codes/Coin_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import seaborn as sns\n",
    "\n",
    "file_path = './data'\n",
    "os.chdir(file_path)\n",
    "\n",
    "train_x_df = pd.read_csv('train_x_df.csv',encoding='latin1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "coin9_df = train_x_df[train_x_df['coin_index'] == 9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    " a = train_x_df[train_x_df['volume'] != 0]['coin_index'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = train_x_df[train_x_df['volume'] == 0]['coin_index'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.936488\n",
       "1     1.171940\n",
       "2     0.607160\n",
       "3     0.633834\n",
       "4     0.356338\n",
       "5    94.167393\n",
       "6     1.110875\n",
       "7     3.873829\n",
       "8     1.817524\n",
       "9     1.340988\n",
       "Name: coin_index, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(b/a * 100)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 일간 변동률 구하기(daily percent change)\n",
    "$ R_t(오늘 변동률) = (R_t(오늘 종가) - R_t-1(어제 종가)) / (R_t-1(어제 종가)) * 100 $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment_df = coin9_df[coin9_df['sample_id'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpc = (experiment_df['close'] / experiment_df['close'].shift(1) -1) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpc.iloc[0] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1380.000000\n",
       "mean        0.001258\n",
       "std         0.081793\n",
       "min        -0.429058\n",
       "25%        -0.037268\n",
       "50%         0.000127\n",
       "75%         0.042510\n",
       "max         0.625960\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpc.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "분당 변동률 누적합 구하는 방법"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c2506c7860>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 382.62461 248.518125\" width=\"382.62461pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M -0 248.518125 \r\n",
       "L 382.62461 248.518125 \r\n",
       "L 382.62461 0 \r\n",
       "L -0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 373.282813 224.64 \r\n",
       "L 373.282813 7.2 \r\n",
       "L 38.482813 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m5179a40911\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.700994\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(50.519744 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"97.843654\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(88.299904 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"141.986313\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(132.442563 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.128972\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 600 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(176.585222 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"230.271632\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 800 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(220.727882 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"274.414291\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(261.689291 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"318.556951\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 1200 -->\r\n",
       "      <g transform=\"translate(305.831951 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"362.69961\" xlink:href=\"#m5179a40911\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 1400 -->\r\n",
       "      <g transform=\"translate(349.97461 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m61b0cbbe1c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m61b0cbbe1c\" y=\"209.311916\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- −0.4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.59375 35.5 \r\n",
       "L 73.1875 35.5 \r\n",
       "L 73.1875 27.203125 \r\n",
       "L 10.59375 27.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-8722\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 213.111135)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m61b0cbbe1c\" y=\"171.839062\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- −0.2 -->\r\n",
       "      <g transform=\"translate(7.2 175.638281)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m61b0cbbe1c\" y=\"134.366208\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.0 -->\r\n",
       "      <g transform=\"translate(15.579688 138.165426)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m61b0cbbe1c\" y=\"96.893353\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.2 -->\r\n",
       "      <g transform=\"translate(15.579688 100.692572)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m61b0cbbe1c\" y=\"59.420499\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 0.4 -->\r\n",
       "      <g transform=\"translate(15.579688 63.219718)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m61b0cbbe1c\" y=\"21.947645\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 0.6 -->\r\n",
       "      <g transform=\"translate(15.579688 25.746863)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_15\">\r\n",
       "    <path clip-path=\"url(#p17903c1fab)\" d=\"M 53.700994 134.366208 \r\n",
       "L 53.921708 144.906501 \r\n",
       "L 54.363134 106.073037 \r\n",
       "L 54.583848 140.508856 \r\n",
       "L 54.804561 142.410439 \r\n",
       "L 55.025274 129.696983 \r\n",
       "L 55.687414 141.920842 \r\n",
       "L 55.908127 122.583311 \r\n",
       "L 56.349554 136.712158 \r\n",
       "L 56.570267 133.662448 \r\n",
       "L 56.79098 132.701084 \r\n",
       "L 57.011694 143.795397 \r\n",
       "L 57.232407 143.213079 \r\n",
       "L 57.45312 146.740183 \r\n",
       "L 57.673834 145.971918 \r\n",
       "L 57.894547 129.687603 \r\n",
       "L 58.11526 134.390089 \r\n",
       "L 58.335974 155.04794 \r\n",
       "L 58.7774 134.836592 \r\n",
       "L 58.998113 136.061001 \r\n",
       "L 59.218827 134.343426 \r\n",
       "L 59.43954 141.475178 \r\n",
       "L 59.660253 134.366208 \r\n",
       "L 59.880967 160.435869 \r\n",
       "L 60.10168 146.17997 \r\n",
       "L 60.322393 146.141751 \r\n",
       "L 60.543107 134.366208 \r\n",
       "L 60.76382 134.414194 \r\n",
       "L 60.984533 122.748896 \r\n",
       "L 61.205246 157.750857 \r\n",
       "L 61.867386 103.452998 \r\n",
       "L 62.0881 136.724258 \r\n",
       "L 62.308813 125.004696 \r\n",
       "L 62.529526 145.773451 \r\n",
       "L 62.750239 132.314551 \r\n",
       "L 62.970953 153.488563 \r\n",
       "L 63.191666 122.305445 \r\n",
       "L 63.633093 146.111872 \r\n",
       "L 63.853806 124.45287 \r\n",
       "L 64.295233 114.027568 \r\n",
       "L 64.515946 134.319503 \r\n",
       "L 64.736659 173.563964 \r\n",
       "L 64.957372 134.366208 \r\n",
       "L 65.178086 132.006672 \r\n",
       "L 65.398799 136.748274 \r\n",
       "L 65.619512 115.469352 \r\n",
       "L 65.840226 148.506893 \r\n",
       "L 66.060939 136.702324 \r\n",
       "L 66.281652 141.348038 \r\n",
       "L 66.502366 129.764725 \r\n",
       "L 66.723079 111.552797 \r\n",
       "L 66.943792 138.300825 \r\n",
       "L 67.164505 139.103337 \r\n",
       "L 67.385219 147.685768 \r\n",
       "L 67.605932 114.267067 \r\n",
       "L 67.826645 121.853054 \r\n",
       "L 68.047359 149.626305 \r\n",
       "L 68.268072 121.851212 \r\n",
       "L 68.488785 113.16851 \r\n",
       "L 68.709499 134.366208 \r\n",
       "L 68.930212 131.730873 \r\n",
       "L 69.371638 137.11959 \r\n",
       "L 69.592352 148.411774 \r\n",
       "L 69.813065 126.525868 \r\n",
       "L 70.033778 147.875513 \r\n",
       "L 70.254492 123.626635 \r\n",
       "L 70.475205 141.403751 \r\n",
       "L 70.695918 134.390134 \r\n",
       "L 70.916631 141.666181 \r\n",
       "L 71.137345 126.898115 \r\n",
       "L 71.358058 132.624119 \r\n",
       "L 71.578771 134.483551 \r\n",
       "L 72.020198 133.990254 \r\n",
       "L 72.240911 129.985868 \r\n",
       "L 72.461625 132.531337 \r\n",
       "L 72.682338 128.669668 \r\n",
       "L 72.903051 121.848332 \r\n",
       "L 73.123764 107.089883 \r\n",
       "L 73.565191 148.380614 \r\n",
       "L 73.785904 140.946098 \r\n",
       "L 74.006618 120.522887 \r\n",
       "L 74.227331 134.435526 \r\n",
       "L 74.448044 129.576367 \r\n",
       "L 74.668758 115.605963 \r\n",
       "L 74.889471 137.838029 \r\n",
       "L 75.110184 144.969768 \r\n",
       "L 75.330897 127.32421 \r\n",
       "L 75.551611 143.752389 \r\n",
       "L 75.772324 129.670197 \r\n",
       "L 75.993037 134.319645 \r\n",
       "L 76.213751 129.719083 \r\n",
       "L 76.434464 131.339286 \r\n",
       "L 76.655177 130.377129 \r\n",
       "L 76.87589 134.366208 \r\n",
       "L 77.096604 115.602007 \r\n",
       "L 77.317317 131.999928 \r\n",
       "L 77.758744 141.372066 \r\n",
       "L 78.20017 59.514514 \r\n",
       "L 78.420884 171.246877 \r\n",
       "L 78.641597 113.706638 \r\n",
       "L 78.86231 144.697026 \r\n",
       "L 79.083023 147.407651 \r\n",
       "L 79.303737 146.040736 \r\n",
       "L 79.52445 127.731746 \r\n",
       "L 79.745163 123.482943 \r\n",
       "L 79.965877 140.131633 \r\n",
       "L 80.18659 114.006465 \r\n",
       "L 80.407303 136.021702 \r\n",
       "L 80.84873 108.709641 \r\n",
       "L 81.069443 160.220786 \r\n",
       "L 81.290156 129.472308 \r\n",
       "L 81.952296 157.658484 \r\n",
       "L 82.17301 147.765262 \r\n",
       "L 82.393723 111.636398 \r\n",
       "L 82.614436 125.032626 \r\n",
       "L 82.83515 127.34722 \r\n",
       "L 83.055863 132.057126 \r\n",
       "L 83.497289 164.920663 \r\n",
       "L 83.718003 134.133337 \r\n",
       "L 83.938716 120.417899 \r\n",
       "L 84.159429 120.290466 \r\n",
       "L 84.380143 136.651897 \r\n",
       "L 84.600856 136.76845 \r\n",
       "L 84.821569 141.296121 \r\n",
       "L 85.042282 137.050877 \r\n",
       "L 85.262996 164.177421 \r\n",
       "L 85.483709 116.057927 \r\n",
       "L 85.704422 142.238701 \r\n",
       "L 86.145849 129.924554 \r\n",
       "L 86.366562 130.7927 \r\n",
       "L 86.587276 125.069625 \r\n",
       "L 87.028702 159.176795 \r\n",
       "L 87.249415 128.191558 \r\n",
       "L 87.470129 120.591827 \r\n",
       "L 87.690842 140.651883 \r\n",
       "L 87.911555 127.866907 \r\n",
       "L 88.132269 130.675577 \r\n",
       "L 88.573695 126.285678 \r\n",
       "L 88.794409 145.992636 \r\n",
       "L 89.015122 119.976747 \r\n",
       "L 89.235835 145.126866 \r\n",
       "L 89.456548 145.319523 \r\n",
       "L 89.677262 160.845042 \r\n",
       "L 89.897975 134.388856 \r\n",
       "L 90.118688 134.366208 \r\n",
       "L 90.339402 124.959339 \r\n",
       "L 90.780828 136.704288 \r\n",
       "L 91.001541 134.343571 \r\n",
       "L 91.442968 120.384218 \r\n",
       "L 91.663681 139.435676 \r\n",
       "L 92.325821 120.348943 \r\n",
       "L 92.546535 125.027974 \r\n",
       "L 92.767248 122.676368 \r\n",
       "L 92.987961 139.00583 \r\n",
       "L 93.208674 134.647227 \r\n",
       "L 93.429388 145.841906 \r\n",
       "L 93.650101 123.793693 \r\n",
       "L 93.870814 151.860499 \r\n",
       "L 94.091528 129.719674 \r\n",
       "L 94.312241 136.700757 \r\n",
       "L 94.532954 139.595031 \r\n",
       "L 94.753668 124.46494 \r\n",
       "L 94.974381 127.387146 \r\n",
       "L 95.195094 154.594564 \r\n",
       "L 95.415807 137.449114 \r\n",
       "L 95.636521 134.366208 \r\n",
       "L 95.857234 157.141422 \r\n",
       "L 96.077947 150.269414 \r\n",
       "L 96.298661 117.980586 \r\n",
       "L 96.519374 121.363769 \r\n",
       "L 96.960801 134.388819 \r\n",
       "L 97.181514 123.502591 \r\n",
       "L 97.402227 145.925204 \r\n",
       "L 97.62294 131.305648 \r\n",
       "L 97.843654 132.239879 \r\n",
       "L 98.064367 145.766376 \r\n",
       "L 98.28508 123.07559 \r\n",
       "L 98.505794 136.656202 \r\n",
       "L 98.726507 133.851857 \r\n",
       "L 98.94722 134.715504 \r\n",
       "L 99.167933 141.259579 \r\n",
       "L 99.60936 119.29577 \r\n",
       "L 99.830073 127.619897 \r\n",
       "L 100.050787 130.514335 \r\n",
       "L 100.2715 87.676792 \r\n",
       "L 100.492213 171.560475 \r\n",
       "L 100.712927 115.989369 \r\n",
       "L 100.93364 150.418489 \r\n",
       "L 101.154353 129.702891 \r\n",
       "L 101.375066 134.272581 \r\n",
       "L 101.59578 132.128203 \r\n",
       "L 101.816493 147.371926 \r\n",
       "L 102.25792 134.203629 \r\n",
       "L 102.478633 115.815448 \r\n",
       "L 102.699346 133.294709 \r\n",
       "L 102.92006 126.348474 \r\n",
       "L 103.140773 134.132847 \r\n",
       "L 103.361486 134.203872 \r\n",
       "L 103.582199 157.826912 \r\n",
       "L 103.802913 127.251787 \r\n",
       "L 104.023626 116.643886 \r\n",
       "L 104.244339 124.231184 \r\n",
       "L 104.465053 141.351323 \r\n",
       "L 104.685766 134.366208 \r\n",
       "L 104.906479 137.162423 \r\n",
       "L 105.127192 196.007104 \r\n",
       "L 105.347906 116.462286 \r\n",
       "L 105.568619 122.8066 \r\n",
       "L 105.789332 119.968233 \r\n",
       "L 106.010046 164.959989 \r\n",
       "L 106.230759 135.066896 \r\n",
       "L 106.451472 134.389941 \r\n",
       "L 106.672186 136.117996 \r\n",
       "L 106.892899 134.412549 \r\n",
       "L 107.113612 124.835562 \r\n",
       "L 107.334325 129.790841 \r\n",
       "L 107.555039 150.612135 \r\n",
       "L 107.775752 123.853259 \r\n",
       "L 107.996465 140.086337 \r\n",
       "L 108.217179 132.147751 \r\n",
       "L 108.437892 141.581269 \r\n",
       "L 108.658605 157.518691 \r\n",
       "L 108.879319 134.366208 \r\n",
       "L 109.100032 150.600128 \r\n",
       "L 109.320745 122.870378 \r\n",
       "L 109.541458 136.285155 \r\n",
       "L 109.762172 127.697322 \r\n",
       "L 109.982885 136.728349 \r\n",
       "L 110.203598 212.456874 \r\n",
       "L 110.424312 93.184119 \r\n",
       "L 110.645025 173.980085 \r\n",
       "L 110.865738 116.162001 \r\n",
       "L 111.086452 165.133203 \r\n",
       "L 111.307165 129.359414 \r\n",
       "L 111.527878 148.442206 \r\n",
       "L 111.748591 140.244815 \r\n",
       "L 111.969305 159.091198 \r\n",
       "L 112.190018 128.028903 \r\n",
       "L 112.410731 126.643235 \r\n",
       "L 112.631445 146.088262 \r\n",
       "L 112.852158 145.38901 \r\n",
       "L 113.072871 132.764041 \r\n",
       "L 113.293584 148.481171 \r\n",
       "L 113.514298 128.682418 \r\n",
       "L 113.735011 94.900886 \r\n",
       "L 113.955724 141.094996 \r\n",
       "L 114.176438 137.426054 \r\n",
       "L 114.397151 107.696664 \r\n",
       "L 114.617864 149.315226 \r\n",
       "L 114.838578 111.36021 \r\n",
       "L 115.059291 136.128307 \r\n",
       "L 115.280004 131.124776 \r\n",
       "L 115.500717 155.532473 \r\n",
       "L 115.721431 107.013546 \r\n",
       "L 115.942144 139.04012 \r\n",
       "L 116.162857 133.472793 \r\n",
       "L 116.383571 118.886784 \r\n",
       "L 116.604284 153.095623 \r\n",
       "L 116.824997 134.366208 \r\n",
       "L 117.045711 127.717046 \r\n",
       "L 117.266424 129.269454 \r\n",
       "L 117.487137 135.798818 \r\n",
       "L 117.70785 138.075828 \r\n",
       "L 117.928564 130.655853 \r\n",
       "L 118.149277 145.143989 \r\n",
       "L 118.36999 149.145018 \r\n",
       "L 118.590704 119.058064 \r\n",
       "L 118.811417 146.16051 \r\n",
       "L 119.03213 124.985111 \r\n",
       "L 119.252843 131.711436 \r\n",
       "L 119.473557 115.853649 \r\n",
       "L 119.69427 141.314199 \r\n",
       "L 119.914983 120.371911 \r\n",
       "L 120.135697 147.880071 \r\n",
       "L 120.35641 121.687816 \r\n",
       "L 120.577123 142.906982 \r\n",
       "L 120.797837 127.393494 \r\n",
       "L 121.01855 150.722544 \r\n",
       "L 121.239263 131.994592 \r\n",
       "L 121.459976 157.871435 \r\n",
       "L 121.68069 127.382119 \r\n",
       "L 121.901403 129.618251 \r\n",
       "L 122.122116 124.945465 \r\n",
       "L 122.34283 134.295752 \r\n",
       "L 122.563543 127.343433 \r\n",
       "L 122.784256 129.717918 \r\n",
       "L 123.00497 126.08154 \r\n",
       "L 123.446396 149.076611 \r\n",
       "L 123.667109 133.75497 \r\n",
       "L 123.887823 134.366208 \r\n",
       "L 124.108536 146.036146 \r\n",
       "L 124.329249 136.762582 \r\n",
       "L 124.549963 113.149665 \r\n",
       "L 124.770676 134.294661 \r\n",
       "L 124.991389 113.220306 \r\n",
       "L 125.432816 134.342395 \r\n",
       "L 125.653529 99.423602 \r\n",
       "L 125.874242 136.729483 \r\n",
       "L 126.094956 141.360711 \r\n",
       "L 126.315669 136.684236 \r\n",
       "L 126.536382 134.366208 \r\n",
       "L 126.757096 122.685162 \r\n",
       "L 126.977809 153.290524 \r\n",
       "L 127.198522 132.048127 \r\n",
       "L 127.419235 134.389997 \r\n",
       "L 127.639949 144.012363 \r\n",
       "L 127.860662 110.379507 \r\n",
       "L 128.081375 134.366208 \r\n",
       "L 128.302089 134.366208 \r\n",
       "L 128.522802 131.909817 \r\n",
       "L 128.743515 106.460971 \r\n",
       "L 129.184942 149.658958 \r\n",
       "L 129.405655 152.943715 \r\n",
       "L 129.847082 113.809591 \r\n",
       "L 130.067795 135.487523 \r\n",
       "L 130.288508 146.001681 \r\n",
       "L 130.509222 121.601424 \r\n",
       "L 130.729935 135.464916 \r\n",
       "L 130.950648 130.254854 \r\n",
       "L 131.171362 131.469565 \r\n",
       "L 131.392075 140.904398 \r\n",
       "L 131.612788 125.489205 \r\n",
       "L 131.833501 129.719089 \r\n",
       "L 132.054215 127.572908 \r\n",
       "L 132.274928 120.737109 \r\n",
       "L 132.495641 152.393866 \r\n",
       "L 132.716355 123.184778 \r\n",
       "L 132.937068 182.86467 \r\n",
       "L 133.157781 101.551635 \r\n",
       "L 133.378494 125.121754 \r\n",
       "L 133.599208 132.032239 \r\n",
       "L 133.819921 125.080045 \r\n",
       "L 134.261348 154.619639 \r\n",
       "L 134.482061 147.259968 \r\n",
       "L 134.702774 157.272691 \r\n",
       "L 134.923488 114.495962 \r\n",
       "L 135.144201 135.489491 \r\n",
       "L 135.364914 120.502501 \r\n",
       "L 135.585627 136.561508 \r\n",
       "L 135.806341 171.750615 \r\n",
       "L 136.027054 146.212166 \r\n",
       "L 136.247767 164.680533 \r\n",
       "L 136.468481 124.980026 \r\n",
       "L 136.689194 125.008557 \r\n",
       "L 136.909907 110.948597 \r\n",
       "L 137.130621 129.730673 \r\n",
       "L 137.351334 101.551751 \r\n",
       "L 137.572047 138.314152 \r\n",
       "L 137.79276 134.997198 \r\n",
       "L 138.013474 127.517812 \r\n",
       "L 138.234187 134.203425 \r\n",
       "L 138.4549 133.267438 \r\n",
       "L 138.675614 133.432534 \r\n",
       "L 138.896327 142.892053 \r\n",
       "L 139.11704 127.917177 \r\n",
       "L 139.337753 136.701665 \r\n",
       "L 139.558467 129.973961 \r\n",
       "L 139.77918 147.891383 \r\n",
       "L 139.999893 134.38883 \r\n",
       "L 140.220607 159.30963 \r\n",
       "L 140.44132 121.280977 \r\n",
       "L 140.662033 129.734736 \r\n",
       "L 140.882747 147.93017 \r\n",
       "L 141.10346 183.137634 \r\n",
       "L 141.324173 158.627098 \r\n",
       "L 141.544886 121.466903 \r\n",
       "L 141.7656 127.065001 \r\n",
       "L 141.986313 154.549979 \r\n",
       "L 142.42774 97.480997 \r\n",
       "L 142.648453 132.04642 \r\n",
       "L 142.869166 103.907743 \r\n",
       "L 143.08988 158.319248 \r\n",
       "L 143.310593 161.909556 \r\n",
       "L 143.531306 124.890485 \r\n",
       "L 143.752019 145.970908 \r\n",
       "L 143.972733 120.525014 \r\n",
       "L 144.193446 117.934409 \r\n",
       "L 144.414159 127.317389 \r\n",
       "L 144.634873 142.138516 \r\n",
       "L 144.855586 128.323481 \r\n",
       "L 145.076299 132.656617 \r\n",
       "L 145.297013 121.723872 \r\n",
       "L 145.517726 172.71254 \r\n",
       "L 145.738439 113.289361 \r\n",
       "L 145.959152 133.312416 \r\n",
       "L 146.179866 129.542834 \r\n",
       "L 146.400579 134.34242 \r\n",
       "L 146.621292 118.82145 \r\n",
       "L 146.842006 111.256847 \r\n",
       "L 147.062719 143.687642 \r\n",
       "L 147.283432 137.381404 \r\n",
       "L 147.504145 136.143265 \r\n",
       "L 147.724859 122.675654 \r\n",
       "L 147.945572 121.048146 \r\n",
       "L 148.166285 145.34072 \r\n",
       "L 148.386999 131.889447 \r\n",
       "L 148.607712 160.200906 \r\n",
       "L 148.828425 121.782458 \r\n",
       "L 149.049139 129.900719 \r\n",
       "L 149.269852 131.328861 \r\n",
       "L 149.490565 141.866763 \r\n",
       "L 149.711278 131.046499 \r\n",
       "L 149.931992 148.154975 \r\n",
       "L 150.152705 134.15571 \r\n",
       "L 150.373418 143.745703 \r\n",
       "L 150.594132 110.919312 \r\n",
       "L 150.814845 98.071656 \r\n",
       "L 151.035558 17.083636 \r\n",
       "L 151.256272 171.153762 \r\n",
       "L 151.476985 169.0661 \r\n",
       "L 151.697698 120.404651 \r\n",
       "L 151.918411 156.943461 \r\n",
       "L 152.139125 130.292961 \r\n",
       "L 152.359838 121.542098 \r\n",
       "L 152.580551 142.644914 \r\n",
       "L 152.801265 133.203118 \r\n",
       "L 153.021978 145.721666 \r\n",
       "L 153.242691 128.801069 \r\n",
       "L 153.684118 148.427618 \r\n",
       "L 153.904831 138.210577 \r\n",
       "L 154.125544 120.150397 \r\n",
       "L 154.346258 113.641755 \r\n",
       "L 154.566971 152.974308 \r\n",
       "L 155.229111 125.259742 \r\n",
       "L 155.449824 134.366208 \r\n",
       "L 155.670537 134.644451 \r\n",
       "L 155.891251 141.094834 \r\n",
       "L 156.332677 94.104262 \r\n",
       "L 156.553391 169.875099 \r\n",
       "L 156.994817 136.670221 \r\n",
       "L 157.436244 113.650926 \r\n",
       "L 157.656957 149.873698 \r\n",
       "L 157.87767 146.699161 \r\n",
       "L 158.098384 138.393901 \r\n",
       "L 158.319097 119.507304 \r\n",
       "L 158.760524 136.670135 \r\n",
       "L 158.981237 127.387163 \r\n",
       "L 159.20195 127.226602 \r\n",
       "L 159.643377 137.389217 \r\n",
       "L 159.86409 159.912963 \r\n",
       "L 160.084803 108.807099 \r\n",
       "L 160.305517 143.663924 \r\n",
       "L 160.52623 124.924329 \r\n",
