL 602.43241 122.772758 \nL 602.527875 213.519182 \nL 602.65516 275.296977 \nL 602.686982 273.321843 \nL 602.750625 226.9062 \nL 602.814268 153.167872 \nL 602.877911 159.312733 \nL 603.037018 171.712184 \nL 603.06884 165.457594 \nL 603.132482 102.582502 \nL 603.196125 114.323575 \nL 603.29159 204.411621 \nL 603.418876 268.16455 \nL 603.450697 266.079686 \nL 603.51434 218.018098 \nL 603.577983 143.840852 \nL 603.641626 148.559227 \nL 603.705269 153.93598 \nL 603.800733 161.178137 \nL 603.864376 116.957086 \nL 603.928019 93.804129 \nL 603.959841 104.557636 \nL 604.055305 190.914873 \nL 604.182591 259.715366 \nL 604.214412 257.959692 \nL 604.278055 216.811072 \nL 604.37352 139.561395 \nL 604.405341 139.671125 \nL 604.564448 158.764085 \nL 604.59627 153.058143 \nL 604.659913 104.886824 \nL 604.723556 119.371139 \nL 604.81902 182.026771 \nL 604.946306 251.266183 \nL 604.978127 250.936994 \nL 605.009949 247.974293 \nL 605.169056 145.925715 \nL 605.296342 165.018675 \nL 605.328164 164.470027 \nL 605.391806 119.261409 \nL 605.423628 107.739795 \nL 605.455449 121.894921 \nL 605.741843 267.94509 \nL 605.837307 242.487811 \nL 606.028236 148.888416 \nL 606.060057 154.484628 \nL 606.091879 159.971111 \nL 606.1237 159.093274 \nL 606.187343 103.24088 \nL 606.250986 127.710593 \nL 606.473736 278.698596 \nL 606.537379 260.264015 \nL 606.632844 150.314901 \nL 606.728308 152.948413 \nL 606.855594 162.714352 \nL 606.887415 154.813817 \nL 606.951058 90.073321 \nL 607.014701 101.814394 \nL 607.110166 186.745146 \nL 607.237451 253.131587 \nL 607.269273 251.924561 \nL 607.332916 200.571083 \nL 607.396559 122.11438 \nL 607.460202 123.431136 \nL 607.492023 123.211677 \nL 607.619309 131.441401 \nL 607.682952 90.841429 \nL 607.714773 72.297117 \nL 607.778416 87.659269 \nL 608.001167 255.545639 \nL 608.096631 210.775941 \nL 608.160274 142.194907 \nL 608.223917 142.853285 \nL 608.383024 164.031108 \nL 608.414846 159.751651 \nL 608.478489 101.814394 \nL 608.542132 114.433304 \nL 608.637596 199.693246 \nL 608.796703 272.334277 \nL 608.860346 229.97863 \nL 608.923989 152.728954 \nL 608.987632 155.143006 \nL 609.051275 162.494893 \nL 609.146739 179.941908 \nL 609.178561 174.565155 \nL 609.242204 119.04195 \nL 609.305847 129.905186 \nL 609.401311 218.018098 \nL 609.560418 294.938585 \nL 609.624061 253.680235 \nL 609.719526 174.565155 \nL 609.783169 175.113803 \nL 609.910455 193.219196 \nL 609.942276 187.184065 \nL 610.005919 143.840852 \nL 610.069562 162.494893 \nL 610.196848 266.957523 \nL 610.324134 313.702356 \nL 610.355955 309.642359 \nL 610.769634 157.447329 \nL 610.801456 165.677053 \nL 610.960563 276.613733 \nL 611.087849 317.323435 \nL 611.11967 314.470464 \nL 611.215135 262.678067 \nL 611.374242 187.184065 \nL 611.437885 195.742978 \nL 611.469706 190.037036 \nL 611.533349 147.242471 \nL 611.596992 166.993809 \nL 611.851564 312.60506 \nL 611.915207 278.698596 \nL 612.074314 170.724617 \nL 612.106136 173.687318 \nL 612.2016 187.293795 \nL 612.233422 182.685149 \nL 612.297064 149.985712 \nL 612.360707 168.530024 \nL 612.456172 240.512677 \nL 612.615279 312.166141 \nL 612.678922 282.758594 \nL 612.838029 182.685149 \nL 612.869851 187.952173 \nL 612.965315 205.399188 \nL 612.997137 201.997568 \nL 613.06078 165.896512 \nL 613.092601 181.478123 \nL 613.347173 285.611565 \nL 613.410816 283.087783 \nL 613.569923 197.169464 \nL 613.665387 210.007833 \nL 613.72903 224.601877 \nL 613.760852 219.334854 \nL 613.824495 176.650018 \nL 613.888138 182.794879 \nL 613.951781 206.715943 \nL 614.110888 282.978053 \nL 614.142709 282.648864 \nL 614.206352 256.752666 \nL 614.397281 142.853285 \nL 614.492746 152.838683 \nL 614.524567 152.728954 \nL 614.58821 106.31331 \nL 614.651853 122.333839 \nL 614.906425 274.967788 \nL 614.970068 243.146189 \nL 615.097353 155.362465 \nL 615.129175 156.020843 \nL 615.256461 172.91921 \nL 615.288282 170.944076 \nL 615.351925 113.774926 \nL 615.415568 133.526264 \nL 615.542854 241.171055 \nL 615.67014 280.67373 \nL 615.701961 277.272111 \nL 615.797426 222.407284 \nL 615.89289 175.004073 \nL 615.924711 178.954341 \nL 616.020176 204.301891 \nL 616.051997 200.571083 \nL 616.11564 150.095442 \nL 616.179283 168.310565 \nL 616.433855 306.789388 \nL 616.497498 294.938585 \nL 616.688427 192.999737 \nL 616.783891 195.852708 \nL 616.879355 137.476532 \nL 616.942998 164.470027 \nL 617.038463 249.400779 \nL 617.165749 307.886684 \nL 617.19757 305.692091 \nL 617.293034 232.502412 \nL 617.42032 166.44516 \nL 617.452142 167.322998 \nL 617.515785 177.418126 \nL 617.547606 176.2111 \nL 617.579428 168.968942 \nL 617.643071 101.924124 \nL 617.706714 114.104115 \nL 617.929464 258.61807 \nL 618.024928 220.761339 \nL 618.184036 129.246808 \nL 618.343143 151.960846 \nL 618.406786 102.801961 \nL 618.438607 116.298709 \nL 618.725 263.226715 \nL 618.756822 260.593204 \nL 619.170501 113.116549 \nL 619.234144 128.36897 \nL 619.456894 260.044555 \nL 619.520537 245.340782 \nL 619.743287 107.300877 \nL 619.775109 108.617633 \nL 619.80693 108.068984 \nL 619.870573 111.141415 \nL 619.934216 62.970097 \nL 619.997859 88.866295 \nL 620.220609 236.23322 \nL 620.284252 226.357551 \nL 620.475181 109.934389 \nL 620.538824 117.944653 \nL 620.634288 129.466267 \nL 620.697931 80.417112 \nL 620.761574 98.193316 \nL 620.984324 235.465113 \nL 621.079789 218.566746 \nL 621.238896 135.720857 \nL 621.270718 140.000314 \nL 621.366182 168.749483 \nL 621.398004 166.774349 \nL 621.461646 111.909522 \nL 621.525289 134.294372 \nL 621.779861 270.249413 \nL 621.875325 242.048892 \nL 622.002611 183.014338 \nL 622.034433 186.525687 \nL 622.129897 202.436487 \nL 622.161719 193.767844 \nL 622.225362 131.990049 \nL 622.289005 159.312733 \nL 622.511755 300.754257 \nL 622.575398 290.988318 \nL 622.798148 169.956509 \nL 622.893612 182.57542 \nL 622.925434 177.966774 \nL 622.989077 128.039781 \nL 623.05272 146.693823 \nL 623.27547 277.820759 \nL 623.339113 260.922392 \nL 623.561863 142.524096 \nL 623.657328 146.913282 \nL 623.689149 141.975448 \nL 623.752792 81.733867 \nL 623.816435 93.913859 \nL 624.039185 239.41538 \nL 624.102828 226.577011 \nL 624.198292 122.443569 \nL 624.293757 131.880319 \nL 624.421043 155.362465 \nL 624.452864 152.619224 \nL 624.548329 93.036022 \nL 624.58015 103.570069 \nL 624.8029 250.498075 \nL 624.866543 237.988895 \nL 624.962008 133.197075 \nL 625.057472 140.658692 \nL 625.184758 164.470027 \nL 625.216579 161.068407 \nL 625.312044 102.692231 \nL 625.343865 111.909522 \nL 625.566615 244.024026 \nL 625.630258 231.953764 \nL 625.725723 129.905186 \nL 625.821187 131.55113 \nL 625.853009 133.635994 \nL 625.980295 161.617056 \nL 626.043937 122.333839 \nL 626.10758 143.731122 \nL 626.362152 289.891021 \nL 626.425795 276.394274 \nL 626.616724 169.84678 \nL 626.680367 178.844611 \nL 626.712188 185.208931 \nL 626.74401 184.440824 \nL 626.807653 155.581925 \nL 626.839474 166.66462 \nL 627.125867 323.248836 \nL 627.18951 311.178574 \nL 627.41226 214.616478 \nL 627.444082 216.811072 \nL 627.475903 218.566746 \nL 627.507725 212.092696 \nL 627.571368 152.180305 \nL 627.635011 175.662451 \nL 627.857761 305.692091 \nL 627.921404 290.768858 \nL 628.016868 180.600286 \nL 628.112333 188.61055 \nL 628.239619 202.436487 \nL 628.27144 200.900272 \nL 628.335083 144.49923 \nL 628.398726 160.410029 \nL 628.621476 310.629926 \nL 628.685119 298.120745 \nL 628.876048 179.832178 \nL 628.907869 179.941908 \nL 628.971512 181.039204 \nL 629.003334 186.306228 \nL 629.035155 181.587853 \nL 629.098798 142.853285 \nL 629.162441 161.178137 \nL 629.385191 306.899118 \nL 629.448834 294.060748 \nL 629.544299 189.159199 \nL 629.639763 196.072167 \nL 629.735227 208.691077 \nL 629.79887 204.850539 \nL 629.894335 145.596526 \nL 629.926156 158.983544 \nL 630.148906 298.559664 \nL 630.212549 284.733727 \nL 630.4353 165.347864 \nL 630.530764 175.772181 \nL 630.562585 174.894344 \nL 630.626228 135.391668 \nL 630.689871 149.217605 \nL 630.944443 296.913719 \nL 630.976265 285.721294 \nL 631.10355 178.515422 \nL 631.199015 183.233797 \nL 631.294479 202.326757 \nL 631.326301 202.217028 \nL 631.389944 154.374898 \nL 631.453587 169.407861 \nL 631.580872 261.141852 \nL 631.708158 301.302905 \nL 631.73998 296.4748 \nL 632.153659 150.205172 \nL 632.18548 156.89868 \nL 632.471873 306.789388 \nL 632.535516 295.267774 \nL 632.758267 191.463522 \nL 632.82191 194.206763 \nL 632.853731 194.97487 \nL 632.917374 155.143006 \nL 632.981017 172.260832 \nL 633.203767 295.487234 \nL 633.26741 283.307242 \nL 633.458339 160.08084 \nL 633.521982 171.821913 \nL 633.585625 176.430559 \nL 633.617446 175.552722 \nL 633.681089 121.456002 \nL 633.744732 137.147343 \nL 633.967482 259.386177 \nL 634.031125 243.914296 \nL 634.222054 134.074912 \nL 634.34934 144.3895 \nL 634.381161 139.780854 \nL 634.444804 88.866295 \nL 634.508447 104.667365 \nL 634.731197 239.744569 \nL 634.79484 225.479714 \nL 634.953948 117.176546 \nL 634.985769 117.286275 \nL 635.144876 140.110043 \nL 635.240341 84.916027 \nL 635.272162 97.315478 \nL 635.494913 237.659706 \nL 635.558556 222.297554 \nL 635.685841 124.199244 \nL 635.749484 131.331671 \nL 635.87677 155.252736 \nL 635.908592 153.716521 \nL 636.004056 97.315478 \nL 636.067699 122.11438 \nL 636.258628 242.378081 \nL 636.290449 240.293218 \nL 636.354092 198.37649 \nL 636.417735 126.284107 \nL 636.481378 131.66086 \nL 636.640485 161.178137 \nL 636.672307 160.519759 \nL 636.73595 113.445737 \nL 636.799593 127.052215 \nL 636.926879 224.492147 \nL 637.054164 263.775363 \nL 637.085986 260.483474 \nL 637.276915 160.08084 \nL 637.372379 177.857044 \nL 637.436022 184.111635 \nL 637.499665 144.170041 \nL 637.563308 167.103538 \nL 637.81788 288.903454 \nL 637.881522 271.456439 \nL 638.072451 175.442992 \nL 638.104273 176.979207 \nL 638.167916 185.318661 \nL 638.199737 178.844611 \nL 638.26338 118.93222 \nL 638.327023 139.451665 \nL 638.549773 276.504003 \nL 638.613416 266.408875 \nL 638.804345 153.82625 \nL 638.836166 154.374898 \nL 638.931631 169.298131 \nL 638.963452 168.749483 \nL 639.058917 114.762493 \nL 639.090738 129.027348 \nL 639.313488 269.152117 \nL 639.377131 251.046724 \nL 639.472596 142.194907 \nL 639.56806 146.803552 \nL 639.695346 167.761916 \nL 639.727167 164.579756 \nL 639.822632 104.886824 \nL 639.886275 132.319238 \nL 640.077204 260.812663 \nL 640.109025 259.166718 \nL 640.172668 216.042964 \nL 640.236311 142.414366 \nL 640.299954 146.145174 \nL 640.459061 175.442992 \nL 640.490883 173.358129 \nL 640.586347 108.617633 \nL 640.64999 135.281939 \nL 640.840919 258.288881 \nL 640.87274 256.642936 \nL 640.936383 211.10513 \nL 641.000026 139.561395 \nL 641.063669 149.766253 \nL 641.222776 180.819745 \nL 641.254598 174.126236 \nL 641.350062 118.712761 \nL 641.413705 143.731122 \nL 641.636455 275.516436 \nL 641.700098 237.220787 \nL 641.763741 163.811649 \nL 641.827384 166.44516 \nL 641.859206 167.871646 \nL 642.018313 190.695414 \nL 642.113777 150.314901 \nL 642.145599 163.043541 \nL 642.400171 292.195344 \nL 642.463813 276.723463 \nL 642.591099 197.388923 \nL 642.654742 206.277025 \nL 642.750207 221.968365 \nL 642.782028 215.604045 \nL 642.845671 170.614887 \nL 642.909314 187.513254 \nL 643.163886 317.433164 \nL 643.227529 305.692091 \nL 643.450279 203.972702 \nL 643.4821 205.508917 \nL 643.513922 208.032699 \nL 643.545743 203.972702 \nL 643.609386 162.933811 \nL 643.641208 174.235966 \nL 643.895779 311.946682 \nL 643.927601 309.093711 \nL 643.991244 265.092119 \nL 644.150351 173.906777 \nL 644.182173 174.345695 \nL 644.277637 186.086768 \nL 644.309458 185.757579 \nL 644.404923 132.099779 \nL 644.468566 161.946245 \nL 644.659495 282.758594 \nL 644.691316 281.002919 \nL 644.754959 231.514845 \nL 644.818602 158.654355 \nL 644.882245 170.724617 \nL 645.041352 196.291626 \nL 645.073174 193.109466 \nL 645.168638 132.209508 \nL 645.232281 161.287867 \nL 645.42321 291.317507 \nL 645.455031 290.22021 \nL 645.550496 211.214859 \nL 645.709603 144.828419 \nL 645.741424 147.46193 \nL 645.836889 161.397596 \nL 645.86871 152.728954 \nL 645.900532 122.333839 \nL 645.964175 140.439232 \nL 646.155103 280.344541 \nL 646.250568 265.640768 \nL 646.346032 160.519759 \nL 646.441497 168.968942 \nL 646.568783 190.585684 \nL 646.600604 188.72028 \nL 646.696068 127.820322 \nL 646.759711 152.180305 \nL 646.95064 267.396442 \nL 646.982462 265.311579 \nL 647.046104 220.871069 \nL 647.109747 150.424631 \nL 647.17339 158.215436 \nL 647.364319 187.513254 \nL 647.396141 176.540289 \nL 647.459784 139.561395 \nL 647.491605 151.521927 \nL 647.587069 213.738641 \nL 647.714355 275.406707 \nL 647.746177 274.30941 \nL 647.80982 252.582939 \nL 647.937106 178.186233 \nL 648.000748 187.622984 \nL 648.096213 213.409452 \nL 648.128034 210.337022 \nL 648.223499 157.776518 \nL 648.287142 185.318661 \nL 648.509892 289.671562 \nL 648.573535 277.930489 \nL 648.732642 202.875406 \nL 648.796285 208.142429 \nL 648.828107 214.506749 \nL 648.891749 207.045132 \nL 648.955392 148.668956 \nL 649.019035 166.006242 \nL 649.241786 288.464536 \nL 649.273607 286.379672 \nL 649.33725 243.804566 \nL 649.432714 170.285698 \nL 649.464536 170.395428 \nL 649.496357 170.505158 \nL 649.591822 177.198666 \nL 649.623643 181.148934 \nL 649.655465 179.502989 \nL 649.750929 124.199244 \nL 649.814572 151.741387 \nL 650.005501 263.665634 \nL 650.037322 261.471041 \nL 650.100965 216.481883 \nL 650.164608 148.010579 \nL 650.228251 157.447329 \nL 650.41918 182.136501 \nL 650.514644 115.201412 \nL 650.578287 140.110043 \nL 650.769216 257.081855 \nL 650.801037 253.570506 \nL 650.86468 208.252159 \nL 650.928323 140.110043 \nL 650.991966 153.716521 \nL 651.151073 190.366225 \nL 651.182895 188.72028 \nL 651.278359 125.954918 \nL 651.342002 146.364634 \nL 651.532931 265.860227 \nL 651.564753 263.665634 \nL 651.628395 226.9062 \nL 651.787503 141.755988 \nL 651.819324 140.219773 \nL 651.94661 152.180305 \nL 652.010253 125.954918 \nL 652.073896 142.633825 \nL 652.296646 290.000751 \nL 652.360289 279.466704 \nL 652.583039 172.91921 \nL 652.614861 176.320829 \nL 652.710325 182.136501 \nL 652.742147 177.088937 \nL 652.80579 148.010579 \nL 652.837611 162.604622 \nL 653.092183 294.938585 \nL 653.155826 278.369407 \nL 653.283112 194.316493 \nL 653.346755 198.815408 \nL 653.442219 210.337022 \nL 653.47404 208.032699 \nL 653.569505 162.824082 \nL 653.601326 175.99164 \nL 653.855898 294.938585 \nL 653.919541 283.416972 \nL 654.078648 200.241894 \nL 654.142291 206.277025 \nL 654.205934 217.908368 \nL 654.237756 213.299723 \nL 654.33322 143.401933 \nL 654.396863 174.894344 \nL 654.587792 277.162381 \nL 654.619613 275.077518 \nL 654.683256 237.988895 \nL 654.810542 157.447329 \nL 654.842363 157.995977 \nL 654.969649 182.794879 \nL 655.001471 181.368393 \nL 655.096935 123.101947 \nL 655.160578 148.998145 \nL 655.351507 262.348878 \nL 655.383328 260.154285 \nL 655.446971 218.895935 \nL 655.606079 143.840852 \nL 655.765186 156.350032 \nL 655.797007 149.875983 \nL 655.86065 118.603031 \nL 655.892472 134.623561 \nL 656.115222 283.746161 \nL 656.178865 270.688332 \nL 656.369794 172.480291 \nL 656.528901 175.113803 \nL 656.592544 145.157608 \nL 656.624366 136.598694 \nL 656.656187 150.75382 \nL 656.878937 298.449934 \nL 656.94258 285.501835 \nL 657.069866 190.366225 \nL 657.133509 196.181897 \nL 657.260795 214.17756 \nL 657.292616 210.9954 \nL 657.388081 158.764085 \nL 657.451724 184.989472 \nL 657.674474 308.545062 \nL 657.738117 270.468872 \nL 657.897224 176.2111 \nL 657.929046 175.223533 \nL 658.056331 192.890007 \nL 658.119974 166.993809 \nL 658.183617 182.46569 \nL 658.438189 316.994246 \nL 658.501832 298.779123 \nL 658.629118 226.028363 \nL 658.692761 231.075927 \nL 658.788225 250.717535 \nL 658.820047 249.18132 \nL 658.915511 194.645681 \nL 658.979154 219.225124 \nL 659.170083 321.82235 \nL 659.201904 321.712621 \nL 659.265547 309.861818 \nL 659.424654 228.991063 \nL 659.488297 232.941331 \nL 659.55194 245.99916 \nL 659.583762 245.231052 \nL 659.679226 184.660283 \nL 659.742869 216.591612 \nL 659.933798 316.555327 \nL 659.965619 314.251004 \nL 660.029262 269.700765 \nL 660.18837 193.767844 \nL 660.347477 203.204594 \nL 660.442941 144.608959 \nL 660.506584 174.565155 \nL 660.697513 285.501835 \nL 660.729335 283.96562 \nL 660.792977 241.061325 \nL 660.920263 177.308396 \nL 660.952085 177.747315 \nL 661.111192 185.64785 \nL 661.206657 131.77059 \nL 661.270299 161.287867 \nL 661.461228 275.955355 \nL 661.49305 273.870492 \nL 661.556693 229.759171 \nL 661.652157 160.629489 \nL 661.7158 163.921378 \nL 661.874907 185.867309 \nL 661.970372 130.234375 \nL 662.034015 155.143006 \nL 662.224943 270.029954 \nL 662.256765 268.05482 \nL 662.320408 222.846203 \nL 662.415872 160.958678 \nL 662.447694 164.579756 \nL 662.479515 165.457594 \nL 662.606801 182.46569 \nL 662.638622 181.697582 \nL 662.702265 152.509494 \nL 662.734087 136.159776 \nL 662.79773 159.422463 \nL 662.988659 266.738064 \nL 663.02048 265.860227 \nL 663.084123 227.125659 \nL 663.179587 160.848948 \nL 663.211409 162.933811 \nL 663.275052 169.84678 \nL 663.402338 191.573251 \nL 663.497802 140.658692 \nL 663.561445 163.153271 \nL 663.784195 263.885093 \nL 663.816017 259.056988 \nL 664.006945 179.28353 \nL 664.070588 194.206763 \nL 664.134231 211.324589 \nL 664.197874 201.778109 \nL 664.261517 169.517591 \nL 664.293339 181.917042 \nL 664.54791 305.253173 \nL 664.611553 294.170478 \nL 664.802482 205.289458 \nL 664.834304 209.788374 \nL 664.897946 224.162958 \nL 664.929768 223.065662 \nL 665.025232 163.48246 \nL 665.088875 192.121899 \nL 665.279804 290.11048 \nL 665.343447 270.359143 \nL 665.470733 168.859213 \nL 665.534376 168.968942 \nL 665.62984 181.039204 \nL 665.661662 186.306228 \nL 665.693483 184.989472 \nL 665.757126 149.546794 \nL 665.788948 126.503566 \nL 665.85259 152.180305 \nL 666.043519 263.116986 \nL 666.075341 259.715366 \nL 666.138984 212.202426 \nL 666.202627 151.960846 \nL 666.266269 161.068407 \nL 666.329912 174.565155 \nL 666.425377 191.79271 \nL 666.457198 190.146766 \nL 666.552663 137.476532 \nL 666.616306 166.55489 \nL 666.807234 283.746161 \nL 666.839056 281.880756 \nL 666.902699 235.355383 \nL 666.998163 163.921378 \nL 667.029985 164.031108 \nL 667.093628 167.542457 \nL 667.220913 183.124068 \nL 667.316378 133.745723 \nL 667.380021 155.143006 \nL 667.539128 260.922392 \nL 667.602771 258.179151 \nL 667.666414 210.007833 \nL 667.730057 148.559227 \nL 667.7937 160.08084 \nL 667.984629 199.802975 \nL 668.01645 191.353792 \nL 668.080093 142.963014 \nL 668.143736 161.617056 \nL 668.334665 267.176983 \nL 668.366486 265.640768 \nL 668.430129 219.444583 \nL 668.493772 156.569492 \nL 668.557415 167.322998 \nL 668.748344 210.117563 \nL 668.780165 201.778109 \nL 668.843808 160.519759 \nL 668.907451 179.722449 \nL 669.09838 294.280207 \nL 669.130201 292.524533 \nL 669.193844 273.212114 \nL 669.32113 205.618647 \nL 669.384773 217.688909 \nL 669.480237 240.951595 \nL 669.512059 240.622406 \nL 669.607523 189.817577 \nL 669.671166 211.434319 \nL 669.893917 306.13101 \nL 669.957559 295.816422 \nL 670.148488 216.262423 \nL 670.212131 227.125659 \nL 670.275774 235.904031 \nL 670.307596 230.198089 \nL 670.40306 175.333262 \nL 670.434881 186.415957 \nL 670.62581 297.791556 \nL 670.657632 297.462367 \nL 670.721275 255.765099 \nL 670.880382 174.784614 \nL 671.039489 203.753243 \nL 671.071311 200.022435 \nL 671.166775 160.629489 \nL 671.198597 174.235966 \nL 671.389525 304.594795 \nL 671.421347 303.826687 \nL 671.48499 265.531038 \nL 671.548633 191.90244 \nL 671.612276 192.341359 \nL 671.675919 198.705679 \nL 671.803204 217.030531 \nL 671.835026 214.726208 \nL 671.93049 177.966774 \nL 671.962312 190.695414 \nL 672.153241 308.545062 \nL 672.185062 307.667225 \nL 672.248705 268.274279 \nL 672.407812 180.929475 \nL 672.439634 178.076504 \nL 672.471455 181.587853 \nL 672.535098 185.977039 \nL 672.56692 185.53812 \nL 672.662384 156.350032 \nL 672.694205 160.958678 \nL 672.916956 296.255341 \nL 672.980599 282.978053 \nL 673.203349 151.192738 \nL 673.23517 154.704087 \nL 673.330635 174.235966 \nL 673.362456 169.956509 \nL 673.457921 139.671125 \nL 673.489742 151.083009 \nL 673.712492 272.005088 \nL 673.776135 233.05106 \nL 673.8716 163.48246 \nL 673.903421 164.140838 \nL 673.967064 174.674884 \nL 674.09435 200.461353 \nL 674.126171 199.034868 \nL 674.221636 172.590021 \nL 674.253457 182.685149 \nL 674.476208 306.02128 \nL 674.508029 302.071013 \nL 674.603493 247.535375 \nL 674.698958 210.666211 \nL 674.730779 213.958101 \nL 674.858065 240.512677 \nL 674.889887 236.562409 \nL 674.985351 208.252159 \nL 675.017172 215.933234 \nL 675.239923 313.592626 \nL 675.271744 310.849385 \nL 675.367209 260.044555 \nL 675.494494 210.007833 \nL 675.526316 212.641345 \nL 675.62178 228.661874 \nL 675.653602 221.858636 \nL 675.749066 171.053806 \nL 675.780888 179.502989 \nL 675.971816 281.551567 \nL 676.003638 278.808326 \nL 676.067281 235.574842 \nL 676.162745 157.337599 \nL 676.194567 158.873814 \nL 676.385495 201.010001 \nL 676.449138 188.171632 \nL 676.512781 158.105707 \nL 676.544603 164.689486 \nL 676.735532 273.980221 \nL 676.767353 272.882925 \nL 676.830996 229.210522 \nL 676.894639 158.544625 \nL 676.958282 170.834347 \nL 677.149211 212.751074 \nL 677.212854 201.010001 \nL 677.276496 165.567323 \nL 677.308318 173.138669 \nL 677.499247 290.000751 \nL 677.531068 288.135347 \nL 677.594711 245.560241 \nL 677.658354 174.016507 \nL 677.721997 186.964606 \nL 677.849283 196.291626 \nL 677.881104 200.680812 \nL 677.912926 200.241894 \nL 678.040212 164.908945 \nL 678.072033 177.966774 \nL 678.262962 303.168309 \nL 678.294783 302.729391 \nL 678.358426 266.189416 \nL 678.517534 180.490556 \nL 678.612998 195.742978 \nL 678.676641 206.715943 \nL 678.740284 199.254327 \nL 678.803927 175.552722 \nL 678.835748 184.879742 \nL 679.058499 308.106144 \nL 679.122141 268.932657 \nL 679.281249 191.024603 \nL 679.472178 218.895935 \nL 679.503999 215.384586 \nL 679.567642 192.670548 \nL 679.599463 197.279193 \nL 679.822214 306.789388 \nL 679.854035 303.607228 \nL 680.044964 197.608382 \nL 680.140428 211.214859 \nL 680.235893 226.68674 \nL 680.267714 223.065662 \nL 680.331357 204.192161 \nL 680.363179 211.434319 \nL 680.554107 315.56776 \nL 680.61775 312.934248 \nL 680.713215 263.885093 \nL 680.808679 219.554313 \nL 680.840501 221.419717 \nL 680.935965 240.402947 \nL 680.999608 233.928898 \nL 681.095072 181.258664 \nL 681.126894 185.867309 \nL 681.286001 288.025617 \nL 681.317823 286.489402 \nL 681.381465 272.224547 \nL 681.47693 164.689486 \nL 681.572394 173.02894 \nL 681.731502 204.960269 \nL 681.795145 191.682981 \nL 681.858787 160.958678 \nL 681.890609 167.981376 \nL 682.081538 281.880756 \nL 682.113359 278.808326 \nL 682.177002 231.734305 \nL 682.240645 161.726785 \nL 682.304288 173.797047 \nL 682.495217 211.873237 \nL 682.527038 207.154862 \nL 682.622503 166.335431 \nL 682.654324 173.577588 \nL 682.845253 297.023449 \nL 682.877074 295.267774 \nL 682.940717 253.680235 \nL 683.099825 166.55489 \nL 683.195289 175.333262 \nL 683.258932 182.685149 \nL 683.290753 181.039204 \nL 683.386218 153.277602 \nL 683.418039 162.275434 \nL 683.608968 278.918056 \nL 683.64079 276.504003 \nL 683.704432 234.806735 \nL 683.768075 167.761916 \nL 683.831718 175.333262 \nL 684.022647 212.312156 \nL 684.08629 201.668379 \nL 684.149933 174.784614 \nL 684.181754 180.490556 \nL 684.372683 305.582362 \nL 684.404505 305.362902 \nL 684.468148 268.16455 \nL 684.627255 183.014338 \nL 684.754541 204.301891 \nL 684.786362 209.568914 \nL 684.850005 206.496484 \nL 684.881827 206.167295 \nL 684.913648 200.571083 \nL 684.94547 207.154862 \nL 685.16822 314.251004 \nL 685.231863 307.447766 \nL 685.359149 226.467281 \nL 685.422792 232.173223 \nL 685.518256 253.460776 \nL 685.581899 246.876997 \nL 685.677363 216.701342 \nL 685.709185 223.61431 \nL 685.931935 323.468295 \nL 685.963756 321.273702 \nL 686.059221 269.042387 \nL 686.186507 199.034868 \nL 686.218328 200.132164 \nL 686.313793 211.763507 \nL 686.345614 206.496484 \nL 686.441078 186.086768 \nL 686.4729 194.426222 \nL 686.663829 312.056411 \nL 686.69565 309.31317 \nL 686.759293 263.665634 \nL 686.9184 172.91921 \nL 686.950222 172.480291 \nL 687.077508 194.865141 \nL 687.109329 189.488388 \nL 687.204794 166.774349 \nL 687.236615 181.587853 \nL 687.459365 302.509931 \nL 687.523008 262.897526 \nL 687.586651 195.304059 \nL 687.650294 201.55865 \nL 687.713937 208.361888 \nL 687.841223 230.966197 \nL 687.873044 228.661874 \nL 687.968509 197.279193 \nL 688.00033 202.107298 \nL 688.159438 312.49533 \nL 688.22308 309.642359 \nL 688.286723 268.384009 \nL 688.350366 199.144597 \nL 688.414009 206.057565 \nL 688.445831 206.277025 \nL 688.541295 217.46945 \nL 688.604938 228.771604 \nL 688.668581 221.748906 \nL 688.732224 197.279193 \nL 688.764045 198.047301 \nL 688.954974 311.178574 \nL 688.986796 310.629926 \nL 689.050439 265.311579 \nL 689.114082 197.169464 \nL 689.177724 203.314324 \nL 689.30501 222.187825 \nL 689.368653 234.806735 \nL 689.400475 231.075927 \nL 689.495939 195.962437 \nL 689.527761 198.26676 \nL 689.718689 311.398033 \nL 689.750511 310.300737 \nL 689.814154 269.042387 \nL 689.877797 199.802975 \nL 689.94144 205.179728 \nL 690.005083 213.189993 \nL 690.132368 229.649441 \nL 690.259654 203.094865 \nL 690.291476 210.446752 \nL 690.514226 315.348301 \nL 690.546047 312.056411 \nL 690.736976 209.129996 \nL 690.832441 232.282953 \nL 690.896084 240.073758 \nL 690.927905 237.549976 \nL 691.023369 214.506749 \nL 691.055191 219.883502 \nL 691.277941 322.480728 \nL 691.309763 319.188839 \nL 691.405227 272.334277 \nL 691.500691 235.684572 \nL 691.532513 