       "L 160.746943 127.554382 \r\n",
       "L 160.967657 136.644236 \r\n",
       "L 161.18837 139.037522 \r\n",
       "L 161.409083 127.392358 \r\n",
       "L 161.629796 155.395785 \r\n",
       "L 161.85051 128.456496 \r\n",
       "L 162.071223 126.204374 \r\n",
       "L 162.51265 137.551421 \r\n",
       "L 162.733363 125.974353 \r\n",
       "L 162.954076 134.341471 \r\n",
       "L 163.17479 125.09546 \r\n",
       "L 163.395503 136.386894 \r\n",
       "L 163.616216 137.897733 \r\n",
       "L 163.836929 133.412898 \r\n",
       "L 164.057643 134.366208 \r\n",
       "L 164.278356 100.400672 \r\n",
       "L 164.499069 143.71213 \r\n",
       "L 164.719783 158.936616 \r\n",
       "L 165.161209 139.364285 \r\n",
       "L 165.381923 152.90105 \r\n",
       "L 165.602636 139.393096 \r\n",
       "L 165.823349 134.389867 \r\n",
       "L 166.044062 185.963453 \r\n",
       "L 166.264776 145.059409 \r\n",
       "L 166.485489 125.465378 \r\n",
       "L 166.706202 127.198307 \r\n",
       "L 166.926916 120.361167 \r\n",
       "L 167.368342 151.347507 \r\n",
       "L 167.589055 127.291873 \r\n",
       "L 167.809769 118.286133 \r\n",
       "L 168.030482 126.274956 \r\n",
       "L 168.251195 152.942903 \r\n",
       "L 168.471909 116.18992 \r\n",
       "L 169.134049 134.203932 \r\n",
       "L 169.354762 132.176637 \r\n",
       "L 169.575475 166.920854 \r\n",
       "L 169.796188 113.348099 \r\n",
       "L 170.016902 115.818253 \r\n",
       "L 170.237615 114.673075 \r\n",
       "L 170.458328 128.460195 \r\n",
       "L 170.679042 129.113324 \r\n",
       "L 170.899755 139.640109 \r\n",
       "L 171.120468 177.836964 \r\n",
       "L 171.341182 104.77451 \r\n",
       "L 171.561895 139.043299 \r\n",
       "L 171.782608 129.711593 \r\n",
       "L 172.003321 141.299118 \r\n",
       "L 172.224035 136.692672 \r\n",
       "L 172.444748 112.93102 \r\n",
       "L 173.106888 148.296596 \r\n",
       "L 173.327601 119.959261 \r\n",
       "L 173.548315 136.924924 \r\n",
       "L 173.769028 142.366385 \r\n",
       "L 173.989741 133.574742 \r\n",
       "L 174.210454 142.8119 \r\n",
       "L 174.431168 137.393702 \r\n",
       "L 174.651881 136.204626 \r\n",
       "L 174.872594 146.659584 \r\n",
       "L 175.093308 122.716358 \r\n",
       "L 175.534734 138.394586 \r\n",
       "L 175.755447 141.724988 \r\n",
       "L 175.976161 141.051566 \r\n",
       "L 176.196874 115.83988 \r\n",
       "L 176.417587 139.208935 \r\n",
       "L 176.638301 134.366208 \r\n",
       "L 176.859014 116.59819 \r\n",
       "L 177.079727 131.295294 \r\n",
       "L 177.300441 122.68897 \r\n",
       "L 177.521154 149.453362 \r\n",
       "L 177.741867 138.763279 \r\n",
       "L 177.96258 138.13601 \r\n",
       "L 178.183294 139.020846 \r\n",
       "L 178.404007 118.046704 \r\n",
       "L 178.62472 113.454182 \r\n",
       "L 178.845434 138.99028 \r\n",
       "L 179.066147 123.001653 \r\n",
       "L 179.28686 138.733503 \r\n",
       "L 179.507574 139.035784 \r\n",
       "L 179.728287 123.467438 \r\n",
       "L 179.949 135.968664 \r\n",
       "L 180.169713 127.584967 \r\n",
       "L 180.390427 133.901107 \r\n",
       "L 180.61114 146.252944 \r\n",
       "L 181.052567 120.241711 \r\n",
       "L 181.27328 141.306878 \r\n",
       "L 181.493993 122.964188 \r\n",
       "L 181.714706 136.385362 \r\n",
       "L 181.93542 139.287726 \r\n",
       "L 182.156133 144.88251 \r\n",
       "L 182.376846 135.435177 \r\n",
       "L 182.59756 136.828012 \r\n",
       "L 182.818273 140.523776 \r\n",
       "L 183.038986 131.089039 \r\n",
       "L 183.2597 133.762387 \r\n",
       "L 183.480413 143.660465 \r\n",
       "L 183.921839 121.114808 \r\n",
       "L 184.363266 147.120456 \r\n",
       "L 184.583979 125.78784 \r\n",
       "L 185.025406 141.939876 \r\n",
       "L 185.246119 134.41345 \r\n",
       "L 185.466833 145.988915 \r\n",
       "L 185.687546 141.670785 \r\n",
       "L 185.908259 147.304518 \r\n",
       "L 186.128972 149.057636 \r\n",
       "L 186.349686 172.81784 \r\n",
       "L 186.791112 107.307945 \r\n",
       "L 187.232539 146.026206 \r\n",
       "L 187.453252 105.899179 \r\n",
       "L 187.894679 154.708694 \r\n",
       "L 188.115392 115.821128 \r\n",
       "L 188.336105 135.810685 \r\n",
       "L 188.556819 132.851702 \r\n",
       "L 188.777532 133.154024 \r\n",
       "L 188.998245 135.555762 \r\n",
       "L 189.218959 136.136557 \r\n",
       "L 189.439672 134.180134 \r\n",
       "L 189.660385 134.318844 \r\n",
       "L 189.881098 134.879313 \r\n",
       "L 190.101812 133.853088 \r\n",
       "L 190.322525 130.520738 \r\n",
       "L 190.543238 132.03685 \r\n",
       "L 190.763952 134.366208 \r\n",
       "L 190.984665 134.388754 \r\n",
       "L 191.205378 124.301375 \r\n",
       "L 191.426092 164.102818 \r\n",
       "L 191.867518 134.366208 \r\n",
       "L 192.088231 134.272479 \r\n",
       "L 192.308945 130.49175 \r\n",
       "L 192.529658 129.676272 \r\n",
       "L 192.971085 140.220538 \r\n",
       "L 193.191798 130.913038 \r\n",
       "L 193.412511 127.343723 \r\n",
       "L 193.633225 134.366208 \r\n",
       "L 193.853938 129.723173 \r\n",
       "L 194.074651 141.362884 \r\n",
       "L 194.295364 134.366208 \r\n",
       "L 194.516078 148.828697 \r\n",
       "L 194.736791 180.658656 \r\n",
       "L 194.957504 136.660461 \r\n",
       "L 195.178218 206.082299 \r\n",
       "L 195.398931 121.090676 \r\n",
       "L 195.619644 131.314668 \r\n",
       "L 195.840357 118.63732 \r\n",
       "L 196.061071 120.29279 \r\n",
       "L 196.281784 156.842958 \r\n",
       "L 196.502497 121.29589 \r\n",
       "L 196.723211 155.963549 \r\n",
       "L 196.943924 136.173554 \r\n",
       "L 197.164637 98.959939 \r\n",
       "L 197.385351 126.538565 \r\n",
       "L 197.606064 172.713914 \r\n",
       "L 197.826777 130.046764 \r\n",
       "L 198.04749 113.573385 \r\n",
       "L 198.268204 117.393999 \r\n",
       "L 198.488917 146.053435 \r\n",
       "L 198.70963 148.404623 \r\n",
       "L 198.930344 118.417594 \r\n",
       "L 199.151057 125.954216 \r\n",
       "L 199.37177 114.363968 \r\n",
       "L 199.592484 129.59316 \r\n",
       "L 199.813197 128.471592 \r\n",
       "L 200.03391 121.504644 \r\n",
       "L 200.254623 134.366208 \r\n",
       "L 200.475337 132.029037 \r\n",
       "L 200.69605 120.347196 \r\n",
       "L 201.35819 159.888859 \r\n",
       "L 202.02033 95.952009 \r\n",
       "L 202.241043 143.693981 \r\n",
       "L 202.461756 141.296378 \r\n",
       "L 202.68247 127.433473 \r\n",
       "L 202.903183 132.033949 \r\n",
       "L 203.123896 102.43089 \r\n",
       "L 203.34461 140.630172 \r\n",
       "L 203.565323 154.493346 \r\n",
       "L 203.786036 114.869642 \r\n",
       "L 204.227463 146.522998 \r\n",
       "L 204.668889 136.860451 \r\n",
       "L 204.889603 114.336268 \r\n",
       "L 205.110316 122.742923 \r\n",
       "L 205.331029 143.748728 \r\n",
       "L 205.551743 123.792342 \r\n",
       "L 205.772456 147.145 \r\n",
       "L 206.213882 139.049177 \r\n",
       "L 206.434596 131.988609 \r\n",
       "L 206.655309 108.775306 \r\n",
       "L 206.876022 136.741388 \r\n",
       "L 207.096736 131.990726 \r\n",
       "L 207.317449 145.981955 \r\n",
       "L 207.538162 134.388746 \r\n",
       "L 207.758876 134.366208 \r\n",
       "L 207.979589 146.010586 \r\n",
       "L 208.200302 174.659185 \r\n",
       "L 208.421015 126.683047 \r\n",
       "L 208.641729 132.031367 \r\n",
       "L 209.083155 132.101965 \r\n",
       "L 209.524582 139.734562 \r\n",
       "L 209.745295 128.996314 \r\n",
       "L 209.966008 139.688264 \r\n",
       "L 210.186722 134.575174 \r\n",
       "L 210.407435 125.331967 \r\n",
       "L 210.628148 127.460004 \r\n",
       "L 210.848862 127.578794 \r\n",
       "L 211.069575 135.019432 \r\n",
       "L 211.290288 114.710136 \r\n",
       "L 211.511002 135.250942 \r\n",
       "L 211.731715 142.659436 \r\n",
       "L 212.173141 125.442276 \r\n",
       "L 212.393855 145.521728 \r\n",
       "L 212.614568 181.067117 \r\n",
       "L 212.835281 134.039515 \r\n",
       "L 213.055995 134.294992 \r\n",
       "L 213.276708 129.858176 \r\n",
       "L 213.497421 132.287904 \r\n",
       "L 213.718135 132.030494 \r\n",
       "L 213.938848 130.1168 \r\n",
       "L 214.159561 140.833195 \r\n",
       "L 214.380274 106.667775 \r\n",
       "L 214.600988 126.391194 \r\n",
       "L 214.821701 118.936136 \r\n",
       "L 215.042414 143.402968 \r\n",
       "L 215.263128 153.170026 \r\n",
       "L 215.483841 124.75622 \r\n",
       "L 215.704554 153.34283 \r\n",
       "L 215.925268 112.033677 \r\n",
       "L 216.145981 119.309865 \r\n",
       "L 216.366694 122.743254 \r\n",
       "L 216.587407 150.636588 \r\n",
       "L 216.808121 127.913042 \r\n",
       "L 217.028834 129.196438 \r\n",
       "L 217.249547 161.534933 \r\n",
       "L 217.470261 153.764359 \r\n",
       "L 217.690974 126.68812 \r\n",
       "L 217.911687 130.422061 \r\n",
       "L 218.1324 141.270961 \r\n",
       "L 218.353114 126.596343 \r\n",
       "L 218.573827 141.550522 \r\n",
       "L 218.79454 125.6855 \r\n",
       "L 219.015254 136.814954 \r\n",
       "L 219.235967 141.059947 \r\n",
       "L 219.45668 134.66991 \r\n",
       "L 219.677394 146.289828 \r\n",
       "L 219.898107 167.519637 \r\n",
       "L 220.11882 124.169182 \r\n",
       "L 220.339533 121.578786 \r\n",
       "L 220.560247 124.251762 \r\n",
       "L 221.001673 175.071375 \r\n",
       "L 221.222387 121.017551 \r\n",
       "L 221.4431 104.321693 \r\n",
       "L 221.663813 138.686776 \r\n",
       "L 221.884527 146.027198 \r\n",
       "L 222.10524 141.380962 \r\n",
       "L 222.325953 132.050472 \r\n",
       "L 222.546666 160.070416 \r\n",
       "L 222.76738 129.705148 \r\n",
       "L 222.988093 148.509056 \r\n",
       "L 223.208806 119.744406 \r\n",
       "L 223.42952 108.328971 \r\n",
       "L 223.650233 130.41547 \r\n",
       "L 223.870946 134.343585 \r\n",
       "L 224.091659 134.225948 \r\n",
       "L 224.312373 145.796174 \r\n",
       "L 224.533086 129.640899 \r\n",
       "L 224.753799 130.158066 \r\n",
       "L 224.974513 136.703413 \r\n",
       "L 225.195226 125.036584 \r\n",
       "L 225.415939 126.35075 \r\n",
       "L 225.636653 135.58022 \r\n",
       "L 225.857366 129.881758 \r\n",
       "L 226.078079 142.983739 \r\n",
       "L 226.298792 116.139515 \r\n",
       "L 226.519506 140.039005 \r\n",
       "L 226.740219 134.576375 \r\n",
       "L 226.960932 142.352652 \r\n",
       "L 227.181646 143.687699 \r\n",
       "L 227.402359 141.378337 \r\n",
       "L 227.843786 133.571861 \r\n",
       "L 228.064499 134.178379 \r\n",
       "L 228.285212 119.073012 \r\n",
       "L 228.505925 120.347196 \r\n",
       "L 228.726639 134.343613 \r\n",
       "L 228.947352 126.567759 \r\n",
       "L 229.168065 158.100759 \r\n",
       "L 229.388779 129.575512 \r\n",
       "L 229.830205 121.032702 \r\n",
       "L 230.050919 133.66732 \r\n",
       "L 230.271632 134.366208 \r\n",
       "L 230.492345 124.730049 \r\n",
       "L 230.713058 157.920061 \r\n",
       "L 230.933772 157.436753 \r\n",
       "L 231.154485 133.73497 \r\n",
       "L 231.375198 133.009885 \r\n",
       "L 231.595912 122.935011 \r\n",
       "L 231.816625 141.00189 \r\n",
       "L 232.258051 134.366208 \r\n",
       "L 232.478765 154.887995 \r\n",
       "L 232.699478 127.861554 \r\n",
       "L 232.920191 143.185472 \r\n",
       "L 233.140905 137.337543 \r\n",
       "L 233.361618 110.866961 \r\n",
       "L 233.582331 122.678244 \r\n",
       "L 234.023758 130.932132 \r\n",
       "L 234.465184 134.366208 \r\n",
       "L 234.685898 146.017012 \r\n",
       "L 234.906611 125.347692 \r\n",
       "L 235.127324 158.30157 \r\n",
       "L 235.348038 130.017396 \r\n",
       "L 235.568751 128.475637 \r\n",
       "L 235.789464 122.915543 \r\n",
       "L 236.010178 152.653254 \r\n",
       "L 236.230891 124.594463 \r\n",
       "L 236.451604 147.169463 \r\n",
       "L 236.672317 138.504515 \r\n",
       "L 236.893031 150.782782 \r\n",
       "L 237.113744 134.366208 \r\n",
       "L 237.334457 134.600644 \r\n",
       "L 237.555171 141.059636 \r\n",
       "L 237.775884 139.073675 \r\n",
       "L 237.996597 157.458426 \r\n",
       "L 238.21731 131.645323 \r\n",
       "L 238.438024 137.414563 \r\n",
       "L 238.658737 122.664382 \r\n",
       "L 238.87945 127.33566 \r\n",
       "L 239.100164 117.968506 \r\n",
       "L 239.320877 146.046121 \r\n",
       "L 239.54159 127.19954 \r\n",
       "L 239.762304 134.084136 \r\n",
       "L 239.983017 129.660561 \r\n",
       "L 240.20373 139.4931 \r\n",
       "L 240.424443 134.342418 \r\n",
       "L 240.645157 134.272183 \r\n",
       "L 240.86587 152.673667 \r\n",
       "L 241.086583 125.555608 \r\n",
       "L 241.307297 134.366208 \r\n",
       "L 241.52801 134.388875 \r\n",
       "L 241.748723 132.000815 \r\n",
       "L 241.969437 134.295946 \r\n",
       "L 242.19015 134.717514 \r\n",
       "L 242.410863 152.82147 \r\n",
       "L 242.631576 134.34352 \r\n",
       "L 242.85229 139.078437 \r\n",
       "L 243.073003 164.781008 \r\n",
       "L 243.293716 120.342763 \r\n",
       "L 243.51443 141.407323 \r\n",
       "L 243.735143 113.234919 \r\n",
       "L 243.955856 124.774786 \r\n",
       "L 244.17657 119.434066 \r\n",
       "L 244.397283 152.236509 \r\n",
       "L 244.617996 122.409536 \r\n",
       "L 245.059423 152.665279 \r\n",
       "L 245.280136 134.388904 \r\n",
       "L 245.500849 154.536337 \r\n",
       "L 245.721563 123.565934 \r\n",
       "L 246.162989 153.351653 \r\n",
       "L 246.383702 139.321979 \r\n",
       "L 246.604416 96.771964 \r\n",
       "L 246.825129 122.101571 \r\n",
       "L 247.045842 123.187958 \r\n",
       "L 247.266556 121.32136 \r\n",
       "L 247.487269 128.678983 \r\n",
       "L 247.707982 145.175675 \r\n",
       "L 248.149409 104.443809 \r\n",
       "L 248.590835 156.322357 \r\n",
       "L 248.811549 115.377305 \r\n",
       "L 249.252975 134.178648 \r\n",
       "L 249.473689 132.008185 \r\n",
       "L 249.694402 99.344882 \r\n",
       "L 249.915115 164.59186 \r\n",
       "L 250.135829 113.98895 \r\n",
       "L 250.577255 147.773825 \r\n",
       "L 251.018682 120.741903 \r\n",
       "L 251.239395 136.486937 \r\n",
       "L 251.460108 138.912753 \r\n",
       "L 251.680822 128.862762 \r\n",
       "L 251.901535 149.265257 \r\n",
       "L 252.122248 132.055113 \r\n",
       "L 252.563675 122.659147 \r\n",
       "L 252.784388 137.79212 \r\n",
       "L 253.005101 129.704626 \r\n",
       "L 253.225815 139.05031 \r\n",
       "L 253.446528 138.026225 \r\n",
       "L 253.667241 135.041948 \r\n",
       "L 254.108668 159.09773 \r\n",
       "L 254.550094 123.290375 \r\n",
       "L 254.770808 129.742799 \r\n",
       "L 255.212234 123.095057 \r\n",
       "L 255.432948 140.872958 \r\n",
       "L 255.653661 129.956878 \r\n",
       "L 255.874374 153.047842 \r\n",
       "L 256.095088 120.545194 \r\n",
       "L 256.536514 145.987191 \r\n",
       "L 256.757227 129.532141 \r\n",
       "L 256.977941 125.42679 \r\n",
       "L 257.198654 124.82371 \r\n",
       "L 257.419367 113.473214 \r\n",
       "L 257.860794 39.068755 \r\n",
       "L 258.081507 119.927673 \r\n",
       "L 258.302221 125.708194 \r\n",
       "L 258.522934 88.241237 \r\n",
       "L 258.743647 134.343932 \r\n",
       "L 258.96436 111.808116 \r\n",
       "L 259.185074 136.228399 \r\n",
       "L 259.405787 138.940935 \r\n",
       "L 259.6265 161.985972 \r\n",
       "L 259.847214 122.851756 \r\n",
       "L 260.067927 134.482039 \r\n",
       "L 260.28864 157.336559 \r\n",
       "L 260.509353 111.229383 \r\n",
       "L 260.730067 122.856614 \r\n",
       "L 260.95078 143.522371 \r\n",
       "L 261.171493 136.780536 \r\n",
       "L 261.392207 157.338699 \r\n",
       "L 261.833633 134.573724 \r\n",
       "L 262.054347 131.853672 \r\n",
       "L 262.27506 133.212738 \r\n",
       "L 262.495773 140.13097 \r\n",
       "L 262.716486 132.775054 \r\n",
       "L 262.9372 105.750189 \r\n",
       "L 263.157913 135.449035 \r\n",
       "L 263.378626 134.366208 \r\n",
       "L 263.59934 111.179888 \r\n",
       "L 263.820053 129.076397 \r\n",
       "L 264.040766 134.619833 \r\n",
       "L 264.26148 134.1593 \r\n",
       "L 264.482193 134.112581 \r\n",
       "L 264.702906 126.136814 \r\n",
       "L 264.923619 165.757157 \r\n",
       "L 265.144333 138.990533 \r\n",
       "L 265.365046 138.971622 \r\n",
       "L 265.585759 152.790165 \r\n",
       "L 265.806473 128.302871 \r\n",
       "L 266.027186 125.218392 \r\n",
       "L 266.468612 134.711643 \r\n",
       "L 266.689326 126.860086 \r\n",
       "L 266.910039 134.366208 \r\n",
       "L 267.130752 132.087203 \r\n",
       "L 267.351466 140.465089 \r\n",
       "L 267.572179 133.169653 \r\n",
       "L 267.792892 138.878065 \r\n",
       "L 268.013606 148.183619 \r\n",
       "L 268.234319 137.845412 \r\n",
       "L 268.455032 153.08379 \r\n",
       "L 268.675745 112.146577 \r\n",
       "L 268.896459 134.38851 \r\n",
       "L 269.117172 140.405757 \r\n",
       "L 269.558599 123.050835 \r\n",
       "L 269.779312 124.114288 \r\n",
       "L 270.000025 121.61123 \r\n",
       "L 270.220739 128.317003 \r\n",
       "L 270.441452 103.822797 \r\n",
       "L 270.662165 152.507326 \r\n",
       "L 270.882878 115.97841 \r\n",
       "L 271.103592 134.366208 \r\n",
       "L 271.324305 129.819873 \r\n",
       "L 271.545018 141.252922 \r\n",
       "L 271.765732 136.595212 \r\n",
       "L 271.986445 123.179851 \r\n",
       "L 272.207158 140.976725 \r\n",
       "L 272.427872 176.476465 \r\n",
       "L 272.648585 126.658335 \r\n",
       "L 272.869298 113.732028 \r\n",
       "L 273.090011 130.850537 \r\n",
       "L 273.310725 135.537878 \r\n",
       "L 273.531438 145.852408 \r\n",
       "L 273.972865 130.917154 \r\n",
       "L 274.193578 127.516091 \r\n",
       "L 274.414291 159.599407 \r\n",
       "L 274.635004 148.863798 \r\n",
       "L 274.855718 112.948431 \r\n",
       "L 275.076431 161.970494 \r\n",
       "L 275.297144 120.013094 \r\n",
       "L 275.517858 148.846454 \r\n",
       "L 275.738571 147.820958 \r\n",
       "L 275.959284 127.657424 \r\n",
       "L 276.179998 118.257063 \r\n",
       "L 276.400711 135.126072 \r\n",
       "L 276.621424 126.698176 \r\n",
       "L 276.842137 136.667235 \r\n",
       "L 277.062851 129.783637 \r\n",
       "L 277.283564 130.386114 \r\n",
       "L 277.504277 134.410743 \r\n",
       "L 277.724991 134.987479 \r\n",
       "L 277.945704 128.683275 \r\n",
       "L 278.387131 141.889299 \r\n",
       "L 278.607844 133.744785 \r\n",
       "L 278.828557 134.597841 \r\n",
       "L 279.269984 128.130685 \r\n",
       "L 279.490697 133.676076 \r\n",
       "L 279.71141 134.388469 \r\n",
       "L 279.932124 145.775237 \r\n",
       "L 280.152837 136.829832 \r\n",
       "L 280.37355 148.062731 \r\n",
       "L 280.814977 123.237953 \r\n",
       "L 281.03569 121.562161 \r\n",
       "L 281.256403 128.752397 \r\n",
       "L 281.477117 123.139722 \r\n",
       "L 281.69783 143.241011 \r\n",
       "L 281.918543 134.366208 \r\n",
       "L 282.139257 136.712278 \r\n",
       "L 282.35997 161.970494 \r\n",
       "L 282.580683 129.757962 \r\n",
       "L 282.801396 138.97332 \r\n",
       "L 283.02211 137.592202 \r\n",
       "L 283.242823 126.530618 \r\n",
       "L 283.463536 123.056827 \r\n",
       "L 283.68425 136.462326 \r\n",
       "L 283.904963 132.064897 \r\n",
       "L 284.34639 136.667235 \r\n",
       "L 284.787816 131.443343 \r\n",
       "L 285.008529 141.431665 \r\n",
       "L 285.229243 127.320367 \r\n",
       "L 285.449956 134.366208 \r\n",
       "L 285.891383 127.324469 \r\n",
       "L 286.112096 129.764751 \r\n",
       "L 286.332809 126.845886 \r\n",
       "L 286.553523 128.871167 \r\n",
       "L 286.994949 148.0687 \r\n",
       "L 287.215662 135.263455 \r\n",
       "L 287.436376 134.366208 \r\n",
       "L 287.657089 138.115679 \r\n",
       "L 287.877802 135.700164 \r\n",
       "L 288.098516 114.598193 \r\n",
       "L 288.760655 157.354643 \r\n",
       "L 288.981369 111.694793 \r\n",
       "L 289.422795 148.044294 \r\n",
       "L 289.643509 125.142116 \r\n",
       "L 289.864222 156.946656 \r\n",
       "L 290.305649 116.153541 \r\n",
       "L 290.526362 129.099591 \r\n",
       "L 290.747075 150.462037 \r\n",
       "L 290.967788 125.183273 \r\n",
       "L 291.188502 145.846488 \r\n",
       "L 291.409215 134.366208 \r\n",
       "L 291.629928 116.296568 \r\n",
       "L 291.850642 129.421428 \r\n",
       "L 292.071355 134.366208 \r\n",
       "L 292.292068 132.045755 \r\n",
       "L 292.512782 136.686372 \r\n",
       "L 292.733495 129.769799 \r\n",
       "L 292.954208 134.595304 \r\n",
       "L 293.174921 101.084488 \r\n",
       "L 293.395635 137.532389 \r\n",
       "L 293.616348 141.250375 \r\n",
       "L 293.837061 139.071377 \r\n",
       "L 294.057775 151.95614 \r\n",
       "L 294.278488 116.668555 \r\n",
       "L 294.499201 136.639378 \r\n",
       "L 294.719914 140.704299 \r\n",
       "L 294.940628 134.917532 \r\n",
       "L 295.161341 134.73525 \r\n",
       "L 295.382054 140.889057 \r\n",
       "L 295.602768 150.43215 \r\n",
       "L 295.823481 122.887364 \r\n",
       "L 296.044194 149.51292 \r\n",
       "L 296.264908 134.366208 \r\n",
       "L 296.485621 128.38633 \r\n",
       "L 296.706334 116.013886 \r\n",
       "L 296.927047 214.756364 \r\n",
       "L 297.147761 150.542103 \r\n",
       "L 297.368474 143.650129 \r\n",
       "L 297.589187 212.834561 \r\n",
       "L 297.809901 97.30959 \r\n",
       "L 298.251327 130.918249 \r\n",
       "L 298.472041 145.909148 \r\n",
       "L 298.692754 133.209298 \r\n",
       "L 298.913467 155.589091 \r\n",
       "L 299.13418 102.692545 \r\n",
       "L 299.575607 141.325426 \r\n",
       "L 299.79632 134.366208 \r\n",
       "L 300.017034 134.08975 \r\n",
       "L 300.237747 134.435601 \r\n",
       "L 300.679173 169.101857 \r\n",
       "L 300.899887 129.679411 \r\n",
       "L 301.1206 122.815442 \r\n",