238.427813 \nL 691.659799 261.58077 \nL 691.69162 255.874828 \nL 691.818906 217.35972 \nL 692.009835 320.725054 \nL 692.041656 317.872083 \nL 692.105299 273.980221 \nL 692.168942 206.386754 \nL 692.232585 213.628912 \nL 692.264407 212.970534 \nL 692.423514 225.589444 \nL 692.455335 220.43215 \nL 692.5508 196.511086 \nL 692.582621 204.74081 \nL 692.77355 327.199104 \nL 692.805371 325.662888 \nL 692.869014 285.172646 \nL 693.028122 203.643513 \nL 693.187229 223.175392 \nL 693.219051 217.798638 \nL 693.314515 197.718112 \nL 693.346336 206.606214 \nL 693.537265 325.443429 \nL 693.569087 321.493162 \nL 693.63273 277.71103 \nL 693.760015 206.386754 \nL 693.791837 206.606214 \nL 693.919123 221.858636 \nL 693.950944 226.357551 \nL 693.982766 225.369985 \nL 694.110052 198.26676 \nL 694.30098 312.934248 \nL 694.332802 310.849385 \nL 694.396445 266.628335 \nL 694.460088 201.229461 \nL 694.523731 207.92297 \nL 694.714659 233.819168 \nL 694.778302 226.9062 \nL 694.873767 204.960269 \nL 695.096517 328.625589 \nL 695.16016 286.92832 \nL 695.255624 214.616478 \nL 695.287446 217.798638 \nL 695.351089 223.72404 \nL 695.478375 242.487811 \nL 695.542017 237.549976 \nL 695.60566 226.79647 \nL 695.637482 228.661874 \nL 695.828411 340.476392 \nL 695.892054 335.648287 \nL 696.051161 243.804566 \nL 696.146625 257.081855 \nL 696.24209 271.23698 \nL 696.273911 268.384009 \nL 696.401197 244.024026 \nL 696.592126 346.511523 \nL 696.655769 344.975307 \nL 696.751233 293.182911 \nL 696.878519 221.968365 \nL 696.910341 223.285121 \nL 697.005805 239.964029 \nL 697.069448 234.806735 \nL 697.133091 219.225124 \nL 697.164912 219.993232 \nL 697.387662 337.074772 \nL 697.451305 293.731559 \nL 697.610413 219.334854 \nL 697.642234 220.212691 \nL 697.76952 234.148357 \nL 697.801342 233.709438 \nL 697.928627 211.982967 \nL 698.119556 343.439092 \nL 698.151378 341.573688 \nL 698.215021 304.046147 \nL 698.374128 205.838106 \nL 698.405949 205.618647 \nL 698.533235 211.982967 \nL 698.660521 200.571083 \nL 698.755985 276.065085 \nL 698.883271 328.625589 \nL 698.915093 325.992077 \nL 698.978736 286.269943 \nL 699.137843 206.277025 \nL 699.169665 207.484051 \nL 699.29695 226.138092 \nL 699.328772 224.162958 \nL 699.456058 191.79271 \nL 699.646987 309.20344 \nL 699.678808 305.692091 \nL 699.742451 267.396442 \nL 699.806094 200.132164 \nL 699.869737 201.44892 \nL 699.901558 202.655946 \nL 700.092487 234.148357 \nL 700.124308 227.125659 \nL 700.219773 197.718112 \nL 700.251594 221.639176 \nL 700.410702 316.335868 \nL 700.474345 305.582362 \nL 700.633452 213.299723 \nL 700.665273 214.397019 \nL 700.792559 240.183488 \nL 700.888024 235.026194 \nL 700.983488 220.212691 \nL 701.206238 327.747752 \nL 701.23806 324.126673 \nL 701.397167 235.574842 \nL 701.524453 258.179151 \nL 701.588096 265.201849 \nL 701.619917 262.787797 \nL 701.747203 235.794302 \nL 701.779025 254.448343 \nL 701.969953 335.758017 \nL 702.033596 319.079109 \nL 702.160882 246.438078 \nL 702.256347 262.897526 \nL 702.351811 290.878588 \nL 702.415454 287.806158 \nL 702.510918 250.168886 \nL 702.54274 270.907791 \nL 702.701847 339.379095 \nL 702.733669 337.184502 \nL 702.797312 301.961283 \nL 702.956419 215.604045 \nL 703.020062 209.788374 \nL 703.051883 211.653778 \nL 703.179169 229.649441 \nL 703.210991 226.028363 \nL 703.274634 212.751074 \nL 703.497384 336.745583 \nL 703.592848 266.628335 \nL 703.720134 223.285121 \nL 703.84742 231.624575 \nL 703.879241 235.574842 \nL 703.911063 234.916464 \nL 704.006527 216.152694 \nL 704.038349 221.968365 \nL 704.229278 340.256932 \nL 704.261099 337.403961 \nL 704.324742 302.94885 \nL 704.483849 218.895935 \nL 704.515671 217.24999 \nL 704.547492 219.005665 \nL 704.579314 218.457016 \nL 704.642957 228.332685 \nL 704.674778 222.846203 \nL 704.770242 208.252159 \nL 704.802064 212.421885 \nL 704.992993 329.283967 \nL 705.024814 326.650455 \nL 705.088457 288.464536 \nL 705.247564 212.312156 \nL 705.438493 241.171055 \nL 705.502136 233.380249 \nL 705.565779 215.384586 \nL 705.756708 332.356397 \nL 705.788529 331.039641 \nL 705.883994 259.056988 \nL 706.01128 224.601877 \nL 706.23403 254.119154 \nL 706.265851 252.25375 \nL 706.329494 233.380249 \nL 706.361316 254.448343 \nL 706.552244 342.561255 \nL 706.615887 328.18667 \nL 706.806816 230.966197 \nL 706.870459 237.111058 \nL 706.934102 243.804566 \nL 706.965924 242.378081 \nL 707.061388 237.549976 \nL 707.093209 239.63484 \nL 707.31596 343.329363 \nL 707.347781 339.818014 \nL 707.443245 293.731559 \nL 707.53871 240.293218 \nL 707.602353 243.365648 \nL 707.697817 257.740233 \nL 707.729639 249.839697 \nL 707.856925 227.893767 \nL 708.047853 338.062339 \nL 708.079675 334.66072 \nL 708.143318 293.621829 \nL 708.302425 218.566746 \nL 708.461532 233.489979 \nL 708.493354 229.649441 \nL 708.588818 213.738641 \nL 708.62064 214.616478 \nL 708.84339 336.635854 \nL 708.907033 300.425068 \nL 709.034319 224.272688 \nL 709.06614 225.589444 \nL 709.225248 245.99916 \nL 709.28889 238.866732 \nL 709.384355 216.701342 \nL 709.607105 343.878011 \nL 709.670748 303.497498 \nL 709.829855 209.568914 \nL 709.92532 215.933234 \nL 709.988963 221.419717 \nL 710.020784 216.701342 \nL 710.116249 201.33919 \nL 710.14807 205.728377 \nL 710.338999 329.722886 \nL 710.37082 328.515859 \nL 710.434463 290.000751 \nL 710.593571 208.910536 \nL 710.657213 216.481883 \nL 710.752678 232.502412 \nL 710.848142 231.514845 \nL 710.911785 218.127827 \nL 711.102714 340.91531 \nL 711.166357 331.259101 \nL 711.357286 232.941331 \nL 711.389107 233.819168 \nL 711.611857 256.752666 \nL 711.6755 241.171055 \nL 711.707322 255.106721 \nL 711.898251 345.962874 \nL 711.961894 333.343964 \nL 712.121001 255.984558 \nL 712.184644 263.775363 \nL 712.248287 274.089951 \nL 712.31193 270.578602 \nL 712.439216 250.607805 \nL 712.661966 354.302328 \nL 712.693787 352.327194 \nL 712.789252 308.764522 \nL 712.916538 252.473209 \nL 712.948359 253.460776 \nL 713.043823 260.702933 \nL 713.202931 237.879165 \nL 713.393859 344.31693 \nL 713.425681 342.341796 \nL 713.489324 302.290472 \nL 713.648431 219.773772 \nL 713.680253 220.102961 \nL 713.807539 240.402947 \nL 713.871181 235.245653 \nL 713.934824 229.97863 \nL 713.966646 220.322421 \nL 714.157575 340.805581 \nL 714.189396 338.391528 \nL 714.253039 301.522364 \nL 714.412146 231.514845 \nL 714.443968 229.649441 \nL 714.475789 234.148357 \nL 714.571254 240.841866 \nL 714.603075 239.63484 \nL 714.730361 218.566746 \nL 714.92129 339.927743 \nL 714.984933 325.772618 \nL 715.112219 234.367816 \nL 715.175862 237.001328 \nL 715.36679 245.121322 \nL 715.462255 236.562409 \nL 715.494076 222.626743 \nL 715.525898 245.560241 \nL 715.685005 343.439092 \nL 715.716826 342.122336 \nL 715.780469 302.83912 \nL 715.939577 234.038627 \nL 715.971398 233.489979 \nL 716.162327 245.450511 \nL 716.194148 244.792133 \nL 716.257791 224.711607 \nL 716.480542 348.047738 \nL 716.512363 340.256932 \nL 716.703292 227.235389 \nL 716.766935 232.502412 \nL 716.862399 240.293218 \nL 716.926042 236.123491 \nL 716.957864 236.562409 \nL 717.021507 235.355383 \nL 717.244257 356.93584 \nL 717.276078 354.631517 \nL 717.371543 291.646696 \nL 717.467007 243.146189 \nL 717.498829 246.657537 \nL 717.626114 269.481306 \nL 717.657936 268.603468 \nL 717.785222 248.632671 \nL 718.007972 367.030968 \nL 718.071615 361.325026 \nL 718.230722 276.504003 \nL 718.326187 289.452103 \nL 718.358008 292.085614 \nL 718.38983 290.32994 \nL 718.548937 247.974293 \nL 718.580758 268.822928 \nL 718.771687 360.447189 \nL 718.83533 325.00451 \nL 718.994437 222.297554 \nL 719.089902 217.688909 \nL 719.121723 219.993232 \nL 719.249009 224.272688 \nL 719.280831 222.517014 \nL 719.312652 214.616478 \nL 719.535402 356.606651 \nL 719.567224 346.292063 \nL 719.789974 233.380249 \nL 719.91726 243.914296 \nL 719.980903 239.086191 \nL 720.044546 236.23322 \nL 720.076367 226.357551 \nL 720.108189 250.827264 \nL 720.267296 353.973139 \nL 720.299117 353.863409 \nL 720.36276 316.884516 \nL 720.521868 231.624575 \nL 720.553689 230.966197 \nL 720.680975 239.744569 \nL 720.840082 224.382418 \nL 721.031011 349.693683 \nL 721.094654 339.269365 \nL 721.317404 219.334854 \nL 721.349226 220.212691 \nL 721.381047 217.908368 \nL 721.412869 222.297554 \nL 721.540155 227.015929 \nL 721.603798 215.933234 \nL 721.826548 346.950441 \nL 721.858369 338.391528 \nL 722.049298 210.775941 \nL 722.112941 216.701342 \nL 722.30387 231.295386 \nL 722.367513 228.881334 \nL 722.590263 352.107735 \nL 722.653906 341.463959 \nL 722.813013 240.732136 \nL 722.876656 247.974293 \nL 722.972121 262.787797 \nL 723.003942 259.605637 \nL 723.099406 260.483474 \nL 723.131228 253.351046 \nL 723.3858 362.641782 \nL 723.449443 343.768281 \nL 723.60855 270.029954 \nL 723.640371 272.005088 \nL 723.704014 277.6013 \nL 723.735836 276.284544 \nL 723.894943 245.231052 \nL 724.117693 360.556918 \nL 724.149515 351.229898 \nL 724.372265 223.394851 \nL 724.404086 225.369985 \nL 724.499551 234.587276 \nL 724.531372 231.405116 \nL 724.563194 225.808903 \nL 724.658658 227.564578 \nL 724.849587 356.606651 \nL 724.881408 356.167732 \nL 724.945051 321.163973 \nL 725.104159 230.527278 \nL 725.167802 232.612142 \nL 725.263266 238.098624 \nL 725.390552 236.891598 \nL 725.422373 228.113226 \nL 725.613302 359.788811 \nL 725.676945 349.474223 \nL 725.931517 227.893767 \nL 725.963338 226.467281 \nL 725.99516 227.235389 \nL 726.154267 235.904031 \nL 726.186089 226.9062 \nL 726.408839 357.155299 \nL 726.44066 347.060171 \nL 726.66341 218.127827 \nL 726.695232 220.871069 \nL 726.727053 221.200258 \nL 726.790696 230.198089 \nL 726.854339 224.821336 \nL 726.949804 221.639176 \nL 727.140732 350.790979 \nL 727.204375 342.122336 \nL 727.427126 219.115394 \nL 727.458947 222.955932 \nL 727.681697 237.988895 \nL 727.713519 234.806735 \nL 727.936269 350.790979 \nL 727.968091 348.596386 \nL 728.063555 290.000751 \nL 728.159019 245.450511 \nL 728.190841 249.291049 \nL 728.318127 264.87266 \nL 728.349948 259.715366 \nL 728.477234 245.560241 \nL 728.699984 354.741247 \nL 728.763627 346.511523 \nL 728.922735 260.593204 \nL 729.018199 270.798061 \nL 729.05002 274.638599 \nL 729.081842 274.089951 \nL 729.240949 253.680235 \nL 729.463699 355.289895 \nL 729.527342 345.633685 \nL 729.718271 244.243485 \nL 729.813736 259.495907 \nL 729.845557 259.166718 \nL 730.004664 231.514845 \nL 730.195593 353.75368 \nL 730.227415 350.900709 \nL 730.291058 314.909382 \nL 730.450165 216.811072 \nL 730.481986 215.274856 \nL 730.513808 218.127827 \nL 730.545629 218.457016 \nL 730.609272 224.492147 \nL 730.641094 221.200258 \nL 730.672915 215.823505 \nL 730.736558 219.993232 \nL 730.800201 254.448343 \nL 730.959308 344.865578 \nL 730.99113 343.878011 \nL 731.054773 306.460199 \nL 731.21388 216.152694 \nL 731.245701 214.726208 \nL 731.277523 217.688909 \nL 731.309344 218.566746 \nL 731.372987 229.210522 \nL 731.43663 223.72404 \nL 731.500273 224.931066 \nL 731.532095 217.35972 \nL 731.723023 345.523956 \nL 731.786666 333.563423 \nL 732.009417 227.345118 \nL 732.136703 240.512677 \nL 732.200345 239.854299 \nL 732.232167 240.732136 \nL 732.263988 239.52511 \nL 732.29581 228.003496 \nL 732.327631 245.121322 \nL 732.51856 351.888276 \nL 732.582203 319.847217 \nL 732.74131 220.871069 \nL 732.773132 219.554313 \nL 732.804953 222.736473 \nL 733.091346 254.009424 \nL 733.282275 350.900709 \nL 733.345918 337.73315 \nL 733.505026 252.363479 \nL 733.568668 260.483474 \nL 733.664133 273.212114 \nL 733.695954 272.224547 \nL 733.82324 259.276448 \nL 733.918705 317.433164 \nL 734.04599 355.838543 \nL 734.077812 354.302328 \nL 734.109633 351.668816 \nL 734.300562 260.264015 \nL 734.364205 264.324012 \nL 734.396027 265.750497 \nL 734.427848 263.885093 \nL 734.586955 236.123491 \nL 734.777884 347.608819 \nL 734.841527 337.623421 \nL 735.12792 197.279193 \nL 735.318849 204.850539 \nL 735.350671 200.351623 \nL 735.573421 331.807749 \nL 735.605242 324.236403 \nL 735.891635 184.001905 \nL 736.146207 220.871069 \nL 736.337136 326.869915 \nL 736.400779 295.048315 \nL 736.559886 204.960269 \nL 736.655351 201.887839 \nL 736.846279 213.189993 \nL 736.878101 211.214859 \nL 737.100851 334.66072 \nL 737.132673 327.089374 \nL 737.355423 206.277025 \nL 737.387244 207.154862 \nL 737.609995 220.761339 \nL 737.641816 217.140261 \nL 737.864566 333.892612 \nL 737.896388 327.308833 \nL 738.119138 208.471618 \nL 738.150959 212.531615 \nL 738.182781 212.641345 \nL 738.437353 235.684572 \nL 738.628281 345.194767 \nL 738.691924 336.526124 \nL 738.914675 236.781869 \nL 738.946496 237.879165 \nL 738.978318 237.659706 \nL 739.073782 225.260255 \nL 739.169246 228.003496 \nL 739.201068 232.392682 \nL 739.423818 345.633685 \nL 739.45564 344.2072 \nL 739.837497 207.264592 \nL 739.90114 207.70351 \nL 739.932961 202.765676 \nL 740.028426 289.671562 \nL 740.155712 329.283967 \nL 740.187533 321.383432 \nL 740.473926 159.861381 \nL 740.505748 161.178137 \nL 740.664855 181.039204 \nL 740.696677 180.490556 \nL 740.919427 322.700188 \nL 740.951248 315.67749 \nL 741.237642 177.198666 \nL 741.492213 223.943499 \nL 741.683142 340.147203 \nL 741.746785 312.166141 \nL 741.905892 206.057565 \nL 742.001357 200.022435 \nL 742.096821 210.007833 \nL 742.128643 209.568914 \nL 742.160464 210.117563 \nL 742.255928 231.624575 \nL 742.415036 336.635854 \nL 742.446857 336.526124 \nL 742.5105 304.704524 \nL 742.669608 205.289458 \nL 742.701429 200.571083 \nL 742.765072 201.997568 \nL 742.828715 210.007833 \nL 742.892358 205.069999 \nL 742.956001 207.264592 \nL 742.987822 210.007833 \nL 743.178751 334.880179 \nL 743.242394 325.992077 \nL 743.433323 201.010001 \nL 743.496966 205.728377 \nL 743.751537 229.320252 \nL 743.974288 343.000174 \nL 744.037931 331.47856 \nL 744.197038 229.429982 \nL 744.292502 239.63484 \nL 744.356145 246.547808 \nL 744.387967 244.353215 \nL 744.45161 237.440247 \nL 744.515252 240.073758 \nL 744.578895 274.967788 \nL 744.738003 347.938008 \nL 744.769824 347.38936 \nL 744.801646 344.09747 \nL 744.992574 247.096456 \nL 745.056217 254.667802 \nL 745.088039 256.752666 \nL 745.11986 253.899695 \nL 745.278968 232.831601 \nL 745.469896 343.439092 \nL 745.565361 313.373167 \nL 745.75629 196.401356 \nL 745.788111 197.718112 \nL 745.947218 189.598117 \nL 746.074504 213.738641 \nL 746.265433 329.174237 \nL 746.329076 299.437501 \nL 746.520005 171.602454 \nL 746.679112 147.791119 \nL 746.742755 154.594358 \nL 746.838219 179.39326 \nL 747.029148 310.520196 \nL 747.092791 284.294809 \nL 747.28372 152.070576 \nL 747.315541 151.412198 \nL 747.347363 147.57166 \nL 747.379184 149.546794 \nL 747.601935 189.159199 \nL 747.792863 319.298568 \nL 747.856506 292.634263 \nL 748.047435 168.749483 \nL 748.079257 168.968942 \nL 748.111078 165.567323 \nL 748.174721 170.505158 \nL 748.270185 182.35596 \nL 748.397471 249.729968 \nL 748.556579 328.18667 \nL 748.620222 305.692091 \nL 748.81115 197.059734 \nL 749.002079 213.848371 \nL 749.161186 267.506172 \nL 749.320294 345.633685 \nL 749.383937 337.623421 \nL 749.543044 241.609973 \nL 749.606687 245.011593 \nL 749.702151 254.119154 \nL 749.733973 251.046724 \nL 749.797616 245.340782 \nL 749.829437 250.168886 \nL 749.861259 249.07159 \nL 749.89308 254.667802 \nL 750.084009 352.766113 \nL 750.11583 352.327194 \nL 750.147652 350.242331 \nL 750.370402 247.645104 \nL 750.465866 249.729968 \nL 750.561331 228.661874 \nL 750.624974 232.831601 \nL 750.688617 276.613733 \nL 750.847724 343.658552 \nL 750.911367 317.433164 \nL 751.102296 182.46569 \nL 751.165939 173.577588 \nL 751.261403 176.540289 \nL 751.293225 175.333262 \nL 751.42051 209.898103 \nL 751.611439 326.321266 \nL 751.675082 301.193176 \nL 751.866011 169.84678 \nL 751.929654 164.579756 \nL 751.961475 167.322998 \nL 752.184226 202.765676 \nL 752.375154 321.054243 \nL 752.438797 292.305074 \nL 752.661548 138.354369 \nL 752.693369 130.892752 \nL 752.757012 135.391668 \nL 752.820655 136.050046 \nL 752.884298 148.998145 \nL 752.947941 182.904608 \nL 753.13887 306.24074 \nL 753.202512 276.394274 \nL 753.393441 159.203003 \nL 753.552549 172.151102 \nL 753.711656 205.838106 \nL 753.902585 331.149371 \nL 753.966228 307.996414 \nL 754.157156 180.929475 \nL 754.316264 177.747315 \nL 754.379907 186.745146 \nL 754.507193 246.328349 \nL 754.6663 331.47856 \nL 754.729943 327.089374 \nL 754.952693 195.304059 \nL 755.016336 195.633248 \nL 755.1118 183.562986 \nL 755.143622 185.867309 \nL 755.270908 243.036459 \nL 755.461837 331.807749 \nL 755.493658 332.356397 \nL 755.907337 169.188402 \nL 756.034623 227.235389 \nL 756.19373 316.665057 \nL 756.257373 292.195344 \nL 756.511945 111.031685 \nL 756.639231 99.729531 \nL 756.671052 103.899258 \nL 756.798338 182.46569 \nL 756.957445 287.257509 \nL 757.021088 266.738064 \nL 757.27566 75.918196 \nL 757.371124 70.212254 \nL 757.402946 71.090091 \nL 757.530232 107.300877 \nL 757.721161 263.446175 \nL 757.784803 242.59754 \nL 758.039375 45.632811 \nL 758.103018 61.104693 \nL 758.484876 283.307242 \nL 758.548519 263.116986 \nL 758.771269 95.450074 \nL 758.834912 89.195484 \nL 758.866733 91.499807 \nL 759.057662 159.971111 \nL 759.248591 299.437501 \nL 759.312234 292.634263 \nL 759.503163 184.001905 \nL 759.566806 192.231629 \nL 759.66227 207.045132 \nL 759.694091 203.862972 \nL 759.725913 204.74081 \nL 759.853199 261.58077 \nL 760.044128 338.062339 \nL 760.10777 318.420731 \nL 760.266878 237.769435 \nL 760.298699 242.487811 \nL 760.362342 251.595372 \nL 760.394164 249.291049 \nL 760.489628 233.16079 \nL 760.52145 239.086191 \nL 760.553271 239.854299 \nL 760.616914 265.860227 \nL 760.776021 340.256932 \nL 760.807843 339.927743 \nL 760.839664 337.84288 \nL 760.96695 244.462944 \nL 761.126057 213.519182 \nL 761.253343 184.001905 \nL 761.316986 193.109466 \nL 761.380629 239.854299 \nL 761.539736 317.433164 \nL 761.603379 293.29264 \nL 761.857951 116.737627 \nL 761.921594 113.994386 \nL 761.953415 114.762493 \nL 762.04888 130.014915 \nL 762.080701 134.84302 \nL 762.303452 289.561832 \nL 762.367094 265.421308 \nL 762.621666 76.576574 \nL 762.685309 71.30955 \nL 762.717131 73.943062 \nL 762.780774 80.417112 \nL 762.908059 173.906777 \nL 763.067167 280.454271 \nL 763.13081 259.056988 \nL 763.35356 102.033853 \nL 763.480846 93.804129 \nL 763.512667 94.901426 \nL 763.639953 149.766253 \nL 763.830882 296.58453 \nL 763.894525 275.845625 \nL 764.117275 146.364634 \nL 764.149097 142.524096 \nL 764.244561 143.840852 \nL 764.276382 144.170041 \nL 764.371847 169.62732 \nL 764.43549 224.382418 \nL 764.594597 320.286135 \nL 764.65824 299.218042 \nL 764.88099 167.542457 \nL 764.912812 163.811649 \nL 765.008276 164.470027 \nL 765.071919 173.358129 \nL 765.231026 272.773195 \nL 765.358312 331.259101 \nL 765.390134 330.490993 \nL 765.421955 327.089374 \nL 765.74017 185.208931 \nL 765.803813 170.395428 \nL 765.835634 172.80948 \nL 765.96292 225.918633 \nL 766.153849 318.420731 \nL 766.18567 317.872083 \nL 766.312956 213.409452 \nL 766.503885 165.567323 \nL 766.599349 153.058143 \nL 766.631171 157.557058 \nL 766.662992 160.848948 \nL 766.885743 294.828856 \nL 766.917564 288.793725 \nL 767.2676 78.222519 \nL 767.331243 85.135487 \nL 767.458529 134.404101 \nL 767.649458 275.516436 \nL 767.713101 247.754834 \nL 767.935851 92.706833 \nL 767.967672 84.586838 \nL 768.031315 93.255481 \nL 768.254066 192.999737 \nL 768.413173 284.404538 \nL 768.476816 258.947259 \nL 768.667745 139.341936 \nL 768.731388 136.050046 \nL 768.79503 154.045709 \nL 768.858673 143.511663 \nL 768.890495 144.49923 \nL 768.985959 172.80948 \nL 769.176888 303.387769 \nL 769.240531 279.466704 \nL 769.463281 151.192738 \nL 769.526924 144.828419 \nL 769.558746 145.596526 \nL 769.717853 172.80948 \nL 769.781496 227.784037 \nL 769.940603 318.74992 \nL 770.004246 297.462367 \nL 770.226996 168.530024 \nL 770.290639 158.544625 \nL 770.354282 161.287867 \nL 770.417925 173.467858 \nL 770.545211 237.330517 \nL 770.704318 330.820182 \nL 770.73614 329.942345 \nL 770.799783 306.789388 \nL 770.990712 205.179728 \nL 771.086176 210.775941 \nL 771.117997 208.910536 \nL 771.149819 204.74081 \nL 771.18164 206.715943 \nL 771.308926 249.291049 \nL 771.499855 328.2964 \nL 771.563498 316.335868 \nL 771.786248 212.860804 \nL 771.81807 213.299723 \nL 771.913534 191.79271 \nL 771.977177 201.668379 \nL 772.008998 203.314324 \nL 772.231749 328.076941 \nL 772.295392 300.095879 \nL 772.518142 151.521927 \nL 772.677249 135.830587 \nL 772.804535 177.857044 \nL 772.963642 311.507763 \nL 772.995464 311.398033 \nL 773.059107 285.611565 \nL 773.313679 102.472772 \nL 773.440964 91.938725 \nL 773.536429 107.849525 \nL 773.759179 267.067253 \nL 773.822822 248.96186 \nL 774.077394 56.166858 \nL 774.172858 60.665774 \nL 774.300144 100.497638 \nL 774.522894 279.137515 \nL 774.554716 274.638599 \nL 774.841109 141.31707 \nL 774.87293 143.840852 \nL 775.000216 154.045709 \nL 775.159324 267.396442 \nL 775.286609 321.82235 \nL 775.318431 317.323435 \nL 775.700288 155.801384 \nL 775.73211 156.569492 \nL 775.891217 228.113226 \nL 776.050325 321.602891 \nL 776.082146 321.493162 \nL 776.145789 301.632094 \nL 776.368539 195.304059 \nL 776.400361 197.827841 \nL 776.432182 194.97487 \nL 776.495825 184.879742 \nL 776.527647 186.306228 \nL 776.654932 238.976462 \nL 776.81404 323.907214 \nL 776.845861 323.139106 \nL 776.877683 320.725054 \nL 776.973147 251.814831 \nL 777.100433 196.950004 \nL 777.132254 201.33919 \nL 777.164076 201.55865 \nL 777.25954 181.807312 \nL 777.355005 189.268928 \nL 777.545933 309.752089 \nL 777.609576 301.193176 \nL 777.89597 136.159776 \nL 777.927791 137.91545 \nL 777.959612 138.573828 \nL 777.991434 136.598694 \nL 778.023255 138.793288 \nL 778.182363 239.52511 \nL 778.34147 315.787219 \nL 778.405113 290.878588 \nL 778.596042 178.076504 \nL 778.691506 171.821913 \nL 778.755149 175.552722 \nL 778.786971 175.772181 \nL 778.914256 207.045132 \nL 779.105185 326.650455 \nL 779.168828 299.76669 \nL 779.391578 180.819745 \nL 779.4234 174.565155 \nL 779.487043 176.2111 \nL 779.614329 188.500821 \nL 779.64615 187.293795 \nL 779.8689 324.785051 \nL 779.900722 316.994246 \nL 780.187115 163.37273 \nL 780.218936 168.749483 \nL 780.378044 182.246231 \nL 780.409865 180.161367 \nL 780.632616 321.054243 \nL 780.696258 295.267774 \nL 780.95083 149.875983 \nL 781.014473 153.93598 \nL 781.205402 192.999737 \nL 781.396331 313.043978 \nL 781.459974 303.168309 \nL 781.682724 192.780277 \nL 781.778188 199.693246 \nL 781.841831 194.865141 \nL 781.969117 221.748906 \nL 782.160046 330.710452 \nL 782.191867 330.600723 \nL 782.25551 317.103975 \nL 782.478261 212.751074 \nL 782.510082 213.299723 \nL 782.573725 203.753243 \nL 782.701011 190.475955 \nL 782.89194 316.335868 \nL 782.955582 308.215873 \nL 783.273797 132.648427 \nL 783.305619 133.087346 \nL 783.369262 130.892752 \nL 783.464726 143.621392 \nL 783.687476 298.669393 \nL 783.719298 292.743992 \nL 784.037512 109.934389 \nL 784.132977 116.079249 \nL 784.260263 164.250567 \nL 784.451191 295.267774 \nL 784.514834 269.700765 \nL 784.737585 140.658692 \nL 784.769406 137.037613 \nL 784.833049 141.31707 \nL 784.896692 141.865718 \nL 785.023978 182.35596 \nL 785.214907 315.56776 \nL 785.278549 291.866155 \nL 785.5013 171.931643 \nL 785.533121 167.761916 \nL 785.564943 174.784614 \nL 785.787693 213.848371 \nL 785.978622 329.503426 \nL 786.042265 303.497498 \nL 786.265015 171.931643 \nL 786.328658 166.006242 \nL 786.392301 168.639753 \nL 786.424122 168.420294 \nL 786.551408 204.960269 \nL 786.742337 328.40613 \nL 786.774158 327.747752 \nL 786.837801 304.155876 \nL 787.02873 199.364057 \nL 787.092373 202.985135 \nL 787.124194 199.583516 \nL 787.187837 187.732713 \nL 787.219659 188.500821 \nL 787.346945 244.792133 \nL 787.537873 334.331531 \nL 787.601516 320.286135 \nL 787.856088 197.059734 \nL 787.951553 175.004073 \nL 788.047017 177.418126 \nL 788.269767 316.006679 \nL 788.301589 309.861818 \nL 788.587982 125.845188 \nL 788.683446 127.710593 \nL 788.715268 125.845188 \nL 788.747089 130.124645 \nL 788.842554 168.749483 \nL 789.033482 305.253173 \nL 789.097125 277.49157 \nL 789.319876 144.49923 \nL 789.351697 138.244639 \nL 789.41534 141.646259 \nL 789.510804 152.509494 \nL 789.606269 182.026771 \nL 789.797198 294.609396 \nL 789.86084 265.421308 \nL 790.051769 151.960846 \nL 790.338162 183.453257 \nL 790.529091 315.787219 \nL 790.592734 310.520196 \nL 790.879127 176.759748 \nL 790.910949 179.612719 \nL 791.070056 193.767844 \nL 791.101878 190.037036 \nL 791.324628 331.039641 \nL 791.356449 324.126673 \nL 791.5792 189.927306 \nL 791.642842 193.658115 \nL 791.833771 213.958101 \nL 791.865593 211.324589 \nL 792.088343 338.062339 \nL 792.151986 327.747752 \nL 792.342915 225.589444 \nL 792.438379 236.45268 \nL 792.502022 230.307819 \nL 792.597486 224.492147 \nL 792.629308 224.711607 \nL 792.852058 340.91531 \nL 792.88388 340.037473 \nL 792.947523 324.565592 \nL 793.10663 221.968365 \nL 793.170273 227.125659 \nL 793.202094 231.185656 \nL 793.233916 229.8689 \nL 793.393023 214.616478 \nL 793.583952 337.074772 \nL 793.615773 336.745583 \nL 793.679416 303.05858 \nL 793.870345 183.892175 \nL 794.124917 196.291626 \nL 794.156738 194.426222 \nL 794.379489 336.855313 \nL 794.41131 328.735319 \nL 794.697703 187.952173 \nL 794.729525 188.83001 \nL 794.824989 181.478123 \nL 794.85681 182.35596 \nL 794.952275 213.519182 \nL 795.143204 327.199104 \nL 795.206847 299.437501 \nL 795.429597 168.859213 \nL 795.588704 156.679221 \nL 795.71599 196.730545 \nL 795.906919 315.67749 \nL 795.970562 286.599132 \nL 796.161491 168.749483 \nL 796.225133 167.652187 \nL 796.384241 180.710015 \nL 796.416062 179.941908 \nL 796.447884 184.001905 \nL 