       "L 301.341313 139.002959 \r\n",
       "L 301.562027 113.219676 \r\n",
       "L 302.003453 142.747574 \r\n",
       "L 302.224167 151.487316 \r\n",
       "L 302.44488 120.453033 \r\n",
       "L 302.886306 134.389744 \r\n",
       "L 303.10702 104.231708 \r\n",
       "L 303.327733 145.928664 \r\n",
       "L 303.548446 127.424226 \r\n",
       "L 303.76916 134.388593 \r\n",
       "L 303.989873 147.459324 \r\n",
       "L 304.210586 132.792546 \r\n",
       "L 304.4313 169.54719 \r\n",
       "L 304.652013 113.054986 \r\n",
       "L 304.872726 136.589839 \r\n",
       "L 305.093439 134.274293 \r\n",
       "L 305.314153 129.918439 \r\n",
       "L 305.534866 122.785479 \r\n",
       "L 305.755579 122.793753 \r\n",
       "L 306.197006 145.931519 \r\n",
       "L 306.638433 125.640668 \r\n",
       "L 306.859146 132.306457 \r\n",
       "L 307.079859 122.014658 \r\n",
       "L 307.300572 143.612302 \r\n",
       "L 307.521286 150.278998 \r\n",
       "L 307.741999 123.277486 \r\n",
       "L 307.962712 136.471818 \r\n",
       "L 308.183426 134.597952 \r\n",
       "L 308.404139 141.122692 \r\n",
       "L 308.624852 141.262884 \r\n",
       "L 308.845565 127.281011 \r\n",
       "L 309.066279 152.14306 \r\n",
       "L 309.286992 144.257968 \r\n",
       "L 309.507705 124.654286 \r\n",
       "L 309.728419 121.160622 \r\n",
       "L 309.949132 144.437057 \r\n",
       "L 310.169845 119.65643 \r\n",
       "L 310.611272 131.891197 \r\n",
       "L 310.831985 130.803604 \r\n",
       "L 311.052698 147.109915 \r\n",
       "L 311.494125 123.92909 \r\n",
       "L 311.714838 117.944257 \r\n",
       "L 311.935552 128.035305 \r\n",
       "L 312.156265 124.780288 \r\n",
       "L 312.376978 145.678869 \r\n",
       "L 312.597692 116.530679 \r\n",
       "L 312.818405 120.125872 \r\n",
       "L 313.039118 138.055549 \r\n",
       "L 313.259831 144.37828 \r\n",
       "L 313.701258 134.343866 \r\n",
       "L 313.921971 136.766752 \r\n",
       "L 314.363398 157.445839 \r\n",
       "L 314.584111 120.625139 \r\n",
       "L 314.804824 147.634174 \r\n",
       "L 315.025538 123.495173 \r\n",
       "L 315.466964 147.127649 \r\n",
       "L 315.908391 129.715648 \r\n",
       "L 316.129104 145.122294 \r\n",
       "L 316.349818 125.779913 \r\n",
       "L 316.570531 129.645741 \r\n",
       "L 316.791244 109.157185 \r\n",
       "L 317.011957 134.320386 \r\n",
       "L 317.232671 131.616908 \r\n",
       "L 317.453384 141.779287 \r\n",
       "L 317.674097 129.700178 \r\n",
       "L 317.894811 127.482901 \r\n",
       "L 318.115524 134.712537 \r\n",
       "L 318.336237 135.013073 \r\n",
       "L 318.556951 142.54001 \r\n",
       "L 318.777664 124.1322 \r\n",
       "L 318.998377 141.292399 \r\n",
       "L 319.21909 116.951571 \r\n",
       "L 319.439804 147.727399 \r\n",
       "L 319.660517 119.35752 \r\n",
       "L 319.88123 136.002858 \r\n",
       "L 320.101944 134.183101 \r\n",
       "L 320.322657 118.398138 \r\n",
       "L 320.54337 154.263003 \r\n",
       "L 320.764084 129.148858 \r\n",
       "L 320.984797 140.088958 \r\n",
       "L 321.20551 123.404116 \r\n",
       "L 321.426223 145.667881 \r\n",
       "L 321.86765 134.158435 \r\n",
       "L 322.088363 113.773507 \r\n",
       "L 322.309077 137.802925 \r\n",
       "L 322.52979 133.234561 \r\n",
       "L 322.750503 132.337402 \r\n",
       "L 322.971216 134.227844 \r\n",
       "L 323.19193 129.592706 \r\n",
       "L 323.412643 127.610489 \r\n",
       "L 323.633356 134.205627 \r\n",
       "L 323.85407 134.136491 \r\n",
       "L 324.074783 141.302229 \r\n",
       "L 324.295496 125.352733 \r\n",
       "L 324.51621 129.709998 \r\n",
       "L 324.736923 97.576134 \r\n",
       "L 324.957636 177.959625 \r\n",
       "L 325.178349 133.420581 \r\n",
       "L 325.399063 128.790861 \r\n",
       "L 325.619776 106.720715 \r\n",
       "L 325.840489 145.129838 \r\n",
       "L 326.061203 143.091208 \r\n",
       "L 326.281916 121.494346 \r\n",
       "L 326.502629 147.229232 \r\n",
       "L 326.944056 134.089798 \r\n",
       "L 327.164769 129.045406 \r\n",
       "L 327.385482 126.836302 \r\n",
       "L 327.826909 143.873273 \r\n",
       "L 328.047622 129.206876 \r\n",
       "L 328.268336 151.034172 \r\n",
       "L 328.489049 147.848929 \r\n",
       "L 328.709762 150.529899 \r\n",
       "L 328.930475 120.125053 \r\n",
       "L 329.151189 130.123442 \r\n",
       "L 329.371902 113.061235 \r\n",
       "L 329.592615 130.358789 \r\n",
       "L 329.813329 137.153865 \r\n",
       "L 330.034042 130.381336 \r\n",
       "L 330.254755 120.021048 \r\n",
       "L 330.696182 148.562402 \r\n",
       "L 330.916895 131.694604 \r\n",
       "L 331.137608 141.065429 \r\n",
       "L 331.358322 126.973702 \r\n",
       "L 331.799748 150.461514 \r\n",
       "L 332.020462 116.849771 \r\n",
       "L 332.241175 127.552452 \r\n",
       "L 332.461888 105.526303 \r\n",
       "L 332.903315 161.940026 \r\n",
       "L 333.124028 167.940043 \r\n",
       "L 333.344741 153.733259 \r\n",
       "L 333.565455 88.233374 \r\n",
       "L 333.786168 138.971056 \r\n",
       "L 334.006881 127.549713 \r\n",
       "L 334.227595 141.180223 \r\n",
       "L 334.448308 141.274064 \r\n",
       "L 334.669021 139.731802 \r\n",
       "L 334.889735 124.436902 \r\n",
       "L 335.110448 135.333429 \r\n",
       "L 335.551874 173.540306 \r\n",
       "L 335.772588 163.779551 \r\n",
       "L 335.993301 114.233043 \r\n",
       "L 336.214014 90.74494 \r\n",
       "L 336.434728 148.204028 \r\n",
       "L 336.876154 134.343864 \r\n",
       "L 337.096867 134.388551 \r\n",
       "L 337.317581 143.117164 \r\n",
       "L 337.538294 127.921475 \r\n",
       "L 337.759007 136.189688 \r\n",
       "L 338.200434 133.627552 \r\n",
       "L 338.421147 130.255155 \r\n",
       "L 338.641861 148.543377 \r\n",
       "L 338.862574 157.126112 \r\n",
       "L 339.083287 143.642659 \r\n",
       "L 339.304 146.008114 \r\n",
       "L 339.524714 212.856452 \r\n",
       "L 339.745427 92.130202 \r\n",
       "L 339.96614 153.719341 \r\n",
       "L 340.186854 109.070744 \r\n",
       "L 340.407567 103.697873 \r\n",
       "L 340.62828 131.099532 \r\n",
       "L 340.848994 142.263125 \r\n",
       "L 341.069707 110.042234 \r\n",
       "L 341.29042 170.897778 \r\n",
       "L 341.511133 106.988875 \r\n",
       "L 341.731847 128.626118 \r\n",
       "L 341.95256 121.361188 \r\n",
       "L 342.173273 142.159331 \r\n",
       "L 342.393987 123.492711 \r\n",
       "L 342.835413 153.81286 \r\n",
       "L 343.056126 143.20755 \r\n",
       "L 343.27684 112.991971 \r\n",
       "L 343.497553 134.412097 \r\n",
       "L 343.718266 134.320318 \r\n",
       "L 343.93898 118.058592 \r\n",
       "L 344.159693 146.037764 \r\n",
       "L 344.380406 137.07191 \r\n",
       "L 344.60112 120.419421 \r\n",
       "L 344.821833 152.57793 \r\n",
       "L 345.042546 145.841185 \r\n",
       "L 345.263259 134.434533 \r\n",
       "L 345.483973 141.288369 \r\n",
       "L 345.704686 133.902319 \r\n",
       "L 345.925399 133.99645 \r\n",
       "L 346.146113 102.87358 \r\n",
       "L 346.366826 157.36858 \r\n",
       "L 346.587539 122.816165 \r\n",
       "L 346.808253 127.449182 \r\n",
       "L 347.028966 141.974365 \r\n",
       "L 347.249679 144.867492 \r\n",
       "L 347.470392 126.404633 \r\n",
       "L 347.691106 121.896618 \r\n",
       "L 347.911819 134.342715 \r\n",
       "L 348.132532 134.366208 \r\n",
       "L 348.353246 136.678576 \r\n",
       "L 348.573959 132.49326 \r\n",
       "L 348.794672 134.389701 \r\n",
       "L 349.015386 126.851665 \r\n",
       "L 349.236099 150.659642 \r\n",
       "L 349.456812 134.343822 \r\n",
       "L 349.677525 127.217504 \r\n",
       "L 349.898239 155.31521 \r\n",
       "L 350.118952 116.820092 \r\n",
       "L 350.560379 153.706283 \r\n",
       "L 350.781092 136.727108 \r\n",
       "L 351.001805 145.762043 \r\n",
       "L 351.222518 140.344 \r\n",
       "L 351.663945 110.28805 \r\n",
       "L 351.884658 124.114796 \r\n",
       "L 352.105372 93.723242 \r\n",
       "L 352.546798 159.468057 \r\n",
       "L 352.767512 122.815157 \r\n",
       "L 352.988225 137.829499 \r\n",
       "L 353.208938 129.701073 \r\n",
       "L 353.429651 135.567111 \r\n",
       "L 353.650365 132.011169 \r\n",
       "L 353.871078 125.17735 \r\n",
       "L 354.312505 133.026803 \r\n",
       "L 354.753931 143.641837 \r\n",
       "L 354.974645 134.34387 \r\n",
       "L 355.195358 134.388545 \r\n",
       "L 355.416071 134.874392 \r\n",
       "L 355.636784 138.497689 \r\n",
       "L 355.857498 136.259802 \r\n",
       "L 356.078211 144.364725 \r\n",
       "L 356.298924 122.999662 \r\n",
       "L 356.519638 147.272061 \r\n",
       "L 356.740351 121.612445 \r\n",
       "L 357.181777 152.888144 \r\n",
       "L 357.402491 122.806926 \r\n",
       "L 357.623204 122.859886 \r\n",
       "L 357.843917 127.417272 \r\n",
       "L 358.064631 134.411995 \r\n",
       "L 358.064631 134.411995 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 38.482813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 373.282813 224.64 \r\n",
       "L 373.282813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 373.282813 224.64 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 38.482813 7.2 \r\n",
       "L 373.282813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p17903c1fab\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"38.482813\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dpc.plot(kind='line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c25046b278>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAD4CAYAAADhNOGaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO2dd3xb1fn/P4+Wt2MndvZeJCFkEUIgzEAgAcpsCxQKpfRHaemkK2xKy2rp+NLSUkpDS8tsSkuAhAAhhBWyCNnLGSRO4tgZ3rascX5/3Huuzr26kiVZ1oie9+vll6Vzh45k6zzn2SSEAMMwDJO7ONI9AYZhGCa9sCBgGIbJcVgQMAzD5DgsCBiGYXIcFgQMwzA5jivdE4iHiooKMXTo0HRPg2EYJqtYs2bNYSFEZaTjWSUIhg4ditWrV6d7GgzDMFkFEX0e7TibhhiGYXIcFgQMwzA5DgsChmGYHIcFAcMwTI7DgoBhGCbHYUHAMAyT47AgYBiGyXFYEDAMk9Gs+fwoNh1oSPc0jmuyKqGMYZjc46o/LwcA7Hnk4jTP5PiFNQKGYTIWbpyVGlgQMAyTsfgCLAhSAQsChmEyFn8wmO4p5AQsCBiGSQq1je049aF3UFXblLR7+oOsEaSCTgUBEc0joloi2hjhOBHR40RURUTriWiKcuxGItqh/9yojL9HRNuI6DP9p3dy3g7DMOli4YaDONToxbPLoxa6jAs/m4ZSQiwawd8BzI5yfA6AUfrPLQD+DABE1BPAfQBOBTANwH1EVK5cd50QYpL+U5vA3BmGyRCavX7c/9pmAECeK3mGBtU0tKuuOWn3Zcx0+hcTQrwP4GiUUy4D8KzQ+ARAGRH1A3AhgLeFEEeFEMcAvI3oAoVhmCzl7c01xuPP9tVj9+GWpNxX1Qhm/mYZmr3+pNyXMZMM0T0AwD7lebU+Fmlc8oxuFrqHiCjSzYnoFiJaTUSr6+rqkjBdhmGSTWtHwHi8as8xnPvYe0m5b8DiI/jHx3uScl/GTDIEgd0iLqKMA5pZ6CQAZ+o/X410cyHEU0KIqUKIqZWVETutMQyTRprau2en7gsEoz5nkkMyBEE1gEHK84EADkQZhxBiv/67CcDz0HwIDMNkKTUN7d1yX6tG0Nzux+o90SzVTCIkQxAsAHCDHj00HUCDEOIggMUALiCict1JfAGAxUTkIqIKACAiN4BLANhGJDEMkx1sPtiIPqV5Sb+vTCjrVeQBADz94W588cnlrBkkmVjCR18AsBzACURUTUQ3E9GtRHSrfspCALsAVAH4K4BvA4AQ4iiAXwBYpf88oI/lQRMI6wF8BmC/fh3DMBnOun31uH/BprDSD15fAKP7lCR83511zfhk15GwcakRPHrVBAzpVWiMBzOk9MRT7+/ErxdvTfc0ukynReeEENd2clwAuC3CsXkA5lnGWgCcHMccGYbJEC574iMAwNw5Y5Dvdhrj7b4g+vZwRrqsU877zTIAwMwxvbG+uh6r754FAFi48SAALYy0ojgPnx9pBQBkiBzAQws1IfCTC8ekeSZdgzOLGYaxZfOBxohF3zosppl2f8AkGABgr75oW2lo85nCS9XXeHdrLQ43dwAA/IEg/vzeTgCAy+HAms+PGedlikZwvMCCgGGYMD7ccRgXPf4BXlgZigD//Eho8fb5zYLA6wuGJZL9cekO23tf89QnOPex9ww7/38+3W973qKNodyE88aaiw9kWuWJbPdZsCBgGCaMw81eAMBHOw8bYyt2haJ1YtEIjrb4bO+95WAjAKCxTTu+/VB4baJbnl2N37+z3XhORPjjVyYbz9OtEXzrX2vwyqfVxvPuCp9NFSwIGIYJo0eBGwDw5sYajLhzIapqm/Hp3pBppsOiEbT7wgWBvEckGnRBUOAO9y28tfkQdtZpGsjXTh8KAOhVFIpKEmnegC/aWIPbX15nPJdCLVthQcAwTBjS1BEICgSCAgs3HDRVAlUFgRACXr/ZNFSc58K+Y62m89t9AexRfANHWjRfQGVJ5LDTHgVu3H/piQCAQk9IYAikRiMIBAUaWjtf5LNdI+BWlQzDhGE1/ZTku+BVFn/1cUcgCCFg0giavX6s3H0U2w81ocMfxCV/+DDsNdbtq8cpQ3uGaRcqXn+odEWBIghS5SN4aOEW/O3D3QBCrTLtHOgdgUDYWDbBgoBhmDCszs88lxMdyqKsCoonlmqRPXYF4fYcbolYgE6Ggrb7Iy+iambx4J6pzyNYsO6A8VgIASIKy3YGgCz3FbNpiGGYcKy79KAQpjH18b9Xa5FFdU3esPt4XA48vMg+4aq2SStL4fVp9+qpZw+rqOaofLcTv7x8vDGfVNOuz9OuWU62d1JjQcAwTBhWQeD1B01aQIc/iGavH8GgMBZluyqT3ihmH39AoNnrx/KdR1BW6Mb104eEnWNd7x16oeJ0BA01tfsQDIowsxkQXhMp22BBwDBMGNYFvN0XQIc/iOI8zZp8w7yVGH/fYjz94S7Tea995wy8/t0zjOd/fLcKADC8ogjThvU0nbtkay3G37cYK/ccRUm+Cz88fxTe+/E5Uefl0KVNOjSC8367DHP+74OwHAoA+OrfVkZMvssGWBAwDBOG2l9Ae+7Hqj3H4HKa9/1PLN2J8f17ANCSvk4a2APjB/TA326cCgDYsL8BAPDT2WPwmy9NNK6zdiAZ07cURIShFUXG2K1nj8C7PzrbdJ7UCFK1AVen2dTux7ZDTUbYqxU1+S7bYEHAMEwYVsfvh1VaQbh6SyhlQ5sPwyuL4CBg9vh+xni/HgWm8wo8TniU8NLSfHOOgV3OwU8vPAHDK4tNY1KABFMkCexaZs3U6yJZeXdr9nbcZUHAMEwY1rh46TN4+MqTws491upDiWVht8b557sc8DhDy01JvmZikg7in84+Iey+Dkf4KpxOH0FnvLPlkOEAzzY4fJRhmDCsGkFbh/a8t03yV01Du2m3D4T6CEiICHluc8IZAFw6sb+RMCZZ/IOz4IywRXXo46nwETy/Yi8ONYZHQkXjiXer8PPLxnfTjLoP1ggYhgmjwxLb3+bTnhd6QnvH6cM15++Rlg7Tbh8AxvYz9ybwBYKma9v1+9n1MDihbwlG9rbvbRDyEXS/IPi/JdujHh/dpzhszE6LyQZYEDAME4Y/IHBi/1LjeZvuPFZt+dKsU9PQZph6JHkuJ8b01Rbz0X2KcdrwXqbjAX0hH1Bu9iV0BqXQWWyNnFp37wUmzeeG04aGXZPnSrwnQzphQcAwTBj+oIBL2eXLZKriPJexEy4v1ATBsVZfmPNX5Wezxxg75VvOGo4BZQVo69DuV9ZJYTorcsOdilBNNUzU7ST0KHQbBfK+ePJAXHfqYHzw03NN17hYI2AY5njBHwyaFjWZROVykmGekYIAAIrzw92NMsmqKC907M6LxuKjuTMxolILE1ULycVCKsNHVT/H/FtPBxCab3mhG0QU5huxSzbLBlgQMAwThj8g4HKQUdJB4nY6jDj6YUrMf01DeLSMXBRVgSF54ropuGPOGIzsHW5nj0YqE8p8etmIgeUFmDioDECo8J3UlpyKsCzNd0UtoJfJsCBgGCYMzTREYWUf3E7C1acMAgBMGVJujNsVjpOLot2uv6I4D988e4Rh848V6mZn8cb9DdioJ8HJl1BDY/N1H4BbCgJl/nluZ9SSGpkMCwKGYcLwBwVcjvDlwe104Afnj8amn1+IQYqj125dvuvisehR4Ebv0sj9BuJFLrvdpRBc8ocPjZLZbj2L+s6LQo3p3bopyKMfcyumIY/TYSqbnU2wIGAYJgx/IGgshCrSJl6U5zI5k+0ygy+Z0B/r7rsgqZE0XQ0frWlox0MLt8DfiS1/39FW+AIC3zl3JM4cVRl2XPZeUJvxuJ0EfyADM91igAUBwzBhBILCsH8/fYNWN+j2WaMNk4iVP103JSXzCiWUJXb9L9/YjKfe34UPdhyOet4f3t0BALhsUn/TuFfPfyjT/R6qQ93hICMstqv4A8GUFrHjzGKGYcLwBYLGjv/8cX2M7lyR6F8WXz5AopBRYiKxRVJqNHa9E9R7vry6Ghed1BejLAlv0u8hw15VH4eTKCk1kAJBgbH3vonrTh0SlnXdXbBGwDBMGP6ggDsDY+K7Gj7aU9/Jy37JKlZHb++S/IjnlBeFm8KcDvvuZfFSfUwzS/394z1dvlesxCQIiGgeEdUS0cYIx4mIHieiKiJaT0RTlGM3EtEO/edGZfxkItqgX/M4xRs+wDBMt+EPCDhtnMXppqsJZTKC6XBzuEbwxNIq0/MCm2gnKQh6FISHxDqI8NbmQ3hrU01Cc5PYaSvdTax/6b8DmB3l+BwAo/SfWwD8GQCIqCeA+wCcCmAagPuISMac/Vk/V14X7f4Mw6QQrz9oKhIXiZdumY7nvnFqCmakIX0UicTrCyHwuN4o52BDW9ixP7xrEQRuO0EgfQT2GgEA3PLPNXHPTeXBhVtMz4NB0e3+gpgEgRDifQBHo5xyGYBnhcYnAMqIqB+ACwG8LYQ4KoQ4BuBtALP1Y6VCiOVCe4fPAri8S++EYZik0ez1oSSvcxfiqcN7YcbIihTMSKNIL1zX0hF/mGaTUlF1/zGzILBWSwWAfBtB+I0zhgMwR0k99qWJeO4bp3a54JwQAn9+byfW7q03xhrafFi0sQaj716EHYeaunT/aCRL9xsAQG3PU62PRRuvthkPg4huIaLVRLS6rq4uSdNlGCYSvkAQ7b5QW8pMoihP26W3WMpkx4JaO2h/vVkQqAlxF57YB4C91vH980dhzyMXm6KnvnjyQMwYWdHlXfvh5g48+uZW09i8D3ejsd0HX0CYSnUkm2QJAjtRKBIYDx8U4ikhxFQhxNTKyvB4XoZhkotcZLtz4UkUOaeWjvgFgVoH6HBzB47pDuN2XwC/f3uHcezaaYMBAOeO6R3X/dXchiVbDmFDdUPC85Nhqfvr2wyfQ2mcBfriIVl/6WoAg5TnAwEc0MfPsYy/p48PtDmfYZg0I7uT2RWSSzfS2dvqjd805PWZd/jbDjWhpqEdP3jpM9P4OSf0xrZfzo47ES6o3P7mf6wGgE7DblVUDeTyyQMwf0015q8JGU6K4izQFw/J0ggWALhBjx6aDqBBCHEQwGIAFxBRue4kvgDAYv1YExFN16OFbgDwapLmwjBMF5C77Vh8BKlGNrexdlCLBbnj/uZZmp2/xes3LbQAMEDPh0gkG7qr7lxVEJw5Ktzv0p2BlbGGj74AYDmAE4iomohuJqJbiehW/ZSFAHYBqALwVwDfBgAhxFEAvwCwSv95QB8DgG8BeFq/ZieARcl5SwzDdIXmDNYInA5CgduJ1gRMQ1IjKNcb6jR7/YbPQWLXkzlWrD4COx/LocbIPY19uqD6+aUn4rJJti7TbiOmv7QQ4tpOjgsAt0U4Ng/APJvx1QCyr7knwxznNGWwjwDQ5tWciGlIdwjLzmot3gAmDy7H4k2HjHPOGp24H9Ja/8haf2nptlrc9MwqPPO1U2z9DzJHYUivwoTnkCiZlzHCMExakfb3eJvGpIqivMQ0AtllraJYCgK/qfjcnPF9uzQvKQe+f94oXDttsNHnWbJunxYWunZfvfVSACGNQPZ/ltFLqSAzRT7DMGlD7mydGZrsX+B2Gj2U46GpXWuo06dUKx3R7PUbdv3tv5zT5TaT8nMbVlGE1g5/mLBydFInSfoIZD2kJ68/GdsPNePC37/fpXnFAmsEDMOYkMtUplZ9IaKEag3JaKgeBW7kux1obPcZ5bY9LkcSEsK0304HocDjQrsvaCpCJ2+vhokKIfDiyr1o6wgYGoHMUSAilKTIT8OCgGEYE3LHmoE15wBo80okeatR1whKC9xo9wXxzEd7tCqrSaqpJGfkdpJhVlPNQ1Kw/mXZLmPsrc2HMPeVDfj9ku1hGgGQOoc9CwKGYUxIE0emagROByXUmKax3Q8ioNgTWlyf/nC3bQOeRJCVR10ORyjfoSMAIQTe21YbJry8/gDufVWr49ni9Ruagpq1LEtqXDVlILoT9hEwDGNCrleZqhEkbhryodjjgsNBuPeScXjg9c0QAhGb7cSLdDznuR1Gwbq2jgAWrDuA779oTloLBAWWbavDoUat0ui/PtmLiQPLtOsVjcDpIHx6z6xuNxGxRsAwjAm5yJJtJZj046DOW1V6/QF84x+rjEb07b4A5q+pNso0fP2MYehdovVSdiVLI9DnlOdyGolvrT6/be5Aa4cf9a0+01itXn7aKph6FnmSJqwiwYKAYRgTIdNQmicSAQcRmtr9aPcFsHF/A9p1O3x9aweCQQFfIIjlO4/gnS21uOVZrdTDnf/dgKZ2v6nYnCyzXZqfnBo+Miooz2U2Ddn1dTjY0I46S0+EXy/eBsDsI0gVbBpiGMaMNA1lqG3IQcCaffUYc8+bALS4/ZtmDMWkB97Gd84diaOtHXh+xV4AwIEGbTf+3jatcvHwiiLjPvuOakJh9+GWJM1LFwRuh9HUpq7Ji1+8vjns3At+FzkkNB2CgDUChmFMGBpBmucRiVpLB6/61g6jP8Efl1bhoypzY/r99W04qlca7WHTUMafhPaSQKgxjdsZ0gg+/fxYp9dNHNjD9DxZzut4YEHAMIyJoOEszkxR0Nhmtq13BIQlXt887zXKYmxna7/74rFJmZcUBEIIQxC0+zpPfJsypNz03NPN/gA7WBAwDGNCILPzCKw7eF8gaErSspp6Nh9oNB737xHekP6rpw1JyrzOOUGrU1Ra4EaB7iy2lpmwsuwn50D1e7udlJawXRYEDMOYMNbZDBUEATtBEKWH8ZPLdgIAepfk4YHLQ3Uux/UrBZBYyWk77rpoLD746bnoXZKPQrfUCKL3Vh7Sq8gUAZUObQBgZzHDMBZCmcWZKQn8gXBB4AuYF9w+pXkICs1ZK/nxhSeYIoT+863TjZDPZOByOjCop1Y5VDqLo7XU/Petp2nnukOCyJ0GRzHAGgHDMBZEhvsI/EHzon+gvt1UtgEAzh5diY9+NhOv3jbDGBvbt9R0ToHH2W19mfNcDjhIaz6v8pVTBxuPR/cpAQB877xRxli6NAIWBAzDmMj0qCFrkM9n++rxxoaDprFCjwseV2iHDgDjB5gFQXdCRCj0uLDaEjV0RMkdyNfzGIryXLh8Un8Ayctyjhc2DTEMYyLTNYJYyNfNLU7F451qJ2yBx2lqqdmnNA+3nDUCN80Yhm01TSbfxFA9v8Gq7aQKFgQMw5gwNIIMtxfcNGMoNh9oxIrdRyOek46YfIlq5rn5jGG455JxxvPpw3uZzh1YrmkuslR2qsnwPzXDMKlGGLWGMptvnDnc2Plb2XesFYBZI0g1qgJy/fToIarSVxEt+qk7YUHAMIyJUB5BZosCj9MR0aZeWawXlEtSr4FEkJ/fmaMqMEwpbWGHrC6arCzneGFBwDCMiUzPLJZ4XA54XPZz/NnsMQDSqxHIl+5bGp7EZqW7opdihQUBwzAmMr36qMTjdIQll0lkHH86kYI0ltwA6Swe07ekW+cUCXYWMwxjwvARZLogcDnQ2JYe52osyM/PHYNW0qPAjXlfm4oT+qYuxFWFBQHDMCYyPbNYkk6zTyzIz88VY27AzDF9unM6UYlphkQ0m4i2EVEVEc21OT6EiJYQ0Xoieo+IBirHHiWijfrP1cr434loNxF9pv9MSs5bYo4nqmqbcUwvIcykhmCWRA0BCCstkUkYpqE0JYnFQ6caARE5ATwBYBaAagCriGiBEELttvAYgGeFEP8gopkAHgbwVSK6GMAUAJMA5AFYRkSLhBCyHOBPhBDzk/h+mOOM83+7DBXFeVh99/npnkrOkE0JZT7FR/Cvm0/Fv9fsgzND5m2YhtKYyxArsZiGpgGoEkLsAgAiehHAZQBUQTAOwA/1x0sB/E8ZXyaE8APwE9E6ALMBvJyEuTM5wmFLSz+me8l0Z7HH6TDKTufpu+3/3TYDkwaV4YxRFWHnP3LlSRidJicskB0aQSwzHABgn/K8Wh9TWQfgKv3xFQBKiKiXPj6HiAqJqALAuQAGKdc9qJuTfkdEeXYvTkS3ENFqIlpdV1cXw3QZhukKwhAEmSkJ3vvJOfjvt08HAPxg1ihcMXkAxveP7GS9ZtpgTBlcHvF4dyFzAlxZoBHEIgjs3oU1ZuvHAM4morUAzgawH4BfCPEWgIUAPgbwAoDlAKSb/w4AYwCcAqAngJ/ZvbgQ4ikhxFQhxNTKysoYpsswTFcQyNymNADQv6wAk/WF/fQRFfjd1ZNidsimEtk1zZ3GpLZYiWWG1TDv4gcCOKCeIIQ4IIS4UggxGcBd+liD/vtBIcQkIcQsaEJlhz5+UGh4ATwDzQTFMAYiibXimdgJCpEV/oFMZ5feKS2YBf/HsQiCVQBGEdEwIvIAuAbAAvUEIqogMkpU3QFgnj7u1E1EIKIJACYAeEt/3k//TQAuB7Cx62+HOZ6IlCwU7z3uX7AJ5/92GQuWGAmKzPUPZCNHWzM/6q1TZ7EQwk9E3wGwGIATwDwhxCYiegDAaiHEAgDnAHiYiASA9wHcpl/uBvCBbmtsBHC97jgGgOeIqBKalvAZgFuT97aY44Fk1F2Z+5/1+PeaagDA+uoGTBxU1uV7Hu8Ikbn+gWyEsiAQN6aEMiHEQmi2fnXsXuXxfABhYaBCiHZokUN295wZ10yZrKah1Ydzf/Me/nrDyTh5SM+YrklGjLgUAgBwlPMRYkIIkdE+gmwjGz7LzPdiMMcFG/Y34GhLBx5bvD3ma6y9aeOlrSNgfu4LRDiTUQkKkRW72GwhG5QrFgRMSuhRoDUNt/Zw/dn89Xjmo9221/iUbk3+BLSDtXvNbQKtgoGxJyiyYxebLaSpsnRcsCBgUoJHr8BoFQQvrd6Hn7+2Oez8YFDg4sc/NJ53xCkIWrx+fOXpFQCAacM0U1QrawQxEQgKOFgSJI1gFkgCFgRMSpAhdLEu6E3tftQ1hTKKvb74BMHeo63G46e+ejIAYP7qfXhrUw2a2n2RLmOg/a0yvaBbNjGoZ2G6p9ApLAiYlCAFQWe7o3ZfAP5AEI2WxdobZws/1R8gzVLrqhtwyz/X4KT738LWmsZIl+Y8nEeQXK47dXC6p9ApLAiYlCBD+AOdxPKf8ehSjLxrEV5ctdc07vWbzTrBoIDXH4DXHzBpDpJmpQk4EeGG08w9Y5/7ZK/1EkYnEMyOgnPZQjaE4nI/AiYlSI0gWpLYvqOtRoG5J5buNB2zagS/fGML5n20G+eN6Y0lW2ux55GLTcdrGttNz2sbzcJiSK/MV9fTRTAokIEVG5huhP/cTEqQikAk05AQAmf+amnE660+gnl6pNGSrbUAgA5FUNQ1ebFy91HT+RecaG760dSeuZ2t0k1AiIwp5cykBhYETEowNIIIpqH11Q1Rr7eahqy0doQW9lMefAfz11SjJM+FtffMAgBcMdlcMJcFQWSCgqOGcg0WBExKkIpAe4Ton8ue+ChsrKLYY5Qbrm+NHunTYpMjUFmSh/IiDwDNTnv99JDTriPAoaSRCAbZWZxrsCBgUoJa8K0jxgigR66cgIHlmi2/+lhr9HMXbQ0by3c7Tc9/cdl47HroIvQtzY95DrlIQGR+P2AmubAgYFKC6hr4eOdheP2BThfjAeUF6Knv6BvaoptyXlunVUZXBU6+2/zvTURwOAgel4MFQRQ0jSDds2BSCUcNMSlBXaC/9swqAMCo3sVRr+lfVgCng+B2kslHEK3chBpdVOBx2p7jcTnizlROFnP/sx6vrN2P7b+ck5bXjwVOKEsOS350NhrbsiN5kQUBkxLsgoV21DZHvUYmguW7nCbfQrTksnYlkazAHUEQOB3o8Kcn7f/FVfs6PynNBNhHkBRGVEbf6GQSLAiYlBBPU5ivnT4U3z9vlPE8z+0waQSRBEGHP2hyGlt9BJJ0agSSQDBzd92cWZx7sI8gyWw52Ijzf7ssrLharhNP3S2Xg4xoHwDIC9MI7CN+1lfXo6ahzXgeyQ+gaQTpjRpqzuDw1UwWUkz3wIIgyfz27e2oqm3G8p2Hk3K/m55ZiX8u35OUe6WTePq2ju5bYnqe53agXdUIIoSgbq1pwoH6UEZxrU3pCXm/eGsXReP7L67FPf/biGF3vIF3tx6K6RprLaVMIiDAeQQ5BguCDGfptjrc8+qmdE+jy8QiBsoL3fjjVybjSycPNI0Xepxo9YZ20Afq20zHP547E24nYd+xVtMCa1eDCABK8l1JSyhrbPfh1c8O4J+ffA4hgOdXxOYDyOSENu5QlnuwIEgy/P2xR9UISvLsXVNupwOXTOgfVqSrb2kBlm6rgxACzUqfgcmDy/DBT89F/7IC+AICf1m2CztrW4zrepfm2b5OWaEH9UlqKN7iNS/oxXn2fgkrmVwKOxDkEhO5BgsCJiVIZ/Grt83AiAhho5GcuzIMtPpYm0kb+NGsE8JqvcsaRPO+NhV/0fsQWMlzOXC4uQP7LZrF0Llv4MllO22vseON9QfDitnFSiZrBNyYJvdgQZAl+AJBnP3rpXho4RY8YNPRK9ORXScdRBEdkWeMqrAdnzVOKxjn9QdMgiBPSRhbfsdM0zUzx/RB75J82/uN7VsKQDMx3fXfDXh8yQ4j7NQuQ9mO2qZ23Pb8p7jp76tM44s3hXwEXn8AP/n3OqzYdQQrdh3BmHsWGcdaOjJXEAS56FzOweGjWUJtkxefH2nFU+/vAgD8bM4JyHPFZobIBKRpiMg+lPTui8fihtOG2l7r1gWHLyBwsCHkDM5zhQRBvx4FuP8L43D/a5vDeg9YGdizAIC2831uhdaX4JppgwBEzj2wIt/C0Razicmhvz8iwpmPLkVtkxf/XlON00f0ijkXIt0EggJ5LhYEuQRrBEni46rDRi19ANh3tC3K2fFjdXxmcvihHXLpJwo9/tY5IzB5cBkAYNKgMqOvsRWXXhzfHxA41KgKgsQEocuh3W+pXsIaABZtqAEAFMVo448UBdXSETAK5KlRS9bzM7nEhS8g4HayIMglWBAkia88vQJffnK58fzBhVu6fE+1dv/+Y2bB0uzNMkGgL4QOIiOnYNqwnkYoaCT/AABjUeoIBE229bwIgqMzpGnqL0ZYhBUAACAASURBVLp2BQD3LdAis2LtL+sPRGmwc6w1vKOa5fRM1gi8/kBWaZtM14npm0REs4loGxFVEdFcm+NDiGgJEa0noveIaKBy7FEi2qj/XK2MDyOiFUS0g4heIiKP9b7Zglzkdh1uMfXK7Spq7f6DDWZBkMnORjvkQuggQmm+ZpEsdDtx98VjMbyiCCOj1B1yGxpB0BSlk2cpKlekRyPJ0hSRcEVxhI7R/Qed4YuSmVzX5DUlFJYXusPMYZ31V+hOVuw6gttf+gx7j7RiQ3UDRt+9CNfrkViApq1YP1vm+KZTHwEROQE8AWAWgGoAq4hogRBC9Vg+BuBZIcQ/iGgmgIcBfJWILgYwBcAkAHkAlhHRIiFEI4BHAfxOCPEiET0J4GYAf07mm0sVavvF/j0KjMcNbT6U5rsS7lmq3nftvnrTsXQuJIkQNDQC4Gezx6Bv6R6MH9ADRXkuvPvjc6JeKxduf1CgSRUEll3rlVMGorHd32mz8GhZs4FgbDt1f5RU6UBQmIqNjepTEtaiM1JSXCr46t9WoiMQxCtr9xtjH1YdNnwbXn8QHu5VmVPE8teeBqBKCLFLCNEB4EUAl1nOGQdgif54qXJ8HIBlQgi/EKIFwDoAs0lbGWcCmK+f9w8Alyf+NtKLunNv8oYWgIk/fwv/Vb5scd9XWTzeWH/Qcizh26YF+VaIgPEDeuDXX5po7OA7Q/oIfIGgyTdiLTPtdBBuPmNYVDOTPE9lzvi+ePbr09C/R37UBV7FTiOQ/o5AUJg0AiFEuI8gjX/ASL4Yn27u8rJGkHPE8tceAEBNl6zWx1TWAbhKf3wFgBIi6qWPzyGiQiKqAHAugEEAegGoF0L4o9wza1C/42pUCwCs3VuPROls15lNCCNqKH7tSPoI/AFhMg0lumu1moYmDSrDWaMr4XE5Yv5crT6ClXeeh0eunABA2xhIQVCS70IgKMJ9BGnUCCIJAimcOvxBeJzsI8glYvkm2X1zrd+WHwM4m4jWAjgbwH4AfiHEWwAWAvgYwAsAlgPwx3hP7cWJbiGi1US0uq6uLobpph518ag6ZC6t3Nmu1x8IYt9R++5bkRq9A/FV8+wKH1Udxt4j0buDxYJQfATxIqN8ahrbsfrzY6HxBAWBVSOQz50Ogj8g8Mb6g3hrU03Ue/gtJqSK4jxDYKkaQXmhB0ER/veSiW/poDVCDoOMZPL6A6wR5Bix/LWroe3iJQMBHFBPEEIcEEJcKYSYDOAufaxB//2gEGKSEGIWNAGwA8BhAGVE5Ip0T+XeTwkhpgohplZWVsbx1lKH2TRk/pJ1tlb9/p0dOPNXS8OcwUAnGkGKBMF1T6/AWb9eiiv/9FHEBSQWVB9BvMgF9v+W7Ej49VWkYJFILcXlcMAfDOK25z/FLf9cE/Ue0ozyf9dMwr9uPhUORyhRzh8QRghpeZEHQSGQbxOFM/WX78Qc/fX9F9fi6r8s7/zEGIhkOrvrvxuwbHsdfAGBwhjzKZjjg1gEwSoAo/QoHw+AawAsUE8gogoikve6A8A8fdypm4hARBMATADwltC2R0sBfFG/5kYAr3b1zaQLYdHye5eEatzsqmuJ2lFr5e6jAIA7X9kQdkwunqP7hEfUpNo09One+i6ZuQwfQQLVmGTUUKQicvHitMTIy6cuJxkLOAC0dUR2yEvTUP+yAiMjWgqCH/17naERlBW4EQgKFOeHa4aHm714V8lliMarnx3ACv1/pavMGd/X9FxGWS3aWIMb560EAJQVRo+8Yo4vOhUEuh3/OwAWA9gC4GUhxCYieoCILtVPOwfANiLaDqAPgAf1cTeAD4hoM4CnAFyv+AV+BuB2IqqC5jP4W5LeU8qx7s57KrX0F22swfdeXBvxWrl4LN0WbvaSGkFJvvalHF5RhAcuOxFAfGWdE8Wa9NSVFCMZjWNdhGPBZbkm0fwB434WtUSWvXY5yLTY/nj+uoj3kCUpVD+FanI62tKBkjyX4XeIFOWVjr4V1k2E+v8qKe0kBJc5vogpbEMIsRCarV8du1d5PB+hCCD1nHZokUN299wFLSIp67F+saxx7As3RLY3C8U1cuHv3scr3z7d8CtIH0Gx/rxPaT4mDyoHAMz7cA/OPaF3wqGpsWDdEXcliU2aUtwJ2IbcFvva2ntnRd2td4bqp3j269Nw+gjzjl5iTeJTqdEznPuUhuoZqdfPX1ONwT0L4SRCUAhTeQmVI82daznRfEWJYHV02+3+O8vFYI4v2COUBKyOwPLC2HPj1EVu26EmLN0WMhXIXaT6pZTm7Q+rDmNddQPu/t+GsHo3ycJaGK0rhdJkuKV1UY8F6w6+0ONCr2L7EtPx3m9c/1ACWY0l4mtIr8hZxgcb2uByECoVM6Dqe2jtCKCs0A2ngxAICrRGEFzHYvjbVdVF7+0cL1LTHNKrEP165OOLlv4PgFaqm8kdWBAkAatpSF0cJJ/uPRY2BphDTwGzDb3Zqy0eUnV3OsyVO19evQ//+mQvfvv2toTm3RlWAeOLUlahM+Qu1GrmiYVEo4Mi4VZMS6pgkprY984bhRGVRVHLSBysb0ef0nzT38NasfPMUZVwOLSSGtXHwiOvBpQVGH/jSGw/1IQLfvd+9DcUJ/5gECN7F2PZT87F8jvOw5CeRWHnsEaQW3D10SRgNQ2V29hcX1q5D1MGl4eNW0tStCvPZfJUoV6P3+kg02LT3gXzSCxYcyKiLYyd4QsmrhEkuwCaGhGj2vhf+fbpWLXnKM4aVYnFG2vCQkRV9te3oV8Pc5lrq/+j0OOEgzQnd7PXjzvmjMHFE/qhrskLrz+Ie1/dGNbYRnKk2YsCjxMvrYqt41k8+ALCpBXZ5RWUs7M4p2CNIAlYd/XTh/cMO+fkIZoQeOXTaty/INR60mrrVnvzNutZyqogUBuG7KjVTAaJLK6xYI1oibX8gooMi/X5dR9BQqah5L4/9TNUhUxJvhszx/SBy+mAy0nRNYKGdvQvKzCNWTWC66cPgZPI8K2M6VeKgeWFmDy4HNOH90JRngt1EXwEJ//yHVz+xEdhmoT0FyzeVINfvL45oXySdfvqTZqZnaBl01BuwYIgCVg1gtNHVGDN3eebxj6sOoyhc9/A7S+vw98/3mOMt/sDqFDs3UebO/DMR7uxs67ZKCx3wYl9cfboStx18VjTYrNhfwOA2Gvox8sLK/eansdrGnpvWy1Oe/hdvLP5EPzBIIii1/mJhLpQnRmheU2iRJqPy+mAL4KTNhgUqGloR78yi0ag3GvPIxfD7XRg04FGY2x4hdkE06ckHxv1v6Ed2w81Y1tNk2lMZv9+859r8LcPd+PNjdET36z89f1dqG3ymv6PrBrBgu/MiOueTPbDgiAJ2CV3WZ2ZC9aZ8+XkTq69I4BzTgglyv3m7e34+WubcfVfPjF2kpXFefjH16dhRGWx7cIVa82eeLCLVIlmKrFj3T5tkXv0za1ajfsEd/ZqZNQ/bz41oXvEcm8Vl4MiakDvba9FRyBoKjAor7GihodaTUnj+pfC6w9GzTOxCl+vP4jNinC5/eV1Ua+3Isuj33zmcGNMDcfd88jFmDCwLOb7MccHLAiSQCLhfX98twqA5iOw29EfbvYaGoG60Nv1km1PYunr+WuqMXTuG9hSoy02X5jY3zhmXZQ6/MGIpon3t9fhd+9sB6CZsHyBYFY1O3E5yFYDOtzsxdf/vhoA0KfULOzl30YdV/M9rE5vuRO3vs72QyEtwCp8J/78LVz0+AfG8zZfAOuqI2sVkShR/qe4rhDDgiAJJBLm/dt3tqOp3Ydjrb6wKprGOW9vh9NBJtXdrpdsV2LqrTy2WItA2qAvLqcN72UcU23mX/nrJxh99yKc+tAS2GE1K/kDwaRH/3Qnbqd9ATrVlGOXdPX0DVPx6m1nGM+j1VaSjuqHF5mbGD2sNDWKlH+gEuvfX01qK/AoDvMuJugx2Q//BySBSOUerKn8KheN74ebntEan+e5nPjkjvNw7bTwOvrWe6vWle+cOxJAeORRV5A7WNlm8fQRvfD2D88CALy/ow4b9zdgy8FGfLzziOk8K9bs3601TV3SCJwO6rQXcTLRCtCFL8L/+uRz47FdiOX54/qgr2ICitYbQYaxPrv8c5MWoN43lszj3YdjyzNQu6KpWqhd+Qsmt2BBkAQilXt47EsTsfyOmbbHWjv8RiVNrz+Avj3yY6rvIvMMygrd+PGFJ2BAWUFMu8Z4OVCvRfuUF3kwqk8JPE4H1nx+DJf84UN8VHW40+utTWNW7D7apeimnQ9dhAcuG5/w9VYuntAvqmByO8NNQ15/AO9sCUVSxRJrf5surO20Po/y+mquQO/S/LBzo7GzriWm83yKIChUNILiPBdunzUaT14/Ja7XZY4feCuQBKQgmDSozPjiA5ptX/3CScb0LTGVa5C2ZTtnY29Lcpp8LWlWyHc7kuojkEvf/notc1a2lXQ5CdICYS2bHQyKMN+FnbkhkWSy7uKJr0Rf9GRGsMouy4IbiyBwOAjzbz3NtuKnVTA2e/247q+foLHdjyKPEy2KyecnF56AXy+2TxyMlItgRa1mW2D5v/zeeaNiugdzfMIaQRKQC8b3zxuFWeP6mI7ZRaX07ZGPDn/QCCe84bShAMJDGc8YWYF/33qaaUw6jq8+RasMXuBxJtU0JJWbD3YcRlmh25i/OrfPLYLArvSEXWG47sp36A608FGzpmVdcIs8se2jpg7tifEDeoSNW/0Hy7bVYV11A3YfbsHgXkVGye7vzRyJyYPMkTwTleexlv5Qiwj2Kkq8RAdz/MEaQRIwau3HECM/ZXAZ3E4HOgICASFw6cT+GKAnJlkdwQ9feRIG9TTXuynOc2HLA7MNU0O+y5lUZ7GqwaiJXKp9WZqNJJ/sOhomAG13wElODOtO3DYaQYvlc47l7x2N+lZzCY8XV4Uc7D2L3HA5HOgIBFHgcYVpWL2U7PWWTspUSKJpBExukz3fzAxGfr/sInpUVt55Hp77xnR4nA74AkEcbe4wlQCWJQq+dPJA7H74ojAhICnwOI2deoHHacpG7ipqobXTR4YihtRFsc0XwOWT+uPJ608GEF6uGrBfJDPJNNQZTocjLLNYagR3XjQGd140psuvMdGyy1fzAy6d2N9IHttysDHM51JW4MZHc2fitOG9Yi5lLQv/TRgYrp0wuQ0LgiQgF8nONoi9S/NR4HHC7SS0eP1o8vpNOzunYoaJtbx0gTu5GoF6r0ONoVpD+cqOtMMfhMflwCi9Yc5zK0KRNBK7iJtsMg1pzmLze5C1n+aM74dbzhrR5deYPLgcd1001nh+RCnyN7J3CU7SzUnDKorCNAKXkzCgrABDK4rw+ZEYncX6+1H9WAwDsGkoKciEskimgjvmjMFkpeCc2+kwCrqpBeqkHT4ek0OBx4ljrV0rQy2EwI7aZozuU2Iql6yWJ1atJL6AgMflMJzbH+88AiGESXhZF1EA+Gxf4h3OUo2ds1gKRrvqsokSqTdwjwI3XvvuGVi3rx5j+5WGmeOkUO1TmodjrT4EgqLT8h1GT4gs0syY1MCCIAkYpqEIX8Rvnm3ePaplkNWoIKOJehzNZpZurUVjux+vrTuASyb0S6hRzT8/+Rz3vroJ914yDpsPNuILE/vjd1+eaHo/agOdDn8QHqfTlCDW7gsadufth5rQ7guiR4EbxXku7K+P3OAlU3Hr5juV2iYvygrdEXv+JoIngpbUW89OluYjq8CQgkDmA7T7Ap2WGvF3oScEc3zDgiAJBOJszC6//H1L83HumN5hx+PxQTbq5orvvrAWbR0BfFmPJooHWRPogdc3A9AcpdYsYDVVQpqG1HDXlg4/CjxOHGn2GjHxfUvz8dp3z8BhZSxbcDnI5FwFtPDOkiQnX1lNPpdP6o9ff2li2GJtFRjyOuncb+3oXBAc0LXQZFdzZbIf/o9IAoZpKMbduFTNr5gywPSFD3RiYrJDrca563BstmIr1pe79Zxw+7e6JHYEwgVBqx65ojouCzxO9CzyYHSfkoTmlU6cznBB0NZhXxeqK1gFQZ7Labtjty7eUlvLVzSCzvjeC2v1a/hrz5jh/4gkIBfwWEssy921NSFJhqHGYxr66YWh6JXSgsR2q9Z52+0sSyxjeS6HSWto9voRDJp786qL5v87cxju+4Jt++qMxO1whDm8W30BFMSYOxAr1p1+JJ9BSb4LV04egGlDtV4XO/VeFIX6fKRvJ5a2pRw6ylhhQZAEjDyCGBfwyycPwJWTB+ACS+y9XHfiqdmv7u5iTXCyUmi5zs6Z+NI3TzP1TfA4zRrBoo0HMfzOhdh0IFSUTV1w7rp4HG6aMSyh+aUDl1NrMalWlm3vCJi6myUDa3GSSD4Dh4Pw26sn4e5LtCij6mOa36WiWAs2+N9n+zF07huY8ou38ebGg1Ffs9DNFmHGDAuCJBCvIBg/oAd+e/UkDK8sNo236RmieXEsNupCkmg0izUPIc+mLPHI3sX4lmIy6l2aZ8oLeH29tviorRXtymtkC1LIqeahVp8/6btpa65CJI1AMqhcy/OYOEgLLZ02rCf6lObh1bX7jXMee2t72HVquXDWCBgrvDVIAons5O2oa9bU+ngWdLXZSaTid50h4+MlkcoSqxpA/7ICk91aLjSykB6gxb9nK9Ls5Q8G4dH3S83tfoyoTO5XxtpvwJo4ZqW8yIMlPzrbyEYnIkweVI43N4U6lVXVhlcjNVUeZUHAWGCNIAkYtv0ufppXnzIILgdh1tg+nZ+sU5Lvxju3n63PI7HXbbbU0IkUZ64KujyXwxJeGs65J4RHRGULMjqovjXk/G5o86E0P7lN3a1muab2zrOER1QWm0JY+/YIr1ZqbRik/o2Tbd5ish8WBElACoJEYvhVJg0qQ9VDF9l+saMh1+NEGpkLIcL64kZqIKMKCGsUi91Lnzy0PHwwS5A7bpkDcfVfluNYqy+miqPxcP7Y3nj4ypPwkwtPABDSLuPB2gITAKb+8h18fqQF722rxZFmr1Ee47EvTexyjSTm+CMmQUBEs4loGxFVEdFcm+NDiGgJEa0noveIaKBy7FdEtImIthDR46Svlvp524joM/0na7ePRtRQFwVBokjfRCKmoX1H27C/vg0/v/TETs91Kou/FAo36s1i7JrzFCc5wiaVSI2gtSOANzfWYMXuo6bxZEFEuHbaYGOHn8jfsETRUmRHuSMtHXhzYw2+9swqXP+3lYZGUJzH2gATTqeCgIicAJ4AMAfAOADXEpE1DvAxAM8KISYAeADAw/q1pwOYAWACgPEATgFwtnLddUKISfpPLbIUaRfvqo8gUQxBkMBu8qhenmJQzwK89cOz8KsvToh4ruojkFrDl6ZqCWzeGAvPZQvyMw0Eg7j1X2uM8e7q5iU/qkQEQSSfjhQuOw41GRVKO0s6Y3KTWDSCaQCqhBC7hBAdAF4EcJnlnHEAZPPapcpxASAfgAdAHgA3gENdnXQm4Q8E8fwKrXxwmhQC43UTWUQCuvRwOhwY3acEX54aOTPZZTINkWnscLN9y8psRQqCtg6zgCvupoVUbiK6KgiGVoSqx8oidv6gMExDLAgYO2IRBAMA7FOeV+tjKusAXKU/vgJACRH1EkIshyYYDuo/i4UQaqfuZ3Sz0D0UwcBORLcQ0WoiWl1XVxfDdFPL4eZQAk/aNAL9dRMJGpLhi+4Y5q5qBDL79XgtVyD/lh0Bc2htorkanSE/z0TMi2ruQY+CUBHDhRtC+QQh0xALAiacWL7Fdv+Z1iXnxwDOJqK10Ew/+wH4iWgkgLEABkITHjOJ6Cz9muuEECcBOFP/+ardiwshnhJCTBVCTK2srIxhuvYIIWwrYnYVNbU/fT4C7Xciu0l/HFnRqo9AagJ27TWPB6RG8MOX1pnGu2tHfcXkAfja6UNx+6wT4r5W7Qb3g/NH4dGrToKDgEal3IdsgsMaAWNHLIKgGoBqLxgI4IB6ghDigBDiSiHEZAB36WMN0LSDT4QQzUKIZgCLAEzXj+/XfzcBeB6aCarbeH7lXoy6axFqlRr7yUC1jXc1aihRQs7i+K+VgiCWpjHRTEPHG5EUne7aUee7nbj/0hPRozD+qCTVNJTvduLqUwbjwhP7orYpZK6r0f/vs9mBz3QfsQiCVQBGEdEwIvIAuAbAAvUEIqogInmvOwDM0x/vhaYpuIjIDU1b2KI/r9CvdQO4BMDGrr+dyMiM1+okl0RWNQJrclCqkPLnzv9uiPtaWU8nFhOPmjntOt5NQxGEenc5i7uCFATqlK1hrrL/RRFHDTE2dPpfLYTwE9F3ACwG4AQwTwixiYgeALBaCLEAwDkAHiYiAeB9ALfpl88HMBPABmjmpDeFEK8RURGAxboQcAJ4B8Bfk/vWzKyvbtDfT3LvqwqC8kJPlDO7j1hLW9gRj2lIzVOQGoHddYt/cJap5WU2EiniKRMXUmnylKGjgJb5rVLT0I58tyNijgiT28S0vRFCLASw0DJ2r/J4PrRF33pdAMA3bcZbAJwc72STQYvXH9ZNqytI09D8W09LasOSeOiKIJDx/7E0K1GFqDzfLgu5tMCVts8iWUT6TLvLWdwVpgwuxw2nDcF3Z44yxkZY6lh9vPOIqT82w6jk3PbghnkrMeyOhUY4XaI8uWwnhs59A29t1mq8WEsFpJJE/bW1Te3GbjIWjUBNGnNG0QiSXbM/HdiZhk4b3isjna35biceuGy8qUaVXW4Bt6hkIpEzgqC3pZBbXVPX4t6fWFoFAFi7V+vDO6Zv+pqvxKrdHGvpwA9f+gxN7T5sq2nCtAeX4F+faI3nY1kkZFTS+WNDSeB2mkS2awOAvbP4xtOHpnweiWL39zxe/TlM18mJ/4wXV+41RVAAMDVpTwRZm3/TgUbMGtcnrVm0sb70X97fhf+u3Y+T7n/LiCJZtSf2rGipEKiCx+66vAiZrtmE3fvKplBZNbdACm7WCJhIZP83NgaWbA2vXtHa0TXTkPpFK08g5C+ZqPbsaC0L1exfq2ksFh+BDJ3sUxrSruwWx3SF0SYTOx9BuhIGE8HtUgWBVs12z5HWdE2HyXByQhCU2VSM7KpG4HaFFoWyNEULSdRF67V1ByKeN39NtfF4+c4jpmOxCIIZI3vhV1+cgLsuCpWaOh4WfTvsBMG0YT3TMJPEUAX0yN7FUc5kmBxpTGNXOrgxhrrv0VDtrd8/b1SUM7sfdc2K1QlurQ0US0QJEUWtRXQ8Yd39//2mUzLSURwJVbAfDz4bpnvJCY1AfoFvOG0I5n1tKgCt/HKivLv1kMkun+4FQt29tthoOh/vPIzqY2azwKo9R7t9XtmM1QqUbZqPOds4J77mTBfIni1OF5BOsgKPEzPH9EFxnivhqKHGdh++/vfVAICpQ8ox76ZTkjbPRFF3r6pGsL++DXP/sx4f7Dgcdo1aLC9ZfH3GMPx0dvy1cjIR1fn/zbOGY8rgsjTOJn5UjaCz9pcMkxOCQCZ9yS9EgceJtihO1WioztiRvYuT3rowEdTdq1pY79Z/rsGG/Q2mc/uW5hsRQ8mG6PgxQ6h5BHdcNDaNM0kMNUIojzUCphNy4j/krNFa1dKZY7QwugK3E20JRg35AqGkqnhbSnYXqtlCzq+hzRcmBLRzQ4/POSHxaq522HUpy1ayKULIDrXcCWsETGfkhEZwytCe2PXQRYa6X9gFjcCnVButtCSpZQJSI9gbIVRwUM9CowCZzIVIFseTIMgyl0AYqt+q0KMJgjNGVqRrOkyGkxOCADDbfPPdzoTDR1XTS2WSF9Jk0KELqkCE6nrTh/fCSr3/bq/i5Ia9zhjZq/OTsgRpGjoeymW4nQ68/cOzbKPnGAbIIUGgUuhxRk28ikaHIggqMlgjUBPm/vvt03HFnz4GoC1spfkuNLb7Mai8EGWFblw1ZWCXXnPrL2bD6wsmVEs/U3E5HfjRrNG44MS+6Z5KUhjVJ30lUJjMJycFQW2TF1W1zTja0hF3RUbVR5CJGoGcX6s3JOgmDQpFvBR6nGhs14RERbEHa++Z1eXQyHy387hxEqt8N835IV3lV1dNQN1x1kua6R5yUhBU1TYDAN7cWIOvnDo4rmtV01Cf0sxwFqt4/ZoAaFU0HnWhV2PK233BrIuPZ2Lny6fkRvIf03VyImooEnalejtDdRYncn13I30f72w+ZHvc7XTg/505DAAwph+bCxiGyXFBkEg1Rukj+PN1U5I9nS7xhYn9AYQEwYIINYfyXE7cdfE4VD04B2P6lqZsfgzDZC45aRqSxFJozUqbvtAO6VWU7Ol0id9fPQmNbT4c6iRZrMCj9xrmloUMw+jk5GrwJ303748x7n1/fZvRr7dZL+FQnGEFyJwOQnmhu9OwWA4hZBjGSk4KgpMG9AAAeGMIIX1zYw1mPPIu/vTeTgAh00smNjEv8LjQ5gugoS1UWfXTe2aZzpkyuDzV02IYJsPJSUEgO2h5FcdvJF5atRcA8MGOOgAhjSDdFUft0EpnBPCDF9cCAAb1LAgLj+UoIYZhrOSkICgtcMPpIByo77wUtXQOy1LPDW0+5LkcGdmOsdDjRGuHH7sPtwAARvU2RwUN6VWYjmkxDJPhZN62NgXku50Y2qvQWDCjIUs2SJPQwYZ29OuRn5E76wKPE0ERcoKrOQ9bfzHbtusWwzBMTgoCANh9uAU761rQ1O5DSZRS0tJ89Nm+etz+8mdYX12PEZWZ2fpPZvfu0BPm1IS34zHzl2GY5BCTfYOIZhPRNiKqIqK5NseHENESIlpPRO8R0UDl2K+IaBMRbSGix0nfShPRyUS0Qb+nMZ4qZMDQ7N9/YBr/wYtrce+rG43nXl9oV/3Kp/vx+ZFWTB2amQ5Xa+XkH10wOj0TYRgmq+hUEBCRE8ATAOYAGAfgWiIaZzntMQDPCiEmAHgAwMP6tacDmAFgAoDxAE4BcLZ+zZ8B3AJglP4zu6tvJhH2W/wE//vs1SydMwAACcJJREFUAJ5d/rnxXC0yJzmxf49un1dXyXM50K9HQbqnwTBMFhCLRjANQJUQYpcQogPAiwAus5wzDsAS/fFS5bgAkA/AAyAPgBvAISLqB6BUCLFcaAH6zwK4vEvvpBvYVtNk60c4a1Rm1nWPUHmaYRgmKrEIggEA9inPq/UxlXUArtIfXwGghIh6CSGWQxMMB/WfxUKILfr11Z3cEwBARLcQ0WoiWl1XVxfDdGPj+W+c2uk5v3h9s+14JjqKASCoSAIWCgzDxEosgsBu1bMuMz8GcDYRrYVm+tkPwE9EIwGMBTAQ2kI/k4jOivGe2qAQTwkhpgohplZWJq+14ulKtybZWctvYwYCgHH9SnHJhH5Je+3uYlDPUHhopMY0DMMwVmIRBNUA1Hq2AwGYKpoJIQ4IIa4UQkwGcJc+1gBNO/hECNEshGgGsAjAdP2eA6PdMxVcOUVTQmSYpdUf0NSuZeiWFriMfsdz54xJ4Qzj44JxfXCpXnzueGobyTBM9xKLIFgFYBQRDSMiD4BrACxQTyCiCiKS97oDwDz98V5omoKLiNzQtIUtQoiDAJqIaLoeLXQDgFeT8H7iYlw/rfqmDBFVI4QAoIfeAPz8sX1wxeQBePMHZ+LWs0ekdpJxQETHVbtIhmFSQ6eCQAjhB/AdAIsBbAHwshBiExE9QESX6qedA2AbEW0H0AfAg/r4fAA7AWyA5kdYJ4R4TT/2LQBPA6jSz1mUlHcUBzI72BcI4sllO7FoY43peN/SPDgIuPmMYSCirCjbvL66Id1TYBgmy4gpoUwIsRDAQsvYvcrj+dAWfet1AQDfjHDP1dBCStOGzMDt8AfxyKKtpmP1rR14eXU1BpQVZKxz2I6bZgzDcyv2pnsaDMNkEZlXMCeFyA5jdo3sf7V4G4DwPINMZyjXE2IYJk5yWhBIjWDeR7vDju072prq6SQFbjjDMEy85PSqEdIIwsNGgxx+yTBMjpCzRecAwKPvngtsCrJ9VHUk1dNJGt84YxjGD8j8MhgMw2QGuS0IdI2gpcOf5pkkl7svsZaCYhiGiUxOm4akj6DV23nLSoZhmOOVnBYEUiN4c5M5f+Dui8fipVump2NKDMMwKSenTUNup31+wE0zhoEAjKgswvfOG5XaSTEMw6SYnBYEkfoOO/UOL0t+dE4KZ8MwDJMecloQuC0x9zfNGIofzuKuXgzD5BY5LQjIUg37vi+cmKaZMAzDpI+cdhaXF0VuWs8wDJMr5LQgKMl3Y+Wd56V7GgzDMGklpwUBAOTZZBUzDMPkEjkvCDxcpI1hmBwn51fBSLkEDMMwuULOCwKZM8AwDJOr5HT4KKD1+b1jzhjMGFmR7qkwDMOkhZwXBADwzQxuSM8wDNPd5LxpiGEYJtdhQcAwDJPjsCBgGIbJcVgQMAzD5DgsCBiGYXIcFgQMwzA5DgsChmGYHIcFAcMwTI5DQoh0zyFmiKgOwOcJXl4B4HASp9Pd8Hy7l2ybL5B9c+b5di/xzHeIEKIy0sGsEgRdgYhWCyGmpnsescLz7V6ybb5A9s2Z59u9JHO+bBpiGIbJcVgQMAzD5Di5JAieSvcE4oTn271k23yB7Jszz7d7Sdp8c8ZHwDAMw9iTSxoBwzAMYwMLAoZhmBwnJwQBEc0mom1EVEVEczNgPoOIaCkRbSGiTUT0fX28JxG9TUQ79N/l+jgR0eP6/NcT0ZQ0zdtJRGuJ6HX9+TAiWqHP9yUi8ujjefrzKv340DTNt4yI5hPRVv2zPi2TP2Mi+qH+/7CRiF4govxM+oyJaB4R1RLRRmUs7s+TiG7Uz99BRDemeL6/1v8f1hPRf4moTDl2hz7fbUR0oTKesvXDbs7KsR8TkSCiCv158j5jIcRx/QPACWAngOEAPADWARiX5jn1AzBFf1wCYDuAcQB+BWCuPj4XwKP644sALAJAAKYDWJGmed8O4HkAr+vPXwZwjf74SQDf0h9/G8CT+uNrALyUpvn+A8A39MceAGWZ+hkDGABgN4AC5bP9WiZ9xgDOAjAFwEZlLK7PE0BPALv03+X64/IUzvcCAC798aPKfMfpa0MegGH6muFM9fphN2d9fBCAxdASaiuS/Rmn/MuZ6h8ApwFYrDy/A8Ad6Z6XZY6vApgFYBuAfvpYPwDb9Md/AXCtcr5xXgrnOBDAEgAzAbyu//MdVr5Uxues/8Oepj926edRiudbqi+sZBnPyM8YmiDYp395XfpnfGGmfcYAhloW1rg+TwDXAviLMm46r7vnazl2BYDn9MemdUF+vulYP+zmDGA+gIkA9iAkCJL2GeeCaUh+wSTV+lhGoKv0kwGsANBHCHEQAPTfvfXTMuE9/B7ATwEE9ee9ANQLIfw2czLmqx9v0M9PJcMB1AF4RjdnPU1ERcjQz1gIsR/AYwD2AjgI7TNbg8z+jIH4P89M+F+WfB3ajhrI4PkS0aUA9gsh1lkOJW3OuSAIyGYsI2JmiagYwH8A/EAI0RjtVJuxlL0HIroEQK0QYo06bHOqiOFYqnBBU7H/LISYDKAFmukiEun+jMsBXAbNLNEfQBGAOVHmlAmfcTQizS8j5k1EdwHwA3hODtmclvb5ElEhgLsA3Gt32GYsoTnngiCohmZfkwwEcCBNczEgIjc0IfCcEOIVffgQEfXTj/cDUKuPp/s9zABwKRHtAfAiNPPQ7wGUEZHLZk7GfPXjPQAcTeF85RyqhRAr9OfzoQmGTP2MzwewWwhRJ4TwAXgFwOnI7M8YiP/zTPfnDN15egmA64RuO4kyr3TPdwS0zcE6/fs3EMCnRNQ3ytzinnMuCIJVAEbp0RceaI61BemcEBERgL8B2CKE+K1yaAEA6eG/EZrvQI7foEcJTAfQINXxVCCEuEMIMVAIMRTa5/euEOI6AEsBfDHCfOX7+KJ+fkp3fUKIGgD7iOgEfeg8AJuRoZ8xNJPQdCIq1P8/5Hwz9jO2mUcsn+diABcQUbmuBV2gj6UEIpoN4GcALhVCtCqHFgC4Ro/GGgZgFICVSPP6IYTYIIToLYQYqn//qqEFmtQgmZ9xdzo9MuUHmnd9OzTv/10ZMJ8zoKlq6wF8pv9cBM3GuwTADv13T/18AvCEPv8NAKamce7nIBQ1NBzal6UKwL8B5Onj+frzKv348DTNdRKA1frn/D9oERQZ+xkD+DmArQA2AvgntAiWjPmMAbwAzX/h0xekmxP5PKHZ5qv0n5tSPN8qaPZz+b17Ujn/Ln2+2wDMUcZTtn7YzdlyfA9CzuKkfcZcYoJhGCbHyQXTEMMwDBMFFgQMwzA5DgsChmGYHIcFAcMwTI7DgoBhGCbHYUHAMAyT47AgYBiGyXH+P/5ys7lLNY8bAAAAAElFTkSuQmCC\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 386.969922 248.518125\" width=\"386.969922pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 248.518125 \r\n",
       "L 386.969922 248.518125 \r\n",
       "L 386.969922 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 42.828125 224.64 \r\n",
       "L 377.628125 224.64 \r\n",
       "L 377.628125 7.2 \r\n",
       "L 42.828125 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m0cda9c30c4\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.046307\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(54.865057 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.188966\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(92.645216 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.331626\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(136.787876 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"190.474285\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 600 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(180.930535 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"234.616944\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 800 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(225.073194 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"278.759604\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(266.034604 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"322.902263\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 1200 -->\r\n",
       "      <g transform=\"translate(310.177263 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"367.044922\" xlink:href=\"#m0cda9c30c4\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 1400 -->\r\n",
       "      <g transform=\"translate(354.319922 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"me286ea9ab9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#me286ea9ab9\" y=\"192.174989\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.980 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "       <path d=\"M 10.984375 1.515625 \r\n",
       "L 10.984375 10.5 \r\n",
       "Q 14.703125 8.734375 18.5 7.8125 \r\n",
       "Q 22.3125 6.890625 25.984375 6.890625 \r\n",
       "Q 35.75 6.890625 40.890625 13.453125 \r\n",
       "Q 46.046875 20.015625 46.78125 33.40625 \r\n",
       "Q 43.953125 29.203125 39.59375 26.953125 \r\n",
       "Q 35.25 24.703125 29.984375 24.703125 \r\n",
       "Q 19.046875 24.703125 12.671875 31.3125 \r\n",
       "Q 6.296875 37.9375 6.296875 49.421875 \r\n",
       "Q 6.296875 60.640625 12.9375 67.421875 \r\n",
       "Q 19.578125 74.21875 30.609375 74.21875 \r\n",
       "Q 43.265625 74.21875 49.921875 64.515625 \r\n",
       "Q 56.59375 54.828125 56.59375 36.375 \r\n",
       "Q 56.59375 19.140625 48.40625 8.859375 \r\n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \r\n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \r\n",
       "Q 15.09375 0.046875 10.984375 1.515625 \r\n",
       "z\r\n",
       "M 30.609375 32.421875 \r\n",
       "Q 37.25 32.421875 41.125 36.953125 \r\n",
       "Q 45.015625 41.5 45.015625 49.421875 \r\n",
       "Q 45.015625 57.28125 41.125 61.84375 \r\n",
       "Q 37.25 66.40625 30.609375 66.40625 \r\n",
       "Q 23.96875 66.40625 20.09375 61.84375 \r\n",
       "Q 16.21875 57.28125 16.21875 49.421875 \r\n",
       "Q 16.21875 41.5 20.09375 36.953125 \r\n",
       "Q 23.96875 32.421875 30.609375 32.421875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-57\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 195.974208)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#me286ea9ab9\" y=\"158.78395\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 0.985 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 162.583168)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#me286ea9ab9\" y=\"125.39291\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.990 -->\r\n",
       "      <g transform=\"translate(7.2 129.192129)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#me286ea9ab9\" y=\"92.001871\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.995 -->\r\n",
       "      <g transform=\"translate(7.2 95.801089)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#me286ea9ab9\" y=\"58.610831\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 1.000 -->\r\n",
       "      <g transform=\"translate(7.2 62.41005)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"42.828125\" xlink:href=\"#me286ea9ab9\" y=\"25.219792\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 1.005 -->\r\n",
       "      <g transform=\"translate(7.2 29.01901)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_15\">\r\n",
       "    <path clip-path=\"url(#pf8ee409e05)\" d=\"M 58.046307 168.038568 \r\n",
       "L 58.487733 174.184096 \r\n",
       "L 58.708447 172.078002 \r\n",
       "L 58.92916 163.909174 \r\n",
       "L 59.149873 164.369721 \r\n",
       "L 59.370587 161.473891 \r\n",
       "L 59.5913 165.554324 \r\n",
       "L 59.812013 165.554324 \r\n",
       "L 60.25344 170.514453 \r\n",
       "L 60.474153 166.385059 \r\n",
       "L 60.91558 166.377098 \r\n",
       "L 61.136293 166.138267 \r\n",
       "L 61.357006 165.554324 \r\n",
       "L 61.57772 170.383494 \r\n",
       "L 61.798433 171.970926 \r\n",
       "L 62.239859 182.747393 \r\n",
       "L 62.460573 178.733037 \r\n",
       "L 62.681286 186.087449 \r\n",
       "L 62.901999 186.942864 \r\n",
       "L 63.122713 191.360845 \r\n",
       "L 63.343426 188.752807 \r\n",
       "L 63.564139 192.298258 \r\n",
       "L 63.784853 189.337148 \r\n",
       "L 64.005566 193.524259 \r\n",
       "L 64.226279 191.821391 \r\n",
       "L 64.667706 209.154177 \r\n",
       "L 64.888419 206.686253 \r\n",
       "L 65.109132 209.187215 \r\n",
       "L 65.329846 209.236574 \r\n",
       "L 65.550559 205.1235 \r\n",
       "L 65.771272 214.756364 \r\n",
       "L 65.991986 214.090024 \r\n",
       "L 66.212699 209.269612 \r\n",
       "L 66.433412 199.282482 \r\n",
       "L 66.654125 200.105256 \r\n",
       "L 66.874839 196.839238 \r\n",
       "L 67.095552 200.820954 \r\n",
       "L 67.316265 200.105256 \r\n",
       "L 67.536979 206.776611 \r\n",
       "L 67.757692 202.57318 \r\n",
       "L 67.978405 203.395954 \r\n",
       "L 68.199118 205.863877 \r\n",
       "L 68.419832 203.403915 \r\n",
       "L 68.861258 189.715297 \r\n",
       "L 69.081972 189.690618 \r\n",
       "L 69.302685 203.395954 \r\n",
       "L 69.523398 203.395954 \r\n",
       "L 69.744112 202.57318 \r\n",
       "L 69.964825 203.403915 \r\n",
       "L 70.185538 201.742445 \r\n",
       "L 70.626965 201.750406 \r\n",
       "L 71.068391 203.436953 \r\n",
       "L 71.289105 198.188635 \r\n",
       "L 71.509818 198.130917 \r\n",
       "L 71.730531 205.016424 \r\n",
       "L 71.951245 203.116123 \r\n",
       "L 72.171958 195.42456 \r\n",
       "L 72.392671 191.746956 \r\n",
       "L 72.613384 195.301164 \r\n",
       "L 72.834098 192.693524 \r\n",
       "L 73.054811 185.297714 \r\n",
       "L 73.275524 185.297714 \r\n",
       "L 73.496238 184.376223 \r\n",
       "L 73.716951 184.482901 \r\n",
       "L 73.937664 185.001563 \r\n",
       "L 74.158377 190.365316 \r\n",
       "L 74.379091 188.97492 \r\n",
       "L 74.599804 192.290297 \r\n",
       "L 74.820517 188.588411 \r\n",
       "L 75.041231 188.670808 \r\n",
       "L 75.482657 194.387634 \r\n",
       "L 75.703371 190.356957 \r\n",
       "L 75.924084 193.606656 \r\n",
       "L 76.144797 190.669428 \r\n",
       "L 76.586224 190.233561 \r\n",
       "L 76.806937 188.695089 \r\n",
       "L 77.02765 188.053827 \r\n",
       "L 77.248364 186.06277 \r\n",
       "L 77.469077 181.686186 \r\n",
       "L 77.68979 172.143282 \r\n",
       "L 77.910504 172.958095 \r\n",
       "L 78.131217 180.361866 \r\n",
       "L 78.35193 178.626359 \r\n",
       "L 78.793357 173.80515 \r\n",
       "L 79.01407 172.12736 \r\n",
       "L 79.234783 165.554324 \r\n",
       "L 79.455497 166.771966 \r\n",
       "L 79.67621 170.490172 \r\n",
       "L 79.896923 168.022248 \r\n",
       "L 80.117637 171.296227 \r\n",
       "L 80.33835 168.466474 \r\n",
       "L 80.559063 169.659437 \r\n",
       "L 81.221203 165.562285 \r\n",
       "L 81.441916 165.570644 \r\n",
       "L 81.66263 158.973327 \r\n",
       "L 81.883343 158.150553 \r\n",
       "L 82.104056 158.973327 \r\n",
       "L 82.324769 163.07008 \r\n",
       "L 82.766196 121.131698 \r\n",
       "L 82.986909 135.116466 \r\n",
       "L 83.207623 124.430356 \r\n",
       "L 83.428336 126.86564 \r\n",
       "L 83.869763 140.867126 \r\n",
       "L 84.311189 133.068089 \r\n",
       "L 84.531902 131.085789 \r\n",
       "L 84.973329 126.067545 \r\n",
       "L 85.194042 122.776847 \r\n",
       "L 85.414756 113.719965 \r\n",
       "L 85.635469 122.776847 \r\n",
       "L 85.856182 121.131698 \r\n",
       "L 86.297609 124.594752 \r\n",
       "L 86.518322 134.285731 \r\n",
       "L 86.739035 128.732903 \r\n",
       "L 86.959749 131.603655 \r\n",
       "L 87.401175 125.244771 \r\n",
       "L 87.621889 124.421997 \r\n",
       "L 87.842602 128.938696 \r\n",
       "L 88.063315 139.311936 \r\n",
       "L 88.284028 139.237898 \r\n",
       "L 88.725455 129.349883 \r\n",
       "L 89.166882 131.019713 \r\n",
       "L 89.387595 133.454598 \r\n",
       "L 89.608308 132.673221 \r\n",
       "L 89.829022 145.810935 \r\n",
       "L 90.049735 138.5632 \r\n",
       "L 90.270448 141.236917 \r\n",
       "L 90.491161 140.875087 \r\n",