796.670634 319.627757 \nL 796.702455 313.043978 \nL 796.925206 174.235966 \nL 796.988849 177.857044 \nL 797.275242 252.582939 \nL 797.434349 329.064508 \nL 797.497992 316.335868 \nL 797.688921 214.835938 \nL 797.784385 224.601877 \nL 797.816207 225.150525 \nL 797.975314 215.055397 \nL 798.198064 336.855313 \nL 798.229886 336.416394 \nL 798.293529 323.029377 \nL 798.516279 216.481883 \nL 798.579922 210.227292 \nL 798.739029 181.807312 \nL 798.929958 321.163973 \nL 798.96178 320.505595 \nL 799.025422 289.781291 \nL 799.248173 136.269506 \nL 799.40728 118.93222 \nL 799.502744 134.294372 \nL 799.725495 309.752089 \nL 799.757316 304.375335 \nL 800.139174 108.507903 \nL 800.170995 110.263578 \nL 800.298281 164.579756 \nL 800.48921 296.365071 \nL 800.552853 262.897526 \nL 800.775603 108.068984 \nL 800.902889 92.597103 \nL 800.93471 93.804129 \nL 801.061996 144.3895 \nL 801.252925 281.112649 \nL 801.284746 276.723463 \nL 801.507497 147.352201 \nL 801.539318 148.888416 \nL 801.57114 148.998145 \nL 801.79389 177.857044 \nL 802.01664 323.358566 \nL 802.048462 317.542894 \nL 802.334855 186.086768 \nL 802.589427 225.479714 \nL 802.780355 336.855313 \nL 802.843998 325.00451 \nL 803.034927 226.357551 \nL 803.162213 232.282953 \nL 803.289499 213.189993 \nL 803.32132 213.958101 \nL 803.54407 331.807749 \nL 803.607713 324.455862 \nL 803.703178 257.301314 \nL 803.894107 182.794879 \nL 804.053214 162.714352 \nL 804.085035 173.687318 \nL 804.307786 304.046147 \nL 804.339607 303.05858 \nL 804.435072 261.58077 \nL 804.626 146.474363 \nL 804.657822 146.584093 \nL 804.753286 125.625729 \nL 804.816929 127.710593 \nL 804.880572 177.088937 \nL 805.071501 302.180742 \nL 805.135144 265.531038 \nL 805.357894 106.42304 \nL 805.389715 99.071153 \nL 805.421537 104.228447 \nL 805.453358 112.019252 \nL 805.517001 103.02142 \nL 805.580644 102.801961 \nL 805.612466 114.872223 \nL 805.835216 284.733727 \nL 805.898859 254.777532 \nL 806.089788 149.437064 \nL 806.248895 139.890584 \nL 806.280717 140.878151 \nL 806.376181 158.654355 \nL 806.598931 319.956946 \nL 806.662574 283.416972 \nL 806.853503 166.115971 \nL 807.044432 142.414366 \nL 807.139896 152.948413 \nL 807.362646 314.360734 \nL 807.426289 275.626166 \nL 807.64904 122.004651 \nL 807.744504 104.118717 \nL 807.776325 105.545202 \nL 807.935433 154.594358 \nL 808.126361 284.294809 \nL 808.190004 271.017521 \nL 808.380933 127.930052 \nL 808.540041 139.890584 \nL 808.730969 237.111058 \nL 808.890077 318.640191 \nL 808.921898 318.091542 \nL 808.985541 303.936417 \nL 809.17647 222.187825 \nL 809.208291 223.065662 \nL 809.240113 224.711607 \nL 809.271934 221.090528 \nL 809.39922 197.059734 \nL 809.431042 206.825673 \nL 809.62197 337.184502 \nL 809.653792 335.977476 \nL 809.717435 295.706693 \nL 809.876542 197.827841 \nL 809.972006 190.037036 \nL 810.003828 192.341359 \nL 810.035649 193.987304 \nL 810.099292 193.767844 \nL 810.131114 192.341359 \nL 810.162935 182.246231 \nL 810.194757 196.181897 \nL 810.385686 336.635854 \nL 810.417507 336.087205 \nL 810.48115 299.108312 \nL 810.640257 213.519182 \nL 810.735722 209.349455 \nL 810.799365 213.958101 \nL 810.831186 213.409452 \nL 810.92665 193.438655 \nL 810.958472 205.947836 \nL 811.149401 335.428828 \nL 811.181222 334.989909 \nL 811.244865 295.596963 \nL 811.403972 204.082432 \nL 811.658544 194.316493 \nL 811.690366 181.917042 \nL 811.722187 196.401356 \nL 811.913116 331.698019 \nL 811.944937 331.149371 \nL 812.00858 289.891021 \nL 812.167688 187.293795 \nL 812.199509 185.64785 \nL 812.263152 187.842443 \nL 812.294973 189.707847 \nL 812.358616 186.964606 \nL 812.454081 176.540289 \nL 812.517724 220.871069 \nL 812.676831 332.575857 \nL 812.708652 332.136938 \nL 812.772295 296.69426 \nL 812.931403 212.860804 \nL 812.963224 213.299723 \nL 813.154153 228.881334 \nL 813.185974 226.577011 \nL 813.217796 215.494316 \nL 813.249617 224.492147 \nL 813.472368 349.803412 \nL 813.504189 345.085037 \nL 813.599654 289.671562 \nL 813.726939 241.609973 \nL 813.758761 243.255918 \nL 813.822404 249.510508 \nL 813.854225 248.742401 \nL 813.981511 222.736473 \nL 814.013333 235.794302 \nL 814.267904 353.314761 \nL 814.363369 307.447766 \nL 814.458833 257.740233 \nL 814.522476 259.056988 \nL 814.586119 267.396442 \nL 814.61794 266.957523 \nL 814.745226 222.955932 \nL 814.777048 237.001328 \nL 814.967977 352.875843 \nL 814.999798 350.790979 \nL 815.063441 308.545062 \nL 815.222548 226.138092 \nL 815.381656 231.295386 \nL 815.47712 209.788374 \nL 815.508941 196.620815 \nL 815.540763 214.17756 \nL 815.763513 346.292063 \nL 815.827156 310.849385 \nL 815.986263 214.397019 \nL 816.018085 213.409452 \nL 816.145371 225.040796 \nL 816.177192 222.078095 \nL 816.240835 210.556481 \nL 816.272657 197.608382 \nL 816.304478 214.616478 \nL 816.527228 345.633685 \nL 816.590871 305.362902 \nL 816.749979 222.187825 \nL 816.813621 224.382418 \nL 816.845443 224.162958 \nL 816.909086 228.661874 \nL 816.940907 224.601877 \nL 817.036372 196.181897 \nL 817.068193 212.531615 \nL 817.259122 343.000174 \nL 817.290943 341.573688 \nL 817.354586 302.290472 \nL 817.513694 212.970534 \nL 817.545515 212.751074 \nL 817.609158 214.726208 \nL 817.704623 224.492147 \nL 817.736444 221.639176 \nL 817.800087 200.132164 \nL 817.831908 213.189993 \nL 818.022837 341.793147 \nL 818.054659 340.91531 \nL 818.118302 302.290472 \nL 818.213766 222.955932 \nL 818.277409 226.79647 \nL 818.436516 246.876997 \nL 818.500159 239.52511 \nL 818.563802 216.481883 \nL 818.595624 227.784037 \nL 818.818374 346.072604 \nL 818.850195 341.02504 \nL 819.041124 236.891598 \nL 819.16841 258.39861 \nL 819.200231 257.520773 \nL 819.327517 226.357551 \nL 819.359339 240.183488 \nL 819.582089 351.449357 \nL 819.61391 349.145034 \nL 819.709375 300.863987 \nL 819.868482 236.23322 \nL 819.932125 238.647273 \nL 819.963947 236.891598 \nL 820.091232 202.875406 \nL 820.345804 337.184502 \nL 820.377626 327.638022 \nL 820.600376 202.655946 \nL 820.727662 220.54188 \nL 820.759483 218.895935 \nL 820.854948 193.109466 \nL 820.886769 214.726208 \nL 821.077698 342.561255 \nL 821.109519 342.122336 \nL 821.173162 304.814254 \nL 821.33227 222.846203 \nL 821.364091 220.980798 \nL 821.427734 221.858636 \nL 821.491377 226.79647 \nL 821.523198 224.162958 \nL 821.618663 192.999737 \nL 821.650484 212.751074 \nL 821.841413 346.511523 \nL 821.873234 344.975307 \nL 821.936877 303.607228 \nL 822.064163 223.943499 \nL 822.095985 225.699174 \nL 822.127806 217.140261 \nL 822.191449 220.761339 \nL 822.255092 228.552145 \nL 822.286914 226.138092 \nL 822.382378 196.181897 \nL 822.414199 214.06783 \nL 822.63695 344.09747 \nL 822.700593 305.911551 \nL 822.8597 220.43215 \nL 823.018807 227.784037 \nL 823.050629 226.68674 \nL 823.146093 193.877574 \nL 823.177915 212.202426 \nL 823.368843 336.745583 \nL 823.400665 336.635854 \nL 823.464308 299.437501 \nL 823.623415 215.494316 \nL 823.718879 212.531615 \nL 823.782522 218.127827 \nL 823.846165 215.604045 \nL 823.909808 202.765676 \nL 823.94163 217.140261 \nL 824.16438 342.451525 \nL 824.196201 339.159636 \nL 824.323487 256.972125 \nL 824.418952 237.220787 \nL 824.450773 237.659706 \nL 824.514416 239.195921 \nL 824.641702 213.628912 \nL 824.673523 206.825673 \nL 824.705345 222.297554 \nL 824.928095 343.439092 \nL 824.959917 342.451525 \nL 825.055381 300.315338 \nL 825.214488 233.380249 \nL 825.341774 213.519182 \nL 825.405417 186.745146 \nL 825.437239 188.171632 \nL 825.69181 334.441261 \nL 825.723632 324.785051 \nL 825.946382 194.865141 \nL 826.010025 192.560818 \nL 826.041846 194.535952 \nL 826.073668 196.840275 \nL 826.105489 196.511086 \nL 826.169132 176.759748 \nL 826.200954 179.1738 \nL 826.423704 336.745583 \nL 826.487347 326.869915 \nL 826.710097 203.862972 \nL 826.837383 216.811072 \nL 826.869205 214.06783 \nL 826.964669 184.660283 \nL 826.99649 207.593781 \nL 827.187419 336.416394 \nL 827.219241 335.867746 \nL 827.282884 299.65696 \nL 827.441991 205.289458 \nL 827.473812 204.960269 \nL 827.601098 213.958101 \nL 827.63292 211.982967 \nL 827.696563 188.72028 \nL 827.728384 189.817577 \nL 827.951134 335.648287 \nL 828.014777 325.992077 \nL 828.173885 214.726208 \nL 828.237528 217.579179 \nL 828.364813 225.699174 \nL 828.396635 223.833769 \nL 828.492099 193.328926 \nL 828.523921 210.88567 \nL 828.714849 338.610988 \nL 828.746671 337.184502 \nL 828.810314 300.863987 \nL 828.9376 216.152694 \nL 828.969421 218.127827 \nL 829.128529 236.45268 \nL 829.16035 232.173223 \nL 829.255814 208.910536 \nL 829.287636 223.285121 \nL 829.510386 341.13477 \nL 829.542208 338.501258 \nL 829.637672 280.564001 \nL 829.764958 226.577011 \nL 829.796779 228.771604 \nL 829.892244 235.904031 \nL 829.987708 211.763507 \nL 830.01953 220.761339 \nL 830.274101 348.486656 \nL 830.337744 338.940176 \nL 830.496852 252.363479 \nL 830.592316 262.568337 \nL 830.624137 266.079686 \nL 830.655959 263.446175 \nL 830.751423 217.46945 \nL 830.815066 231.624575 \nL 831.005995 343.219633 \nL 831.037816 341.463959 \nL 831.101459 299.65696 \nL 831.260567 218.566746 \nL 831.292388 218.895935 \nL 831.419674 224.711607 \nL 831.451496 223.50458 \nL 831.54696 189.817577 \nL 831.578781 212.531615 \nL 831.76971 339.159636 \nL 831.801532 337.623421 \nL 831.865175 299.327771 \nL 832.024282 203.753243 \nL 832.087925 208.581348 \nL 832.119746 208.142429 \nL 832.183389 217.46945 \nL 832.215211 214.17756 \nL 832.278854 188.83001 \nL 832.342497 209.020266 \nL 832.565247 336.965043 \nL 832.62889 296.035882 \nL 832.787997 204.63108 \nL 832.819819 204.082432 \nL 832.85164 205.399188 \nL 832.947104 216.701342 \nL 833.010747 209.349455 \nL 833.042569 190.695414 \nL 833.106212 210.88567 \nL 833.328962 337.074772 \nL 833.392605 298.230475 \nL 833.551712 221.968365 \nL 833.583534 221.639176 \nL 833.71082 232.392682 \nL 833.742641 227.345118 \nL 833.838105 194.865141 \nL 833.869927 211.214859 \nL 834.060856 337.513691 \nL 834.092677 337.074772 \nL 834.15632 300.973716 \nL 834.251784 218.786205 \nL 834.315427 219.883502 \nL 834.37907 224.053229 \nL 834.474535 234.806735 \nL 834.506356 234.148357 \nL 834.569999 204.850539 \nL 834.633642 221.090528 \nL 834.856392 341.13477 \nL 834.888214 337.73315 \nL 835.0155 250.607805 \nL 835.079143 228.332685 \nL 835.142785 239.41538 \nL 835.23825 262.348878 \nL 835.270071 256.423477 \nL 835.333714 219.554313 \nL 835.397357 235.684572 \nL 835.588286 339.598554 \nL 835.651929 335.977476 \nL 835.747393 285.392105 \nL 835.811036 245.88943 \nL 835.874679 254.777532 \nL 835.970144 270.578602 \nL 836.001965 269.920224 \nL 836.097429 215.494316 \nL 836.161072 235.026194 \nL 836.383823 340.366662 \nL 836.447466 308.654792 \nL 836.606573 211.324589 \nL 836.76568 228.113226 \nL 836.797502 223.61431 \nL 836.861145 186.415957 \nL 836.892966 193.767844 \nL 837.147538 345.523956 \nL 837.179359 334.880179 \nL 837.40211 216.262423 \nL 837.497574 219.225124 \nL 837.529395 221.858636 \nL 837.561217 219.554313 \nL 837.62486 186.854876 \nL 837.688503 213.189993 \nL 837.879431 339.379095 \nL 837.911253 339.269365 \nL 837.974896 301.193176 \nL 838.134003 204.082432 \nL 838.229468 202.436487 \nL 838.293111 208.142429 \nL 838.324932 206.825673 \nL 838.388575 175.004073 \nL 838.452218 200.241894 \nL 838.643147 331.47856 \nL 838.674968 331.039641 \nL 838.738611 293.182911 \nL 838.897718 188.391091 \nL 838.92954 186.745146 \nL 838.961361 188.500821 \nL 838.993183 187.622984 \nL 839.056826 192.999737 \nL 839.088647 191.463522 \nL 839.15229 169.62732 \nL 839.184112 180.271097 \nL 839.438683 330.820182 \nL 839.470505 323.907214 \nL 839.693255 202.875406 \nL 839.852362 225.918633 \nL 839.884184 220.212691 \nL 839.916005 203.862972 \nL 839.979648 226.247822 \nL 840.202398 345.414226 \nL 840.23422 341.902877 \nL 840.425149 237.549976 \nL 840.552435 250.827264 \nL 840.584256 253.021857 \nL 840.616077 249.07159 \nL 840.67972 219.444583 \nL 840.711542 229.210522 \nL 840.966114 351.120168 \nL 841.029757 341.793147 \nL 841.220685 250.498075 \nL 841.284328 256.423477 \nL 841.31615 259.056988 \nL 841.347971 253.131587 \nL 841.443436 197.059734 \nL 841.507079 226.68674 \nL 841.698007 337.95261 \nL 841.729829 336.965043 \nL 841.793472 293.5121 \nL 841.888936 210.775941 \nL 841.920758 211.434319 \nL 841.952579 210.007833 \nL 841.9844 213.409452 \nL 842.111686 232.721871 \nL 842.143508 223.72404 \nL 842.207151 181.148934 \nL 842.270794 207.92297 \nL 842.461722 335.428828 \nL 842.493544 335.319098 \nL 842.557187 301.741824 \nL 842.716294 210.666211 \nL 842.748116 209.788374 \nL 842.84358 216.920801 \nL 842.875402 216.262423 \nL 842.970866 178.405693 \nL 843.002687 190.366225 \nL 843.225438 340.476392 \nL 843.289081 329.174237 \nL 843.480009 202.765676 \nL 843.511831 205.508917 \nL 843.607295 213.189993 \nL 843.639117 210.337022 \nL 843.734581 176.430559 \nL 843.766403 189.707847 \nL 844.020974 337.623421 \nL 844.052796 326.869915 \nL 844.275546 193.767844 \nL 844.402832 206.825673 \nL 844.498296 178.625152 \nL 844.530118 190.585684 \nL 844.752868 334.55099 \nL 844.816511 324.675321 \nL 845.039261 201.887839 \nL 845.166547 220.43215 \nL 845.198368 217.24999 \nL 845.262011 196.730545 \nL 845.293833 206.057565 \nL 845.389297 271.23698 \nL 845.548405 343.109903 \nL 845.612048 326.869915 \nL 845.739333 250.388346 \nL 845.802976 251.485642 \nL 845.898441 269.920224 \nL 845.962084 260.483474 \nL 846.025727 225.260255 \nL 846.08937 249.620238 \nL 846.31212 348.376927 \nL 846.343941 347.169901 \nL 846.439406 300.754257 \nL 846.566691 244.462944 \nL 846.598513 245.011593 \nL 846.662156 257.411044 \nL 846.693977 254.667802 \nL 846.789442 200.461353 \nL 846.853085 229.320252 \nL 847.044013 342.561255 \nL 847.075835 340.91531 \nL 847.139478 298.998582 \nL 847.298585 211.324589 \nL 847.457693 233.489979 \nL 847.489514 225.260255 \nL 847.553157 183.562986 \nL 847.6168 210.9954 \nL 847.807729 337.294232 \nL 847.83955 337.074772 \nL 847.903193 295.816422 \nL 848.030479 208.361888 \nL 848.0623 211.544048 \nL 848.125943 217.24999 \nL 848.221408 225.918633 \nL 848.253229 222.626743 \nL 848.316872 181.258664 \nL 848.380515 210.337022 \nL 848.571444 338.172069 \nL 848.603265 337.294232 \nL 848.666908 297.791556 \nL 848.826016 207.045132 \nL 848.985123 219.225124 \nL 849.080587 184.770013 \nL 849.112409 194.645681 \nL 849.335159 337.513691 \nL 849.398802 325.443429 \nL 849.557909 210.337022 \nL 849.621552 219.993232 \nL 849.748838 230.527278 \nL 849.812481 207.92297 \nL 849.844302 188.83001 \nL 849.907945 206.825673 \nL 850.098874 331.36883 \nL 850.130696 330.600723 \nL 850.194339 289.561832 \nL 850.289803 209.788374 \nL 850.321624 212.092696 \nL 850.480732 237.549976 \nL 850.512553 236.891598 \nL 850.608018 217.908368 \nL 850.639839 228.003496 \nL 850.703482 253.460776 \nL 850.894411 336.855313 \nL 850.958054 321.712621 \nL 851.148982 218.127827 \nL 851.212625 224.382418 \nL 851.244447 226.357551 \nL 851.276268 224.931066 \nL 851.371733 199.144597 \nL 851.403554 213.738641 \nL 851.626304 333.673153 \nL 851.721769 315.128842 \nL 851.912698 206.606214 \nL 851.944519 211.873237 \nL 852.008162 224.821336 \nL 852.039984 222.626743 \nL 852.103626 191.682981 \nL 852.135448 200.461353 \nL 852.39002 332.356397 \nL 852.421841 330.052075 \nL 852.485484 283.85589 \nL 852.61277 217.908368 \nL 852.644591 218.127827 \nL 852.676413 219.444583 \nL 852.771877 228.881334 \nL 852.83552 202.217028 \nL 852.867342 172.480291 \nL 852.930985 188.939739 \nL 853.153735 324.016944 \nL 853.217378 310.191007 \nL 853.408307 208.032699 \nL 853.535592 220.761339 \nL 853.567414 217.140261 \nL 853.631057 177.308396 \nL 853.6947 192.451088 \nL 853.91745 332.356397 \nL 853.981093 320.725054 \nL 854.108379 216.481883 \nL 854.203843 220.980798 \nL 854.299308 232.831601 \nL 854.331129 231.624575 \nL 854.394772 181.258664 \nL 854.458415 197.169464 \nL 854.681165 338.940176 \nL 854.744808 325.882348 \nL 854.872094 210.9954 \nL 854.935737 211.214859 \nL 854.967558 210.775941 \nL 854.99938 215.274856 \nL 855.063023 214.06783 \nL 855.126666 188.281362 \nL 855.158487 172.041373 \nL 855.22213 193.109466 \nL 855.44488 330.052075 \nL 855.508523 320.834784 \nL 855.699452 202.875406 \nL 855.731273 204.850539 \nL 855.826738 214.506749 \nL 855.858559 211.653778 \nL 855.922202 171.931643 \nL 855.985845 192.341359 \nL 856.240417 316.555327 \nL 856.30406 296.365071 \nL 856.431346 226.028363 \nL 856.494989 233.489979 \nL 856.590453 250.498075 \nL 856.622275 243.914296 \nL 856.685917 189.268928 \nL 856.74956 213.738641 \nL 857.004132 334.002342 \nL 857.067775 323.468295 \nL 857.258704 241.500244 \nL 857.290525 247.645104 \nL 857.354168 254.996991 \nL 857.38599 247.535375 \nL 857.449633 187.952173 \nL 857.513276 210.117563 \nL 857.736026 333.782883 \nL 857.799669 320.615324 \nL 857.990598 211.434319 \nL 858.117883 227.015929 \nL 858.149705 226.028363 \nL 858.213348 175.772181 \nL 858.276991 193.877574 \nL 858.499741 328.625589 \nL 858.563384 316.116408 \nL 858.754313 219.554313 \nL 858.786134 224.492147 \nL 858.881599 231.734305 \nL 858.91342 228.661874 \nL 858.977063 177.308396 \nL 859.040706 198.486219 \nL 859.263456 338.610988 \nL 859.327099 326.979644 \nL 859.518028 214.945667 \nL 859.549849 215.055397 \nL 859.645314 221.748906 \nL 859.740778 178.186233 \nL 859.804421 197.608382 \nL 859.899885 276.284544 \nL 860.027171 324.126673 \nL 860.058993 320.725054 \nL 860.122636 276.284544 \nL 860.2181 209.020266 \nL 860.249922 210.007833 \nL 860.313564 214.28729 \nL 860.345386 219.554313 \nL 860.409029 218.566746 \nL 860.44085 213.080263 \nL 860.504493 163.592189 \nL 860.568136 178.734882 \nL 860.822708 314.031545 \nL 860.854529 302.509931 \nL 860.981815 194.535952 \nL 861.045458 198.815408 \nL 861.172744 208.910536 \nL 861.204565 205.618647 \nL 861.268208 161.507326 \nL 861.331851 181.478123 \nL 861.459137 270.249413 \nL 861.586423 307.008847 \nL 861.618245 300.973716 \nL 861.809173 214.616478 \nL 861.872816 225.479714 \nL 861.904638 231.624575 \nL 861.936459 231.075927 \nL 862.000102 191.90244 \nL 862.031924 171.053806 \nL 862.095567 190.037036 \nL 862.222852 272.114817 \nL 862.350138 302.071013 \nL 862.38196 298.340205 \nL 862.795639 165.567323 \nL 862.82746 176.869478 \nL 862.954746 271.34671 \nL 863.082032 319.737487 \nL 863.113853 318.201272 \nL 863.177496 272.005088 \nL 863.336604 175.99164 \nL 863.368425 175.113803 \nL 863.400247 176.869478 \nL 863.46389 180.380826 \nL 863.495711 176.979207 \nL 863.559354 151.960846 \nL 863.591175 160.739218 \nL 863.845747 316.335868 \nL 863.90939 299.87642 \nL 864.100319 195.0846 \nL 864.163962 200.900272 \nL 864.227605 199.912705 \nL 864.291248 161.287867 \nL 864.323069 135.281939 \nL 864.386712 151.192738 \nL 864.482176 229.210522 \nL 864.609462 280.234812 \nL 864.641284 279.027785 \nL 864.704927 235.794302 \nL 864.76857 166.44516 \nL 864.832213 176.650018 \nL 864.99132 193.767844 \nL 865.023141 186.525687 \nL 865.086784 137.037613 \nL 865.150427 147.242471 \nL 865.245892 229.8689 \nL 865.373177 289.671562 \nL 865.404999 288.025617 \nL 865.468642 244.133755 \nL 865.532285 173.138669 \nL 865.595928 179.832178 \nL 865.755035 192.890007 \nL 865.818678 161.178137 \nL 865.850499 143.511663 \nL 865.914142 156.350032 \nL 866.009607 231.185656 \nL 866.136893 284.843457 \nL 866.168714 283.307242 \nL 866.232357 238.318084 \nL 866.296 168.639753 \nL 866.359643 168.859213 \nL 866.423286 172.480291 \nL 866.51875 181.807312 \nL 866.550572 176.320829 \nL 866.614215 138.244639 \nL 866.677858 157.557058 \nL 866.773322 219.005665 \nL 866.932429 278.149948 \nL 866.996072 260.154285 \nL 867.123358 180.380826 \nL 867.187001 187.622984 \nL 867.282465 208.361888 \nL 867.314287 205.947836 \nL 867.37793 168.968942 \nL 867.409751 180.271097 \nL 867.696144 320.505595 \nL 867.759787 307.557495 \nL 867.918895 230.966197 \nL 867.982538 236.23322 \nL 868.046181 245.340782 \nL 868.078002 236.781869 \nL 868.141645 179.28353 \nL 868.205288 203.533783 \nL 868.428038 326.869915 \nL 868.491681 313.812086 \nL 868.68261 186.635417 \nL 868.714431 191.573251 \nL 868.809896 205.508917 \nL 868.841717 202.985135 \nL 868.90536 170.944076 \nL 868.969003 189.159199 \nL 869.191753 336.965043 \nL 869.255396 326.430996 \nL 869.446325 218.457016 \nL 869.478146 219.554313 \nL 869.573611 227.893767 \nL 869.605432 223.833769 \nL 869.669075 173.577588 \nL 869.732718 186.525687 \nL 869.955468 323.687755 \nL 870.019111 307.228306 \nL 870.273683 167.761916 \nL 870.305505 165.238134 \nL 870.337326 166.225701 \nL 870.369147 169.517591 \nL 870.400969 156.569492 \nL 870.464612 173.577588 \nL 870.751005 346.511523 \nL 870.782827 343.987741 \nL 870.941934 252.582939 \nL 871.005577 232.941331 \nL 871.037398 240.293218 \nL 871.132863 266.518605 \nL 871.164684 253.021857 \nL 871.196506 247.096456 \nL 871.260149 248.193753 \nL 871.323791 263.336445 \nL 871.482899 316.335868 \nL 871.51472 314.909382 \nL 871.578363 292.743992 \nL 871.769292 214.397019 \nL 871.864756 223.50458 \nL 871.896578 215.713775 \nL 871.960221 170.834347 \nL 872.023864 180.819745 \nL 872.15115 260.264015 \nL 872.278435 293.841289 \nL 872.342078 276.833192 \nL 872.501186 199.693246 \nL 872.533007 203.862972 \nL 872.628472 215.494316 \nL 872.660293 207.92297 \nL 872.723936 158.654355 \nL 872.787579 173.906777 \nL 872.883043 234.258087 \nL 873.042151 305.801821 \nL 873.073972 304.375335 \nL 873.169436 262.568337 \nL 873.296722 207.154862 \nL 873.328544 212.092696 \nL 873.392187 220.43215 \nL 873.424008 211.324589 \nL 873.487651 168.639753 \nL 873.551294 191.573251 \nL 873.805866 325.882348 \nL 873.837687 314.470464 \nL 874.028616 201.119731 \nL 874.060437 204.52135 \nL 874.155902 208.252159 \nL 874.187723 204.301891 \nL 874.251366 151.851116 \nL 874.315009 163.811649 \nL 874.442295 267.835361 \nL 874.537759 295.048315 \nL 874.569581 292.305074 \nL 874.633224 246.328349 \nL 874.728688 172.699751 \nL 874.76051 174.455425 \nL 874.855974 184.111635 \nL 874.919617 181.148934 \nL 874.98326 140.878151 \nL 875.015081 124.199244 \nL 875.078724 140.658692 \nL 875.333296 295.267774 \nL 875.396939 257.411044 \nL 875.556046 178.844611 \nL 875.587868 178.295963 \nL 875.683332 187.184065 \nL 875.715154 181.587853 \nL 875.778797 144.49923 \nL 875.84244 162.714352 \nL 876.06519 303.716958 \nL 876.128833 289.671562 \nL 876.319761 182.026771 \nL 876.415226 191.79271 \nL 876.447047 191.244062 \nL 876.542512 133.087346 \nL 876.637976 158.105707 \nL 876.828905 278.588867 \nL 876.860726 276.394274 \nL 876.924369 231.734305 \nL 876.988012 157.776518 \nL 877.051655 163.811649 \nL 877.210763 182.46569 \nL 877.242584 176.320829 \nL 877.306227 140.329503 \nL 877.36987 161.617056 \nL 877.465334 229.100793 \nL 877.624442 306.02128 \nL 877.656263 303.607228 \nL 877.783549 217.908368 \nL 877.879013 190.805144 \nL 877.910835 193.987304 \nL 877.974478 202.655946 \nL 878.006299 198.815408 \nL 878.069942 160.958678 \nL 878.101764 172.480291 \nL 878.356335 312.275871 \nL 878.4518 296.913719 \nL 878.610907 205.728377 \nL 878.67455 214.506749 \nL 878.738193 209.678644 \nL 878.801836 154.484628 \nL 878.833657 126.174377 \nL 878.8973 140.658692 \nL 879.12005 270.139683 \nL 879.183693 254.448343 \nL 879.310979 146.693823 \nL 879.374622 150.424631 \nL 879.470087 158.434896 \nL 879.501908 158.105707 \nL 879.597372 102.143583 \nL 879.661015 119.810057 \nL 879.915587 283.307242 \nL 879.97923 244.133755 \nL 880.138337 160.739218 \nL 880.170159 159.422463 \nL 880.265623 163.48246 \nL 880.361088 119.371139 \nL 880.42473 149.107875 \nL 880.679302 311.617493 \nL 880.711124 301.193176 \nL 880.933874 179.39326 \nL 880.997517 179.1738 \nL 881.029338 181.917042 \nL 881.092981 154.704087 \nL 881.124803 141.755988 \nL 881.156624 148.339767 \nL 881.28391 254.996991 \nL 881.411196 320.066676 \nL 881.443017 317.762353 \nL 881.50666 277.381841 \nL 881.665768 194.97487 \nL 881.697589 194.426222 \nL 881.729411 195.523519 \nL 881.761232 196.181897 \nL 881.793054 196.072167 \nL 881.856696 160.958678 \nL 881.888518 143.840852 \nL 881.952161 158.215436 \nL 882.047625 242.70727 \nL 882.206733 307.667225 \nL 882.270375 265.969957 \nL 882.429483 185.64785 \nL 882.461304 186.635417 \nL 882.524947 193.328926 \nL 882.556769 193.109466 \nL 882.620412 159.861381 \nL 882.652233 146.474363 \nL 882.715876 162.824082 \nL 882.970448 302.509931 \nL 883.034091 285.611565 \nL 883.193198 195.19433 \nL 883.225019 198.815408 \nL 883.320484 214.945667 \nL 883.352305 207.484051 \nL 883.415948 161.397596 \nL 883.479591 183.343527 \nL 883.606877 270.029954 \nL 883.734163 310.629926 \nL 883.765984 308.325603 \nL 883.861449 255.765099 \nL 883.956913 214.06783 \nL 883.988735 217.798638 \nL 884.084199 226.79647 \nL 884.147842 180.819745 \nL 884.179663 154.704087 \nL 884.243306 175.223533 \nL 884.466057 311.617493 \nL 884.5297 296.255341 \nL 884.625164 184.111635 \nL 884.720628 187.074335 \nL 884.847914 199.583516 \nL 884.879736 193.219196 \nL 884.943379 134.73329 \nL 885.007021 147.68139 \nL 885.229772 302.071013 \nL 885.325236 258.288881 \nL 885.420701 179.612719 \nL 885.452522 180.380826 \nL 885.484343 180.051637 \nL 885.516165 180.490556 \nL 885.611629 187.403524 \nL 885.643451 181.039204 \nL 885.707094 137.147343 \nL 885.770737 154.923547 \nL 885.898023 276.942922 \nL 885.993487 315.896949 \nL 886.025308 315.67749 \nL 886.088951 272.224547 \nL 886.248059 182.46569 \nL 886.375344 196.620815 \nL 886.407166 192.560818 \nL 886.470809 145.486796 \nL 886.534452 159.093274 \nL 886.661738 277.272111 \nL 886.757202 316.665057 \nL 886.789024 316.445597 \nL 886.852666 270.359143 \nL 887.011774 186.086768 \nL 887.043595 186.745146 \nL 887.075417 191.90244 \nL 887.13906 191.353792 \nL 887.202703 153.606791 \nL 887.234524 135.281939 \nL 887.298167 149.546794 \nL 887.393631 229.539711 \nL 887.552739 296.69426 \nL 887.616382 254.119154 \nL 887.743667 171.712184 \nL 887.775489 172.80948 \nL 887.902775 192.231629 \nL 887.934596 187.074335 \nL 887.998239 138.244639 \nL 888.061882 153.387332 \nL 888.157347 218.018098 \nL 888.316454 288.683995 \nL 888.380097 270.029954 \nL 888.507383 183.124068 \nL 888.571026 194.206763 \nL 888.66649 209.459185 \nL 888.698311 199.802975 \nL 888.761954 148.559227 \nL 888.825597 167.652187 \nL 888.921062 226.138092 \nL 889.080169 294.828856 \nL 889.143812 283.307242 \nL 889.302919 186.525687 \nL 889.398384 196.181897 \nL 889.430205 199.364057 \nL 889.462027 195.633248 \nL 889.52567 141.31707 \nL 889.589312 157.447329 \nL 889.812063 302.400202 \nL 889.875706 290.22021 \nL 890.034813 174.565155 \nL 890.098456 180.819745 \nL 890.19392 192.451088 \nL 890.225742 187.952173 \nL 890.289385 140.000314 \nL 890.353028 155.801384 \nL 890.480314 273.321843 \nL 890.575778 314.031545 \nL 890.607599 313.812086 \nL 890.671242 275.955355 \nL 890.83035 177.527855 \nL 890.957635 189.378658 \nL 890.989457 183.343527 \nL 891.0531 146.474363 \nL 891.116743 166.006242 \nL 891.244029 278.369407 \nL 891.371315 328.076941 \nL 891.403136 321.93208 \nL 891.594065 186.525687 \nL 891.689529 200.790542 \nL 891.721351 203.972702 \nL 891.753172 202.985135 \nL 891.784994 189.159199 \nL 891.816815 192.560818 \nL 892.13503 347.27963 \nL 892.166851 344.536389 \nL 892.389601 238.976462 \nL 892.453244 261.361311 \nL 892.485066 268.713198 \nL 892.516887 265.531038 \nL 892.58053 233.928898 \nL 892.644173 245.560241 \nL 892.739638 290.22021 \nL 892.866923 344.09747 \nL 892.898745 343.109903 \nL 892.962388 318.74992 \nL 893.121495 226.138092 \nL 893.153317 227.454848 \nL 893.248781 242.378081 \nL 893.280602 235.245653 \nL 893.344245 179.1738 \nL 893.407888 196.291626 \nL 893.66246 329.174237 \nL 893.726103 314.689923 \nL 893.88521 229.320252 \nL 893.948853 236.562409 \nL 894.012496 250.827264 \nL 894.044318 245.121322 \nL 894.107961 190.695414 \nL 894.171603 207.484051 \nL 894.298889 295.816422 \nL 894.426175 339.379095 \nL 894.457997 337.294232 \nL 894.553461 288.354806 \nL 894.680747 222.846203 \nL 894.712568 224.053229 \nL 894.776211 229.8689 \nL 894.808033 225.040796 \nL 894.871676 171.053806 \nL 894.935319 191.79271 \nL 895.158069 316.994246 \nL 895.221712 302.290472 \nL 895.412641 178.625152 \nL 895.444462 179.064071 \nL 895.508105 188.500821 \nL 895.539926 187.842443 \nL 895.571748 182.026771 \nL 895.635391 122.333839 \nL 895.699034 139.232206 \nL 895.953606 281.551567 \nL 896.017248 247.206186 \nL 896.176356 160.08084 \nL 896.303642 173.687318 \nL 896.367285 139.451665 \nL 896.399106 113.994386 \nL 896.462749 129.685726 \nL 896.590035 234.697005 \nL 896.685499 267.506172 \nL 896.717321 266.299146 \nL 896.780964 232.063493 \nL 896.908249 150.86355 \nL 896.940071 151.302468 \nL 897.067357 171.053806 \nL 897.099178 168.968942 \nL 897.162821 124.308973 \nL 897.194643 137.476532 \nL 897.35375 231.185656 \nL 897.35375 231.185656 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 60.35375 398.88 \nL 60.35375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 897.35375 398.88 \nL 897.35375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 60.35375 398.88 \nL 897.35375 398.88 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 60.35375 7.2 \nL 897.35375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 836.980312 29.878125 \nL 890.35375 29.878125 \nQ 892.35375 29.878125 892.35375 27.878125 \nL 892.35375 14.2 \nQ 892.35375 12.2 890.35375 12.2 \nL 836.980312 12.2 \nQ 834.980312 12.2 834.980312 14.2 \nL 834.980312 27.878125 \nQ 834.980312 29.878125 836.980312 29.878125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_46\">\n     <path d=\"M 838.980312 20.298437 \nL 858.980312 20.298437 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_47\"/>\n    <g id=\"text_16\">\n     <!-- load -->\n     <g transform=\"translate(866.980312 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"150.244141\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p5ee20bc912\">\n   <rect height=\"391.68\" width=\"837\" x=\"60.35375\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Create training and testing data sets\n"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "train_start_dt = '2014-11-01 00:00:00'\n",
    "test_start_dt = '2014-12-30 00:00:00'    "
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "energy[(energy.index < test_start_dt) & (energy.index >= train_start_dt)][['load']].rename(columns={'load':'train'}) \\\n",
    "    .join(energy[test_start_dt:][['load']].rename(columns={'load':'test'}), how='outer') \\\n",
    "    .plot(y=['train', 'test'], figsize=(15, 8), fontsize=12)\n",
    "plt.xlabel('timestamp', fontsize=12)\n",
    "plt.ylabel('load', fontsize=12)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"523.819625pt\" version=\"1.1\" viewBox=\"0 0 904.55375 523.819625\" width=\"904.55375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 523.819625 \nL 904.55375 523.819625 \nL 904.55375 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 60.35375 442.08 \nL 897.35375 442.08 \nL 897.35375 7.2 \nL 60.35375 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m2e6b25e349\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#m2e6b25e349\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!--  -->\n      <g transform=\"translate(60.35375 458.198125)scale(0.12 -0.12)\"/>\n      <!--  -->\n      <g transform=\"translate(60.35375 471.6355)scale(0.12 -0.12)\"/>\n      <!-- Nov -->\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 23.09375 72.90625 \nL 55.421875 11.921875 \nL 55.421875 72.90625 \nL 64.984375 72.90625 \nL 64.984375 0 \nL 51.703125 0 \nL 19.390625 60.984375 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-78\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      </defs>\n      <g transform=\"translate(48.6425 485.072875)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-118\"/>\n      </g>\n      <!-- 2014 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(45.08375 498.51025)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"472.274461\" xlink:href=\"#m2e6b25e349\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!--  -->\n      <g transform=\"translate(472.274461 458.198125)scale(0.12 -0.12)\"/>\n      <!--  -->\n      <g transform=\"translate(472.274461 471.6355)scale(0.12 -0.12)\"/>\n      <!-- Dec -->\n      <defs>\n       <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      </defs>\n      <g transform=\"translate(460.663523 485.072875)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-99\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"897.35375\" xlink:href=\"#m2e6b25e349\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 2 \n\" id=\"m3d4b720a77\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"74.08444\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"87.815131\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 03 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(80.180131 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"101.545821\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"115.276511\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"129.007202\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"142.737892\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"156.468583\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"170.199273\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"183.929963\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 10 -->\n      <g transform=\"translate(176.294963 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"197.660654\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"211.391344\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"225.122034\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"238.852725\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"252.583415\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"266.314105\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"280.044796\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 17 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(272.409796 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"293.775486\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"307.506177\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"321.236867\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"334.967557\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"348.698248\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"362.428938\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"376.159628\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 24 -->\n      <g transform=\"translate(368.524628 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"389.890319\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"403.621009\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"417.351699\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"431.08239\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"444.81308\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"458.543771\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"486.005151\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"499.735842\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"513.466532\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"527.197222\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"540.927913\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"554.658603\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"568.389293\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 08 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(560.754293 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"582.119984\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"595.850674\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"609.581364\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"623.312055\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"637.042745\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_45\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"650.773436\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_46\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"664.504126\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 15 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(656.869126 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_47\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"678.234816\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_48\">\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"691.965507\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_49\">\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"705.696197\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_50\">\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"719.426887\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_51\">\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"733.157578\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_52\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"746.888268\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_53\">\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"760.618958\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 22 -->\n      <g transform=\"translate(752.983958 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_54\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"774.349649\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_55\">\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"788.080339\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_56\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"801.81103\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_57\">\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"815.54172\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_58\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"829.27241\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_59\">\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"843.003101\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_60\">\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"856.733791\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 29 -->\n      <defs>\n       <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n      </defs>\n      <g transform=\"translate(849.098791 456.598125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_61\">\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"870.464481\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_62\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"884.195172\" xlink:href=\"#m3d4b720a77\" y=\"442.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_11\">\n     <!-- timestamp -->\n     <defs>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n     </defs>\n     <g transform=\"translate(446.490313 514.124)scale(0.12 -0.12)\">\n      <use xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"225.927734\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"278.027344\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"317.236328\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"378.515625\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"475.927734\" xlink:href=\"#DejaVuSans-112\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_63\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m5b4de078fc\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#m5b4de078fc\" y=\"384.618644\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 2500 -->\n      <g transform=\"translate(22.81375 389.177707)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#m5b4de078fc\" y=\"296.134881\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 3000 -->\n      <g transform=\"translate(22.81375 300.693943)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#m5b4de078fc\" y=\"207.651117\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 3500 -->\n      <g transform=\"translate(22.81375 212.21018)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#m5b4de078fc\" y=\"119.167354\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 4000 -->\n      <g transform=\"translate(22.81375 123.726417)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"60.35375\" xlink:href=\"#m5b4de078fc\" y=\"30.683591\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 4500 -->\n      <g transform=\"translate(22.81375 35.242653)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_17\">\n     <!-- load -->\n     <defs>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(16.318125 237.464063)rotate(-90)scale(0.12 -0.12)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"150.244141\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_68\">\n    <path clip-path=\"url(#p391b22011a)\" d=\"M 60.35375 382.141099 \nL 60.925862 396.298501 \nL 61.497974 404.085072 \nL 62.070086 405.500812 \nL 62.642198 398.953014 \nL 63.21431 381.079294 \nL 63.786423 346.747593 \nL 64.930647 262.688018 \nL 65.502759 233.134441 \nL 66.074871 218.977039 \nL 66.646983 214.021948 \nL 67.219095 218.446137 \nL 67.791207 224.109097 \nL 68.363319 227.294513 \nL 68.935431 224.993935 \nL 69.507544 209.420793 \nL 70.079656 187.122884 \nL 70.651768 183.406566 \nL 71.795992 229.595091 \nL 72.940216 308.34564 \nL 73.512328 348.694236 \nL 74.656552 393.643988 \nL 75.228665 400.368754 \nL 75.800777 400.191786 \nL 76.372889 391.697345 \nL 76.945001 370.461242 \nL 77.517113 330.820516 \nL 78.661337 235.965922 \nL 79.233449 211.0135 \nL 79.805561 199.864546 \nL 80.377673 195.440358 \nL 80.949786 203.934799 \nL 82.09401 224.816968 \nL 82.666122 221.277617 \nL 83.810346 171.372774 \nL 84.382458 185.530177 \nL 85.526682 241.274948 \nL 87.243019 365.329184 \nL 87.815131 384.441677 \nL 88.387243 393.997923 \nL 88.959355 398.245144 \nL 89.531467 394.528826 \nL 90.103579 373.46969 \nL 90.675691 320.025497 \nL 91.247803 242.867655 \nL 91.819915 216.676461 \nL 92.392028 213.844981 \nL 92.96414 213.668013 \nL 93.536252 214.021948 \nL 94.108364 216.145559 \nL 94.680476 228.002383 \nL 95.252588 229.418123 \nL 95.8247 231.364766 \nL 96.396812 219.330974 \nL 96.968924 188.361657 \nL 97.541036 140.403457 \nL 98.113148 146.243386 \nL 98.685261 166.948586 \nL 99.257373 195.086423 \nL 100.401597 303.213582 \nL 100.973709 344.800951 \nL 101.545821 369.399437 \nL 102.117933 381.433229 \nL 102.690045 384.795612 \nL 103.262157 382.495034 \nL 103.834269 362.497703 \nL 104.406382 310.823185 \nL 104.978494 232.072636 \nL 105.550606 203.757832 \nL 106.122718 198.625774 \nL 106.69483 201.634222 \nL 107.266942 197.740936 \nL 107.839054 203.757832 \nL 108.411166 212.075306 \nL 108.983278 212.075306 \nL 109.55539 218.269169 \nL 110.127503 212.429241 \nL 111.271727 148.190028 \nL 111.843839 156.330535 \nL 112.415951 172.611547 \nL 112.988063 201.103319 \nL 114.704399 352.941457 \nL 115.276511 377.893878 \nL 115.848624 391.874313 \nL 116.420736 398.245144 \nL 116.992848 397.183338 \nL 117.56496 379.486586 \nL 118.137072 335.598639 \nL 118.709184 252.423902 \nL 119.281296 216.853429 \nL 119.853408 211.367436 \nL 120.42552 211.898338 \nL 120.997632 213.137111 \nL 121.569745 218.623104 \nL 122.141857 229.418123 \nL 122.713969 232.249604 \nL 123.286081 237.735597 \nL 123.858193 235.788954 \nL 124.430305 201.103319 \nL 125.002417 154.560859 \nL 125.574529 158.454145 \nL 126.146641 180.221151 \nL 126.718753 212.606208 \nL 128.43509 359.84319 \nL 129.007202 384.618644 \nL 129.579314 401.430559 \nL 130.151426 408.863195 \nL 130.723538 406.739585 \nL 131.29565 387.80406 \nL 131.867762 334.536834 \nL 132.439874 247.822746 \nL 133.011987 207.297182 \nL 133.584099 202.519059 \nL 134.156211 203.226929 \nL 134.728323 202.872994 \nL 135.300435 202.165124 \nL 135.872547 209.420793 \nL 136.444659 205.527507 \nL 137.016771 207.47415 \nL 137.588883 198.094871 \nL 138.733107 139.695587 \nL 139.30522 147.659126 \nL 140.449444 202.872994 \nL 142.16578 346.570626 \nL 142.737892 373.115755 \nL 143.310004 388.157995 \nL 143.882116 394.528826 \nL 144.454228 393.997923 \nL 145.026341 379.663553 \nL 145.598453 334.359867 \nL 146.170565 257.378992 \nL 146.742677 219.507942 \nL 147.314789 204.642669 \nL 147.886901 195.263391 \nL 148.459013 189.423462 \nL 149.031125 192.608878 \nL 149.603237 200.218481 \nL 150.175349 203.049962 \nL 150.747462 208.18202 \nL 151.319574 203.580864 \nL 151.891686 164.294073 \nL 152.463798 139.51862 \nL 153.03591 151.375444 \nL 154.180134 194.55552 \nL 156.468583 349.048171 \nL 157.040695 364.090411 \nL 157.612807 371.34608 \nL 158.184919 372.76182 \nL 158.757031 362.674671 \nL 159.329143 340.199795 \nL 161.045479 234.550181 \nL 161.617591 226.76361 \nL 162.189704 229.772058 \nL 162.761816 238.797402 \nL 163.333928 254.193577 \nL 163.90604 264.811629 \nL 164.478152 266.227369 \nL 165.050264 255.609317 \nL 166.194488 167.479489 \nL 166.7666 182.875664 \nL 168.482937 258.086863 \nL 169.055049 309.584413 \nL 169.627161 346.393658 \nL 170.199273 373.46969 \nL 170.771385 390.281605 \nL 171.343497 399.483916 \nL 171.915609 400.899657 \nL 172.487721 397.714241 \nL 173.059833 383.910774 \nL 173.631945 356.30384 \nL 174.77617 278.261161 \nL 175.348282 258.26383 \nL 175.920394 253.839642 \nL 176.492506 251.716032 \nL 177.63673 271.89033 \nL 178.208842 273.483037 \nL 178.780954 261.449246 \nL 179.925179 165.355879 \nL 180.497291 178.451476 \nL 181.069403 201.103319 \nL 181.641515 232.957474 \nL 182.785739 329.227808 \nL 183.357851 362.497703 \nL 183.929963 384.264709 \nL 184.502075 396.298501 \nL 185.074187 400.545721 \nL 185.6463 398.422111 \nL 186.218412 379.309618 \nL 186.790524 324.980588 \nL 187.362636 242.336753 \nL 187.934748 209.243825 \nL 188.50686 203.403897 \nL 189.078972 203.580864 \nL 189.651084 203.226929 \nL 190.223196 208.88989 \nL 190.795308 218.269169 \nL 191.367421 222.51639 \nL 191.939533 228.356318 \nL 192.511645 226.76361 \nL 193.655869 145.712483 \nL 194.227981 153.145119 \nL 194.800093 174.912125 \nL 195.372205 201.103319 \nL 197.088542 343.031275 \nL 197.660654 367.983697 \nL 198.232766 383.733806 \nL 198.804878 392.228248 \nL 199.37699 387.981027 \nL 199.949102 372.05395 \nL 200.521214 331.882321 \nL 201.093326 269.766719 \nL 201.665438 232.249604 \nL 202.23755 216.499494 \nL 202.809663 216.853429 \nL 203.381775 216.322526 \nL 203.953887 224.286065 \nL 204.525999 230.125993 \nL 205.098111 234.727149 \nL 205.670223 235.965922 \nL 206.242335 231.010831 \nL 207.386559 148.190028 \nL 207.958671 159.51595 \nL 208.530783 182.344761 \nL 209.102896 212.075306 \nL 210.819232 362.674671 \nL 211.391344 385.857417 \nL 211.963456 400.899657 \nL 212.535568 408.332293 \nL 213.10768 407.270488 \nL 213.679792 389.573735 \nL 214.251904 340.376762 \nL 214.824017 262.334083 \nL 215.396129 224.993935 \nL 215.968241 218.092202 \nL 217.112465 208.88989 \nL 217.684577 209.066858 \nL 218.256689 211.898338 \nL 218.828801 214.021948 \nL 219.400913 219.861877 \nL 219.973025 208.712923 \nL 220.545138 175.97393 \nL 221.11725 149.605769 \nL 221.689362 160.93169 \nL 222.833586 203.049962 \nL 224.549922 347.632431 \nL 225.122034 372.05395 \nL 225.694146 381.787164 \nL 226.266259 384.972579 \nL 226.838371 379.486586 \nL 227.410483 361.435898 \nL 227.982595 307.814738 \nL 228.554707 227.294513 \nL 229.126819 201.811189 \nL 229.698931 199.333644 \nL 230.271043 200.926351 \nL 230.843155 202.872994 \nL 231.415267 207.828085 \nL 231.98738 216.322526 \nL 232.559492 215.614656 \nL 233.131604 214.729819 \nL 233.703716 205.881442 \nL 234.275828 160.046853 \nL 234.84794 126.069088 \nL 235.420052 132.616886 \nL 235.992164 150.490606 \nL 236.564276 177.38967 \nL 238.280613 321.087302 \nL 238.852725 345.685788 \nL 239.424837 361.081963 \nL 239.996949 368.337632 \nL 240.569061 368.691567 \nL 241.141173 350.109976 \nL 241.713285 300.913004 \nL 242.285397 219.684909 \nL 242.857509 182.698696 \nL 243.429621 175.97393 \nL 245.71807 190.131332 \nL 246.290182 195.263391 \nL 246.862294 199.156676 \nL 247.434406 193.84765 \nL 248.006518 153.499054 \nL 248.57863 122.706705 \nL 249.150742 134.386561 \nL 250.294967 175.26606 \nL 250.867079 212.783176 \nL 252.011303 298.081524 \nL 252.583415 327.989036 \nL 253.155527 345.508821 \nL 253.727639 352.764489 \nL 254.299751 357.365645 \nL 254.871863 347.632431 \nL 255.443976 324.09575 \nL 257.160312 219.861877 \nL 257.732424 210.30563 \nL 258.304536 208.358988 \nL 258.876648 212.783176 \nL 259.44876 225.878773 \nL 260.020872 235.788954 \nL 260.592984 234.904117 \nL 261.165097 220.746714 \nL 261.737209 171.72671 \nL 262.309321 138.102879 \nL 262.881433 148.190028 \nL 264.025657 186.945917 \nL 266.314105 327.458133 \nL 266.886218 341.2616 \nL 267.45833 348.871204 \nL 268.030442 349.402106 \nL 268.602554 343.38521 \nL 269.174666 326.042393 \nL 269.746778 301.620874 \nL 270.891002 222.870325 \nL 271.463114 199.156676 \nL 272.035226 196.502163 \nL 272.607339 199.156676 \nL 273.179451 205.35054 \nL 273.751563 213.137111 \nL 274.323675 214.021948 \nL 274.895787 200.041514 \nL 275.467899 153.145119 \nL 276.040011 129.254503 \nL 277.184235 167.833424 \nL 277.756347 198.625774 \nL 278.900572 299.851199 \nL 279.472684 335.775607 \nL 280.044796 361.435898 \nL 280.616908 373.46969 \nL 281.18902 377.893878 \nL 281.761132 375.416333 \nL 282.333244 354.534165 \nL 282.905356 300.913004 \nL 283.477468 215.083754 \nL 284.04958 177.920573 \nL 285.193805 157.923242 \nL 285.765917 146.066418 \nL 286.338029 144.650678 \nL 288.054365 153.145119 \nL 288.626477 147.659126 \nL 289.198589 121.821867 \nL 289.770701 107.31053 \nL 290.342814 121.467932 \nL 291.487038 175.97393 \nL 293.203374 328.166003 \nL 293.775486 355.772937 \nL 294.91971 372.407885 \nL 295.491822 367.275826 \nL 296.063935 345.862756 \nL 296.636047 294.01127 \nL 297.208159 207.47415 \nL 297.780271 180.929021 \nL 298.352383 180.221151 \nL 298.924495 177.566638 \nL 299.496607 176.858768 \nL 300.068719 182.167794 \nL 300.640831 186.238047 \nL 301.212943 185.707144 \nL 301.785056 184.645339 \nL 302.357168 169.780067 \nL 303.501392 80.411466 \nL 304.073504 85.897459 \nL 305.217728 127.484828 \nL 305.78984 173.85032 \nL 306.361952 231.895669 \nL 306.934064 273.660005 \nL 307.506177 296.134881 \nL 308.078289 309.407445 \nL 308.650401 314.185568 \nL 309.222513 312.238926 \nL 309.794625 293.834303 \nL 310.366737 242.51372 \nL 310.938849 157.39234 \nL 311.510961 130.670243 \nL 312.083073 136.510172 \nL 312.655185 147.128223 \nL 313.227298 152.437249 \nL 314.371522 167.833424 \nL 314.943634 170.310969 \nL 315.515746 174.735157 \nL 316.087858 163.055301 \nL 316.65997 115.451036 \nL 317.232082 83.242946 \nL 317.804194 87.667134 \nL 318.376306 99.700926 \nL 318.948418 123.237607 \nL 320.664755 276.491485 \nL 321.236867 307.460802 \nL 321.808979 323.918782 \nL 322.381091 329.404776 \nL 322.953203 326.750263 \nL 323.525315 307.106867 \nL 324.097427 255.963252 \nL 324.669539 172.43458 \nL 325.241652 141.465262 \nL 325.813764 145.181581 \nL 326.385876 152.260282 \nL 326.957988 161.285625 \nL 328.102212 170.841872 \nL 328.674324 172.788515 \nL 329.246436 173.319417 \nL 329.818548 162.524398 \nL 330.39066 122.175802 \nL 330.962773 93.68403 \nL 331.534885 98.816089 \nL 332.106997 114.389231 \nL 332.679109 135.271399 \nL 333.251221 179.690248 \nL 333.823333 235.081084 \nL 334.395445 274.367875 \nL 334.967557 302.328744 \nL 335.539669 316.486146 \nL 336.111781 321.618205 \nL 336.683894 319.140659 \nL 337.256006 299.143329 \nL 