       "L 90.932588 138.407163 \r\n",
       "L 91.153301 135.93924 \r\n",
       "L 91.374015 139.237898 \r\n",
       "L 91.594728 135.832164 \r\n",
       "L 91.815441 143.343011 \r\n",
       "L 92.036155 140.052313 \r\n",
       "L 92.256868 140.875087 \r\n",
       "L 92.477581 140.883048 \r\n",
       "L 92.919008 137.58439 \r\n",
       "L 93.139721 134.754636 \r\n",
       "L 93.360434 138.407163 \r\n",
       "L 93.581148 138.390445 \r\n",
       "L 93.801861 137.576429 \r\n",
       "L 94.022574 141.425991 \r\n",
       "L 94.243288 150.754743 \r\n",
       "L 94.684714 150.754743 \r\n",
       "L 94.905427 147.448123 \r\n",
       "L 95.126141 146.633708 \r\n",
       "L 95.346854 147.448123 \r\n",
       "L 95.567567 147.439764 \r\n",
       "L 96.229707 139.246258 \r\n",
       "L 96.45042 141.689502 \r\n",
       "L 96.671134 141.697861 \r\n",
       "L 97.11256 130.032543 \r\n",
       "L 97.333274 127.334545 \r\n",
       "L 97.553987 128.527508 \r\n",
       "L 97.7747 132.088881 \r\n",
       "L 97.995414 132.648542 \r\n",
       "L 98.216127 128.930336 \r\n",
       "L 98.43684 135.108505 \r\n",
       "L 98.657553 131.826166 \r\n",
       "L 98.878267 138.374125 \r\n",
       "L 99.09898 131.003392 \r\n",
       "L 99.319693 131.422541 \r\n",
       "L 99.540407 131.003392 \r\n",
       "L 99.76112 137.321277 \r\n",
       "L 99.981833 136.383466 \r\n",
       "L 100.202547 138.415125 \r\n",
       "L 100.42326 154.045441 \r\n",
       "L 100.643973 152.021743 \r\n",
       "L 100.864686 143.343011 \r\n",
       "L 101.0854 141.689502 \r\n",
       "L 101.306113 143.161897 \r\n",
       "L 101.74754 135.95556 \r\n",
       "L 101.968253 140.060274 \r\n",
       "L 102.188966 139.229937 \r\n",
       "L 102.409679 143.186576 \r\n",
       "L 102.630393 139.229937 \r\n",
       "L 102.851106 138.464483 \r\n",
       "L 103.071819 140.875087 \r\n",
       "L 103.292533 138.843031 \r\n",
       "L 103.513246 139.270539 \r\n",
       "L 103.733959 141.697861 \r\n",
       "L 104.175386 139.17222 \r\n",
       "L 104.616812 131.019713 \r\n",
       "L 104.837526 114.706737 \r\n",
       "L 105.058239 121.214094 \r\n",
       "L 105.278952 120.349923 \r\n",
       "L 105.499666 126.88196 \r\n",
       "L 105.720379 124.249641 \r\n",
       "L 105.941092 124.759545 \r\n",
       "L 106.161806 124.414036 \r\n",
       "L 106.603232 134.911071 \r\n",
       "L 106.823945 130.871637 \r\n",
       "L 107.044659 124.421997 \r\n",
       "L 107.265372 124.010809 \r\n",
       "L 107.706799 118.663774 \r\n",
       "L 107.927512 121.074378 \r\n",
       "L 108.148225 128.527508 \r\n",
       "L 108.368939 121.962433 \r\n",
       "L 109.251792 118.836529 \r\n",
       "L 109.472505 122.776847 \r\n",
       "L 109.693218 142.240804 \r\n",
       "L 109.913932 135.93924 \r\n",
       "L 110.134645 138.399202 \r\n",
       "L 110.355358 131.003392 \r\n",
       "L 110.576071 137.58439 \r\n",
       "L 110.796785 138.456522 \r\n",
       "L 111.017498 137.58439 \r\n",
       "L 111.238211 137.913579 \r\n",
       "L 111.458925 138.472842 \r\n",
       "L 111.679638 137.831182 \r\n",
       "L 111.900351 138.472842 \r\n",
       "L 112.121065 135.141145 \r\n",
       "L 112.341778 135.528052 \r\n",
       "L 112.562491 131.875525 \r\n",
       "L 113.003918 143.630803 \r\n",
       "L 113.224631 149.125913 \r\n",
       "L 113.445344 147.456084 \r\n",
       "L 113.666058 153.10763 \r\n",
       "L 113.886771 149.125913 \r\n",
       "L 114.107484 149.685575 \r\n",
       "L 114.328198 151.544877 \r\n",
       "L 114.548911 148.286819 \r\n",
       "L 114.769624 175.746849 \r\n",
       "L 114.990337 162.625456 \r\n",
       "L 115.211051 181.24196 \r\n",
       "L 115.431764 168.869303 \r\n",
       "L 115.652477 172.160001 \r\n",
       "L 116.53533 193.458182 \r\n",
       "L 116.756044 188.588411 \r\n",
       "L 116.976757 188.670808 \r\n",
       "L 117.19747 188.629411 \r\n",
       "L 117.418184 196.806597 \r\n",
       "L 117.638897 195.992182 \r\n",
       "L 117.85961 200.919671 \r\n",
       "L 118.080324 198.936973 \r\n",
       "L 118.301037 185.157997 \r\n",
       "L 118.52175 188.588411 \r\n",
       "L 118.742463 188.588411 \r\n",
       "L 118.963177 181.028206 \r\n",
       "L 119.18389 184.499619 \r\n",
       "L 119.625317 174.611206 \r\n",
       "L 119.84603 175.936322 \r\n",
       "L 120.066743 183.348054 \r\n",
       "L 120.287457 173.007454 \r\n",
       "L 120.50817 175.302623 \r\n",
       "L 120.949596 172.950134 \r\n",
       "L 121.391023 176.413188 \r\n",
       "L 121.83245 172.135321 \r\n",
       "L 122.053163 172.637265 \r\n",
       "L 122.273876 173.928945 \r\n",
       "L 122.494589 172.645624 \r\n",
       "L 122.715303 176.404829 \r\n",
       "L 122.936016 186.252243 \r\n",
       "L 123.156729 176.528226 \r\n",
       "L 123.377443 183.644205 \r\n",
       "L 123.598156 180.353905 \r\n",
       "L 124.039583 169.25621 \r\n",
       "L 124.260296 172.12736 \r\n",
       "L 124.481009 166.829285 \r\n",
       "L 124.701722 170.490172 \r\n",
       "L 124.922436 167.495625 \r\n",
       "L 125.143149 171.946247 \r\n",
       "L 125.363862 168.861342 \r\n",
       "L 125.584576 175.418058 \r\n",
       "L 125.805289 172.291756 \r\n",
       "L 126.026002 179.695527 \r\n",
       "L 126.246716 178.733037 \r\n",
       "L 126.467429 180.197073 \r\n",
       "L 126.908855 172.135321 \r\n",
       "L 127.129569 171.296227 \r\n",
       "L 127.350282 169.667398 \r\n",
       "L 127.570995 166.385059 \r\n",
       "L 127.791709 167.462586 \r\n",
       "L 128.012422 172.958095 \r\n",
       "L 128.233135 172.160001 \r\n",
       "L 128.453849 170.482211 \r\n",
       "L 128.674562 177.153566 \r\n",
       "L 128.895275 177.071169 \r\n",
       "L 129.115988 169.626398 \r\n",
       "L 129.336702 169.626398 \r\n",
       "L 129.557415 156.702837 \r\n",
       "L 129.778128 155.69895 \r\n",
       "L 129.998842 155.3208 \r\n",
       "L 130.440268 147.300048 \r\n",
       "L 130.660981 150.754743 \r\n",
       "L 130.881695 151.569556 \r\n",
       "L 131.102408 148.599688 \r\n",
       "L 131.323121 148.278858 \r\n",
       "L 131.543835 155.674668 \r\n",
       "L 131.764548 153.313423 \r\n",
       "L 131.985261 153.313423 \r\n",
       "L 132.205975 156.702837 \r\n",
       "L 132.426688 148.278858 \r\n",
       "L 132.868114 148.286819 \r\n",
       "L 133.309541 137.601108 \r\n",
       "L 133.530254 143.343011 \r\n",
       "L 133.750968 143.343011 \r\n",
       "L 133.971681 142.939784 \r\n",
       "L 134.192394 146.074047 \r\n",
       "L 134.413108 144.988161 \r\n",
       "L 134.633821 146.197841 \r\n",
       "L 134.854534 143.33505 \r\n",
       "L 135.075247 143.343011 \r\n",
       "L 135.516674 137.782222 \r\n",
       "L 135.737387 136.762014 \r\n",
       "L 135.958101 135.157465 \r\n",
       "L 136.178814 135.93924 \r\n",
       "L 136.62024 131.834127 \r\n",
       "L 136.840954 127.095714 \r\n",
       "L 137.061667 133.463355 \r\n",
       "L 137.28238 129.530599 \r\n",
       "L 137.503094 138.25869 \r\n",
       "L 137.723807 138.390445 \r\n",
       "L 137.94452 133.430317 \r\n",
       "L 138.385947 127.729413 \r\n",
       "L 138.60666 131.003392 \r\n",
       "L 138.827373 142.643633 \r\n",
       "L 139.048087 142.685031 \r\n",
       "L 139.2688 150.746782 \r\n",
       "L 139.489513 143.76216 \r\n",
       "L 139.710227 144.157426 \r\n",
       "L 139.93094 140.052313 \r\n",
       "L 140.151653 142.520237 \r\n",
       "L 140.59308 168.60619 \r\n",
       "L 140.813793 159.85342 \r\n",
       "L 141.034506 160.626438 \r\n",
       "L 141.25522 164.73155 \r\n",
       "L 141.475933 153.222667 \r\n",
       "L 141.696646 151.602196 \r\n",
       "L 141.91736 143.343011 \r\n",
       "L 142.358786 140.060274 \r\n",
       "L 142.800213 138.859351 \r\n",
       "L 143.020926 138.826312 \r\n",
       "L 143.241639 138.50588 \r\n",
       "L 143.462353 143.343011 \r\n",
       "L 143.683066 139.229937 \r\n",
       "L 143.903779 139.237898 \r\n",
       "L 144.124493 138.50588 \r\n",
       "L 144.345206 143.343011 \r\n",
       "L 144.565919 143.276934 \r\n",
       "L 144.786632 155.682629 \r\n",
       "L 145.007346 149.101632 \r\n",
       "L 145.228059 145.975728 \r\n",
       "L 145.448772 150.607066 \r\n",
       "L 145.890199 176.248793 \r\n",
       "L 146.110912 167.207435 \r\n",
       "L 146.331626 169.165852 \r\n",
       "L 146.552339 176.248793 \r\n",
       "L 146.773052 162.773929 \r\n",
       "L 146.993765 158.964968 \r\n",
       "L 147.214479 157.56661 \r\n",
       "L 147.435192 151.487159 \r\n",
       "L 147.655905 155.896383 \r\n",
       "L 148.097332 171.246869 \r\n",
       "L 148.759472 154.045441 \r\n",
       "L 148.980185 153.206745 \r\n",
       "L 149.200898 156.505403 \r\n",
       "L 149.421612 154.859855 \r\n",
       "L 149.642325 148.303139 \r\n",
       "L 149.863038 148.772443 \r\n",
       "L 150.083752 162.255666 \r\n",
       "L 150.304465 154.859855 \r\n",
       "L 150.525178 154.472949 \r\n",
       "L 150.745891 152.7868 \r\n",
       "L 150.966605 152.721121 \r\n",
       "L 151.187318 147.316368 \r\n",
       "L 151.408031 137.58439 \r\n",
       "L 151.849458 145.810935 \r\n",
       "L 152.070171 140.875087 \r\n",
       "L 152.290885 139.303577 \r\n",
       "L 152.511598 135.363258 \r\n",
       "L 152.732311 139.221578 \r\n",
       "L 152.953024 136.877051 \r\n",
       "L 153.173738 147.456084 \r\n",
       "L 153.394451 143.03054 \r\n",
       "L 153.835878 140.052313 \r\n",
       "L 154.277304 146.403236 \r\n",
       "L 154.498018 146.715707 \r\n",
       "L 154.718731 146.633708 \r\n",
       "L 154.939444 149.931969 \r\n",
       "L 155.380871 128.79062 \r\n",
       "L 155.601584 97.669704 \r\n",
       "L 155.822297 100.622854 \r\n",
       "L 156.043011 112.386889 \r\n",
       "L 156.263724 107.969305 \r\n",
       "L 156.484437 115.973737 \r\n",
       "L 156.705151 114.509701 \r\n",
       "L 156.925864 109.985042 \r\n",
       "L 157.146577 112.905153 \r\n",
       "L 157.36729 112.099097 \r\n",
       "L 157.588004 114.221511 \r\n",
       "L 157.808717 114.451585 \r\n",
       "L 158.02943 117.388813 \r\n",
       "L 158.250144 122.768886 \r\n",
       "L 158.470857 122.776847 \r\n",
       "L 158.69157 118.013755 \r\n",
       "L 158.912283 110.437229 \r\n",
       "L 159.35371 117.199738 \r\n",
       "L 159.574423 119.404151 \r\n",
       "L 159.795137 118.655813 \r\n",
       "L 160.01585 116.187889 \r\n",
       "L 160.236563 116.286208 \r\n",
       "L 160.457277 118.663774 \r\n",
       "L 160.67799 114.262511 \r\n",
       "L 160.898703 99.734799 \r\n",
       "L 161.34013 121.987112 \r\n",
       "L 161.781556 113.768926 \r\n",
       "L 162.00227 107.146531 \r\n",
       "L 162.222983 112.633681 \r\n",
       "L 162.443696 114.805454 \r\n",
       "L 162.66441 118.416982 \r\n",
       "L 162.885123 116.19585 \r\n",
       "L 163.105836 111.267964 \r\n",
       "L 163.326549 111.260003 \r\n",
       "L 163.547263 109.195306 \r\n",
       "L 163.767976 105.427344 \r\n",
       "L 163.988689 105.24623 \r\n",
       "L 164.209403 106.316194 \r\n",
       "L 164.430116 114.550302 \r\n",
       "L 164.650829 113.785246 \r\n",
       "L 164.871542 103.444646 \r\n",
       "L 165.092256 103.856232 \r\n",
       "L 165.312969 103.864193 \r\n",
       "L 165.533682 104.678608 \r\n",
       "L 165.754396 106.324155 \r\n",
       "L 165.975109 103.897231 \r\n",
       "L 166.195822 111.301002 \r\n",
       "L 166.857962 105.772853 \r\n",
       "L 167.078675 106.908098 \r\n",
       "L 167.299389 104.555609 \r\n",
       "L 167.520102 103.938628 \r\n",
       "L 167.740815 100.647931 \r\n",
       "L 167.961529 101.363629 \r\n",
       "L 168.182242 106.102042 \r\n",
       "L 168.402955 102.276761 \r\n",
       "L 168.623669 101.412589 \r\n",
       "L 168.844382 90.241652 \r\n",
       "L 169.065095 92.948009 \r\n",
       "L 169.506522 107.023533 \r\n",
       "L 169.727235 108.792079 \r\n",
       "L 169.947948 115.348795 \r\n",
       "L 170.168662 117.133661 \r\n",
       "L 170.389375 117.133661 \r\n",
       "L 170.830802 139.122861 \r\n",
       "L 171.051515 131.003392 \r\n",
       "L 171.272228 133.471316 \r\n",
       "L 171.713655 129.15245 \r\n",
       "L 171.934368 135.141145 \r\n",
       "L 172.155081 132.648542 \r\n",
       "L 172.375795 126.980677 \r\n",
       "L 172.817221 128.535469 \r\n",
       "L 173.258648 120.316885 \r\n",
       "L 173.700074 116.384925 \r\n",
       "L 173.920788 117.841 \r\n",
       "L 174.141501 129.333563 \r\n",
       "L 174.803641 108.413531 \r\n",
       "L 175.245067 104.465252 \r\n",
       "L 175.465781 106.332116 \r\n",
       "L 175.686494 115.743663 \r\n",
       "L 175.907207 111.260003 \r\n",
       "L 176.127921 114.550302 \r\n",
       "L 176.348634 111.284284 \r\n",
       "L 176.569347 113.727926 \r\n",
       "L 176.790061 114.550302 \r\n",
       "L 177.010774 106.982136 \r\n",
       "L 177.231487 104.357777 \r\n",
       "L 177.672914 113.727926 \r\n",
       "L 178.11434 108.792079 \r\n",
       "L 178.335054 113.64553 \r\n",
       "L 178.555767 113.596171 \r\n",
       "L 178.997193 117.018226 \r\n",
       "L 179.217907 116.788152 \r\n",
       "L 179.43862 117.841 \r\n",
       "L 179.659333 117.018226 \r\n",
       "L 179.880047 117.709245 \r\n",
       "L 180.321473 117.692925 \r\n",
       "L 180.542187 122.653451 \r\n",
       "L 180.7629 117.800001 \r\n",
       "L 181.204326 117.82468 \r\n",
       "L 181.42504 114.196434 \r\n",
       "L 181.645753 112.444606 \r\n",
       "L 181.866466 106.332116 \r\n",
       "L 182.08718 111.671191 \r\n",
       "L 182.74932 116.574 \r\n",
       "L 183.190746 105.016156 \r\n",
       "L 183.411459 104.670647 \r\n",
       "L 183.632173 100.647931 \r\n",
       "L 183.852886 101.388308 \r\n",
       "L 184.073599 105.336588 \r\n",
       "L 184.294313 99.989553 \r\n",
       "L 184.515026 100.565534 \r\n",
       "L 184.735739 98.163687 \r\n",
       "L 184.956453 98.171648 \r\n",
       "L 185.177166 96.452461 \r\n",
       "L 185.397879 97.340913 \r\n",
       "L 185.618592 97.192838 \r\n",
       "L 185.839306 99.644043 \r\n",
       "L 186.060019 95.613367 \r\n",
       "L 186.280732 96.320705 \r\n",
       "L 186.501446 96.329064 \r\n",
       "L 186.722159 101.799496 \r\n",
       "L 186.942872 101.725458 \r\n",
       "L 187.163585 103.058137 \r\n",
       "L 187.384299 105.221949 \r\n",
       "L 187.605012 104.078345 \r\n",
       "L 187.825725 103.856232 \r\n",
       "L 188.046439 107.146531 \r\n",
       "L 188.267152 106.867099 \r\n",
       "L 188.487865 102.219043 \r\n",
       "L 188.708579 102.219043 \r\n",
       "L 188.929292 106.735343 \r\n",
       "L 189.150005 103.699797 \r\n",
       "L 189.370718 103.626158 \r\n",
       "L 189.591432 102.671628 \r\n",
       "L 189.812145 106.316194 \r\n",
       "L 190.032858 114.550302 \r\n",
       "L 190.253572 117.610926 \r\n",
       "L 190.474285 117.553208 \r\n",
       "L 190.694998 132.130278 \r\n",
       "L 191.136425 140.15103 \r\n",
       "L 191.357138 130.632806 \r\n",
       "L 191.577851 127.712695 \r\n",
       "L 191.798565 127.729413 \r\n",
       "L 192.019278 120.966904 \r\n",
       "L 192.239991 122.151905 \r\n",
       "L 192.460705 129.358243 \r\n",
       "L 192.902131 118.688055 \r\n",
       "L 193.122844 119.445548 \r\n",
       "L 193.343558 122.348941 \r\n",
       "L 193.564271 121.131698 \r\n",
       "L 193.784984 123.492545 \r\n",
       "L 194.005698 123.32815 \r\n",
       "L 194.226411 122.776847 \r\n",
       "L 194.447124 123.311431 \r\n",
       "L 194.667838 123.311431 \r\n",
       "L 194.888551 121.139659 \r\n",
       "L 195.550691 121.139659 \r\n",
       "L 195.771404 117.585848 \r\n",
       "L 195.992117 130.920996 \r\n",
       "L 196.212831 132.402148 \r\n",
       "L 196.433544 131.70277 \r\n",
       "L 196.654257 132.36075 \r\n",
       "L 197.095684 129.341524 \r\n",
       "L 197.53711 131.003392 \r\n",
       "L 197.757824 131.011353 \r\n",
       "L 197.978537 126.922959 \r\n",
       "L 198.419964 130.172657 \r\n",
       "L 198.640677 129.358243 \r\n",
       "L 198.86139 129.358243 \r\n",
       "L 199.302817 153.855968 \r\n",
       "L 199.52353 155.674668 \r\n",
       "L 199.744243 176.783377 \r\n",
       "L 199.964957 168.845022 \r\n",
       "L 200.18567 168.31004 \r\n",
       "L 200.406383 165.554324 \r\n",
       "L 200.627097 160.626438 \r\n",
       "L 200.84781 168.022248 \r\n",
       "L 201.068523 164.73155 \r\n",
       "L 201.289236 171.50202 \r\n",
       "L 201.50995 171.732094 \r\n",
       "L 201.730663 157.755685 \r\n",
       "L 201.951376 156.98227 \r\n",
       "L 202.392803 168.93538 \r\n",
       "L 202.613516 164.542475 \r\n",
       "L 202.83423 155.682629 \r\n",
       "L 203.275656 164.69891 \r\n",
       "L 203.717083 156.176214 \r\n",
       "L 203.937796 152.737441 \r\n",
       "L 204.158509 147.472803 \r\n",
       "L 204.379223 145.34999 \r\n",
       "L 204.599936 140.875087 \r\n",
       "L 204.820649 140.875087 \r\n",
       "L 205.041363 139.311936 \r\n",
       "L 205.482789 138.991106 \r\n",
       "L 205.703502 137.230521 \r\n",
       "L 205.924216 142.479238 \r\n",
       "L 206.144929 143.820275 \r\n",
       "L 206.586356 137.066126 \r\n",
       "L 207.469209 129.341524 \r\n",
       "L 207.689922 118.087792 \r\n",
       "L 207.910635 122.776847 \r\n",
       "L 208.131349 122.776847 \r\n",
       "L 208.352062 120.538998 \r\n",
       "L 208.572775 120.308924 \r\n",
       "L 209.234915 126.552771 \r\n",
       "L 209.455628 123.352829 \r\n",
       "L 209.676342 115.389794 \r\n",
       "L 209.897055 114.673699 \r\n",
       "L 210.117768 114.961888 \r\n",
       "L 210.559195 122.776847 \r\n",
       "L 210.779908 124.216602 \r\n",
       "L 211.000622 123.582903 \r\n",
       "L 211.442048 115.389794 \r\n",
       "L 211.662761 114.591302 \r\n",
       "L 211.883475 118.663774 \r\n",
       "L 212.104188 118.663774 \r\n",
       "L 212.545615 122.085829 \r\n",
       "L 212.766328 137.592351 \r\n",
       "L 212.987041 134.29409 \r\n",
       "L 213.207755 128.568507 \r\n",
       "L 213.428468 132.640581 \r\n",
       "L 213.869894 132.640581 \r\n",
       "L 214.090608 134.137655 \r\n",
       "L 214.311321 132.245315 \r\n",
       "L 214.532034 133.586353 \r\n",
       "L 214.752748 131.011353 \r\n",
       "L 214.973461 131.003392 \r\n",
       "L 215.194174 129.358243 \r\n",
       "L 215.856314 119.478189 \r\n",
       "L 216.077027 119.79066 \r\n",
       "L 216.297741 122.711169 \r\n",
       "L 216.518454 121.946112 \r\n",
       "L 216.739167 118.795529 \r\n",
       "L 216.959881 119.436791 \r\n",
       "L 217.180594 139.221578 \r\n",
       "L 217.401307 139.106541 \r\n",
       "L 217.62202 135.141145 \r\n",
       "L 217.842734 140.480219 \r\n",
       "L 218.063447 140.513258 \r\n",
       "L 218.28416 135.93924 \r\n",
       "L 218.9463 131.537976 \r\n",
       "L 219.387727 118.663774 \r\n",
       "L 219.60844 126.889921 \r\n",
       "L 219.829153 128.527508 \r\n",
       "L 220.049867 127.712695 \r\n",
       "L 220.27058 132.36075 \r\n",
       "L 220.712007 118.655813 \r\n",
       "L 221.153433 110.544305 \r\n",
       "L 221.59486 118.071074 \r\n",
       "L 222.036286 132.640581 \r\n",
       "L 222.257 126.9146 \r\n",
       "L 222.698426 130.978713 \r\n",
       "L 222.91914 128.239318 \r\n",
       "L 223.139853 130.764561 \r\n",
       "L 223.360566 127.712695 \r\n",
       "L 223.581279 128.576468 \r\n",
       "L 223.801993 130.920996 \r\n",
       "L 224.022706 135.108505 \r\n",
       "L 224.243419 135.256182 \r\n",
       "L 224.464133 144.165785 \r\n",
       "L 224.684846 143.343011 \r\n",
       "L 224.905559 139.394333 \r\n",
       "L 225.126273 138.785313 \r\n",
       "L 225.567699 154.613461 \r\n",
       "L 225.788412 149.916047 \r\n",
       "L 226.009126 140.159389 \r\n",
       "L 226.229839 140.883048 \r\n",
       "L 226.671266 147.456084 \r\n",
       "L 226.891979 147.875631 \r\n",
       "L 227.112692 154.03748 \r\n",
       "L 227.333406 154.045441 \r\n",
       "L 227.554119 159.787742 \r\n",
       "L 227.995545 144.733009 \r\n",
       "L 228.216259 143.350972 \r\n",
       "L 228.436972 143.33505 \r\n",
       "L 228.657685 141.697861 \r\n",
       "L 228.878399 143.524125 \r\n",
       "L 229.099112 143.507804 \r\n",
       "L 229.319825 147.20969 \r\n",
       "L 229.540538 144.584934 \r\n",
       "L 229.761252 143.343011 \r\n",
       "L 229.981965 143.285691 \r\n",
       "L 230.423392 137.732863 \r\n",
       "L 230.644105 139.476332 \r\n",
       "L 230.864818 134.35141 \r\n",
       "L 231.306245 139.196899 \r\n",
       "L 231.526958 139.229937 \r\n",
       "L 231.968385 144.988161 \r\n",
       "L 232.189098 145.152954 \r\n",
       "L 232.409811 144.165785 \r\n",
       "L 232.630525 145.432387 \r\n",
       "L 233.071951 135.116466 \r\n",
       "L 233.292665 134.458486 \r\n",
       "L 233.513378 132.615504 \r\n",
       "L 233.734091 140.801049 \r\n",
       "L 233.954804 138.991106 \r\n",
       "L 234.616944 131.003392 \r\n",
       "L 234.837658 131.003392 \r\n",
       "L 235.058371 127.606017 \r\n",
       "L 235.720511 149.89097 \r\n",
       "L 235.941224 143.343011 \r\n",
       "L 236.161937 143.33505 \r\n",
       "L 236.382651 141.656862 \r\n",
       "L 236.603364 137.625389 \r\n",
       "L 237.044791 149.742894 \r\n",
       "L 237.265504 149.742894 \r\n",
       "L 237.486217 150.557707 \r\n",
       "L 237.70693 152.391932 \r\n",
       "L 237.927644 142.528198 \r\n",
       "L 238.36907 136.762014 \r\n",
       "L 238.589784 140.463899 \r\n",
       "L 238.810497 135.116466 \r\n",
       "L 239.03121 135.116466 \r\n",
       "L 239.251924 137.674747 \r\n",
       "L 239.472637 135.133184 \r\n",
       "L 239.69335 143.33505 \r\n",
       "L 240.134777 140.875087 \r\n",
       "L 240.35549 136.844012 \r\n",
       "L 240.576203 139.229937 \r\n",
       "L 240.796917 139.846918 \r\n",
       "L 241.01763 144.346899 \r\n",
       "L 241.238343 145.810935 \r\n",
       "L 241.459057 151.240367 \r\n",