337.828118 246.583973 \nL 338.40023 164.824976 \nL 338.972342 134.209594 \nL 339.544454 135.625334 \nL 340.116566 134.563529 \nL 340.688678 136.333204 \nL 341.26079 140.403457 \nL 341.832902 151.021509 \nL 342.405015 153.499054 \nL 342.977127 155.445697 \nL 343.549239 146.597321 \nL 344.121351 104.479049 \nL 344.693463 85.189589 \nL 345.265575 99.170024 \nL 346.409799 132.085984 \nL 346.981911 169.426132 \nL 348.126136 256.14022 \nL 348.698248 285.870764 \nL 349.27036 302.328744 \nL 349.842472 310.46925 \nL 350.414584 310.823185 \nL 350.986696 303.567517 \nL 351.558808 281.800511 \nL 353.275144 172.080645 \nL 353.847256 153.145119 \nL 354.419369 154.914794 \nL 355.563593 174.735157 \nL 356.135705 189.069527 \nL 356.707817 198.271839 \nL 357.279929 194.378553 \nL 357.852041 153.145119 \nL 358.424153 134.740496 \nL 358.996265 152.968152 \nL 360.14049 200.926351 \nL 360.712602 234.904117 \nL 361.856826 318.255822 \nL 362.428938 347.278496 \nL 363.00105 366.921891 \nL 363.573162 375.770268 \nL 364.145274 379.132651 \nL 364.717386 373.46969 \nL 365.289498 358.250483 \nL 365.861611 330.466581 \nL 367.005835 255.078415 \nL 367.577947 236.850759 \nL 368.150059 234.727149 \nL 368.722171 239.68224 \nL 369.294283 243.22159 \nL 369.866395 253.662674 \nL 370.438507 257.909895 \nL 371.010619 244.106428 \nL 371.582732 184.999274 \nL 372.154844 151.375444 \nL 372.726956 165.001944 \nL 373.87118 219.154007 \nL 375.015404 316.132211 \nL 375.587516 350.640879 \nL 376.159628 374.531495 \nL 376.73174 384.264709 \nL 377.303853 389.396767 \nL 377.875965 385.857417 \nL 378.448077 368.337632 \nL 379.020189 317.017049 \nL 379.592301 232.249604 \nL 380.164413 185.530177 \nL 380.736525 172.788515 \nL 381.308637 165.886781 \nL 381.880749 163.232268 \nL 382.452861 171.195807 \nL 383.024974 180.929021 \nL 383.597086 186.415014 \nL 384.169198 193.670683 \nL 384.74131 189.60043 \nL 385.313422 155.9766 \nL 385.885534 137.925912 \nL 386.457646 148.013061 \nL 387.029758 167.302521 \nL 387.60187 197.387001 \nL 389.318207 346.747593 \nL 389.890319 379.309618 \nL 390.462431 396.121533 \nL 391.034543 405.67778 \nL 391.606655 404.96991 \nL 392.178767 388.688897 \nL 392.750879 341.615535 \nL 393.322991 261.803181 \nL 393.895103 226.232708 \nL 394.467215 219.330974 \nL 395.039328 215.083754 \nL 395.61144 214.552851 \nL 396.183552 216.322526 \nL 396.755664 220.392779 \nL 397.327776 226.76361 \nL 397.899888 229.772058 \nL 398.472 223.22426 \nL 399.616224 142.173133 \nL 400.188336 145.181581 \nL 400.760449 163.055301 \nL 401.332561 188.18469 \nL 403.048897 333.298061 \nL 403.621009 362.497703 \nL 404.193121 377.362976 \nL 404.765233 384.264709 \nL 405.337345 373.823625 \nL 405.909457 357.71958 \nL 406.48157 314.185568 \nL 407.053682 248.530616 \nL 407.625794 203.580864 \nL 408.197906 178.451476 \nL 409.914242 134.740496 \nL 410.486354 132.793854 \nL 411.058466 128.723601 \nL 411.630578 130.316308 \nL 412.202691 135.625334 \nL 412.774803 114.743166 \nL 413.346915 119.344322 \nL 413.919027 142.173133 \nL 415.635363 274.72181 \nL 416.779587 367.098859 \nL 417.351699 395.236696 \nL 417.923812 408.686228 \nL 418.495924 417.357637 \nL 419.068036 421.073955 \nL 419.640148 417.003701 \nL 420.21226 399.483916 \nL 421.356484 340.55373 \nL 422.500708 269.589752 \nL 423.07282 250.477259 \nL 423.644933 237.912564 \nL 424.217045 249.769389 \nL 424.789157 271.89033 \nL 425.361269 285.516829 \nL 425.933381 292.064628 \nL 426.505493 270.297622 \nL 427.077605 260.741375 \nL 427.649717 261.09531 \nL 428.221829 262.511051 \nL 428.793941 267.466141 \nL 429.366053 286.932569 \nL 430.510278 340.730697 \nL 431.08239 358.781385 \nL 431.654502 369.576404 \nL 432.226614 372.407885 \nL 432.798726 370.107307 \nL 433.370838 358.604418 \nL 433.94295 334.359867 \nL 434.515062 293.657335 \nL 436.231399 212.429241 \nL 436.803511 210.836533 \nL 437.375623 208.005052 \nL 437.947735 211.367436 \nL 438.519847 212.075306 \nL 439.091959 222.693357 \nL 439.664071 210.128663 \nL 440.236183 162.170463 \nL 440.808295 137.748944 \nL 441.380408 145.004613 \nL 441.95252 153.852989 \nL 442.524632 171.903677 \nL 443.096744 203.049962 \nL 444.240968 281.977479 \nL 444.81308 313.831633 \nL 445.385192 328.519938 \nL 445.957304 335.598639 \nL 446.529416 336.129542 \nL 447.101529 329.050841 \nL 447.673641 308.699575 \nL 448.817865 235.611987 \nL 449.389977 198.802741 \nL 449.962089 184.645339 \nL 450.534201 184.291404 \nL 451.106313 191.01617 \nL 451.678425 200.749384 \nL 452.250537 206.76628 \nL 452.82265 209.774728 \nL 453.394762 197.563968 \nL 453.966874 144.119775 \nL 454.538986 118.105549 \nL 455.111098 125.18425 \nL 456.255322 159.692918 \nL 456.827434 195.794293 \nL 457.971658 282.685349 \nL 458.543771 315.247374 \nL 459.115883 334.890769 \nL 459.687995 348.517269 \nL 460.260107 355.419002 \nL 460.832219 353.118424 \nL 461.404331 339.668892 \nL 461.976443 320.733367 \nL 462.548555 285.693797 \nL 463.120667 240.036175 \nL 463.692779 208.712923 \nL 464.264891 197.917903 \nL 464.837004 196.325196 \nL 465.409116 204.288734 \nL 465.981228 213.844981 \nL 466.55334 217.738266 \nL 467.125452 203.049962 \nL 467.697564 151.552411 \nL 468.269676 134.209594 \nL 468.841788 146.951256 \nL 469.4139 171.195807 \nL 469.986012 201.457254 \nL 471.130237 304.275387 \nL 471.702349 345.154886 \nL 472.274461 370.461242 \nL 472.846573 383.733806 \nL 473.418685 387.80406 \nL 473.990797 387.80406 \nL 474.562909 369.399437 \nL 475.135021 320.379432 \nL 475.707133 237.381662 \nL 476.279246 200.926351 \nL 476.851358 195.794293 \nL 477.42347 195.617326 \nL 477.995582 186.591982 \nL 479.139806 196.856098 \nL 479.711918 196.148228 \nL 480.28403 198.094871 \nL 480.856142 191.72404 \nL 481.428254 143.588873 \nL 482.000367 107.133562 \nL 482.572479 108.549303 \nL 483.144591 126.423023 \nL 483.716703 149.251834 \nL 485.433039 294.188238 \nL 486.005151 320.910334 \nL 486.577263 334.182899 \nL 487.149375 338.076185 \nL 487.721488 333.651996 \nL 488.2936 315.778276 \nL 488.865712 259.502603 \nL 489.437824 171.72671 \nL 490.009936 141.111327 \nL 490.582048 140.757392 \nL 491.726272 146.597321 \nL 492.298384 155.091762 \nL 492.870496 159.162015 \nL 493.442609 153.499054 \nL 494.014721 154.383892 \nL 494.586833 140.93436 \nL 495.158945 89.43681 \nL 495.731057 62.537746 \nL 496.303169 69.085544 \nL 496.875281 89.082875 \nL 497.447393 116.689809 \nL 498.019505 168.541294 \nL 498.591617 233.134441 \nL 499.163729 280.384771 \nL 499.735842 306.398997 \nL 500.307954 325.334523 \nL 500.880066 336.837412 \nL 501.452178 338.43012 \nL 502.02429 322.149107 \nL 502.596402 277.376323 \nL 503.168514 204.819637 \nL 503.740626 163.409236 \nL 504.312738 152.083314 \nL 504.88485 153.852989 \nL 505.456963 150.667574 \nL 506.029075 149.782736 \nL 506.601187 154.737827 \nL 507.173299 158.10021 \nL 507.745411 164.117106 \nL 508.317523 155.091762 \nL 508.889635 115.981939 \nL 509.461747 95.276738 \nL 510.033859 102.178472 \nL 511.178084 151.021509 \nL 512.89442 304.452355 \nL 513.466532 330.997484 \nL 514.038644 348.340301 \nL 514.610756 352.056619 \nL 515.182868 348.871204 \nL 515.75498 329.404776 \nL 516.327092 277.022388 \nL 516.899205 184.822307 \nL 517.471317 155.9766 \nL 518.615541 158.277178 \nL 519.187653 155.799632 \nL 519.759765 160.754723 \nL 520.331877 170.310969 \nL 520.903989 171.549742 \nL 521.476101 170.664904 \nL 522.048213 155.622665 \nL 522.620326 108.195367 \nL 523.192438 76.872115 \nL 523.76455 80.234498 \nL 524.336662 95.276738 \nL 524.908774 117.220711 \nL 526.62511 261.449246 \nL 527.197222 289.941017 \nL 527.769334 305.337192 \nL 528.341447 311.531056 \nL 528.913559 307.991705 \nL 529.485671 288.879212 \nL 530.057783 235.965922 \nL 530.629895 149.251834 \nL 531.202007 116.689809 \nL 531.774119 118.813419 \nL 532.918343 134.032626 \nL 534.062567 154.914794 \nL 534.63468 156.330535 \nL 535.206792 156.507502 \nL 535.778904 146.597321 \nL 536.351016 101.647569 \nL 536.923128 88.551972 \nL 537.49524 103.771179 \nL 538.639464 143.411905 \nL 539.211576 180.752053 \nL 540.355801 282.685349 \nL 540.927913 318.432789 \nL 541.500025 338.43012 \nL 542.072137 350.286944 \nL 542.644249 355.772937 \nL 543.216361 351.879652 \nL 543.788473 332.767159 \nL 544.932697 256.14022 \nL 545.504809 213.668013 \nL 546.076922 183.052631 \nL 546.649034 170.487937 \nL 547.221146 169.957034 \nL 547.793258 175.089093 \nL 548.36537 184.468371 \nL 548.937482 189.069527 \nL 549.509594 182.875664 \nL 550.081706 139.872555 \nL 550.653818 121.821867 \nL 551.22593 140.403457 \nL 552.370155 190.3083 \nL 553.514379 270.474589 \nL 554.086491 311.531056 \nL 554.658603 342.500373 \nL 555.230715 359.666223 \nL 555.802827 365.860086 \nL 556.374939 365.506151 \nL 556.947051 357.01171 \nL 557.519164 341.084633 \nL 558.091276 310.823185 \nL 558.663388 271.359427 \nL 559.2355 223.93213 \nL 559.807612 196.148228 \nL 560.379724 194.024618 \nL 560.951836 200.041514 \nL 561.523948 208.18202 \nL 562.09606 206.05841 \nL 562.668172 200.395449 \nL 563.240285 181.636891 \nL 563.812397 111.380783 \nL 564.384509 65.723161 \nL 564.956621 72.093992 \nL 565.528733 89.082875 \nL 566.100845 113.681361 \nL 567.245069 214.198916 \nL 567.817181 254.016609 \nL 568.389293 284.278056 \nL 568.961406 295.427011 \nL 569.533518 297.904556 \nL 570.10563 293.3034 \nL 570.677742 272.5982 \nL 571.249854 224.286065 \nL 571.821966 135.448367 \nL 572.394078 99.877894 \nL 572.96619 98.816089 \nL 574.110414 104.832984 \nL 574.682526 109.43414 \nL 575.254639 116.512841 \nL 575.826751 117.751614 \nL 576.398863 117.220711 \nL 576.970975 101.824537 \nL 577.543087 53.866337 \nL 578.115199 26.967273 \nL 578.687311 34.930811 \nL 579.259423 55.459045 \nL 579.831535 84.481719 \nL 581.547872 259.325635 \nL 582.119984 291.17979 \nL 582.692096 305.51416 \nL 583.264208 316.486146 \nL 583.83632 319.140659 \nL 584.408432 303.390549 \nL 584.980544 255.963252 \nL 585.552656 179.867216 \nL 586.124768 141.64223 \nL 587.268993 127.30786 \nL 587.841105 121.467932 \nL 588.413217 119.344322 \nL 588.985329 124.830315 \nL 590.129553 125.89212 \nL 590.701665 110.672913 \nL 591.273777 71.563089 \nL 591.845889 54.751174 \nL 592.418002 73.155797 \nL 592.990114 102.709374 \nL 593.562226 143.942808 \nL 594.70645 266.581304 \nL 595.278562 310.292283 \nL 595.850674 340.730697 \nL 596.422786 357.896548 \nL 596.994898 363.382541 \nL 597.56701 364.798281 \nL 598.139123 347.986366 \nL 598.711235 298.789394 \nL 599.283347 221.100649 \nL 599.855459 178.628443 \nL 602.143907 151.552411 \nL 602.716019 152.614217 \nL 603.288131 151.198476 \nL 603.860244 155.622665 \nL 604.432356 147.128223 \nL 605.004468 111.734718 \nL 605.57658 90.85255 \nL 606.148692 101.470601 \nL 606.720804 125.715153 \nL 607.292916 156.861437 \nL 609.009252 322.326075 \nL 609.581364 354.711132 \nL 610.153477 373.823625 \nL 610.725589 378.424781 \nL 611.297701 374.708463 \nL 611.869813 357.896548 \nL 612.441925 309.584413 \nL 613.014037 225.878773 \nL 613.586149 186.768949 \nL 614.158261 182.167794 \nL 614.730373 182.344761 \nL 615.302485 176.6818 \nL 615.874598 175.796963 \nL 616.44671 177.566638 \nL 617.018822 178.628443 \nL 617.590934 178.451476 \nL 618.163046 165.886781 \nL 618.735158 121.821867 \nL 619.30727 94.214933 \nL 619.879382 100.231829 \nL 620.451494 117.397679 \nL 621.023606 141.111327 \nL 621.595719 191.547073 \nL 622.167831 253.662674 \nL 622.739943 301.089972 \nL 623.312055 332.767159 \nL 623.884167 349.579074 \nL 624.456279 357.71958 \nL 625.028391 358.42745 \nL 625.600503 339.84586 \nL 626.172615 291.17979 \nL 626.744727 206.76628 \nL 627.31684 169.780067 \nL 627.888952 163.940138 \nL 628.461064 161.639561 \nL 629.033176 161.639561 \nL 629.605288 163.232268 \nL 630.1774 171.372774 \nL 630.749512 174.027287 \nL 631.321624 173.673352 \nL 631.893736 162.347431 \nL 632.465848 120.052192 \nL 633.037961 98.462153 \nL 633.610073 110.14201 \nL 634.182185 124.830315 \nL 634.754297 150.667574 \nL 635.326409 187.476819 \nL 636.470633 280.915673 \nL 637.042745 319.671562 \nL 637.614857 341.2616 \nL 638.186969 348.163334 \nL 638.759082 350.109976 \nL 639.331194 342.854308 \nL 639.903306 322.856977 \nL 641.04753 241.628883 \nL 641.619642 198.979709 \nL 642.191754 179.867216 \nL 642.763866 177.035735 \nL 643.335978 182.875664 \nL 644.480202 201.988157 \nL 645.052315 208.88989 \nL 645.624427 196.856098 \nL 646.196539 146.597321 \nL 646.768651 122.529737 \nL 647.340763 135.448367 \nL 648.484987 177.035735 \nL 649.057099 211.721371 \nL 650.773436 332.413224 \nL 651.345548 351.525717 \nL 651.91766 360.374093 \nL 652.489772 363.205573 \nL 653.061884 359.489255 \nL 653.633996 343.38521 \nL 654.206108 312.415893 \nL 655.350332 232.603539 \nL 655.922444 208.88989 \nL 656.494557 207.47415 \nL 658.210893 226.409675 \nL 658.783005 228.002383 \nL 659.355117 214.198916 \nL 659.927229 153.852989 \nL 660.499341 111.734718 \nL 661.071453 123.06064 \nL 662.215678 170.664904 \nL 663.932014 318.609757 \nL 664.504126 347.455463 \nL 665.076238 360.197125 \nL 665.64835 364.798281 \nL 666.220462 361.612866 \nL 666.792574 340.022827 \nL 667.364686 284.808959 \nL 667.936799 195.794293 \nL 668.508911 159.162015 \nL 669.081023 159.869885 \nL 669.653135 162.878333 \nL 670.225247 163.940138 \nL 670.797359 169.072197 \nL 671.369471 175.443028 \nL 671.941583 178.451476 \nL 672.513695 184.114436 \nL 673.085807 173.85032 \nL 673.65792 120.760062 \nL 674.230032 79.526628 \nL 674.802144 82.358109 \nL 675.374256 100.408796 \nL 675.946368 127.130893 \nL 677.662704 293.480368 \nL 678.234816 323.741815 \nL 678.806928 341.438568 \nL 679.37904 349.402106 \nL 679.951153 349.225139 \nL 680.523265 329.935678 \nL 681.095377 278.792063 \nL 681.667489 193.493715 \nL 682.239601 152.614217 \nL 682.811713 151.906347 \nL 683.383825 153.145119 \nL 683.955937 152.614217 \nL 684.528049 153.322087 \nL 685.100161 159.869885 \nL 685.672274 159.869885 \nL 686.244386 164.471041 \nL 686.816498 154.206924 \nL 687.38861 107.664465 \nL 687.960722 83.419914 \nL 688.532834 91.914355 \nL 689.104946 112.088653 \nL 689.677058 139.341652 \nL 691.965507 344.447016 \nL 692.537619 362.674671 \nL 693.109731 371.700015 \nL 693.681843 371.34608 \nL 694.253955 353.118424 \nL 694.826067 301.266939 \nL 695.398179 217.738266 \nL 695.970291 173.14245 \nL 696.542403 164.648008 \nL 697.686628 156.507502 \nL 698.25874 159.692918 \nL 698.830852 167.125554 \nL 699.402964 170.841872 \nL 699.975076 179.336313 \nL 700.547188 172.788515 \nL 701.1193 125.89212 \nL 701.691412 96.869446 \nL 702.263524 102.355439 \nL 702.835637 118.813419 \nL 703.407749 144.650678 \nL 704.551973 255.255382 \nL 705.124085 309.407445 \nL 705.696197 348.694236 \nL 706.268309 365.506151 \nL 706.840421 372.938787 \nL 707.412533 372.584852 \nL 707.984645 352.233587 \nL 708.556758 298.258491 \nL 709.12887 212.075306 \nL 709.700982 170.487937 \nL 710.273094 163.232268 \nL 710.845206 162.524398 \nL 711.417318 162.347431 \nL 711.98943 163.409236 \nL 712.561542 171.72671 \nL 713.133654 171.195807 \nL 713.705766 170.841872 \nL 714.277879 158.10021 \nL 714.849991 109.965043 \nL 715.422103 80.411466 \nL 715.994215 84.481719 \nL 717.138439 125.18425 \nL 717.710551 172.257612 \nL 718.854775 282.685349 \nL 719.426887 316.132211 \nL 719.998999 333.121094 \nL 720.571112 340.376762 \nL 721.143224 340.730697 \nL 721.715336 322.68001 \nL 722.287448 272.067297 \nL 722.85956 185.353209 \nL 723.431672 144.119775 \nL 724.003784 140.22649 \nL 724.575896 139.164685 \nL 725.148008 140.93436 \nL 725.72012 148.543964 \nL 726.292233 161.639561 \nL 726.864345 166.063749 \nL 727.436457 172.257612 \nL 728.008569 163.940138 \nL 728.580681 115.981939 \nL 729.152793 85.189589 \nL 729.724905 91.206485 \nL 730.869129 128.192698 \nL 731.441241 165.532846 \nL 732.585466 261.449246 \nL 733.157578 297.727589 \nL 733.72969 316.663114 \nL 734.301802 324.449685 \nL 734.873914 327.812068 \nL 735.446026 320.202464 \nL 736.018138 297.727589 \nL 737.734475 175.089093 \nL 738.306587 157.569307 \nL 738.878699 163.232268 \nL 740.595035 198.094871 \nL 741.167147 200.041514 \nL 741.739259 184.468371 \nL 742.311371 130.670243 \nL 742.883483 101.824537 \nL 743.455596 112.619556 \nL 744.59982 150.490606 \nL 745.171932 182.344761 \nL 746.316156 270.120654 \nL 746.888268 303.567517 \nL 747.46038 324.626653 \nL 748.032492 332.944126 \nL 748.604604 337.72225 \nL 749.176717 334.005931 \nL 749.748829 319.140659 \nL 750.320941 288.879212 \nL 751.465165 199.510611 \nL 752.037277 171.195807 \nL 752.609389 163.055301 \nL 753.181501 163.409236 \nL 753.753613 168.187359 \nL 754.325725 178.628443 \nL 754.897837 183.760501 \nL 755.46995 177.743605 \nL 756.042062 121.644899 \nL 756.614174 90.14468 \nL 757.186286 97.577316 \nL 757.758398 116.158906 \nL 758.33051 143.588873 \nL 758.902622 189.777397 \nL 759.474734 247.999714 \nL 760.046846 292.418563 \nL 760.618958 324.980588 \nL 761.191071 343.562178 \nL 761.763183 349.933009 \nL 762.335295 347.455463 \nL 762.907407 330.289613 \nL 763.479519 284.101089 \nL 764.051631 207.47415 \nL 764.623743 162.347431 \nL 765.195855 147.305191 \nL 765.767967 143.76584 \nL 766.340079 147.305191 \nL 766.912192 153.852989 \nL 767.484304 162.347431 \nL 768.056416 166.594651 \nL 768.628528 172.611547 \nL 769.20064 165.355879 \nL 769.772752 118.813419 \nL 770.344864 88.021069 \nL 770.916976 94.3919 \nL 771.489088 113.504393 \nL 772.0612 139.51862 \nL 772.633313 189.069527 \nL 773.777537 303.036614 \nL 774.349649 340.730697 \nL 774.921761 358.958353 \nL 775.493873 368.691567 \nL 776.065985 368.337632 \nL 776.638097 351.171782 \nL 777.210209 307.283835 \nL 777.782321 233.134441 \nL 778.354434 181.813859 \nL 778.926546 163.055301 \nL 779.498658 153.499054 \nL 780.07077 148.543964 \nL 780.642882 152.437249 \nL 781.214994 160.577755 \nL 782.359218 167.656456 \nL 782.93133 157.923242 \nL 783.503442 120.406127 \nL 784.075555 98.462153 \nL 784.647667 109.080205 \nL 785.219779 129.962373 \nL 785.791891 155.445697 \nL 786.364003 200.926351 \nL 787.508227 311.177121 \nL 788.080339 353.649327 \nL 788.652451 376.124203 \nL 789.224563 386.742254 \nL 789.796675 391.34341 \nL 790.368788 381.433229 \nL 790.9409 350.640879 \nL 792.085124 236.673792 \nL 792.657236 200.041514 \nL 793.229348 174.735157 \nL 793.80146 163.055301 \nL 794.373572 165.709814 \nL 794.945684 178.274508 \nL 795.517796 186.061079 \nL 796.089909 191.193137 \nL 796.662021 189.60043 \nL 797.234133 167.302521 \nL 797.806245 172.788515 \nL 798.950469 233.134441 \nL 799.522581 245.522168 \nL 800.094693 269.235817 \nL 801.81103 381.079294 \nL 802.383142 403.377202 \nL 802.955254 417.180669 \nL 803.527366 422.312727 \nL 804.099478 417.888539 \nL 804.67159 396.475468 \nL 805.243702 366.214021 \nL 806.387926 275.960583 \nL 806.960038 252.069967 \nL 807.532151 248.176681 \nL 808.104263 247.645778 \nL 809.248487 283.747154 \nL 809.820599 295.603978 \nL 810.392711 290.47192 \nL 810.964823 257.378992 \nL 811.536935 239.505272 \nL 813.253272 269.766719 \nL 813.825384 293.834303 \nL 814.969608 365.683119 \nL 815.54172 395.059728 \nL 816.113832 409.925 \nL 816.685944 417.180669 \nL 817.258056 415.587961 \nL 817.830168 403.377202 \nL 818.40228 376.30117 \nL 819.546505 294.719141 \nL 820.690729 236.850759 \nL 821.262841 226.940578 \nL 821.834953 229.064188 \nL 822.979177 251.008161 \nL 823.551289 253.131772 \nL 824.123401 241.628883 \nL 824.695513 191.01617 \nL 825.267626 151.198476 \nL 825.839738 159.692918 \nL 826.983962 200.749384 \nL 827.556074 239.859207 \nL 828.700298 330.289613 \nL 829.27241 363.736476 \nL 829.844522 381.610196 \nL 830.416634 390.104637 \nL 830.988747 393.113085 \nL 831.560859 387.096189 \nL 832.132971 369.753372 \nL 832.705083 340.55373 \nL 833.849307 264.280726 \nL 834.421419 239.328305 \nL 834.993531 232.072636 \nL 835.565643 232.426571 \nL 836.137755 243.752493 \nL 836.709868 257.378992 \nL 837.28198 266.758271 \nL 837.854092 257.55596 \nL 838.426204 207.297182 \nL 838.998316 169.780067 \nL 839.570428 177.566638 \nL 840.714652 217.561299 \nL 841.286764 253.131772 \nL 842.430989 339.314957 \nL 843.003101 374.17756 \nL 843.575213 394.705793 \nL 844.147325 406.031715 \nL 844.719437 409.571065 \nL 845.291549 406.208682 \nL 845.863661 390.812508 \nL 846.435773 366.567956 \nL 848.15211 242.336753 \nL 848.724222 222.693357 \nL 849.296334 221.631552 \nL 849.868446 223.578195 \nL 850.440558 229.418123 \nL 851.01267 232.957474 \nL 851.584782 225.170903 \nL 852.156894 172.43458 \nL 852.729006 138.102879 \nL 853.301118 148.720931 \nL 854.445343 197.387001 \nL 856.161679 323.741815 \nL 856.733791 354.357197 \nL 857.305903 368.514599 \nL 857.878015 373.46969 \nL 858.450127 368.337632 \nL 859.022239 349.756041 \nL 859.594352 306.752932 \nL 860.166464 238.443467 \nL 860.738576 195.086423 \nL 861.310688 171.903677 \nL 861.8828 156.153567 \nL 862.454912 150.313639 \nL 863.027024 151.021509 \nL 863.599136 161.639561 \nL 864.171248 166.240716 \nL 864.74336 165.178911 \nL 865.315472 155.799632 \nL 866.459697 59.529298 \nL 867.031809 65.192258 \nL 867.603921 86.782297 \nL 868.176033 113.327426 \nL 868.748145 158.454145 \nL 869.320257 214.906786 \nL 869.892369 260.210473 \nL 869.892369 260.210473 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_69\">\n    <path clip-path=\"url(#p391b22011a)\" d=\"M 870.464481 292.064628 \nL 871.036593 307.63777 \nL 871.608706 314.008601 \nL 872.180818 316.309179 \nL 872.75293 302.682679 \nL 873.325042 260.918343 \nL 873.897154 197.387001 \nL 874.469266 153.499054 \nL 875.041378 133.324756 \nL 875.61349 125.361218 \nL 876.185602 120.406127 \nL 876.757714 130.493276 \nL 877.329827 138.102879 \nL 877.901939 141.996165 \nL 878.474051 142.3501 \nL 879.046163 130.316308 \nL 880.190387 46.079766 \nL 880.762499 52.981499 \nL 881.334611 71.386122 \nL 881.906723 94.3919 \nL 882.478835 137.748944 \nL 883.050948 195.086423 \nL 883.62306 240.744045 \nL 884.195172 269.766719 \nL 884.767284 286.401667 \nL 885.339396 293.657335 \nL 885.911508 291.710693 \nL 886.48362 275.783615 \nL 887.055732 236.496824 \nL 887.627844 179.336313 \nL 888.199956 135.802302 \nL 888.772069 111.55775 \nL 889.344181 105.540855 \nL 889.916293 106.248725 \nL 891.060517 122.35277 \nL 892.204741 138.102879 \nL 892.776853 134.740496 \nL 893.348965 94.214933 \nL 893.921077 62.714713 \nL 894.49319 83.950816 \nL 896.209526 177.38967 \nL 897.35375 235.081084 \nL 897.35375 235.081084 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 60.35375 442.08 \nL 60.35375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 897.35375 442.08 \nL 897.35375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 60.35375 442.08 \nL 897.35375 442.08 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 60.35375 7.2 \nL 897.35375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 835.07875 44.55625 \nL 890.35375 44.55625 \nQ 892.35375 44.55625 892.35375 42.55625 \nL 892.35375 14.2 \nQ 892.35375 12.2 890.35375 12.2 \nL 835.07875 12.2 \nQ 833.07875 12.2 833.07875 14.2 \nL 833.07875 42.55625 \nQ 833.07875 44.55625 835.07875 44.55625 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_70\">\n     <path d=\"M 837.07875 20.298437 \nL 857.07875 20.298437 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_71\"/>\n    <g id=\"text_18\">\n     <!-- train -->\n     <defs>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n     </defs>\n     <g transform=\"translate(865.07875 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-110\"/>\n     </g>\n    </g>\n    <g id=\"line2d_72\">\n     <path d=\"M 837.07875 34.976562 \nL 857.07875 34.976562 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_73\"/>\n    <g id=\"text_19\">\n     <!-- test -->\n     <g transform=\"translate(865.07875 38.476562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"100.732422\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"152.832031\" xlink:href=\"#DejaVuSans-116\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p391b22011a\">\n   <rect height=\"434.88\" width=\"837\" x=\"60.35375\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "train = energy.copy()[(energy.index >= train_start_dt) & (energy.index < test_start_dt)][['load']]\n",
    "test = energy.copy()[energy.index >= test_start_dt][['load']]\n",
    "\n",
    "print('Training data shape: ', train.shape)\n",
    "print('Test data shape: ', test.shape)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Training data shape:  (1416, 1)\n",
      "Test data shape:  (48, 1)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "scaler = MinMaxScaler()\n",
    "train['load'] = scaler.fit_transform(train)\n",
    "train.head(10)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                     load\n",
       "2014-11-01 00:00:00  0.10\n",
       "2014-11-01 01:00:00  0.07\n",
       "2014-11-01 02:00:00  0.05\n",
       "2014-11-01 03:00:00  0.04\n",
       "2014-11-01 04:00:00  0.06\n",
       "2014-11-01 05:00:00  0.10\n",
       "2014-11-01 06:00:00  0.19\n",
       "2014-11-01 07:00:00  0.31\n",
       "2014-11-01 08:00:00  0.40\n",
       "2014-11-01 09:00:00  0.48"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>load</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-11-01 00:00:00</th>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 01:00:00</th>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 02:00:00</th>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 03:00:00</th>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 04:00:00</th>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 05:00:00</th>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 06:00:00</th>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 07:00:00</th>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 08:00:00</th>\n",
       "      <td>0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-01 09:00:00</th>\n",
       "      <td>0.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Original vs scaled data:"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "energy[(energy.index >= train_start_dt) & (energy.index < test_start_dt)][['load']].rename(columns={'load':'original load'}).plot.hist(bins=100, fontsize=12)\n",
    "train.rename(columns={'load':'scaled load'}).plot.hist(bins=100, fontsize=12)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"250.45375pt\" version=\"1.1\" viewBox=\"0 0 385.148125 250.45375\" width=\"385.148125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 250.45375 \nL 385.148125 250.45375 \nL 385.148125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.148125 224.64 \nL 377.948125 224.64 \nL 377.948125 7.2 \nL 43.148125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 58.366307 224.64 \nL 61.409943 224.64 \nL 61.409943 214.538258 \nL 58.366307 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 61.409943 224.64 \nL 64.45358 224.64 \nL 64.45358 194.334774 \nL 61.409943 194.334774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 64.45358 224.64 \nL 67.497216 224.64 \nL 67.497216 224.64 \nL 64.45358 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 67.497216 224.64 \nL 70.540852 224.64 \nL 70.540852 189.283902 \nL 67.497216 189.283902 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 70.540852 224.64 \nL 73.584489 224.64 \nL 73.584489 184.233031 \nL 70.540852 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 73.584489 224.64 \nL 76.628125 224.64 \nL 76.628125 179.18216 \nL 73.584489 179.18216 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 76.628125 224.64 \nL 79.671761 224.64 \nL 79.671761 164.029547 \nL 76.628125 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 79.671761 224.64 \nL 82.715398 224.64 \nL 82.715398 169.080418 \nL 79.671761 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 82.715398 224.64 \nL 85.759034 224.64 \nL 85.759034 164.029547 \nL 82.715398 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 85.759034 224.64 \nL 88.80267 224.64 \nL 88.80267 164.029547 \nL 85.759034 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 88.80267 224.64 \nL 91.846307 224.64 \nL 91.846307 153.927805 \nL 88.80267 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 91.846307 224.64 \nL 94.889943 224.64 \nL 94.889943 184.233031 \nL 91.846307 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 94.889943 224.64 \nL 97.93358 224.64 \nL 97.93358 108.469965 \nL 94.889943 108.469965 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 97.93358 224.64 \nL 100.977216 224.64 \nL 100.977216 138.775192 \nL 97.93358 138.775192 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 100.977216 224.64 \nL 104.020852 224.64 \nL 104.020852 148.876934 \nL 100.977216 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 104.020852 224.64 \nL 107.064489 224.64 \nL 107.064489 148.876934 \nL 104.020852 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 107.064489 224.64 \nL 110.108125 224.64 \nL 110.108125 148.876934 \nL 107.064489 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 110.108125 224.64 \nL 113.151761 224.64 \nL 113.151761 158.978676 \nL 110.108125 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 113.151761 224.64 \nL 116.195398 224.64 \nL 116.195398 98.368223 \nL 113.151761 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_22\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 116.195398 224.64 \nL 119.239034 224.64 \nL 119.239034 158.978676 \nL 116.195398 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 119.239034 224.64 \nL 122.28267 224.64 \nL 122.28267 113.520836 \nL 119.239034 113.520836 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 122.28267 224.64 \nL 125.326307 224.64 \nL 125.326307 179.18216 \nL 122.28267 179.18216 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 125.326307 224.64 \nL 128.369943 224.64 \nL 128.369943 143.826063 \nL 125.326307 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 128.369943 224.64 \nL 131.41358 224.64 \nL 131.41358 143.826063 \nL 128.369943 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 131.41358 224.64 \nL 134.457216 224.64 \nL 134.457216 164.029547 \nL 131.41358 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 134.457216 224.64 \nL 137.500852 224.64 \nL 137.500852 143.826063 \nL 134.457216 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 137.500852 224.64 \nL 140.544489 224.64 \nL 140.544489 143.826063 \nL 137.500852 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 140.544489 224.64 \nL 143.588125 224.64 \nL 143.588125 194.334774 \nL 140.544489 194.334774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 143.588125 224.64 \nL 146.631761 224.64 \nL 146.631761 123.622578 \nL 143.588125 123.622578 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_32\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 146.631761 224.64 \nL 149.675398 224.64 \nL 149.675398 169.080418 \nL 146.631761 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 149.675398 224.64 \nL 152.719034 224.64 \nL 152.719034 133.724321 \nL 149.675398 133.724321 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 152.719034 224.64 \nL 155.76267 224.64 \nL 155.76267 164.029547 \nL 152.719034 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 155.76267 224.64 \nL 158.806307 224.64 \nL 158.806307 153.927805 \nL 155.76267 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 158.806307 224.64 \nL 161.849943 224.64 \nL 161.849943 184.233031 \nL 158.806307 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 161.849943 224.64 \nL 164.89358 224.64 \nL 164.89358 169.080418 \nL 161.849943 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_38\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 164.89358 224.64 \nL 167.937216 224.64 \nL 167.937216 158.978676 \nL 164.89358 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 167.937216 224.64 \nL 170.980852 224.64 \nL 170.980852 189.283902 \nL 167.937216 189.283902 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 170.980852 224.64 \nL 174.024489 224.64 \nL 174.024489 174.131289 \nL 170.980852 174.131289 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 174.024489 224.64 \nL 177.068125 224.64 \nL 177.068125 164.029547 \nL 174.024489 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_42\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 177.068125 224.64 \nL 180.111761 224.64 \nL 180.111761 158.978676 \nL 177.068125 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_43\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 180.111761 224.64 \nL 183.155398 224.64 \nL 183.155398 164.029547 \nL 180.111761 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_44\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 183.155398 224.64 \nL 186.199034 224.64 \nL 186.199034 143.826063 \nL 183.155398 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_45\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 186.199034 224.64 \nL 189.24267 224.64 \nL 189.24267 118.571707 \nL 186.199034 118.571707 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_46\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 189.24267 224.64 \nL 192.286307 224.64 \nL 192.286307 164.029547 \nL 189.24267 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_47\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 192.286307 224.64 \nL 195.329943 224.64 \nL 195.329943 174.131289 \nL 192.286307 174.131289 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_48\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 195.329943 224.64 \nL 198.37358 224.64 \nL 198.37358 164.029547 \nL 195.329943 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_49\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 198.37358 224.64 \nL 201.417216 224.64 \nL 201.417216 143.826063 \nL 198.37358 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_50\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 201.417216 224.64 \nL 204.460852 224.64 \nL 204.460852 108.469965 \nL 201.417216 108.469965 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_51\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 204.460852 224.64 \nL 207.504489 224.64 \nL 207.504489 118.571707 \nL 204.460852 118.571707 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_52\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 207.504489 224.64 \nL 210.548125 224.64 \nL 210.548125 123.622578 \nL 207.504489 123.622578 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_53\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 210.548125 224.64 \nL 213.591761 224.64 \nL 213.591761 143.826063 \nL 210.548125 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_54\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 213.591761 224.64 \nL 216.635398 224.64 \nL 216.635398 113.520836 \nL 213.591761 113.520836 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_55\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 216.635398 224.64 \nL 219.679034 224.64 \nL 219.679034 63.012125 \nL 216.635398 63.012125 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_56\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 219.679034 224.64 \nL 222.72267 224.64 \nL 222.72267 78.164739 \nL 219.679034 78.164739 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_57\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 222.72267 224.64 \nL 225.766307 224.64 \nL 225.766307 103.419094 \nL 222.72267 103.419094 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_58\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 225.766307 224.64 \nL 228.809943 224.64 \nL 228.809943 42.808641 \nL 225.766307 42.808641 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_59\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 228.809943 224.64 \nL 231.85358 224.64 \nL 231.85358 83.21561 \nL 228.809943 83.21561 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_60\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 231.85358 224.64 \nL 234.897216 224.64 \nL 234.897216 93.317352 \nL 231.85358 93.317352 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_61\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 234.897216 224.64 \nL 237.940852 224.64 \nL 237.940852 133.724321 \nL 234.897216 133.724321 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_62\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 237.940852 224.64 \nL 240.984489 224.64 \nL 240.984489 138.775192 \nL 237.940852 138.775192 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_63\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 240.984489 224.64 \nL 244.028125 224.64 \nL 244.028125 98.368223 \nL 240.984489 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_64\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 244.028125 224.64 \nL 247.071761 224.64 \nL 247.071761 78.164739 \nL 244.028125 78.164739 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_65\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 247.071761 224.64 \nL 250.115398 224.64 \nL 250.115398 103.419094 \nL 247.071761 103.419094 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_66\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 250.115398 224.64 \nL 253.159034 224.64 \nL 253.159034 17.554286 \nL 250.115398 17.554286 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_67\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 253.159034 224.64 \nL 256.20267 224.64 \nL 256.20267 98.368223 \nL 253.159034 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_68\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 256.20267 224.64 \nL 259.246307 224.64 \nL 259.246307 22.605157 \nL 256.20267 22.605157 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_69\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 259.246307 224.64 \nL 262.289943 224.64 \nL 262.289943 98.368223 \nL 259.246307 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_70\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 262.289943 224.64 \nL 265.33358 224.64 \nL 265.33358 52.910383 \nL 262.289943 52.910383 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_71\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 265.33358 224.64 \nL 268.377216 224.64 \nL 268.377216 57.961254 \nL 265.33358 57.961254 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_72\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 268.377216 224.64 \nL 271.420852 224.64 \nL 271.420852 88.266481 \nL 268.377216 88.266481 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_73\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 271.420852 224.64 \nL 274.464489 224.64 \nL 274.464489 128.673449 \nL 271.420852 128.673449 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_74\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 274.464489 224.64 \nL 277.508125 224.64 \nL 277.508125 118.571707 \nL 274.464489 118.571707 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_75\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 277.508125 224.64 \nL 280.551761 224.64 \nL 280.551761 148.876934 \nL 277.508125 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_76\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 280.551761 224.64 \nL 283.595398 224.64 \nL 283.595398 184.233031 \nL 280.551761 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_77\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 283.595398 224.64 \nL 286.639034 224.64 \nL 286.639034 169.080418 \nL 283.595398 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_78\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 286.639034 224.64 \nL 289.68267 224.64 \nL 289.68267 153.927805 \nL 286.639034 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_79\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 289.68267 224.64 \nL 292.726307 224.64 \nL 292.726307 148.876934 \nL 289.68267 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_80\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 292.726307 224.64 \nL 295.769943 224.64 \nL 295.769943 153.927805 \nL 292.726307 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_81\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 295.769943 224.64 \nL 298.81358 224.64 \nL 298.81358 174.131289 \nL 295.769943 174.131289 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_82\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 298.81358 224.64 \nL 301.857216 224.64 \nL 301.857216 169.080418 \nL 298.81358 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_83\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 301.857216 224.64 \nL 304.900852 224.64 \nL 304.900852 189.283902 \nL 301.857216 189.283902 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_84\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 304.900852 224.64 \nL 307.944489 224.64 \nL 307.944489 153.927805 \nL 304.900852 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_85\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 307.944489 224.64 \nL 310.988125 224.64 \nL 310.988125 194.334774 \nL 307.944489 194.334774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_86\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 310.988125 224.64 \nL 314.031761 224.64 \nL 314.031761 204.436516 \nL 310.988125 204.436516 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_87\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 314.031761 224.64 \nL 317.075398 224.64 \nL 317.075398 184.233031 \nL 314.031761 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_88\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 317.075398 224.64 \nL 320.119034 224.64 \nL 320.119034 184.233031 \nL 317.075398 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_89\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 320.119034 224.64 \nL 323.16267 224.64 \nL 323.16267 204.436516 \nL 320.119034 204.436516 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_90\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 323.16267 224.64 \nL 326.206307 224.64 \nL 326.206307 219.589129 \nL 323.16267 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_91\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 326.206307 224.64 \nL 329.249943 224.64 \nL 329.249943 209.487387 \nL 326.206307 209.487387 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_92\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 329.249943 224.64 \nL 332.29358 224.64 \nL 332.29358 219.589129 \nL 329.249943 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_93\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 332.29358 224.64 \nL 335.337216 224.64 \nL 335.337216 214.538258 \nL 332.29358 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_94\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 335.337216 224.64 \nL 338.380852 224.64 \nL 338.380852 214.538258 \nL 335.337216 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_95\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 338.380852 224.64 \nL 341.424489 224.64 \nL 341.424489 214.538258 \nL 338.380852 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_96\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 341.424489 224.64 \nL 344.468125 224.64 \nL 344.468125 219.589129 \nL 341.424489 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_97\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 344.468125 224.64 \nL 347.511761 224.64 \nL 347.511761 224.64 \nL 344.468125 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_98\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 347.511761 224.64 \nL 350.555398 224.64 \nL 350.555398 224.64 \nL 347.511761 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_99\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 350.555398 224.64 \nL 353.599034 224.64 \nL 353.599034 224.64 \nL 350.555398 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_100\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 353.599034 224.64 \nL 356.64267 224.64 \nL 356.64267 219.589129 \nL 353.599034 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_101\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 356.64267 224.64 \nL 359.686307 224.64 \nL 359.686307 224.64 \nL 356.64267 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_102\">\n    <path clip-path=\"url(#p9cfa12f1f5)\" d=\"M 359.686307 224.64 \nL 362.729943 224.64 \nL 362.729943 219.589129 \nL 359.686307 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m079c8e0e00\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"87.385758\" xlink:href=\"#m079c8e0e00\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 2500 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(72.115758 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"155.506536\" xlink:href=\"#m079c8e0e00\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 3000 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(140.236536 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"223.627314\" xlink:href=\"#m079c8e0e00\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3500 -->\n      <g transform=\"translate(208.357314 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"291.748092\" xlink:href=\"#m079c8e0e00\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 4000 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(276.478092 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"359.868871\" xlink:href=\"#m079c8e0e00\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 4500 -->\n      <g transform=\"translate(344.598871 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_6\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m03e07450cd\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0 -->\n      <g transform=\"translate(28.513125 229.199062)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"199.385645\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 5 -->\n      <g transform=\"translate(28.513125 203.944707)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"174.131289\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 10 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(20.878125 178.690352)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"148.876934\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 15 -->\n      <g transform=\"translate(20.878125 153.435996)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"123.622578\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 20 -->\n      <g transform=\"translate(20.878125 128.181641)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"98.368223\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 25 -->\n      <g transform=\"translate(20.878125 102.927285)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"73.113868\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 30 -->\n      <g transform=\"translate(20.878125 77.67293)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"47.859512\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 35 -->\n      <g transform=\"translate(20.878125 52.418575)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m03e07450cd\" y=\"22.605157\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 40 -->\n      <g transform=\"translate(20.878125 27.164219)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_15\">\n     <!-- Frequency -->\n     <defs>\n      <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\nM 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nL 54.390625 -20.796875 \nL 45.40625 -20.796875 \nz\n\" id=\"DejaVuSans-113\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n     </defs>\n     <g transform=\"translate(14.798438 142.217656)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"57.410156\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"98.492188\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"160.015625\" xlink:href=\"#DejaVuSans-113\"/>\n      <use x=\"223.492188\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"286.871094\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"348.394531\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"411.773438\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"466.753906\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_103\">\n    <path d=\"M 43.148125 224.64 \nL 43.148125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_104\">\n    <path d=\"M 377.948125 224.64 \nL 377.948125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_105\">\n    <path d=\"M 43.148125 224.64 \nL 377.948125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_106\">\n    <path d=\"M 43.148125 7.2 \nL 377.948125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_107\">\n     <path d=\"M 277.018438 29.878125 \nL 370.948125 29.878125 \nQ 372.948125 29.878125 372.948125 27.878125 \nL 372.948125 14.2 \nQ 372.948125 12.2 370.948125 12.2 \nL 277.018438 12.2 \nQ 275.018438 12.2 275.018438 14.2 \nL 275.018438 27.878125 \nQ 275.018438 29.878125 277.018438 29.878125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_108\">\n     <path d=\"M 279.018438 23.798437 \nL 299.018438 23.798437 \nL 299.018438 16.798437 \nL 279.018438 16.798437 \nz\n\" style=\"fill:#1f77b4;\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- original load -->\n     <defs>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path id=\"DejaVuSans-32\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(307.018438 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"61.181641\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"102.294922\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"130.078125\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"193.554688\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"221.337891\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"284.716797\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"345.996094\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"373.779297\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"405.566406\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"433.349609\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"494.53125\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"555.810547\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p9cfa12f1f5\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.148125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"250.45375pt\" version=\"1.1\" viewBox=\"0 0 385.148125 250.45375\" width=\"385.148125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 250.45375 \nL 385.148125 250.45375 \nL 385.148125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.148125 224.64 \nL 377.948125 224.64 \nL 377.948125 7.2 \nL 43.148125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 58.366307 224.64 \nL 61.409943 224.64 \nL 61.409943 214.538258 \nL 58.366307 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 61.409943 224.64 \nL 64.45358 224.64 \nL 64.45358 194.334774 \nL 61.409943 194.334774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 64.45358 224.64 \nL 67.497216 224.64 \nL 67.497216 224.64 \nL 64.45358 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 67.497216 224.64 \nL 70.540852 224.64 \nL 70.540852 189.283902 \nL 67.497216 189.283902 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 70.540852 224.64 \nL 73.584489 224.64 \nL 73.584489 184.233031 \nL 70.540852 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 73.584489 224.64 \nL 76.628125 224.64 \nL 76.628125 179.18216 \nL 73.584489 179.18216 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 76.628125 224.64 \nL 