       "L 241.67977 151.577517 \r\n",
       "L 241.900483 151.668273 \r\n",
       "L 242.34191 155.674668 \r\n",
       "L 242.562623 163.785778 \r\n",
       "L 243.00405 162.263627 \r\n",
       "L 243.224763 156.529684 \r\n",
       "L 243.445476 157.327779 \r\n",
       "L 243.666189 151.569556 \r\n",
       "L 243.886903 154.859855 \r\n",
       "L 244.107616 153.157386 \r\n",
       "L 244.328329 153.058271 \r\n",
       "L 244.549043 151.404762 \r\n",
       "L 244.769756 153.206745 \r\n",
       "L 245.211183 153.165347 \r\n",
       "L 245.431896 159.606628 \r\n",
       "L 245.652609 156.505403 \r\n",
       "L 245.873322 157.327779 \r\n",
       "L 246.094036 156.513364 \r\n",
       "L 246.314749 156.455647 \r\n",
       "L 246.535462 155.65795 \r\n",
       "L 246.756176 159.787742 \r\n",
       "L 246.976889 159.795703 \r\n",
       "L 247.197602 162.979324 \r\n",
       "L 247.418316 163.909174 \r\n",
       "L 247.639029 173.608115 \r\n",
       "L 248.080455 177.893943 \r\n",
       "L 248.301169 164.73155 \r\n",
       "L 248.521882 163.69542 \r\n",
       "L 248.742595 156.118497 \r\n",
       "L 248.963309 162.403343 \r\n",
       "L 249.184022 158.775495 \r\n",
       "L 249.625448 166.336099 \r\n",
       "L 249.846162 164.739511 \r\n",
       "L 250.287588 168.022248 \r\n",
       "L 250.508302 168.696548 \r\n",
       "L 250.729015 175.335661 \r\n",
       "L 250.949728 175.43398 \r\n",
       "L 251.170442 164.188607 \r\n",
       "L 251.832581 151.207328 \r\n",
       "L 252.053295 149.266028 \r\n",
       "L 252.274008 154.020761 \r\n",
       "L 252.494721 148.714725 \r\n",
       "L 252.715435 138.399202 \r\n",
       "L 252.936148 135.848882 \r\n",
       "L 253.156861 143.820275 \r\n",
       "L 253.377575 141.294236 \r\n",
       "L 253.598288 136.013277 \r\n",
       "L 253.819001 135.133184 \r\n",
       "L 254.039714 135.133184 \r\n",
       "L 254.260428 122.784808 \r\n",
       "L 254.481141 127.449582 \r\n",
       "L 254.701854 126.27294 \r\n",
       "L 254.922568 126.264979 \r\n",
       "L 255.143281 131.003392 \r\n",
       "L 255.363994 130.14758 \r\n",
       "L 255.584708 125.327168 \r\n",
       "L 255.805421 126.075506 \r\n",
       "L 256.026134 123.196394 \r\n",
       "L 256.246847 125.738356 \r\n",
       "L 256.467561 130.995431 \r\n",
       "L 257.129701 123.558622 \r\n",
       "L 257.350414 124.414036 \r\n",
       "L 257.571127 122.776847 \r\n",
       "L 258.012554 126.059584 \r\n",
       "L 258.233267 122.776847 \r\n",
       "L 258.674694 139.221578 \r\n",
       "L 258.895407 139.854879 \r\n",
       "L 259.11612 135.95556 \r\n",
       "L 259.336834 134.32673 \r\n",
       "L 259.557547 131.77641 \r\n",
       "L 259.77826 127.795092 \r\n",
       "L 259.998973 130.410693 \r\n",
       "L 260.219687 128.535469 \r\n",
       "L 260.4404 135.157465 \r\n",
       "L 260.661113 130.254656 \r\n",
       "L 261.10254 134.277372 \r\n",
       "L 261.323253 133.405239 \r\n",
       "L 261.76468 126.889921 \r\n",
       "L 261.985393 119.519188 \r\n",
       "L 262.206106 98.953423 \r\n",
       "L 262.42682 65.191828 \r\n",
       "L 262.868246 56.965283 \r\n",
       "L 263.08896 44.625665 \r\n",
       "L 263.309673 40.512989 \r\n",
       "L 263.530386 32.286046 \r\n",
       "L 263.751099 34.087631 \r\n",
       "L 263.971813 34.75397 \r\n",
       "L 264.192526 45.168608 \r\n",
       "L 264.413239 41.343326 \r\n",
       "L 264.633953 41.4508 \r\n",
       "L 264.854666 48.771777 \r\n",
       "L 265.075379 44.181439 \r\n",
       "L 265.296093 36.942461 \r\n",
       "L 265.516806 34.638535 \r\n",
       "L 265.737519 40.528912 \r\n",
       "L 265.958232 52.531778 \r\n",
       "L 266.178946 50.384684 \r\n",
       "L 266.399659 52.852608 \r\n",
       "L 266.620372 50.795474 \r\n",
       "L 266.841086 50.795474 \r\n",
       "L 267.061799 52.852608 \r\n",
       "L 267.282512 52.284985 \r\n",
       "L 267.503226 42.075742 \r\n",
       "L 267.723939 42.453892 \r\n",
       "L 267.944652 42.165702 \r\n",
       "L 268.165365 34.178387 \r\n",
       "L 268.386079 34.178387 \r\n",
       "L 268.606792 32.302765 \r\n",
       "L 269.048219 32.204048 \r\n",
       "L 269.268932 29.826084 \r\n",
       "L 269.710359 46.189214 \r\n",
       "L 269.931072 43.803289 \r\n",
       "L 270.151785 49.973098 \r\n",
       "L 270.372498 50.219891 \r\n",
       "L 270.593212 48.731175 \r\n",
       "L 270.813925 40.512989 \r\n",
       "L 271.034638 43.934646 \r\n",
       "L 271.255352 41.253367 \r\n",
       "L 271.476065 41.253367 \r\n",
       "L 271.696778 40.438952 \r\n",
       "L 271.917491 42.684762 \r\n",
       "L 272.138205 42.191178 \r\n",
       "L 272.358918 43.803289 \r\n",
       "L 273.021058 56.669133 \r\n",
       "L 273.241771 48.739136 \r\n",
       "L 273.462485 49.479513 \r\n",
       "L 273.683198 52.712494 \r\n",
       "L 274.124624 45.448837 \r\n",
       "L 274.345338 37.451968 \r\n",
       "L 274.566051 41.228687 \r\n",
       "L 275.007478 28.131973 \r\n",
       "L 275.228191 27.350199 \r\n",
       "L 275.448904 24.059899 \r\n",
       "L 275.669618 24.059899 \r\n",
       "L 275.890331 27.350199 \r\n",
       "L 276.111044 24.076618 \r\n",
       "L 276.331757 25.705447 \r\n",
       "L 276.552471 21.690693 \r\n",
       "L 276.993897 39.583139 \r\n",
       "L 277.214611 36.391557 \r\n",
       "L 277.435324 34.852687 \r\n",
       "L 277.656037 27.753824 \r\n",
       "L 277.87675 25.104388 \r\n",
       "L 278.097464 32.286046 \r\n",
       "L 278.318177 33.536726 \r\n",
       "L 278.53889 32.286046 \r\n",
       "L 278.759604 32.048011 \r\n",
       "L 279.20103 40.512989 \r\n",
       "L 279.421744 36.399518 \r\n",
       "L 279.642457 44.921816 \r\n",
       "L 279.86317 40.743064 \r\n",
       "L 280.304597 51.042266 \r\n",
       "L 280.52531 47.916761 \r\n",
       "L 280.746023 42.980913 \r\n",
       "L 280.966737 43.252385 \r\n",
       "L 281.18745 43.268307 \r\n",
       "L 281.408163 45.711551 \r\n",
       "L 281.628877 39.689817 \r\n",
       "L 282.070303 38.291062 \r\n",
       "L 282.291016 38.859481 \r\n",
       "L 282.51173 36.481517 \r\n",
       "L 282.732443 37.221894 \r\n",
       "L 282.953156 39.911931 \r\n",
       "L 283.17387 39.689817 \r\n",
       "L 283.394583 39.689817 \r\n",
       "L 283.615296 37.205972 \r\n",
       "L 283.83601 36.64631 \r\n",
       "L 284.056723 36.391557 \r\n",
       "L 284.498149 36.407479 \r\n",
       "L 284.718863 44.625665 \r\n",
       "L 284.939576 45.11925 \r\n",
       "L 285.160289 47.093589 \r\n",
       "L 285.381003 44.477589 \r\n",
       "L 285.601716 38.406497 \r\n",
       "L 285.822429 36.399518 \r\n",
       "L 286.043142 32.384763 \r\n",
       "L 286.263856 32.310726 \r\n",
       "L 286.484569 35.569181 \r\n",
       "L 286.705282 36.399518 \r\n",
       "L 286.925996 38.060988 \r\n",
       "L 287.146709 47.537815 \r\n",
       "L 287.367422 48.689778 \r\n",
       "L 287.588136 45.448837 \r\n",
       "L 287.808849 44.625665 \r\n",
       "L 288.029562 40.594988 \r\n",
       "L 288.250275 41.335365 \r\n",
       "L 288.470989 40.512989 \r\n",
       "L 288.691702 40.512989 \r\n",
       "L 288.912415 41.335365 \r\n",
       "L 289.133129 42.782683 \r\n",
       "L 289.353842 40.298837 \r\n",
       "L 289.574555 42.81612 \r\n",
       "L 289.795269 40.505028 \r\n",
       "L 290.015982 40.298837 \r\n",
       "L 290.236695 38.9168 \r\n",
       "L 290.457408 32.310726 \r\n",
       "L 290.678122 34.75397 \r\n",
       "L 290.898835 33.109218 \r\n",
       "L 291.119548 30.097555 \r\n",
       "L 291.340262 32.302765 \r\n",
       "L 291.781688 32.426161 \r\n",
       "L 292.002401 37.526802 \r\n",
       "L 292.223115 38.867442 \r\n",
       "L 292.443828 39.344308 \r\n",
       "L 292.664541 32.278085 \r\n",
       "L 292.885255 32.204048 \r\n",
       "L 293.105968 30.525859 \r\n",
       "L 293.326681 38.045066 \r\n",
       "L 293.547395 37.66612 \r\n",
       "L 293.768108 36.399518 \r\n",
       "L 293.988821 43.531817 \r\n",
       "L 294.209534 33.931594 \r\n",
       "L 294.430248 41.59808 \r\n",
       "L 294.650961 40.505028 \r\n",
       "L 294.871674 35.815177 \r\n",
       "L 295.092388 33.931594 \r\n",
       "L 295.313101 35.675859 \r\n",
       "L 295.533814 39.93661 \r\n",
       "L 295.754528 39.591101 \r\n",
       "L 295.975241 40.512989 \r\n",
       "L 296.195954 34.062951 \r\n",
       "L 296.416667 32.286046 \r\n",
       "L 296.637381 32.286046 \r\n",
       "L 296.858094 31.455709 \r\n",
       "L 297.078807 33.956273 \r\n",
       "L 297.299521 30.649256 \r\n",
       "L 297.520234 31.414312 \r\n",
       "L 297.740947 18.811183 \r\n",
       "L 297.961661 17.083636 \r\n",
       "L 298.403087 27.761785 \r\n",
       "L 298.844514 24.06786 \r\n",
       "L 299.065227 27.342238 \r\n",
       "L 299.28594 27.152765 \r\n",
       "L 299.506654 24.898993 \r\n",
       "L 300.168793 32.360084 \r\n",
       "L 300.389507 31.46367 \r\n",
       "L 300.61022 36.884345 \r\n",
       "L 300.830933 36.884345 \r\n",
       "L 301.27236 28.181332 \r\n",
       "L 301.493073 56.965283 \r\n",
       "L 301.9345 66.039282 \r\n",
       "L 302.155213 91.532933 \r\n",
       "L 302.59664 74.652335 \r\n",
       "L 302.817353 73.426334 \r\n",
       "L 303.038066 76.009693 \r\n",
       "L 303.25878 77.112298 \r\n",
       "L 303.479493 81.636957 \r\n",
       "L 303.700206 74.249108 \r\n",
       "L 303.92092 75.063523 \r\n",
       "L 304.141633 73.426334 \r\n",
       "L 304.803773 73.344336 \r\n",
       "L 305.245199 91.894763 \r\n",
       "L 305.465913 91.499895 \r\n",
       "L 305.686626 86.588727 \r\n",
       "L 305.907339 89.780708 \r\n",
       "L 306.128052 81.545803 \r\n",
       "L 306.348766 79.999371 \r\n",
       "L 306.790192 89.871065 \r\n",
       "L 307.010906 88.949574 \r\n",
       "L 307.231619 84.54035 \r\n",
       "L 307.452332 82.475653 \r\n",
       "L 307.673046 73.402053 \r\n",
       "L 307.893759 75.935656 \r\n",
       "L 308.114472 75.063523 \r\n",
       "L 308.335185 79.942051 \r\n",
       "L 308.555899 76.322164 \r\n",
       "L 308.776612 77.531447 \r\n",
       "L 308.997325 90.0275 \r\n",
       "L 309.218039 82.056106 \r\n",
       "L 309.659465 84.490992 \r\n",
       "L 310.100892 73.434694 \r\n",
       "L 310.321605 73.418373 \r\n",
       "L 310.542318 73.599487 \r\n",
       "L 310.763032 77.523486 \r\n",
       "L 310.983745 73.640487 \r\n",
       "L 311.204458 74.241147 \r\n",
       "L 311.425172 73.689845 \r\n",
       "L 311.645885 71.756505 \r\n",
       "L 311.866598 72.595599 \r\n",
       "L 312.087311 78.255504 \r\n",
       "L 312.308025 74.314787 \r\n",
       "L 312.528738 75.063523 \r\n",
       "L 312.970165 77.539806 \r\n",
       "L 313.190878 78.469656 \r\n",
       "L 313.411591 77.482088 \r\n",
       "L 313.632305 77.67992 \r\n",
       "L 313.853018 90.751159 \r\n",
       "L 314.294444 79.176995 \r\n",
       "L 314.515158 79.169034 \r\n",
       "L 314.735871 77.531447 \r\n",
       "L 314.956584 74.290506 \r\n",
       "L 315.398011 72.143412 \r\n",
       "L 315.618724 76.635033 \r\n",
       "L 315.839438 73.451412 \r\n",
       "L 316.060151 72.579279 \r\n",
       "L 316.501577 65.191828 \r\n",
       "L 316.722291 57.804377 \r\n",
       "L 316.943004 61.095075 \r\n",
       "L 317.163717 58.750548 \r\n",
       "L 317.384431 52.901966 \r\n",
       "L 318.267284 60.255981 \r\n",
       "L 318.487997 61.103434 \r\n",
       "L 318.929424 69.839884 \r\n",
       "L 319.150137 68.490487 \r\n",
       "L 319.37085 69.3053 \r\n",
       "L 319.591564 69.329581 \r\n",
       "L 319.812277 69.716488 \r\n",
       "L 320.03299 77.285053 \r\n",
       "L 320.253703 76.668072 \r\n",
       "L 320.474417 73.418373 \r\n",
       "L 320.69513 75.071882 \r\n",
       "L 320.915843 74.200148 \r\n",
       "L 321.136557 71.748544 \r\n",
       "L 321.35727 61.530942 \r\n",
       "L 321.577983 63.530358 \r\n",
       "L 321.798697 62.55115 \r\n",
       "L 322.01941 65.191828 \r\n",
       "L 322.240123 62.304756 \r\n",
       "L 322.460836 61.070794 \r\n",
       "L 322.68155 64.369452 \r\n",
       "L 322.902263 65.191828 \r\n",
       "L 323.122976 64.352734 \r\n",
       "L 323.34369 61.078755 \r\n",
       "L 323.564403 63.168131 \r\n",
       "L 323.785116 56.965283 \r\n",
       "L 324.00583 61.728774 \r\n",
       "L 324.447256 56.982002 \r\n",
       "L 324.667969 56.850644 \r\n",
       "L 324.888683 51.20706 \r\n",
       "L 325.109396 51.215021 \r\n",
       "L 325.330109 56.447019 \r\n",
       "L 325.550823 58.331399 \r\n",
       "L 325.771536 54.580155 \r\n",
       "L 325.992249 56.019511 \r\n",
       "L 326.433676 60.206622 \r\n",
       "L 326.654389 59.351208 \r\n",
       "L 326.875102 54.102492 \r\n",
       "L 327.095816 53.674984 \r\n",
       "L 327.316529 52.959286 \r\n",
       "L 327.537242 52.909927 \r\n",
       "L 327.757956 52.581136 \r\n",
       "L 328.199382 44.625665 \r\n",
       "L 328.420095 44.633626 \r\n",
       "L 328.640809 51.025548 \r\n",
       "L 329.082235 46.254494 \r\n",
       "L 329.302949 36.399518 \r\n",
       "L 329.523662 45.563476 \r\n",
       "L 329.744375 47.826005 \r\n",
       "L 329.965089 46.386648 \r\n",
       "L 330.185802 36.514953 \r\n",
       "L 330.406515 40.364118 \r\n",
       "L 330.627228 40.833819 \r\n",
       "L 330.847942 42.609928 \r\n",
       "L 331.068655 43.482459 \r\n",
       "L 331.289368 45.226724 \r\n",
       "L 331.510082 45.193287 \r\n",
       "L 331.951508 40.52095 \r\n",
       "L 332.172222 40.594988 \r\n",
       "L 332.392935 43.918724 \r\n",
       "L 332.613648 42.075742 \r\n",
       "L 333.275788 58.175362 \r\n",
       "L 333.717215 52.021475 \r\n",
       "L 333.937928 42.544648 \r\n",
       "L 334.158641 46.271213 \r\n",
       "L 334.379354 44.395591 \r\n",
       "L 334.600068 43.803289 \r\n",
       "L 334.820781 33.73416 \r\n",
       "L 335.041494 42.552609 \r\n",
       "L 335.262208 40.405515 \r\n",
       "L 335.482921 41.582158 \r\n",
       "L 335.703634 43.976044 \r\n",
       "L 335.924348 42.980913 \r\n",
       "L 336.145061 42.980913 \r\n",
       "L 336.365774 46.197175 \r\n",
       "L 336.586487 41.442043 \r\n",
       "L 336.807201 40.044084 \r\n",
       "L 337.027914 29.744085 \r\n",
       "L 337.248627 31.957255 \r\n",
       "L 337.469341 35.577142 \r\n",
       "L 337.690054 50.869512 \r\n",
       "L 337.910767 57.763776 \r\n",
       "L 338.131481 40.735103 \r\n",
       "L 338.352194 42.980913 \r\n",
       "L 338.572907 41.335365 \r\n",
       "L 338.79362 42.980913 \r\n",
       "L 339.014334 46.271213 \r\n",
       "L 339.235047 47.36506 \r\n",
       "L 339.45576 43.820007 \r\n",
       "L 339.676474 44.190196 \r\n",
       "L 339.897187 51.90604 \r\n",
       "L 340.1179 71.229882 \r\n",
       "L 340.338613 76.355203 \r\n",
       "L 340.559327 69.198224 \r\n",
       "L 340.78004 56.965283 \r\n",
       "L 341.000753 56.965283 \r\n",
       "L 341.221467 64.361093 \r\n",
       "L 341.44218 61.070794 \r\n",
       "L 341.662893 61.078755 \r\n",
       "L 341.883607 64.213018 \r\n",
       "L 342.10432 62.723905 \r\n",
       "L 342.325033 62.55115 \r\n",
       "L 342.545746 62.723905 \r\n",
       "L 342.76646 62.559509 \r\n",
       "L 342.987173 61.086716 \r\n",
       "L 343.870026 81.694277 \r\n",
       "L 344.09074 109.565096 \r\n",
       "L 344.311453 94.617838 \r\n",
       "L 344.532166 101.470705 \r\n",
       "L 344.973593 80.493353 \r\n",
       "L 345.415019 83.290068 \r\n",
       "L 345.635733 73.681486 \r\n",
       "L 345.856446 81.718558 \r\n",
       "L 346.077159 81.685918 \r\n",
       "L 346.518586 70.185393 \r\n",
       "L 346.739299 74.019034 \r\n",
       "L 346.960012 75.878336 \r\n",
       "L 347.180726 70.95045 \r\n",
       "L 347.401439 79.152315 \r\n",
       "L 347.622152 81.011219 \r\n",
       "L 347.842866 73.418373 \r\n",
       "L 348.063579 78.099069 \r\n",
       "L 348.284292 73.418373 \r\n",
       "L 348.505005 64.369452 \r\n",
       "L 348.725719 71.773224 \r\n",
       "L 348.946432 68.523525 \r\n",
       "L 349.167145 68.482526 \r\n",
       "L 349.608572 77.539806 \r\n",
       "L 349.829285 78.354221 \r\n",
       "L 350.049999 80.657351 \r\n",
       "L 350.270712 80.657351 \r\n",
       "L 350.491425 74.249108 \r\n",
       "L 350.712138 73.410412 \r\n",
       "L 350.932852 77.523486 \r\n",
       "L 351.153565 74.175071 \r\n",
       "L 351.374278 73.689845 \r\n",
       "L 351.815705 73.656807 \r\n",
       "L 352.036418 75.458391 \r\n",
       "L 352.477845 70.127676 \r\n",
       "L 352.698558 70.136035 \r\n",
       "L 352.919271 73.402053 \r\n",
       "L 353.139985 70.28411 \r\n",
       "L 353.360698 70.292469 \r\n",
       "L 353.581411 68.071338 \r\n",
       "L 353.802125 73.418373 \r\n",
       "L 354.022838 73.319656 \r\n",
       "L 354.243551 70.868053 \r\n",
       "L 354.464264 78.724409 \r\n",
       "L 354.684978 72.094054 \r\n",
       "L 354.905691 73.936637 \r\n",
       "L 355.126404 80.657351 \r\n",
       "L 355.347118 81.652879 \r\n",
       "L 355.567831 85.700672 \r\n",
       "L 355.788544 86.580766 \r\n",
       "L 356.009258 84.927257 \r\n",
       "L 356.671397 59.022019 \r\n",
       "L 356.892111 58.997738 \r\n",
       "L 357.554251 62.312717 \r\n",
       "L 357.774964 61.235189 \r\n",
       "L 357.995677 57.755019 \r\n",
       "L 358.216391 59.713038 \r\n",
       "L 358.657817 54.975022 \r\n",
       "L 358.87853 54.49736 \r\n",
       "L 359.099244 56.134946 \r\n",
       "L 359.319957 59.268811 \r\n",
       "L 359.761384 59.268811 \r\n",
       "L 359.982097 63.538718 \r\n",
       "L 360.20281 65.183867 \r\n",
       "L 360.423524 61.597019 \r\n",
       "L 360.644237 65.159188 \r\n",
       "L 360.86495 62.691264 \r\n",
       "L 361.085663 64.369452 \r\n",
       "L 361.306377 61.169113 \r\n",
       "L 361.747803 69.297339 \r\n",
       "L 362.409943 58.610831 \r\n",
       "L 362.409943 58.610831 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 42.828125 224.64 \r\n",
       "L 42.828125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 377.628125 224.64 \r\n",
       "L 377.628125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 42.828125 224.64 \r\n",
       "L 377.628125 224.64 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 42.828125 7.2 \r\n",
       "L 377.628125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pf8ee409e05\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"42.828125\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "experiment_df.open.plot(kind='line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c25086bcc0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 382.62461 248.518125\" width=\"382.62461pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M -0 248.518125 \r\n",
       "L 382.62461 248.518125 \r\n",
       "L 382.62461 0 \r\n",
       "L -0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 373.282813 224.64 \r\n",
       "L 373.282813 7.2 \r\n",
       "L 38.482813 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m79d39d4b82\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.700994\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(50.519744 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"97.843654\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(88.299904 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"141.986313\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(132.442563 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.128972\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 600 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(176.585222 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"230.271632\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 800 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(220.727882 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"274.414291\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(261.689291 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"318.556951\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 1200 -->\r\n",
       "      <g transform=\"translate(305.831951 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"362.69961\" xlink:href=\"#m79d39d4b82\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 1400 -->\r\n",
       "      <g transform=\"translate(349.97461 239.238438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m64f9f3725b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m64f9f3725b\" y=\"203.794297\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- −0.5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.59375 35.5 \r\n",
       "L 73.1875 35.5 \r\n",
       "L 73.1875 27.203125 \r\n",
       "L 10.59375 27.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-8722\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 207.593516)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m64f9f3725b\" y=\"170.679638\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 0.0 -->\r\n",
       "      <g transform=\"translate(15.579688 174.478857)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m64f9f3725b\" y=\"137.564979\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.5 -->\r\n",
       "      <g transform=\"translate(15.579688 141.364198)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m64f9f3725b\" y=\"104.45032\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 1.0 -->\r\n",
       "      <g transform=\"translate(15.579688 108.249538)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m64f9f3725b\" y=\"71.33566\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 1.5 -->\r\n",
       "      <g transform=\"translate(15.579688 75.134879)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m64f9f3725b\" y=\"38.221001\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 2.0 -->\r\n",
       "      <g transform=\"translate(15.579688 42.02022)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_15\">\r\n",
       "    <path clip-path=\"url(#p2675b61a79)\" d=\"M 53.700994 170.679638 \r\n",
       "L 53.921708 174.40541 \r\n",
       "L 54.142421 172.32174 \r\n",