79.671761 224.64 \nL 79.671761 164.029547 \nL 76.628125 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 79.671761 224.64 \nL 82.715398 224.64 \nL 82.715398 169.080418 \nL 79.671761 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 82.715398 224.64 \nL 85.759034 224.64 \nL 85.759034 164.029547 \nL 82.715398 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 85.759034 224.64 \nL 88.80267 224.64 \nL 88.80267 164.029547 \nL 85.759034 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 88.80267 224.64 \nL 91.846307 224.64 \nL 91.846307 153.927805 \nL 88.80267 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 91.846307 224.64 \nL 94.889943 224.64 \nL 94.889943 184.233031 \nL 91.846307 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 94.889943 224.64 \nL 97.93358 224.64 \nL 97.93358 108.469965 \nL 94.889943 108.469965 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 97.93358 224.64 \nL 100.977216 224.64 \nL 100.977216 138.775192 \nL 97.93358 138.775192 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 100.977216 224.64 \nL 104.020852 224.64 \nL 104.020852 148.876934 \nL 100.977216 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 104.020852 224.64 \nL 107.064489 224.64 \nL 107.064489 148.876934 \nL 104.020852 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 107.064489 224.64 \nL 110.108125 224.64 \nL 110.108125 148.876934 \nL 107.064489 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 110.108125 224.64 \nL 113.151761 224.64 \nL 113.151761 158.978676 \nL 110.108125 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 113.151761 224.64 \nL 116.195398 224.64 \nL 116.195398 98.368223 \nL 113.151761 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_22\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 116.195398 224.64 \nL 119.239034 224.64 \nL 119.239034 158.978676 \nL 116.195398 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 119.239034 224.64 \nL 122.28267 224.64 \nL 122.28267 113.520836 \nL 119.239034 113.520836 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 122.28267 224.64 \nL 125.326307 224.64 \nL 125.326307 179.18216 \nL 122.28267 179.18216 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 125.326307 224.64 \nL 128.369943 224.64 \nL 128.369943 143.826063 \nL 125.326307 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 128.369943 224.64 \nL 131.41358 224.64 \nL 131.41358 143.826063 \nL 128.369943 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 131.41358 224.64 \nL 134.457216 224.64 \nL 134.457216 164.029547 \nL 131.41358 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 134.457216 224.64 \nL 137.500852 224.64 \nL 137.500852 143.826063 \nL 134.457216 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 137.500852 224.64 \nL 140.544489 224.64 \nL 140.544489 143.826063 \nL 137.500852 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 140.544489 224.64 \nL 143.588125 224.64 \nL 143.588125 194.334774 \nL 140.544489 194.334774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 143.588125 224.64 \nL 146.631761 224.64 \nL 146.631761 123.622578 \nL 143.588125 123.622578 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_32\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 146.631761 224.64 \nL 149.675398 224.64 \nL 149.675398 169.080418 \nL 146.631761 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 149.675398 224.64 \nL 152.719034 224.64 \nL 152.719034 133.724321 \nL 149.675398 133.724321 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 152.719034 224.64 \nL 155.76267 224.64 \nL 155.76267 164.029547 \nL 152.719034 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 155.76267 224.64 \nL 158.806307 224.64 \nL 158.806307 153.927805 \nL 155.76267 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 158.806307 224.64 \nL 161.849943 224.64 \nL 161.849943 184.233031 \nL 158.806307 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 161.849943 224.64 \nL 164.89358 224.64 \nL 164.89358 169.080418 \nL 161.849943 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_38\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 164.89358 224.64 \nL 167.937216 224.64 \nL 167.937216 158.978676 \nL 164.89358 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 167.937216 224.64 \nL 170.980852 224.64 \nL 170.980852 189.283902 \nL 167.937216 189.283902 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 170.980852 224.64 \nL 174.024489 224.64 \nL 174.024489 174.131289 \nL 170.980852 174.131289 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 174.024489 224.64 \nL 177.068125 224.64 \nL 177.068125 164.029547 \nL 174.024489 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_42\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 177.068125 224.64 \nL 180.111761 224.64 \nL 180.111761 158.978676 \nL 177.068125 158.978676 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_43\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 180.111761 224.64 \nL 183.155398 224.64 \nL 183.155398 164.029547 \nL 180.111761 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_44\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 183.155398 224.64 \nL 186.199034 224.64 \nL 186.199034 143.826063 \nL 183.155398 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_45\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 186.199034 224.64 \nL 189.24267 224.64 \nL 189.24267 118.571707 \nL 186.199034 118.571707 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_46\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 189.24267 224.64 \nL 192.286307 224.64 \nL 192.286307 164.029547 \nL 189.24267 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_47\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 192.286307 224.64 \nL 195.329943 224.64 \nL 195.329943 174.131289 \nL 192.286307 174.131289 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_48\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 195.329943 224.64 \nL 198.37358 224.64 \nL 198.37358 164.029547 \nL 195.329943 164.029547 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_49\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 198.37358 224.64 \nL 201.417216 224.64 \nL 201.417216 143.826063 \nL 198.37358 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_50\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 201.417216 224.64 \nL 204.460852 224.64 \nL 204.460852 108.469965 \nL 201.417216 108.469965 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_51\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 204.460852 224.64 \nL 207.504489 224.64 \nL 207.504489 118.571707 \nL 204.460852 118.571707 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_52\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 207.504489 224.64 \nL 210.548125 224.64 \nL 210.548125 123.622578 \nL 207.504489 123.622578 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_53\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 210.548125 224.64 \nL 213.591761 224.64 \nL 213.591761 143.826063 \nL 210.548125 143.826063 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_54\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 213.591761 224.64 \nL 216.635398 224.64 \nL 216.635398 113.520836 \nL 213.591761 113.520836 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_55\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 216.635398 224.64 \nL 219.679034 224.64 \nL 219.679034 63.012125 \nL 216.635398 63.012125 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_56\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 219.679034 224.64 \nL 222.72267 224.64 \nL 222.72267 78.164739 \nL 219.679034 78.164739 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_57\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 222.72267 224.64 \nL 225.766307 224.64 \nL 225.766307 103.419094 \nL 222.72267 103.419094 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_58\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 225.766307 224.64 \nL 228.809943 224.64 \nL 228.809943 42.808641 \nL 225.766307 42.808641 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_59\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 228.809943 224.64 \nL 231.85358 224.64 \nL 231.85358 83.21561 \nL 228.809943 83.21561 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_60\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 231.85358 224.64 \nL 234.897216 224.64 \nL 234.897216 93.317352 \nL 231.85358 93.317352 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_61\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 234.897216 224.64 \nL 237.940852 224.64 \nL 237.940852 133.724321 \nL 234.897216 133.724321 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_62\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 237.940852 224.64 \nL 240.984489 224.64 \nL 240.984489 138.775192 \nL 237.940852 138.775192 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_63\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 240.984489 224.64 \nL 244.028125 224.64 \nL 244.028125 98.368223 \nL 240.984489 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_64\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 244.028125 224.64 \nL 247.071761 224.64 \nL 247.071761 78.164739 \nL 244.028125 78.164739 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_65\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 247.071761 224.64 \nL 250.115398 224.64 \nL 250.115398 103.419094 \nL 247.071761 103.419094 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_66\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 250.115398 224.64 \nL 253.159034 224.64 \nL 253.159034 17.554286 \nL 250.115398 17.554286 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_67\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 253.159034 224.64 \nL 256.20267 224.64 \nL 256.20267 98.368223 \nL 253.159034 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_68\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 256.20267 224.64 \nL 259.246307 224.64 \nL 259.246307 22.605157 \nL 256.20267 22.605157 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_69\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 259.246307 224.64 \nL 262.289943 224.64 \nL 262.289943 98.368223 \nL 259.246307 98.368223 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_70\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 262.289943 224.64 \nL 265.33358 224.64 \nL 265.33358 52.910383 \nL 262.289943 52.910383 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_71\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 265.33358 224.64 \nL 268.377216 224.64 \nL 268.377216 57.961254 \nL 265.33358 57.961254 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_72\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 268.377216 224.64 \nL 271.420852 224.64 \nL 271.420852 88.266481 \nL 268.377216 88.266481 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_73\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 271.420852 224.64 \nL 274.464489 224.64 \nL 274.464489 128.673449 \nL 271.420852 128.673449 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_74\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 274.464489 224.64 \nL 277.508125 224.64 \nL 277.508125 118.571707 \nL 274.464489 118.571707 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_75\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 277.508125 224.64 \nL 280.551761 224.64 \nL 280.551761 148.876934 \nL 277.508125 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_76\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 280.551761 224.64 \nL 283.595398 224.64 \nL 283.595398 184.233031 \nL 280.551761 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_77\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 283.595398 224.64 \nL 286.639034 224.64 \nL 286.639034 169.080418 \nL 283.595398 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_78\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 286.639034 224.64 \nL 289.68267 224.64 \nL 289.68267 153.927805 \nL 286.639034 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_79\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 289.68267 224.64 \nL 292.726307 224.64 \nL 292.726307 148.876934 \nL 289.68267 148.876934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_80\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 292.726307 224.64 \nL 295.769943 224.64 \nL 295.769943 153.927805 \nL 292.726307 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_81\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 295.769943 224.64 \nL 298.81358 224.64 \nL 298.81358 174.131289 \nL 295.769943 174.131289 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_82\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 298.81358 224.64 \nL 301.857216 224.64 \nL 301.857216 169.080418 \nL 298.81358 169.080418 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_83\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 301.857216 224.64 \nL 304.900852 224.64 \nL 304.900852 189.283902 \nL 301.857216 189.283902 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_84\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 304.900852 224.64 \nL 307.944489 224.64 \nL 307.944489 153.927805 \nL 304.900852 153.927805 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_85\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 307.944489 224.64 \nL 310.988125 224.64 \nL 310.988125 194.334774 \nL 307.944489 194.334774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_86\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 310.988125 224.64 \nL 314.031761 224.64 \nL 314.031761 204.436516 \nL 310.988125 204.436516 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_87\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 314.031761 224.64 \nL 317.075398 224.64 \nL 317.075398 184.233031 \nL 314.031761 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_88\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 317.075398 224.64 \nL 320.119034 224.64 \nL 320.119034 184.233031 \nL 317.075398 184.233031 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_89\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 320.119034 224.64 \nL 323.16267 224.64 \nL 323.16267 204.436516 \nL 320.119034 204.436516 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_90\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 323.16267 224.64 \nL 326.206307 224.64 \nL 326.206307 219.589129 \nL 323.16267 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_91\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 326.206307 224.64 \nL 329.249943 224.64 \nL 329.249943 209.487387 \nL 326.206307 209.487387 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_92\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 329.249943 224.64 \nL 332.29358 224.64 \nL 332.29358 219.589129 \nL 329.249943 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_93\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 332.29358 224.64 \nL 335.337216 224.64 \nL 335.337216 214.538258 \nL 332.29358 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_94\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 335.337216 224.64 \nL 338.380852 224.64 \nL 338.380852 214.538258 \nL 335.337216 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_95\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 338.380852 224.64 \nL 341.424489 224.64 \nL 341.424489 214.538258 \nL 338.380852 214.538258 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_96\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 341.424489 224.64 \nL 344.468125 224.64 \nL 344.468125 219.589129 \nL 341.424489 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_97\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 344.468125 224.64 \nL 347.511761 224.64 \nL 347.511761 224.64 \nL 344.468125 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_98\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 347.511761 224.64 \nL 350.555398 224.64 \nL 350.555398 224.64 \nL 347.511761 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_99\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 350.555398 224.64 \nL 353.599034 224.64 \nL 353.599034 224.64 \nL 350.555398 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_100\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 353.599034 224.64 \nL 356.64267 224.64 \nL 356.64267 219.589129 \nL 353.599034 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_101\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 356.64267 224.64 \nL 359.686307 224.64 \nL 359.686307 224.64 \nL 356.64267 224.64 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_102\">\n    <path clip-path=\"url(#pe1158567c2)\" d=\"M 359.686307 224.64 \nL 362.729943 224.64 \nL 362.729943 219.589129 \nL 359.686307 219.589129 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mc7cacfd35b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.366307\" xlink:href=\"#mc7cacfd35b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(48.824432 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"119.239034\" xlink:href=\"#mc7cacfd35b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(109.697159 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"180.111761\" xlink:href=\"#mc7cacfd35b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(170.569886 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.984489\" xlink:href=\"#mc7cacfd35b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(231.442614 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"301.857216\" xlink:href=\"#mc7cacfd35b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(292.315341 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"362.729943\" xlink:href=\"#mc7cacfd35b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 1.0 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(353.188068 240.758125)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m7e12fe369f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(28.513125 229.199062)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"199.385645\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(28.513125 203.944707)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"174.131289\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 178.690352)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"148.876934\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 15 -->\n      <g transform=\"translate(20.878125 153.435996)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"123.622578\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 20 -->\n      <g transform=\"translate(20.878125 128.181641)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"98.368223\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 25 -->\n      <g transform=\"translate(20.878125 102.927285)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"73.113868\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 30 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(20.878125 77.67293)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"47.859512\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 35 -->\n      <g transform=\"translate(20.878125 52.418575)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.148125\" xlink:href=\"#m7e12fe369f\" y=\"22.605157\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 40 -->\n      <g transform=\"translate(20.878125 27.164219)scale(0.12 -0.12)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_16\">\n     <!-- Frequency -->\n     <defs>\n      <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\nM 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nL 54.390625 -20.796875 \nL 45.40625 -20.796875 \nz\n\" id=\"DejaVuSans-113\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n     </defs>\n     <g transform=\"translate(14.798438 142.217656)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"57.410156\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"98.492188\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"160.015625\" xlink:href=\"#DejaVuSans-113\"/>\n      <use x=\"223.492188\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"286.871094\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"348.394531\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"411.773438\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"466.753906\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_103\">\n    <path d=\"M 43.148125 224.64 \nL 43.148125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_104\">\n    <path d=\"M 377.948125 224.64 \nL 377.948125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_105\">\n    <path d=\"M 43.148125 224.64 \nL 377.948125 224.64 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_106\">\n    <path d=\"M 43.148125 7.2 \nL 377.948125 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_107\">\n     <path d=\"M 282.280937 29.878125 \nL 370.948125 29.878125 \nQ 372.948125 29.878125 372.948125 27.878125 \nL 372.948125 14.2 \nQ 372.948125 12.2 370.948125 12.2 \nL 282.280937 12.2 \nQ 280.280937 12.2 280.280937 14.2 \nL 280.280937 27.878125 \nQ 280.280937 29.878125 282.280937 29.878125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_108\">\n     <path d=\"M 284.280937 23.798437 \nL 304.280937 23.798437 \nL 304.280937 16.798437 \nL 284.280937 16.798437 \nz\n\" style=\"fill:#1f77b4;\"/>\n    </g>\n    <g id=\"text_17\">\n     <!-- scaled load -->\n     <defs>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n      <path id=\"DejaVuSans-32\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n     </defs>\n     <g transform=\"translate(312.280937 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"107.080078\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"168.359375\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"196.142578\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"257.666016\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"321.142578\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"352.929688\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"380.712891\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"441.894531\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"503.173828\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe1158567c2\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.148125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Let's also scale the test data"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "source": [
    "test['load'] = scaler.transform(test)\n",
    "test.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                     load\n",
       "2014-12-30 00:00:00  0.33\n",
       "2014-12-30 01:00:00  0.29\n",
       "2014-12-30 02:00:00  0.27\n",
       "2014-12-30 03:00:00  0.27\n",
       "2014-12-30 04:00:00  0.30"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>load</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-12-30 00:00:00</th>\n",
       "      <td>0.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 01:00:00</th>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 02:00:00</th>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 03:00:00</th>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 04:00:00</th>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Implement ARIMA method"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "source": [
    "# Specify the number of steps to forecast ahead\n",
    "HORIZON = 3\n",
    "print('Forecasting horizon:', HORIZON, 'hours')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Forecasting horizon: 3 hours\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "source": [
    "order = (4, 1, 0)\n",
    "seasonal_order = (1, 1, 0, 24)\n",
    "\n",
    "model = SARIMAX(endog=train, order=order, seasonal_order=seasonal_order)\n",
    "results = model.fit()\n",
    "\n",
    "print(results.summary())\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "                                     SARIMAX Results                                      \n",
      "==========================================================================================\n",
      "Dep. Variable:                               load   No. Observations:                 1416\n",
      "Model:             SARIMAX(4, 1, 0)x(1, 1, 0, 24)   Log Likelihood                3477.239\n",
      "Date:                            Fri, 14 May 2021   AIC                          -6942.477\n",
      "Time:                                    17:05:41   BIC                          -6911.050\n",
      "Sample:                                11-01-2014   HQIC                         -6930.725\n",
      "                                     - 12-29-2014                                         \n",
      "Covariance Type:                              opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1          0.8403      0.016     52.226      0.000       0.809       0.872\n",
      "ar.L2         -0.5220      0.034    -15.388      0.000      -0.588      -0.456\n",
      "ar.L3          0.1536      0.044      3.470      0.001       0.067       0.240\n",
      "ar.L4         -0.0778      0.036     -2.158      0.031      -0.148      -0.007\n",
      "ar.S.L24      -0.2327      0.024     -9.718      0.000      -0.280      -0.186\n",
      "sigma2         0.0004   8.32e-06     47.358      0.000       0.000       0.000\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   0.05   Jarque-Bera (JB):              1464.60\n",
      "Prob(Q):                              0.83   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.84   Skew:                             0.14\n",