       "L 54.363134 162.320701 \r\n",
       "L 54.804561 167.335464 \r\n",
       "L 55.025274 165.684991 \r\n",
       "L 55.245987 165.684991 \r\n",
       "L 55.687414 170.685059 \r\n",
       "L 55.908127 166.520053 \r\n",
       "L 56.128841 165.690706 \r\n",
       "L 56.349554 166.51995 \r\n",
       "L 56.570267 166.271185 \r\n",
       "L 56.79098 165.682599 \r\n",
       "L 57.673834 180.619114 \r\n",
       "L 57.894547 178.965326 \r\n",
       "L 58.11526 178.973768 \r\n",
       "L 58.335974 186.284324 \r\n",
       "L 58.556687 188.929512 \r\n",
       "L 58.7774 189.095783 \r\n",
       "L 58.998113 189.694857 \r\n",
       "L 59.218827 189.686804 \r\n",
       "L 59.43954 192.199675 \r\n",
       "L 59.660253 192.199675 \r\n",
       "L 59.880967 201.414751 \r\n",
       "L 60.322393 209.753073 \r\n",
       "L 60.76382 209.770035 \r\n",
       "L 60.984533 205.663561 \r\n",
       "L 61.205246 213.929541 \r\n",
       "L 61.42596 214.756364 \r\n",
       "L 61.646673 210.65528 \r\n",
       "L 61.867386 199.728112 \r\n",
       "L 62.0881 200.561633 \r\n",
       "L 62.308813 197.252537 \r\n",
       "L 62.529526 201.284757 \r\n",
       "L 62.750239 200.559539 \r\n",
       "L 62.970953 207.318889 \r\n",
       "L 63.191666 203.055664 \r\n",
       "L 63.412379 202.238668 \r\n",
       "L 63.633093 206.390512 \r\n",
       "L 63.853806 202.886356 \r\n",
       "L 64.295233 190.027469 \r\n",
       "L 64.515946 190.01096 \r\n",
       "L 64.736659 203.86654 \r\n",
       "L 64.957372 203.86654 \r\n",
       "L 65.178086 203.032494 \r\n",
       "L 65.398799 203.874504 \r\n",
       "L 65.619512 197.194864 \r\n",
       "L 65.840226 202.193298 \r\n",
       "L 66.060939 203.019066 \r\n",
       "L 66.281652 205.486996 \r\n",
       "L 66.502366 203.860469 \r\n",
       "L 66.723079 195.79641 \r\n",
       "L 67.164505 198.86169 \r\n",
       "L 67.385219 203.569874 \r\n",
       "L 67.826645 192.042115 \r\n",
       "L 68.047359 197.436238 \r\n",
       "L 68.268072 193.012451 \r\n",
       "L 68.488785 185.519512 \r\n",
       "L 68.709499 185.519512 \r\n",
       "L 68.930212 184.587977 \r\n",
       "L 69.150925 184.695803 \r\n",
       "L 69.371638 185.669066 \r\n",
       "L 69.592352 190.633877 \r\n",
       "L 69.813065 187.862483 \r\n",
       "L 70.033778 192.637737 \r\n",
       "L 70.254492 188.841524 \r\n",
       "L 70.475205 191.329148 \r\n",
       "L 70.695918 191.337605 \r\n",
       "L 70.916631 193.917992 \r\n",
       "L 71.137345 191.278179 \r\n",
       "L 71.358058 190.662387 \r\n",
       "L 71.578771 190.703866 \r\n",
       "L 72.020198 190.496071 \r\n",
       "L 72.240911 188.947713 \r\n",
       "L 72.461625 188.299125 \r\n",
       "L 72.682338 186.285518 \r\n",
       "L 72.903051 181.860713 \r\n",
       "L 73.123764 172.219108 \r\n",
       "L 73.344478 171.480995 \r\n",
       "L 73.565191 176.434793 \r\n",
       "L 73.785904 178.760645 \r\n",
       "L 74.006618 173.867323 \r\n",
       "L 74.227331 173.891826 \r\n",
       "L 74.448044 172.198718 \r\n",
       "L 74.668758 165.567367 \r\n",
       "L 74.889471 166.794583 \r\n",
       "L 75.110184 170.542718 \r\n",
       "L 75.330897 168.05352 \r\n",
       "L 75.551611 171.371337 \r\n",
       "L 75.772324 169.711397 \r\n",
       "L 75.993037 169.694938 \r\n",
       "L 76.655177 165.572269 \r\n",
       "L 76.87589 165.572269 \r\n",
       "L 77.096604 158.93952 \r\n",
       "L 77.317317 158.10309 \r\n",
       "L 77.53803 158.9314 \r\n",
       "L 77.758744 161.407823 \r\n",
       "L 77.979457 147.329951 \r\n",
       "L 78.20017 120.871456 \r\n",
       "L 78.420884 133.907994 \r\n",
       "L 78.641597 126.605272 \r\n",
       "L 79.303737 138.993573 \r\n",
       "L 79.52445 136.648431 \r\n",
       "L 79.745163 132.801426 \r\n",
       "L 79.965877 134.839383 \r\n",
       "L 80.18659 127.642643 \r\n",
       "L 80.407303 128.227826 \r\n",
       "L 80.628017 122.48958 \r\n",
       "L 80.84873 113.420524 \r\n",
       "L 81.069443 122.559573 \r\n",
       "L 81.290156 120.829683 \r\n",
       "L 81.51087 122.377809 \r\n",
       "L 81.731583 125.771728 \r\n",
       "L 82.17301 138.74134 \r\n",
       "L 82.393723 130.706832 \r\n",
       "L 82.83515 124.926543 \r\n",
       "L 83.055863 124.110332 \r\n",
       "L 83.276576 128.230357 \r\n",
       "L 83.497289 139.030713 \r\n",
       "L 83.718003 138.948398 \r\n",
       "L 84.159429 129.042487 \r\n",
       "L 84.600856 130.699572 \r\n",
       "L 84.821569 133.149151 \r\n",
       "L 85.042282 134.098124 \r\n",
       "L 85.262996 144.63576 \r\n",
       "L 85.483709 138.164169 \r\n",
       "L 85.704422 140.946929 \r\n",
       "L 85.925136 140.938935 \r\n",
       "L 86.366562 138.105745 \r\n",
       "L 86.587276 134.819599 \r\n",
       "L 86.807989 138.937523 \r\n",
       "L 87.028702 147.707543 \r\n",
       "L 87.249415 145.524934 \r\n",
       "L 87.470129 140.655981 \r\n",
       "L 87.690842 142.877835 \r\n",
       "L 88.132269 139.275909 \r\n",
       "L 88.573695 134.4204 \r\n",
       "L 88.794409 138.530097 \r\n",
       "L 89.015122 133.443727 \r\n",
       "L 89.456548 141.119159 \r\n",
       "L 89.677262 150.478868 \r\n",
       "L 90.118688 150.486874 \r\n",
       "L 90.339402 147.161744 \r\n",
       "L 90.560115 146.343181 \r\n",
       "L 90.780828 147.169644 \r\n",
       "L 91.001541 147.161642 \r\n",
       "L 91.222255 144.68915 \r\n",
       "L 91.442968 139.746812 \r\n",
       "L 91.663681 141.538762 \r\n",
       "L 91.884395 141.382064 \r\n",
       "L 92.105108 138.903733 \r\n",
       "L 92.767248 126.515945 \r\n",
       "L 92.987961 128.155954 \r\n",
       "L 93.208674 128.255289 \r\n",
       "L 93.429388 132.311706 \r\n",
       "L 93.650101 128.574545 \r\n",
       "L 93.870814 134.758408 \r\n",
       "L 94.091528 133.115956 \r\n",
       "L 94.312241 133.941171 \r\n",
       "L 94.532954 135.789449 \r\n",
       "L 94.974381 129.822609 \r\n",
       "L 95.195094 136.972906 \r\n",
       "L 95.415807 138.062648 \r\n",
       "L 95.636521 138.062648 \r\n",
       "L 96.077947 151.734654 \r\n",
       "L 96.519374 141.346595 \r\n",
       "L 96.740087 139.702504 \r\n",
       "L 96.960801 139.710497 \r\n",
       "L 97.181514 135.870438 \r\n",
       "L 97.402227 139.956299 \r\n",
       "L 97.843654 138.122844 \r\n",
       "L 98.064367 142.152563 \r\n",
       "L 98.28508 138.161568 \r\n",
       "L 98.505794 138.971032 \r\n",
       "L 98.726507 138.78922 \r\n",
       "L 98.94722 138.912689 \r\n",
       "L 99.167933 141.349351 \r\n",
       "L 99.388647 139.696864 \r\n",
       "L 99.60936 134.369782 \r\n",
       "L 100.050787 130.623548 \r\n",
       "L 100.2715 114.119824 \r\n",
       "L 100.492213 127.267213 \r\n",
       "L 100.712927 120.771389 \r\n",
       "L 100.93364 126.445532 \r\n",
       "L 101.154353 124.797147 \r\n",
       "L 101.375066 124.764052 \r\n",
       "L 101.59578 123.972965 \r\n",
       "L 101.816493 128.570212 \r\n",
       "L 102.037206 130.59056 \r\n",
       "L 102.25792 130.533092 \r\n",
       "L 102.478633 123.97579 \r\n",
       "L 102.699346 123.597038 \r\n",
       "L 102.92006 120.762938 \r\n",
       "L 103.361486 120.623068 \r\n",
       "L 103.582199 128.915932 \r\n",
       "L 103.802913 126.401135 \r\n",
       "L 104.244339 116.554151 \r\n",
       "L 104.465053 119.023242 \r\n",
       "L 104.685766 119.023242 \r\n",
       "L 104.906479 120.011645 \r\n",
       "L 105.127192 141.800402 \r\n",
       "L 105.568619 131.385666 \r\n",
       "L 105.789332 126.296285 \r\n",
       "L 106.010046 137.110542 \r\n",
       "L 106.230759 137.35822 \r\n",
       "L 106.451472 137.36661 \r\n",
       "L 106.672186 137.98583 \r\n",
       "L 106.892899 138.002211 \r\n",
       "L 107.113612 134.633329 \r\n",
       "L 107.334325 133.016033 \r\n",
       "L 107.555039 138.758626 \r\n",
       "L 107.775752 135.042521 \r\n",
       "L 107.996465 137.064466 \r\n",
       "L 108.217179 136.280288 \r\n",
       "L 108.437892 138.83066 \r\n",
       "L 108.658605 147.014575 \r\n",
       "L 108.879319 147.014575 \r\n",
       "L 109.100032 152.752923 \r\n",
       "L 109.320745 148.68939 \r\n",
       "L 109.541458 149.367698 \r\n",
       "L 109.762172 147.010387 \r\n",
       "L 109.982885 147.845354 \r\n",
       "L 110.203598 175.448758 \r\n",
       "L 110.424312 160.891758 \r\n",
       "L 110.645025 174.894428 \r\n",
       "L 110.865738 168.459625 \r\n",
       "L 111.086452 179.33511 \r\n",
       "L 111.307165 177.565314 \r\n",
       "L 111.527878 182.540882 \r\n",
       "L 111.748591 184.618846 \r\n",
       "L 111.969305 193.358608 \r\n",
       "L 112.410731 188.388597 \r\n",
       "L 112.852158 196.428424 \r\n",
       "L 113.072871 195.862092 \r\n",
       "L 113.293584 200.851434 \r\n",
       "L 113.514298 198.842334 \r\n",
       "L 113.735011 184.892175 \r\n",
       "L 113.955724 187.27066 \r\n",
       "L 114.176438 188.352251 \r\n",
       "L 114.397151 178.92513 \r\n",
       "L 114.617864 184.209293 \r\n",
       "L 114.838578 176.077158 \r\n",
       "L 115.059291 176.700023 \r\n",
       "L 115.280004 175.554245 \r\n",
       "L 115.500717 183.036074 \r\n",
       "L 115.721431 173.367485 \r\n",
       "L 115.942144 175.019615 \r\n",
       "L 116.162857 174.703812 \r\n",
       "L 116.383571 169.232162 \r\n",
       "L 116.604284 175.852615 \r\n",
       "L 116.824997 175.852615 \r\n",
       "L 117.266424 171.700682 \r\n",
       "L 117.487137 172.20708 \r\n",
       "L 117.70785 173.518352 \r\n",
       "L 117.928564 172.20682 \r\n",
       "L 118.36999 181.240536 \r\n",
       "L 118.590704 175.82943 \r\n",
       "L 118.811417 179.998468 \r\n",
       "L 119.03213 176.682448 \r\n",
       "L 119.252843 175.744042 \r\n",
       "L 119.473557 169.200243 \r\n",
       "L 119.69427 171.656211 \r\n",
       "L 119.914983 166.709523 \r\n",
       "L 120.135697 171.486389 \r\n",
       "L 120.35641 167.004845 \r\n",
       "L 120.577123 170.023828 \r\n",
       "L 120.797837 167.559121 \r\n",
       "L 121.01855 173.340741 \r\n",
       "L 121.239263 172.502425 \r\n",
       "L 121.459976 180.811027 \r\n",
       "L 122.122116 173.333962 \r\n",
       "L 122.34283 173.309058 \r\n",
       "L 123.00497 166.255127 \r\n",
       "L 123.225683 166.694502 \r\n",
       "L 123.446396 171.89432 \r\n",
       "L 123.667109 171.67826 \r\n",
       "L 123.887823 171.67826 \r\n",
       "L 124.108536 175.803338 \r\n",
       "L 124.329249 176.650405 \r\n",
       "L 124.549963 169.150805 \r\n",
       "L 124.770676 169.125515 \r\n",
       "L 124.991389 161.650885 \r\n",
       "L 125.212102 159.164823 \r\n",
       "L 125.432816 159.156406 \r\n",
       "L 125.653529 146.804932 \r\n",
       "L 125.874242 147.6403 \r\n",
       "L 126.094956 150.11271 \r\n",
       "L 126.315669 150.932084 \r\n",
       "L 126.536382 150.932084 \r\n",
       "L 126.757096 146.80308 \r\n",
       "L 126.977809 153.492427 \r\n",
       "L 127.198522 152.673035 \r\n",
       "L 127.419235 152.681444 \r\n",
       "L 127.639949 156.091157 \r\n",
       "L 127.860662 147.612364 \r\n",
       "L 128.302089 147.612364 \r\n",
       "L 128.522802 146.744082 \r\n",
       "L 128.743515 136.880169 \r\n",
       "L 128.964229 134.758517 \r\n",
       "L 129.405655 146.730939 \r\n",
       "L 129.626368 145.383077 \r\n",
       "L 129.847082 138.116747 \r\n",
       "L 130.067795 138.513108 \r\n",
       "L 130.288508 142.626003 \r\n",
       "L 130.509222 138.113921 \r\n",
       "L 130.729935 138.502291 \r\n",
       "L 131.171362 136.025112 \r\n",
       "L 131.392075 138.336225 \r\n",
       "L 131.833501 133.555734 \r\n",
       "L 132.054215 131.154446 \r\n",
       "L 132.274928 126.336847 \r\n",
       "L 132.495641 132.709244 \r\n",
       "L 132.716355 128.756844 \r\n",
       "L 132.937068 145.900028 \r\n",
       "L 133.157781 134.300768 \r\n",
       "L 133.378494 131.033049 \r\n",
       "L 133.599208 130.20804 \r\n",
       "L 133.819921 126.925578 \r\n",
       "L 134.040634 130.206414 \r\n",
       "L 134.702774 150.020207 \r\n",
       "L 134.923488 142.996494 \r\n",
       "L 135.144201 143.393551 \r\n",
       "L 135.364914 138.493023 \r\n",
       "L 135.585627 139.269016 \r\n",
       "L 135.806341 152.483615 \r\n",
       "L 136.027054 156.670912 \r\n",
       "L 136.247767 167.386387 \r\n",
       "L 136.689194 160.760837 \r\n",
       "L 136.909907 152.483206 \r\n",
       "L 137.130621 150.844642 \r\n",
       "L 137.351334 139.245424 \r\n",
       "L 137.572047 140.640939 \r\n",
       "L 137.79276 140.863981 \r\n",
       "L 138.013474 138.443217 \r\n",
       "L 138.234187 138.385677 \r\n",
       "L 138.675614 137.667252 \r\n",
       "L 138.896327 140.680958 \r\n",
       "L 139.11704 138.401362 \r\n",
       "L 139.337753 139.226897 \r\n",
       "L 139.558467 137.67433 \r\n",
       "L 139.77918 142.455195 \r\n",
       "L 139.999893 142.463191 \r\n",
       "L 140.220607 151.280165 \r\n",
       "L 140.44132 146.654812 \r\n",
       "L 140.662033 145.017684 \r\n",
       "L 140.882747 149.812259 \r\n",
       "L 141.324173 175.627642 \r\n",
       "L 141.7656 168.487188 \r\n",
       "L 141.986313 175.621725 \r\n",
       "L 142.207026 171.220416 \r\n",
       "L 142.42774 158.182272 \r\n",
       "L 142.648453 157.362276 \r\n",
       "L 142.869166 146.595851 \r\n",
       "L 143.310593 164.798738 \r\n",
       "L 143.531306 161.44927 \r\n",
       "L 143.752019 165.551287 \r\n",
       "L 144.414159 152.358814 \r\n",
       "L 144.634873 155.106161 \r\n",
       "L 144.855586 152.970185 \r\n",
       "L 145.076299 152.365881 \r\n",
       "L 145.297013 147.897082 \r\n",
       "L 145.517726 161.451702 \r\n",
       "L 145.738439 154.001481 \r\n",
       "L 145.959152 153.628988 \r\n",
       "L 146.179866 151.924027 \r\n",
       "L 146.400579 151.915619 \r\n",
       "L 146.842006 138.252203 \r\n",
       "L 147.062719 141.547134 \r\n",
       "L 147.504145 143.241095 \r\n",
       "L 147.945572 134.401077 \r\n",
       "L 148.166285 138.280335 \r\n",
       "L 148.386999 137.404853 \r\n",
       "L 148.607712 146.536874 \r\n",
       "L 148.828425 142.088784 \r\n",
       "L 149.269852 139.43669 \r\n",
       "L 149.490565 142.087978 \r\n",
       "L 149.711278 140.914531 \r\n",
       "L 149.931992 145.78857 \r\n",
       "L 150.152705 145.714163 \r\n",
       "L 150.373418 149.029617 \r\n",
       "L 150.594132 140.741634 \r\n",
       "L 150.814845 127.912275 \r\n",
       "L 151.035558 86.45536 \r\n",
       "L 151.476985 111.724665 \r\n",
       "L 151.697698 106.789549 \r\n",
       "L 151.918411 114.770132 \r\n",
       "L 152.139125 113.330325 \r\n",
       "L 152.359838 108.797273 \r\n",
       "L 152.580551 111.723621 \r\n",
       "L 152.801265 111.312493 \r\n",
       "L 153.021978 115.326408 \r\n",
       "L 153.242691 113.359249 \r\n",
       "L 153.463404 115.260139 \r\n",
       "L 153.684118 120.230551 \r\n",
       "L 153.904831 121.589455 \r\n",
       "L 154.346258 109.238809 \r\n",
       "L 154.787684 119.108634 \r\n",
       "L 155.008398 118.202983 \r\n",
       "L 155.229111 114.98404 \r\n",
       "L 155.670537 115.082393 \r\n",
       "L 155.891251 117.46082 \r\n",
       "L 156.111964 112.767982 \r\n",
       "L 156.332677 98.536234 \r\n",
       "L 156.553391 111.087878 \r\n",
       "L 156.774104 115.932222 \r\n",
       "L 156.994817 116.746643 \r\n",
       "L 157.215531 113.232057 \r\n",
       "L 157.436244 105.909642 \r\n",
       "L 157.87767 115.750652 \r\n",
       "L 158.098384 117.174357 \r\n",
       "L 158.53981 109.199268 \r\n",
       "L 158.760524 110.013658 \r\n",
       "L 159.20195 105.023013 \r\n",
       "L 159.422664 104.003977 \r\n",
       "L 159.643377 105.072547 \r\n",
       "L 159.86409 114.102787 \r\n",
       "L 160.084803 105.068181 \r\n",
       "L 160.305517 108.354728 \r\n",
       "L 160.746943 102.609386 \r\n",
       "L 160.967657 103.414621 \r\n",
       "L 161.18837 105.065832 \r\n",
       "L 161.409083 102.600723 \r\n",
       "L 161.629796 110.034235 \r\n",
       "L 162.291936 104.51752 \r\n",
       "L 162.51265 105.643425 \r\n",
       "L 162.733363 102.677082 \r\n",
       "L 162.954076 102.668338 \r\n",
       "L 163.17479 99.391324 \r\n",
       "L 163.395503 100.105594 \r\n",
       "L 163.616216 101.353914 \r\n",
       "L 163.836929 101.016939 \r\n",
       "L 164.057643 101.016939 \r\n",
       "L 164.278356 89.010838 \r\n",
       "L 164.499069 92.314425 \r\n",
       "L 164.940496 105.738012 \r\n",
       "L 165.161209 107.504727 \r\n",
       "L 165.381923 114.056403 \r\n",
       "L 165.602636 115.833302 \r\n",
       "L 165.823349 115.841665 \r\n",
       "L 166.044062 134.080203 \r\n",
       "L 166.264776 137.860024 \r\n",
       "L 166.926916 127.229581 \r\n",
       "L 167.147629 127.84793 \r\n",
       "L 167.368342 133.850461 \r\n",
       "L 167.589055 131.349833 \r\n",
       "L 168.030482 122.805779 \r\n",
       "L 168.251195 129.372249 \r\n",
       "L 168.692622 118.984062 \r\n",
       "L 168.913335 117.329345 \r\n",
       "L 169.134049 117.271984 \r\n",
       "L 169.354762 116.498017 \r\n",
       "L 169.575475 128.005398 \r\n",
       "L 170.237615 107.058522 \r\n",
       "L 170.679042 103.114088 \r\n",
       "L 170.899755 104.978301 \r\n",
       "L 171.120468 120.344297 \r\n",
       "L 171.341182 109.884256 \r\n",
       "L 171.561895 111.537509 \r\n",
       "L 171.782608 109.892201 \r\n",
       "L 172.003321 112.342838 \r\n",
       "L 172.224035 113.165195 \r\n",
       "L 172.444748 105.588308 \r\n",
       "L 172.665461 102.974639 \r\n",
       "L 173.106888 112.326668 \r\n",
       "L 173.327601 107.234116 \r\n",
       "L 173.548315 108.138569 \r\n",
       "L 173.769028 110.966463 \r\n",
       "L 173.989741 110.686696 \r\n",
       "L 174.210454 113.67207 \r\n",
       "L 174.651881 115.392068 \r\n",
       "L 174.872594 119.737517 \r\n",
       "L 175.093308 115.619541 \r\n",
       "L 175.314021 114.870451 \r\n",
       "L 175.534734 116.294398 \r\n",
       "L 175.976161 121.258705 \r\n",
       "L 176.196874 114.710039 \r\n",
       "L 176.417587 116.421841 \r\n",
       "L 176.638301 116.421841 \r\n",
       "L 176.859014 110.141221 \r\n",
       "L 177.079727 109.055718 \r\n",
       "L 177.300441 104.928061 \r\n",
       "L 177.521154 110.261052 \r\n",
       "L 178.183294 114.793186 \r\n",
       "L 178.62472 101.632626 \r\n",
       "L 178.845434 103.267138 \r\n",
       "L 179.066147 99.250008 \r\n",
       "L 179.507574 102.444352 \r\n",
       "L 179.728287 98.591866 \r\n",
       "L 179.949 99.158301 \r\n",
       "L 180.169713 96.761275 \r\n",
       "L 180.390427 96.596872 \r\n",
       "L 180.61114 100.798583 \r\n",
       "L 180.831853 100.782291 \r\n",
       "L 181.052567 95.78958 \r\n",
       "L 181.27328 98.24296 \r\n",
       "L 181.493993 94.212587 \r\n",
       "L 181.714706 94.926315 \r\n",
       "L 181.93542 96.665968 \r\n",
       "L 182.156133 100.383259 \r\n",
       "L 182.376846 100.761117 \r\n",
       "L 182.59756 101.631313 \r\n",
       "L 182.818273 103.807883 \r\n",
       "L 183.038986 102.649474 \r\n",
       "L 183.2597 102.436036 \r\n",
       "L 183.480413 105.72136 \r\n",
       "L 183.701126 105.442211 \r\n",
       "L 183.921839 100.758121 \r\n",
       "L 184.142553 100.799048 \r\n",
       "L 184.363266 105.307406 \r\n",
       "L 184.583979 102.275134 \r\n",
       "L 184.804693 102.201607 \r\n",
       "L 185.025406 104.878739 \r\n",
       "L 185.246119 104.895438 \r\n",
       "L 186.128972 121.352364 \r\n",
       "L 186.349686 134.944205 \r\n",
       "L 186.570399 138.758146 \r\n",
       "L 186.791112 129.193621 \r\n",
       "L 187.011826 125.441249 \r\n",
       "L 187.232539 129.562812 \r\n",
       "L 187.453252 119.500318 \r\n",
       "L 187.673966 120.694557 \r\n",
       "L 187.894679 127.885197 \r\n",
       "L 188.115392 121.329903 \r\n",
       "L 188.336105 121.840495 \r\n",
       "L 188.777532 120.876668 \r\n",
       "L 189.218959 121.922931 \r\n",
       "L 189.660385 121.840416 \r\n",
       "L 189.881098 122.021788 \r\n",
       "L 190.101812 121.840411 \r\n",
       "L 190.543238 119.65774 \r\n",
       "L 190.984665 119.66571 \r\n",
       "L 191.205378 116.108004 \r\n",
       "L 191.426092 126.619268 \r\n",
       "L 191.646805 130.939439 \r\n",
       "L 192.088231 130.906308 \r\n",
       "L 192.529658 127.878976 \r\n",
       "L 192.750371 128.687317 \r\n",
       "L 192.971085 130.756699 \r\n",
       "L 193.191798 129.536077 \r\n",
       "L 193.412511 127.053776 \r\n",
       "L 193.633225 127.053776 \r\n",
       "L 193.853938 125.412562 \r\n",
       "L 194.074651 127.885739 \r\n",
       "L 194.295364 127.885739 \r\n",
       "L 194.516078 132.997924 \r\n",
       "L 194.736791 149.361328 \r\n",
       "L 194.957504 150.172299 \r\n",
       "L 195.178218 175.522424 \r\n",
       "L 195.398931 170.829804 \r\n",
       "L 195.619644 169.751149 \r\n",
       "L 196.061071 159.216663 \r\n",
       "L 196.281784 167.16172 \r\n",
       "L 196.502497 162.541639 \r\n",
       "L 196.723211 170.175844 \r\n",
       "L 196.943924 170.814702 \r\n",
       "L 197.164637 158.299333 \r\n",
       "L 197.385351 155.532426 \r\n",
       "L 197.606064 169.087532 \r\n",
       "L 197.826777 167.560699 \r\n",
       "L 198.268204 154.211557 \r\n",
       "L 198.70963 163.305029 \r\n",
       "L 199.37177 147.6237 \r\n",
       "L 199.813197 143.852906 \r\n",
       "L 200.03391 139.306614 \r\n",
       "L 200.254623 139.306614 \r\n",
       "L 200.475337 138.480474 \r\n",
       "L 200.69605 133.525049 \r\n",
       "L 200.916763 132.625753 \r\n",
       "L 201.137477 134.407731 \r\n",
       "L 201.35819 143.42945 \r\n",
       "L 201.578903 143.42945 \r\n",
       "L 201.799617 138.833851 \r\n",
       "L 202.02033 125.255242 \r\n",
       "L 202.461756 131.002082 \r\n",
       "L 202.68247 128.551506 \r\n",
       "L 202.903183 127.727102 \r\n",
       "L 203.123896 116.438641 \r\n",
       "L 203.34461 118.65282 \r\n",
       "L 203.565323 125.767339 \r\n",
       "L 203.786036 118.875715 \r\n",
       "L 204.006749 116.81731 \r\n",