      "Prob(H) (two-sided):                  0.07   Kurtosis:                         8.02\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Evaluate the model"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Create a test data point for each HORIZON step."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "test_shifted = test.copy()\n",
    "\n",
    "for t in range(1, HORIZON+1):\n",
    "    test_shifted['load+'+str(t)] = test_shifted['load'].shift(-t, freq='H')\n",
    "    \n",
    "test_shifted = test_shifted.dropna(how='any')\n",
    "test_shifted.head(5)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                     load  load+1  load+2\n",
       "2014-12-30 00:00:00  0.33    0.29    0.27\n",
       "2014-12-30 01:00:00  0.29    0.27    0.27\n",
       "2014-12-30 02:00:00  0.27    0.27    0.30\n",
       "2014-12-30 03:00:00  0.27    0.30    0.41\n",
       "2014-12-30 04:00:00  0.30    0.41    0.57"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>load</th>\n",
       "      <th>load+1</th>\n",
       "      <th>load+2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-12-30 00:00:00</th>\n",
       "      <td>0.33</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 01:00:00</th>\n",
       "      <td>0.29</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 02:00:00</th>\n",
       "      <td>0.27</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 03:00:00</th>\n",
       "      <td>0.27</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-30 04:00:00</th>\n",
       "      <td>0.30</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Make predictions on the test data"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "source": [
    "%%time\n",
    "training_window = 720 # dedicate 30 days (720 hours) for training\n",
    "\n",
    "train_ts = train['load']\n",
    "test_ts = test_shifted\n",
    "\n",
    "history = [x for x in train_ts]\n",
    "history = history[(-training_window):]\n",
    "\n",
    "predictions = list()\n",
    "\n",
    "# let's user simpler model for demonstration\n",
    "order = (2, 1, 0)\n",
    "seasonal_order = (1, 1, 0, 24)\n",
    "\n",
    "for t in range(test_ts.shape[0]):\n",
    "    model = SARIMAX(endog=history, order=order, seasonal_order=seasonal_order)\n",
    "    model_fit = model.fit()\n",
    "    yhat = model_fit.forecast(steps = HORIZON)\n",
    "    predictions.append(yhat)\n",
    "    obs = list(test_ts.iloc[t])\n",
    "    # move the training window\n",
    "    history.append(obs[0])\n",
    "    history.pop(0)\n",
    "    print(test_ts.index[t])\n",
    "    print(t+1, ': predicted =', yhat, 'expected =', obs)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "2014-12-30 00:00:00\n",
      "1 : predicted = [0.32 0.29 0.28] expected = [0.32945389435989236, 0.2900626678603402, 0.2739480752014323]\n",
      "2014-12-30 01:00:00\n",
      "2 : predicted = [0.3  0.29 0.3 ] expected = [0.2900626678603402, 0.2739480752014323, 0.26812891674127126]\n",
      "2014-12-30 02:00:00\n",
      "3 : predicted = [0.27 0.28 0.32] expected = [0.2739480752014323, 0.26812891674127126, 0.3025962399283795]\n",
      "2014-12-30 03:00:00\n",
      "4 : predicted = [0.28 0.32 0.42] expected = [0.26812891674127126, 0.3025962399283795, 0.40823634735899716]\n",
      "2014-12-30 04:00:00\n",
      "5 : predicted = [0.3  0.39 0.54] expected = [0.3025962399283795, 0.40823634735899716, 0.5689346463742166]\n",
      "2014-12-30 05:00:00\n",
      "6 : predicted = [0.4  0.55 0.66] expected = [0.40823634735899716, 0.5689346463742166, 0.6799462846911368]\n",
      "2014-12-30 06:00:00\n",
      "7 : predicted = [0.57 0.68 0.75] expected = [0.5689346463742166, 0.6799462846911368, 0.7309758281110115]\n",
      "2014-12-30 07:00:00\n",
      "8 : predicted = [0.68 0.75 0.8 ] expected = [0.6799462846911368, 0.7309758281110115, 0.7511190689346463]\n",
      "2014-12-30 08:00:00\n",
      "9 : predicted = [0.75 0.8  0.82] expected = [0.7309758281110115, 0.7511190689346463, 0.7636526410026856]\n",
      "2014-12-30 09:00:00\n",
      "10 : predicted = [0.77 0.78 0.78] expected = [0.7511190689346463, 0.7636526410026856, 0.7381378692927483]\n",
      "2014-12-30 10:00:00\n",
      "11 : predicted = [0.76 0.75 0.74] expected = [0.7636526410026856, 0.7381378692927483, 0.7188898836168307]\n",
      "2014-12-30 11:00:00\n",
      "12 : predicted = [0.77 0.76 0.75] expected = [0.7381378692927483, 0.7188898836168307, 0.7090420769919425]\n",
      "2014-12-30 12:00:00\n",
      "13 : predicted = [0.7  0.68 0.69] expected = [0.7188898836168307, 0.7090420769919425, 0.7081468218442255]\n",
      "2014-12-30 13:00:00\n",
      "14 : predicted = [0.72 0.73 0.76] expected = [0.7090420769919425, 0.7081468218442255, 0.7385854968666068]\n",
      "2014-12-30 14:00:00\n",
      "15 : predicted = [0.71 0.73 0.86] expected = [0.7081468218442255, 0.7385854968666068, 0.8478066248880931]\n",
      "2014-12-30 15:00:00\n",
      "16 : predicted = [0.73 0.85 0.97] expected = [0.7385854968666068, 0.8478066248880931, 0.9516562220232765]\n",
      "2014-12-30 16:00:00\n",
      "17 : predicted = [0.87 0.99 0.97] expected = [0.8478066248880931, 0.9516562220232765, 0.934198746642793]\n",
      "2014-12-30 17:00:00\n",
      "18 : predicted = [0.94 0.92 0.86] expected = [0.9516562220232765, 0.934198746642793, 0.8876454789615038]\n",
      "2014-12-30 18:00:00\n",
      "19 : predicted = [0.94 0.89 0.82] expected = [0.934198746642793, 0.8876454789615038, 0.8294538943598924]\n",
      "2014-12-30 19:00:00\n",
      "20 : predicted = [0.88 0.82 0.71] expected = [0.8876454789615038, 0.8294538943598924, 0.7197851387645477]\n",
      "2014-12-30 20:00:00\n",
      "21 : predicted = [0.83 0.72 0.58] expected = [0.8294538943598924, 0.7197851387645477, 0.5747538048343777]\n",
      "2014-12-30 21:00:00\n",
      "22 : predicted = [0.72 0.58 0.47] expected = [0.7197851387645477, 0.5747538048343777, 0.4592658907788718]\n",
      "2014-12-30 22:00:00\n",
      "23 : predicted = [0.58 0.47 0.39] expected = [0.5747538048343777, 0.4592658907788718, 0.3858549686660697]\n",
      "2014-12-30 23:00:00\n",
      "24 : predicted = [0.46 0.38 0.34] expected = [0.4592658907788718, 0.3858549686660697, 0.34377797672336596]\n",
      "2014-12-31 00:00:00\n",
      "25 : predicted = [0.38 0.34 0.33] expected = [0.3858549686660697, 0.34377797672336596, 0.32542524619516544]\n",
      "2014-12-31 01:00:00\n",
      "26 : predicted = [0.36 0.34 0.34] expected = [0.34377797672336596, 0.32542524619516544, 0.33034914950760963]\n",
      "2014-12-31 02:00:00\n",
      "27 : predicted = [0.32 0.32 0.35] expected = [0.32542524619516544, 0.33034914950760963, 0.3706356311548791]\n",
      "2014-12-31 03:00:00\n",
      "28 : predicted = [0.32 0.36 0.47] expected = [0.33034914950760963, 0.3706356311548791, 0.470008952551477]\n",
      "2014-12-31 04:00:00\n",
      "29 : predicted = [0.37 0.48 0.65] expected = [0.3706356311548791, 0.470008952551477, 0.6145926589077886]\n",
      "2014-12-31 05:00:00\n",
      "30 : predicted = [0.48 0.64 0.75] expected = [0.470008952551477, 0.6145926589077886, 0.7247090420769919]\n",
      "2014-12-31 06:00:00\n",
      "31 : predicted = [0.63 0.73 0.79] expected = [0.6145926589077886, 0.7247090420769919, 0.786034019695613]\n",
      "2014-12-31 07:00:00\n",
      "32 : predicted = [0.71 0.76 0.79] expected = [0.7247090420769919, 0.786034019695613, 0.8012533572068039]\n",
      "2014-12-31 08:00:00\n",
      "33 : predicted = [0.79 0.82 0.83] expected = [0.786034019695613, 0.8012533572068039, 0.7994628469113696]\n",
      "2014-12-31 09:00:00\n",
      "34 : predicted = [0.82 0.83 0.81] expected = [0.8012533572068039, 0.7994628469113696, 0.780214861235452]\n",
      "2014-12-31 10:00:00\n",
      "35 : predicted = [0.8  0.78 0.76] expected = [0.7994628469113696, 0.780214861235452, 0.7587287376902416]\n",
      "2014-12-31 11:00:00\n",
      "36 : predicted = [0.77 0.75 0.74] expected = [0.780214861235452, 0.7587287376902416, 0.7367949865711727]\n",
      "2014-12-31 12:00:00\n",
      "37 : predicted = [0.77 0.76 0.76] expected = [0.7587287376902416, 0.7367949865711727, 0.7188898836168307]\n",
      "2014-12-31 13:00:00\n",
      "38 : predicted = [0.75 0.75 0.78] expected = [0.7367949865711727, 0.7188898836168307, 0.7273948075201431]\n",
      "2014-12-31 14:00:00\n",
      "39 : predicted = [0.73 0.75 0.87] expected = [0.7188898836168307, 0.7273948075201431, 0.8299015219337511]\n",
      "2014-12-31 15:00:00\n",
      "40 : predicted = [0.74 0.85 0.96] expected = [0.7273948075201431, 0.8299015219337511, 0.909579230080573]\n",
      "2014-12-31 16:00:00\n",
      "41 : predicted = [0.83 0.94 0.93] expected = [0.8299015219337511, 0.909579230080573, 0.855863921217547]\n",
      "2014-12-31 17:00:00\n",
      "42 : predicted = [0.94 0.93 0.88] expected = [0.909579230080573, 0.855863921217547, 0.7721575649059982]\n",
      "2014-12-31 18:00:00\n",
      "43 : predicted = [0.87 0.82 0.77] expected = [0.855863921217547, 0.7721575649059982, 0.7023276633840643]\n",
      "2014-12-31 19:00:00\n",
      "44 : predicted = [0.79 0.73 0.63] expected = [0.7721575649059982, 0.7023276633840643, 0.6195165622202325]\n",
      "2014-12-31 20:00:00\n",
      "45 : predicted = [0.7  0.59 0.46] expected = [0.7023276633840643, 0.6195165622202325, 0.5425246195165621]\n",
      "2014-12-31 21:00:00\n",
      "46 : predicted = [0.6  0.47 0.36] expected = [0.6195165622202325, 0.5425246195165621, 0.4735899731423454]\n",
      "CPU times: user 13min 24s, sys: 2min 53s, total: 16min 17s\n",
      "Wall time: 2min 53s\n"
     ]
    }
   ],
   "metadata": {
    "scrolled": true
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Compare predictions to actual load"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "source": [
    "eval_df = pd.DataFrame(predictions, columns=['t+'+str(t) for t in range(1, HORIZON+1)])\n",
    "eval_df['timestamp'] = test.index[0:len(test.index)-HORIZON+1]\n",
    "eval_df = pd.melt(eval_df, id_vars='timestamp', value_name='prediction', var_name='h')\n",
    "eval_df['actual'] = np.array(np.transpose(test_ts)).ravel()\n",
    "eval_df[['prediction', 'actual']] = scaler.inverse_transform(eval_df[['prediction', 'actual']])\n",
    "eval_df.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "            timestamp    h  prediction   actual\n",
       "0 2014-12-30 00:00:00  t+1    3,008.74 3,023.00\n",
       "1 2014-12-30 01:00:00  t+1    2,955.53 2,935.00\n",
       "2 2014-12-30 02:00:00  t+1    2,900.17 2,899.00\n",
       "3 2014-12-30 03:00:00  t+1    2,917.69 2,886.00\n",
       "4 2014-12-30 04:00:00  t+1    2,946.99 2,963.00"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>h</th>\n",
       "      <th>prediction</th>\n",
       "      <th>actual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-12-30 00:00:00</td>\n",
       "      <td>t+1</td>\n",
       "      <td>3,008.74</td>\n",
       "      <td>3,023.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-12-30 01:00:00</td>\n",
       "      <td>t+1</td>\n",
       "      <td>2,955.53</td>\n",
       "      <td>2,935.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-12-30 02:00:00</td>\n",
       "      <td>t+1</td>\n",
       "      <td>2,900.17</td>\n",
       "      <td>2,899.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-12-30 03:00:00</td>\n",
       "      <td>t+1</td>\n",
       "      <td>2,917.69</td>\n",
       "      <td>2,886.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-12-30 04:00:00</td>\n",
       "      <td>t+1</td>\n",
       "      <td>2,946.99</td>\n",
       "      <td>2,963.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "execution_count": 15
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Compute the **mean absolute percentage error (MAPE)** over all predictions\n",
    "\n",
    "$$MAPE = \\frac{1}{n} \\sum_{t=1}^{n}|\\frac{actual_t - predicted_t}{actual_t}|$$"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "source": [
    "if(HORIZON > 1):\n",
    "    eval_df['APE'] = (eval_df['prediction'] - eval_df['actual']).abs() / eval_df['actual']\n",
    "    print(eval_df.groupby('h')['APE'].mean())"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "h\n",
      "t+1   0.01\n",
      "t+2   0.01\n",
      "t+3   0.02\n",
      "Name: APE, dtype: float64\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "source": [
    "print('One step forecast MAPE: ', (mape(eval_df[eval_df['h'] == 't+1']['prediction'], eval_df[eval_df['h'] == 't+1']['actual']))*100, '%')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "One step forecast MAPE:  0.5570581332313952 %\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "print('Multi-step forecast MAPE: ', mape(eval_df['prediction'], eval_df['actual'])*100, '%')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Multi-step forecast MAPE:  1.1460048657704118 %\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Plot the predictions vs the actuals for the first week of the test set"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "source": [
    "if(HORIZON == 1):\n",
    "    ## Plotting single step forecast\n",
    "    eval_df.plot(x='timestamp', y=['actual', 'prediction'], style=['r', 'b'], figsize=(15, 8))\n",
    "\n",
    "else:\n",
    "    ## Plotting multi step forecast\n",
    "    plot_df = eval_df[(eval_df.h=='t+1')][['timestamp', 'actual']]\n",
    "    for t in range(1, HORIZON+1):\n",
    "        plot_df['t+'+str(t)] = eval_df[(eval_df.h=='t+'+str(t))]['prediction'].values\n",
    "\n",
    "    fig = plt.figure(figsize=(15, 8))\n",
    "    ax = plt.plot(plot_df['timestamp'], plot_df['actual'], color='red', linewidth=4.0)\n",
    "    ax = fig.add_subplot(111)\n",
    "    for t in range(1, HORIZON+1):\n",
    "        x = plot_df['timestamp'][(t-1):]\n",
    "        y = plot_df['t+'+str(t)][0:len(x)]\n",
    "        ax.plot(x, y, color='blue', linewidth=4*math.pow(.9,t), alpha=math.pow(0.8,t))\n",
    "    \n",
    "    ax.legend(loc='best')\n",
    "    \n",
    "plt.xlabel('timestamp', fontsize=12)\n",
    "plt.ylabel('load', fontsize=12)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"481.571875pt\" version=\"1.1\" viewBox=\"0 0 899.46375 481.571875\" width=\"899.46375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 481.571875 \nL 899.46375 481.571875 \nL 899.46375 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 55.26375 442.08 \nL 892.26375 442.08 \nL 892.26375 7.2 \nL 55.26375 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"ma7d61060a5\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.309205\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 12-30 00 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path id=\"DejaVuSans-32\"/>\n      </defs>\n      <g transform=\"translate(70.828736 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"194.76375\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 12-30 06 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(172.283281 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"296.218295\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 12-30 12 -->\n      <g transform=\"translate(273.737827 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"397.672841\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 12-30 18 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(375.192372 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"499.127386\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 12-31 00 -->\n      <g transform=\"translate(476.646918 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"600.581932\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 12-31 06 -->\n      <g transform=\"translate(578.101463 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"702.036477\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 12-31 12 -->\n      <g transform=\"translate(679.556009 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"803.491023\" xlink:href=\"#ma7d61060a5\" y=\"442.08\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 12-31 18 -->\n      <g transform=\"translate(781.010554 456.678438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"163.330078\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"226.953125\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"290.576172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"322.363281\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"385.986328\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_9\">\n     <!-- timestamp -->\n     <defs>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n     </defs>\n     <g transform=\"translate(441.400313 471.87625)scale(0.12 -0.12)\">\n      <use xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"225.927734\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"278.027344\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"317.236328\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"378.515625\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"475.927734\" xlink:href=\"#DejaVuSans-112\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mab4ff90626\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"394.2267\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 3000 -->\n      <g transform=\"translate(22.81375 398.025919)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"344.952967\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 3200 -->\n      <g transform=\"translate(22.81375 348.752186)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"295.679235\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 3400 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(22.81375 299.478454)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"246.405503\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 3600 -->\n      <g transform=\"translate(22.81375 250.204722)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"197.13177\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 3800 -->\n      <g transform=\"translate(22.81375 200.930989)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"147.858038\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 4000 -->\n      <g transform=\"translate(22.81375 151.657257)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"98.584306\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 4200 -->\n      <g transform=\"translate(22.81375 102.383524)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.26375\" xlink:href=\"#mab4ff90626\" y=\"49.310573\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 4400 -->\n      <g transform=\"translate(22.81375 53.109792)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_18\">\n     <!-- load -->\n     <defs>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(16.318125 237.464063)rotate(-90)scale(0.12 -0.12)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"150.244141\" xlink:href=\"#DejaVuSans-100\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#p8f3e30cd77)\" d=\"M 93.309205 388.560221 \nL 110.218295 410.240663 \nL 127.127386 419.109935 \nL 144.036477 422.312727 \nL 160.945568 403.34234 \nL 177.854659 345.199336 \nL 194.76375 256.752987 \nL 211.672841 195.653558 \nL 228.581932 167.567531 \nL 245.491023 156.480941 \nL 262.400114 149.582619 \nL 279.309205 163.625632 \nL 296.218295 174.219485 \nL 313.127386 179.639595 \nL 330.036477 180.132333 \nL 346.945568 163.379264 \nL 363.854659 103.26531 \nL 380.76375 46.107781 \nL 397.672841 55.716159 \nL 414.581932 81.338499 \nL 431.491023 113.366425 \nL 448.400114 173.726748 \nL 465.309205 253.550194 \nL 482.218295 317.113309 \nL 499.127386 357.517769 \nL 516.036477 380.676423 \nL 532.945568 390.777539 \nL 549.854659 388.067483 \nL 566.76375 365.894304 \nL 583.672841 311.200461 \nL 600.581932 231.623383 \nL 617.491023 171.016692 \nL 634.400114 137.264186 \nL 651.309205 128.887651 \nL 668.218295 129.873126 \nL 685.127386 140.466978 \nL 702.036477 152.292674 \nL 718.945568 164.364738 \nL 735.854659 174.219485 \nL 752.76375 169.53848 \nL 769.672841 113.120057 \nL 786.581932 69.266435 \nL 803.491023 98.830674 \nL 820.400114 144.901614 \nL 837.309205 183.335125 \nL 854.218295 228.913328 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:4;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#p8f3e30cd77)\" d=\"M 93.309205 392.072326 \nL 110.218295 405.182829 \nL 127.127386 418.822188 \nL 144.036477 414.505958 \nL 160.945568 407.285604 \nL 177.854659 349.723811 \nL 194.76375 256.546386 \nL 211.672841 195.238981 \nL 228.581932 157.926233 \nL 245.491023 148.764989 \nL 262.400114 154.11927 \nL 279.309205 146.368949 \nL 296.218295 184.936387 \nL 313.127386 173.369715 \nL 330.036477 179.130025 \nL 346.945568 168.6561 \nL 363.854659 89.686696 \nL 380.76375 51.84115 \nL 397.672841 54.611885 \nL 414.581932 84.390089 \nL 431.491023 113.946261 \nL 448.400114 173.49287 \nL 465.309205 250.825003 \nL 482.218295 317.687339 \nL 499.127386 362.104462 \nL 516.036477 374.377654 \nL 532.945568 392.307298 \nL 549.854659 392.411458 \nL 566.76375 363.759382 \nL 583.672841 307.634949 \nL 600.581932 225.435638 \nL 617.491023 177.471174 \nL 634.400114 137.737473 \nL 651.309205 119.846525 \nL 668.218295 128.012372 \nL 685.127386 145.966788 \nL 702.036477 147.441428 \nL 718.945568 158.658601 \nL 735.854659 169.7031 \nL 752.76375 163.400694 \nL 769.672841 112.757869 \nL 786.581932 53.878064 \nL 803.491023 88.516173 \nL 820.400114 135.590104 \nL 837.309205 185.177686 \nL 854.218295 239.787697 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-opacity:0.8;stroke-width:3.6;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#p8f3e30cd77)\" d=\"M 110.218295 411.656196 \nL 127.127386 409.545939 \nL 144.036477 413.919343 \nL 160.945568 392.980901 \nL 177.854659 356.942564 \nL 194.76375 264.690886 \nL 211.672841 194.894405 \nL 228.581932 157.181951 \nL 245.491023 131.125089 \nL 262.400114 139.954282 \nL 279.309205 154.820817 \nL 296.218295 153.172246 \nL 313.127386 193.03632 \nL 330.036477 167.616463 \nL 346.945568 166.835712 \nL 363.854659 99.383042 \nL 380.76375 26.967273 \nL 397.672841 65.144695 \nL 414.581932 82.363208 \nL 431.491023 119.545318 \nL 448.400114 174.585338 \nL 465.309205 250.403958 \nL 482.218295 312.661578 \nL 499.127386 363.130789 \nL 516.036477 382.820542 \nL 532.945568 380.781974 \nL 549.854659 395.21283 \nL 566.76375 371.739699 \nL 583.672841 303.707278 \nL 600.581932 218.86781 \nL 617.491023 166.10835 \nL 634.400114 149.592464 \nL 651.309205 120.702675 \nL 668.218295 111.379288 \nL 685.127386 142.537785 \nL 702.036477 157.518722 \nL 718.945568 149.723748 \nL 735.854659 159.208326 \nL 752.76375 155.111813 \nL 769.672841 101.425055 \nL 786.581932 53.115256 \nL 803.491023 60.275003 \nL 820.400114 116.588057 \nL 837.309205 167.934529 \nL 854.218295 243.34716 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-opacity:0.64;stroke-width:3.24;\"/>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#p8f3e30cd77)\" d=\"M 127.127386 416.888035 \nL 144.036477 403.476139 \nL 160.945568 392.176718 \nL 177.854659 340.988482 \nL 194.76375 272.597433 \nL 211.672841 204.024067 \nL 228.581932 156.846275 \nL 245.491023 130.314954 \nL 262.400114 119.993898 \nL 279.309205 138.75617 \nL 296.218295 162.907487 \nL 313.127386 157.029281 \nL 330.036477 189.873755 \nL 346.945568 153.809244 \nL 363.854659 97.340798 \nL 380.76375 38.04989 \nL 397.672841 36.93801 \nL 414.581932 94.316259 \nL 431.491023 117.251153 \nL 448.400114 180.924235 \nL 465.309205 251.701783 \nL 482.218295 312.196092 \nL 499.127386 357.432281 \nL 516.036477 383.964881 \nL 532.945568 390.376023 \nL 549.854659 382.175447 \nL 566.76375 374.935083 \nL 583.672841 312.753252 \nL 600.581932 214.426219 \nL 617.491023 158.668579 \nL 634.400114 136.71723 \nL 651.309205 134.116963 \nL 668.218295 112.366852 \nL 685.127386 123.614274 \nL 702.036477 153.644581 \nL 718.945568 161.151777 \nL 735.854659 149.058496 \nL 752.76375 143.205694 \nL 769.672841 92.035909 \nL 786.581932 40.229247 \nL 803.491023 59.269418 \nL 820.400114 84.619628 \nL 837.309205 146.337486 \nL 854.218295 223.539579 \n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-opacity:0.512;stroke-width:2.916;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 55.26375 442.08 \nL 55.26375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 892.26375 442.08 \nL 892.26375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 55.26375 442.08 \nL 892.26375 442.08 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 55.26375 7.2 \nL 892.26375 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 881.26375 20.2 \nL 885.26375 20.2 \nQ 887.26375 20.2 887.26375 18.2 \nL 887.26375 14.2 \nQ 887.26375 12.2 885.26375 12.2 \nL 881.26375 12.2 \nQ 879.26375 12.2 879.26375 14.2 \nL 879.26375 18.2 \nQ 879.26375 20.2 881.26375 20.2 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p8f3e30cd77\">\n   <rect height=\"434.88\" width=\"837\" x=\"55.26375\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "kernel_info": {
   "name": "python3"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.10 64-bit ('tmp': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "nteract": {
   "version": "nteract-front-end@1.0.0"
  },
  "metadata": {
   "interpreter": {
    "hash": "70b38d7a306a849643e446cd70466270a13445e5987dfa1344ef2b127438fa4d"
   }
  },
  "interpreter": {
   "hash": "205095b8b86ea82a021a8fc2ffba2b3bc9f8d0be25999901963b225939f75778"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}