       "L 204.448176 124.014201 \r\n",
       "L 204.668889 124.895863 \r\n",
       "L 205.110316 113.707116 \r\n",
       "L 205.331029 117.023639 \r\n",
       "L 205.551743 113.286001 \r\n",
       "L 205.993169 121.096513 \r\n",
       "L 206.213882 122.751843 \r\n",
       "L 206.434596 121.911412 \r\n",
       "L 206.655309 112.865568 \r\n",
       "L 206.876022 113.705145 \r\n",
       "L 207.096736 112.865462 \r\n",
       "L 207.317449 116.971384 \r\n",
       "L 207.758876 116.979351 \r\n",
       "L 207.979589 121.095393 \r\n",
       "L 208.200302 135.33811 \r\n",
       "L 208.421015 132.622275 \r\n",
       "L 209.083155 130.171382 \r\n",
       "L 209.303869 130.567324 \r\n",
       "L 209.524582 132.464924 \r\n",
       "L 209.745295 130.56678 \r\n",
       "L 209.966008 132.448015 \r\n",
       "L 210.186722 132.52188 \r\n",
       "L 210.848862 124.488062 \r\n",
       "L 211.069575 124.718963 \r\n",
       "L 211.290288 117.770956 \r\n",
       "L 211.511002 118.083691 \r\n",
       "L 211.731715 121.015172 \r\n",
       "L 211.952428 120.240724 \r\n",
       "L 212.173141 117.086302 \r\n",
       "L 212.393855 121.029544 \r\n",
       "L 212.614568 137.53733 \r\n",
       "L 213.055995 137.396678 \r\n",
       "L 213.276708 135.803184 \r\n",
       "L 213.718135 134.242922 \r\n",
       "L 213.938848 132.740846 \r\n",
       "L 214.159561 135.02679 \r\n",
       "L 214.380274 125.235978 \r\n",
       "L 214.600988 122.416979 \r\n",
       "L 214.821701 116.962774 \r\n",
       "L 215.042414 120.157079 \r\n",
       "L 215.263128 126.803832 \r\n",
       "L 215.483841 123.406904 \r\n",
       "L 215.704554 130.11474 \r\n",
       "L 216.145981 116.898562 \r\n",
       "L 216.366694 112.790093 \r\n",
       "L 216.587407 118.54133 \r\n",
       "L 217.028834 114.432867 \r\n",
       "L 217.470261 130.893276 \r\n",
       "L 217.911687 126.785061 \r\n",
       "L 218.1324 129.225746 \r\n",
       "L 218.353114 126.479263 \r\n",
       "L 218.573827 129.018766 \r\n",
       "L 218.79454 125.950319 \r\n",
       "L 219.015254 126.8159 \r\n",
       "L 219.235967 129.181995 \r\n",
       "L 219.45668 129.289348 \r\n",
       "L 219.677394 133.504096 \r\n",
       "L 219.898107 145.223134 \r\n",
       "L 220.560247 133.523374 \r\n",
       "L 220.78096 138.540709 \r\n",
       "L 221.001673 152.929128 \r\n",
       "L 221.222387 148.210659 \r\n",
       "L 221.4431 137.590557 \r\n",
       "L 221.663813 139.117787 \r\n",
       "L 222.10524 145.719269 \r\n",
       "L 222.325953 144.900705 \r\n",
       "L 222.546666 153.986601 \r\n",
       "L 222.76738 152.339014 \r\n",
       "L 222.988093 157.338213 \r\n",
       "L 223.208806 152.169715 \r\n",
       "L 223.42952 142.9661 \r\n",
       "L 223.650233 141.569598 \r\n",
       "L 224.091659 141.512022 \r\n",
       "L 224.312373 145.552274 \r\n",
       "L 224.753799 142.394489 \r\n",
       "L 224.974513 143.220641 \r\n",
       "L 225.415939 137.089521 \r\n",
       "L 225.636653 137.518649 \r\n",
       "L 225.857366 135.933491 \r\n",
       "L 226.078079 138.979606 \r\n",
       "L 226.298792 132.536855 \r\n",
       "L 226.519506 134.542069 \r\n",
       "L 226.740219 134.616359 \r\n",
       "L 227.402359 143.212989 \r\n",
       "L 227.623072 144.006451 \r\n",
       "L 227.843786 143.725666 \r\n",
       "L 228.064499 143.659272 \r\n",
       "L 228.505925 133.298026 \r\n",
       "L 228.726639 133.290039 \r\n",
       "L 228.947352 130.533452 \r\n",
       "L 229.168065 138.923115 \r\n",
       "L 229.388779 137.229705 \r\n",
       "L 229.609492 134.124648 \r\n",
       "L 229.830205 129.411535 \r\n",
       "L 230.050919 129.164493 \r\n",
       "L 230.271632 129.164493 \r\n",
       "L 230.492345 125.758315 \r\n",
       "L 230.933772 142.239056 \r\n",
       "L 231.154485 142.015927 \r\n",
       "L 231.375198 141.536496 \r\n",
       "L 231.595912 137.495809 \r\n",
       "L 231.816625 139.841383 \r\n",
       "L 232.037338 140.708393 \r\n",
       "L 232.258051 140.708393 \r\n",
       "L 232.478765 147.962412 \r\n",
       "L 232.699478 145.663155 \r\n",
       "L 232.920191 148.780578 \r\n",
       "L 233.140905 149.830883 \r\n",
       "L 233.582331 137.392947 \r\n",
       "L 233.803045 134.915543 \r\n",
       "L 234.023758 133.70167 \r\n",
       "L 234.244471 133.264372 \r\n",
       "L 234.465184 133.264372 \r\n",
       "L 234.685898 137.382685 \r\n",
       "L 234.906611 134.19483 \r\n",
       "L 235.127324 142.655476 \r\n",
       "L 235.568751 139.03607 \r\n",
       "L 235.789464 134.988502 \r\n",
       "L 236.010178 141.452587 \r\n",
       "L 236.230891 137.998482 \r\n",
       "L 236.451604 142.524163 \r\n",
       "L 236.672317 143.986967 \r\n",
       "L 236.893031 149.78988 \r\n",
       "L 237.334457 149.872748 \r\n",
       "L 237.775884 153.902724 \r\n",
       "L 237.996597 162.065337 \r\n",
       "L 238.21731 161.103561 \r\n",
       "L 238.438024 162.181091 \r\n",
       "L 239.100164 149.76335 \r\n",
       "L 239.320877 153.891953 \r\n",
       "L 239.54159 151.358687 \r\n",
       "L 239.762304 151.258981 \r\n",
       "L 239.983017 149.595634 \r\n",
       "L 240.20373 151.407883 \r\n",
       "L 240.645157 151.366238 \r\n",
       "L 240.86587 157.837539 \r\n",
       "L 241.086583 154.723178 \r\n",
       "L 241.52801 154.731191 \r\n",
       "L 241.748723 153.895074 \r\n",
       "L 241.969437 153.870238 \r\n",
       "L 242.19015 153.994418 \r\n",
       "L 242.410863 160.517964 \r\n",
       "L 242.631576 160.509944 \r\n",
       "L 242.85229 162.175618 \r\n",
       "L 243.073003 172.926608 \r\n",
       "L 243.293716 167.969617 \r\n",
       "L 243.51443 170.458502 \r\n",
       "L 243.735143 162.989038 \r\n",
       "L 243.955856 159.598672 \r\n",
       "L 244.17657 154.320475 \r\n",
       "L 244.397283 160.63725 \r\n",
       "L 244.617996 156.410819 \r\n",
       "L 244.838709 156.502186 \r\n",
       "L 245.059423 162.970522 \r\n",
       "L 245.280136 162.978544 \r\n",
       "L 245.500849 170.10826 \r\n",
       "L 245.721563 166.290591 \r\n",
       "L 245.942276 166.953993 \r\n",
       "L 246.162989 173.664948 \r\n",
       "L 246.383702 175.416709 \r\n",
       "L 246.604416 162.127937 \r\n",
       "L 247.266556 149.230292 \r\n",
       "L 247.487269 147.219978 \r\n",
       "L 247.707982 151.040897 \r\n",
       "L 247.928696 146.828573 \r\n",
       "L 248.149409 136.251637 \r\n",
       "L 248.370122 136.243247 \r\n",
       "L 248.590835 144.004283 \r\n",
       "L 248.811549 137.292106 \r\n",
       "L 249.032262 134.055095 \r\n",
       "L 249.252975 133.988797 \r\n",
       "L 249.473689 133.155285 \r\n",
       "L 249.694402 120.775985 \r\n",
       "L 249.915115 131.460116 \r\n",
       "L 250.135829 124.257185 \r\n",
       "L 250.356542 124.257185 \r\n",
       "L 250.577255 128.996496 \r\n",
       "L 250.797968 128.130086 \r\n",
       "L 251.018682 123.314182 \r\n",
       "L 251.239395 124.063815 \r\n",
       "L 251.460108 125.670923 \r\n",
       "L 251.680822 123.725571 \r\n",
       "L 251.901535 128.992071 \r\n",
       "L 252.122248 128.175147 \r\n",
       "L 252.563675 121.191837 \r\n",
       "L 252.784388 122.402824 \r\n",
       "L 253.005101 120.755053 \r\n",
       "L 253.446528 123.704524 \r\n",
       "L 253.667241 123.943384 \r\n",
       "L 253.887955 128.501031 \r\n",
       "L 254.108668 137.243103 \r\n",
       "L 254.329381 137.878836 \r\n",
       "L 254.550094 133.963763 \r\n",
       "L 254.770808 132.329486 \r\n",
       "L 254.991521 129.755296 \r\n",
       "L 255.212234 125.771182 \r\n",
       "L 255.432948 128.071181 \r\n",
       "L 255.653661 126.512576 \r\n",
       "L 255.874374 133.11614 \r\n",
       "L 256.095088 128.230703 \r\n",
       "L 256.315801 128.989275 \r\n",
       "L 256.536514 133.097048 \r\n",
       "L 256.757227 131.388307 \r\n",
       "L 257.198654 124.85534 \r\n",
       "L 257.419367 117.470107 \r\n",
       "L 257.640081 96.886837 \r\n",
       "L 257.860794 63.201198 \r\n",
       "L 258.302221 55.037055 \r\n",
       "L 258.522934 38.732851 \r\n",
       "L 258.743647 38.724977 \r\n",
       "L 258.96436 30.751168 \r\n",
       "L 259.185074 31.409413 \r\n",
       "L 259.405787 33.026483 \r\n",
       "L 259.6265 42.789487 \r\n",
       "L 259.847214 38.719371 \r\n",
       "L 260.067927 38.760315 \r\n",
       "L 260.28864 46.87985 \r\n",
       "L 260.730067 34.633072 \r\n",
       "L 260.95078 37.869583 \r\n",
       "L 261.171493 38.722997 \r\n",
       "L 261.392207 46.843288 \r\n",
       "L 261.61292 50.093658 \r\n",
       "L 261.833633 50.167011 \r\n",
       "L 262.054347 49.278882 \r\n",
       "L 262.27506 48.871155 \r\n",
       "L 262.495773 50.908877 \r\n",
       "L 262.716486 50.346438 \r\n",
       "L 262.9372 40.231279 \r\n",
       "L 263.157913 40.614035 \r\n",
       "L 263.378626 40.614035 \r\n",
       "L 263.59934 32.41816 \r\n",
       "L 263.820053 30.548324 \r\n",
       "L 264.040766 30.637975 \r\n",
       "L 264.482193 30.475186 \r\n",
       "L 264.702906 27.566269 \r\n",
       "L 264.923619 38.662308 \r\n",
       "L 265.365046 41.924826 \r\n",
       "L 265.585759 48.437306 \r\n",
       "L 265.806473 46.294045 \r\n",
       "L 266.027186 43.060485 \r\n",
       "L 266.247899 41.928267 \r\n",
       "L 266.468612 42.050371 \r\n",
       "L 266.689326 39.397115 \r\n",
       "L 266.910039 39.397115 \r\n",
       "L 267.130752 38.591535 \r\n",
       "L 267.351466 40.747361 \r\n",
       "L 267.572179 40.324405 \r\n",
       "L 267.792892 41.919251 \r\n",
       "L 268.013606 46.803415 \r\n",
       "L 268.234319 48.03324 \r\n",
       "L 268.455032 54.649511 \r\n",
       "L 268.675745 46.79534 \r\n",
       "L 268.896459 46.803223 \r\n",
       "L 269.117172 48.938077 \r\n",
       "L 269.337885 47.535938 \r\n",
       "L 270.220739 33.265473 \r\n",
       "L 270.441452 22.469021 \r\n",
       "L 270.662165 28.881524 \r\n",
       "L 270.882878 22.381826 \r\n",
       "L 271.103592 22.381826 \r\n",
       "L 271.324305 20.774792 \r\n",
       "L 271.545018 23.209101 \r\n",
       "L 271.765732 23.997007 \r\n",
       "L 271.986445 20.042866 \r\n",
       "L 272.207158 22.379544 \r\n",
       "L 272.427872 37.264632 \r\n",
       "L 272.648585 34.540062 \r\n",
       "L 272.869298 27.246314 \r\n",
       "L 273.090011 26.003599 \r\n",
       "L 273.310725 26.41776 \r\n",
       "L 273.531438 30.477889 \r\n",
       "L 273.752151 31.696833 \r\n",
       "L 273.972865 30.477665 \r\n",
       "L 274.193578 28.056293 \r\n",
       "L 274.635004 42.100289 \r\n",
       "L 274.855718 34.529557 \r\n",
       "L 275.076431 44.28709 \r\n",
       "L 275.297144 39.213567 \r\n",
       "L 275.738571 49.087999 \r\n",
       "L 275.959284 46.716586 \r\n",
       "L 276.179998 41.022343 \r\n",
       "L 276.400711 41.290939 \r\n",
       "L 276.621424 38.580451 \r\n",
       "L 276.842137 39.393816 \r\n",
       "L 277.283564 36.367095 \r\n",
       "L 277.504277 36.382837 \r\n",
       "L 277.724991 36.602444 \r\n",
       "L 277.945704 34.593647 \r\n",
       "L 278.166417 35.325471 \r\n",
       "L 278.387131 37.984725 \r\n",
       "L 278.607844 37.765065 \r\n",
       "L 278.828557 37.846943 \r\n",
       "L 279.04927 36.951789 \r\n",
       "L 279.269984 34.747664 \r\n",
       "L 279.490697 34.503717 \r\n",
       "L 279.71141 34.511586 \r\n",
       "L 279.932124 38.544437 \r\n",
       "L 280.152837 39.415276 \r\n",
       "L 280.37355 44.256708 \r\n",
       "L 280.594263 44.94941 \r\n",
       "L 281.477117 30.537157 \r\n",
       "L 281.69783 33.674213 \r\n",
       "L 281.918543 33.674213 \r\n",
       "L 282.139257 34.503499 \r\n",
       "L 282.35997 44.261032 \r\n",
       "L 282.580683 42.632114 \r\n",
       "L 283.02211 45.400953 \r\n",
       "L 283.463536 38.63361 \r\n",
       "L 283.68425 39.374543 \r\n",
       "L 283.904963 38.561079 \r\n",
       "L 284.125676 38.561079 \r\n",
       "L 284.34639 39.374443 \r\n",
       "L 284.567103 39.374443 \r\n",
       "L 284.787816 38.341272 \r\n",
       "L 285.008529 40.838763 \r\n",
       "L 285.229243 38.348207 \r\n",
       "L 285.449956 38.348207 \r\n",
       "L 285.670669 36.981357 \r\n",
       "L 286.553523 28.265077 \r\n",
       "L 286.774236 30.442736 \r\n",
       "L 286.994949 35.286278 \r\n",
       "L 287.215662 35.603436 \r\n",
       "L 287.436376 35.603436 \r\n",
       "L 287.657089 36.928795 \r\n",
       "L 287.877802 37.400321 \r\n",
       "L 288.098516 30.412745 \r\n",
       "L 288.319229 28.901257 \r\n",
       "L 288.539942 30.33928 \r\n",
       "L 288.760655 38.465207 \r\n",
       "L 288.981369 30.45134 \r\n",
       "L 289.202082 30.459204 \r\n",
       "L 289.422795 35.29412 \r\n",
       "L 289.643509 32.033598 \r\n",
       "L 289.864222 40.01531 \r\n",
       "L 290.084935 40.32482 \r\n",
       "L 290.305649 33.887027 \r\n",
       "L 290.526362 32.025389 \r\n",
       "L 290.747075 37.714925 \r\n",
       "L 290.967788 34.468951 \r\n",
       "L 291.188502 38.526988 \r\n",
       "L 291.409215 38.526988 \r\n",
       "L 291.629928 32.139752 \r\n",
       "L 291.850642 30.391877 \r\n",
       "L 292.071355 30.391877 \r\n",
       "L 292.292068 29.571646 \r\n",
       "L 292.512782 30.391775 \r\n",
       "L 292.733495 28.767042 \r\n",
       "L 292.954208 28.848022 \r\n",
       "L 293.174921 17.083636 \r\n",
       "L 293.395635 18.202815 \r\n",
       "L 293.837061 22.299401 \r\n",
       "L 294.057775 28.517071 \r\n",
       "L 294.278488 22.261324 \r\n",
       "L 294.499201 23.064842 \r\n",
       "L 294.719914 25.305224 \r\n",
       "L 295.161341 25.630554 \r\n",
       "L 295.382054 27.936244 \r\n",
       "L 295.602768 33.615216 \r\n",
       "L 295.823481 29.557686 \r\n",
       "L 296.044194 34.91173 \r\n",
       "L 296.264908 34.91173 \r\n",
       "L 296.485621 32.797969 \r\n",
       "L 296.706334 26.310811 \r\n",
       "L 296.927047 54.727035 \r\n",
       "L 297.368474 63.726544 \r\n",
       "L 297.589187 91.463452 \r\n",
       "L 297.809901 78.364719 \r\n",
       "L 298.030614 72.209305 \r\n",
       "L 298.251327 70.990524 \r\n",
       "L 298.472041 75.07071 \r\n",
       "L 298.692754 74.661767 \r\n",
       "L 298.913467 82.163609 \r\n",
       "L 299.13418 70.967637 \r\n",
       "L 299.354894 68.514702 \r\n",
       "L 299.575607 70.974639 \r\n",
       "L 300.237747 70.901446 \r\n",
       "L 300.45846 78.325458 \r\n",
       "L 300.679173 90.603778 \r\n",
       "L 300.899887 88.947094 \r\n",
       "L 301.1206 84.864142 \r\n",
       "L 301.341313 86.503136 \r\n",
       "L 301.562027 79.028283 \r\n",
       "L 301.78274 78.300218 \r\n",
       "L 302.003453 81.262855 \r\n",
       "L 302.224167 87.314805 \r\n",
       "L 302.665593 79.939609 \r\n",
       "L 302.886306 79.947929 \r\n",
       "L 303.10702 69.296019 \r\n",
       "L 303.327733 73.383103 \r\n",
       "L 303.548446 70.929259 \r\n",
       "L 303.76916 70.937172 \r\n",
       "L 303.989873 75.565313 \r\n",
       "L 304.210586 75.009056 \r\n",
       "L 304.4313 87.444792 \r\n",
       "L 304.652013 79.911724 \r\n",
       "L 304.872726 80.697731 \r\n",
       "L 305.093439 80.665241 \r\n",
       "L 305.314153 79.093049 \r\n",
       "L 305.755579 70.908887 \r\n",
       "L 305.976293 70.908887 \r\n",
       "L 306.197006 74.99698 \r\n",
       "L 306.417719 74.99698 \r\n",
       "L 306.638433 71.912686 \r\n",
       "L 306.859146 71.184608 \r\n",
       "L 307.079859 66.818596 \r\n",
       "L 307.300572 70.086895 \r\n",
       "L 307.521286 75.711731 \r\n",
       "L 307.741999 71.792101 \r\n",
       "L 307.962712 72.53639 \r\n",
       "L 308.183426 72.618307 \r\n",
       "L 308.624852 77.444412 \r\n",
       "L 308.845565 74.939944 \r\n",
       "L 309.286992 84.720215 \r\n",
       "L 309.728419 76.619359 \r\n",
       "L 309.949132 80.179192 \r\n",
       "L 310.390559 71.764266 \r\n",
       "L 310.831985 69.630097 \r\n",
       "L 311.052698 74.134728 \r\n",
       "L 311.273412 73.742066 \r\n",
       "L 311.494125 70.052765 \r\n",
       "L 311.714838 64.247952 \r\n",
       "L 311.935552 62.010112 \r\n",
       "L 312.156265 58.621691 \r\n",
       "L 312.376978 62.620479 \r\n",
       "L 312.818405 51.282337 \r\n",
       "L 313.039118 52.586441 \r\n",
       "L 313.259831 56.125498 \r\n",
       "L 313.480545 57.805968 \r\n",
       "L 313.701258 57.798071 \r\n",
       "L 313.921971 58.646613 \r\n",
       "L 314.142685 62.670299 \r\n",
       "L 314.363398 70.828462 \r\n",
       "L 314.584111 65.971284 \r\n",
       "L 314.804824 70.661231 \r\n",
       "L 315.025538 66.818549 \r\n",
       "L 315.246251 67.194172 \r\n",
       "L 315.466964 71.705073 \r\n",
       "L 315.687678 72.506731 \r\n",
       "L 315.908391 70.862856 \r\n",
       "L 316.129104 74.664906 \r\n",
       "L 316.570531 69.961247 \r\n",
       "L 316.791244 61.050389 \r\n",
       "L 317.011957 61.034192 \r\n",
       "L 317.232671 60.062373 \r\n",
       "L 317.453384 62.68274 \r\n",
       "L 317.894811 58.600293 \r\n",
       "L 318.336237 58.951366 \r\n",
       "L 318.556951 61.840633 \r\n",
       "L 318.777664 58.223127 \r\n",
       "L 318.998377 60.67139 \r\n",
       "L 319.21909 54.515683 \r\n",
       "L 319.439804 59.238582 \r\n",
       "L 319.660517 53.933328 \r\n",
       "L 319.88123 54.511849 \r\n",
       "L 320.101944 54.447125 \r\n",
       "L 320.322657 48.802749 \r\n",
       "L 320.54337 55.835847 \r\n",
       "L 320.764084 53.991624 \r\n",
       "L 320.984797 56.014495 \r\n",
       "L 321.20551 52.139627 \r\n",
       "L 321.426223 56.134531 \r\n",
       "L 321.646937 57.782643 \r\n",
       "L 321.86765 57.7092 \r\n",
       "L 322.088363 50.430115 \r\n",
       "L 322.309077 51.644922 \r\n",
       "L 322.52979 51.244909 \r\n",
       "L 322.750503 50.527769 \r\n",
       "L 322.971216 50.47886 \r\n",
       "L 323.412643 46.403524 \r\n",
       "L 323.85407 46.265562 \r\n",
       "L 324.074783 48.7173 \r\n",
       "L 324.51621 43.885355 \r\n",
       "L 324.736923 30.88084 \r\n",
       "L 324.957636 46.290194 \r\n",
       "L 325.178349 45.955935 \r\n",
       "L 325.399063 43.985167 \r\n",
       "L 325.619776 34.213069 \r\n",
       "L 326.061203 41.101889 \r\n",
       "L 326.281916 36.551957 \r\n",
       "L 326.502629 41.098765 \r\n",
       "L 326.723343 42.881399 \r\n",
       "L 326.944056 42.783694 \r\n",
       "L 327.385482 38.24124 \r\n",
       "L 327.606196 38.168013 \r\n",
       "L 327.826909 41.52856 \r\n",
       "L 328.047622 39.704845 \r\n",
       "L 328.709762 56.076 \r\n",
       "L 328.930475 51.042053 \r\n",
       "L 329.151189 49.542325 \r\n",
       "L 329.371902 42.011466 \r\n",
       "L 329.592615 40.594928 \r\n",
       "L 329.813329 41.580306 \r\n",
       "L 330.034042 40.171738 \r\n",
       "L 330.254755 35.101027 \r\n",
       "L 330.475469 35.125425 \r\n",
       "L 330.696182 40.14348 \r\n",
       "L 330.916895 39.199124 \r\n",
       "L 331.137608 41.567158 \r\n",
       "L 331.358322 38.954063 \r\n",
       "L 331.579035 40.58178 \r\n",
       "L 331.799748 46.271131 \r\n",
       "L 332.020462 40.07944 \r\n",
       "L 332.241175 37.670922 \r\n",
       "L 332.461888 27.476623 \r\n",
       "L 332.682602 26.745536 \r\n",
       "L 333.344741 55.205786 \r\n",
       "L 333.565455 38.898802 \r\n",
       "L 333.786168 40.526519 \r\n",
       "L 334.006881 38.117031 \r\n",
       "L 334.669021 44.864049 \r\n",
       "L 334.889735 41.354249 \r\n",
       "L 335.110448 41.696141 \r\n",
       "L 335.331161 49.356026 \r\n",
       "L 335.772588 73.600241 \r\n",
       "L 335.993301 66.483592 \r\n",
       "L 336.214014 51.064394 \r\n",
       "L 336.655441 58.403268 \r\n",
       "L 337.096867 58.403268 \r\n",
       "L 337.317581 61.496546 \r\n",
       "L 337.538294 59.218469 \r\n",
       "L 337.759007 59.863031 \r\n",
       "L 337.979721 60.12412 \r\n",
       "L 338.200434 59.863021 \r\n",
       "L 338.421147 58.409851 \r\n",
       "L 338.641861 63.421181 \r\n",
       "L 338.862574 71.466327 \r\n",
       "L 339.304 78.860526 \r\n",
       "L 339.524714 106.605172 \r\n",
       "L 339.745427 91.675635 \r\n",
       "L 339.96614 98.516559 \r\n",
       "L 340.407567 78.734537 \r\n",
       "L 340.62828 77.579836 \r\n",
       "L 340.848994 80.37123 \r\n",
       "L 341.069707 71.773218 \r\n",
       "L 341.29042 84.686358 \r\n",
       "L 341.511133 75.009048 \r\n",
       "L 341.731847 72.980048 \r\n",
       "L 341.95256 68.383047 \r\n",
       "L 342.173273 71.137752 \r\n",
       "L 342.393987 67.294201 \r\n",
       "L 342.6147 68.070848 \r\n",
       "L 342.835413 74.94483 \r\n",
       "L 343.056126 78.070058 \r\n",
       "L 343.27684 70.514716 \r\n",
       "L 343.718266 70.514716 \r\n",
       "L 343.93898 64.750318 \r\n",
       "L 344.159693 68.875967 \r\n",
       "L 344.380406 69.832376 \r\n",
       "L 344.60112 64.90248 \r\n",
       "L 345.042546 75.396103 \r\n",
       "L 345.263259 75.420254 \r\n",
       "L 345.483973 77.867092 \r\n",
       "L 345.925399 77.572416 \r\n",
       "L 346.146113 66.440436 \r\n",
       "L 346.366826 74.57129 \r\n",
       "L 346.808253 68.043571 \r\n",
       "L 347.249679 74.444877 \r\n",
       "L 347.470392 71.630628 \r\n",
       "L 347.691106 67.222891 \r\n",
       "L 348.132532 67.214587 \r\n",
       "L 348.353246 68.03196 \r\n",
       "L 348.573959 67.369913 \r\n",
       "L 348.794672 67.378217 \r\n",
       "L 349.015386 64.721985 \r\n",
       "L 349.236099 70.48137 \r\n",
       "L 349.456812 70.473458 \r\n",
       "L 349.677525 67.946541 \r\n",
       "L 349.898239 75.351572 \r\n",
       "L 350.118952 69.14939 \r\n",
       "L 350.339665 70.988724 \r\n",
       "L 350.560379 77.825033 \r\n",
       "L 350.781092 78.659562 \r\n",
       "L 351.222518 84.800773 \r\n",
       "L 351.443232 82.662096 \r\n",
       "L 351.663945 74.150975 \r\n",
       "L 351.884658 70.527317 \r\n",
       "L 352.105372 56.160886 \r\n",
       "L 352.326085 53.395041 \r\n",
       "L 352.546798 62.268016 \r\n",
       "L 352.767512 58.184963 \r\n",
       "L 352.988225 59.409164 \r\n",
       "L 353.208938 57.760137 \r\n",
       "L 353.429651 58.184631 \r\n",
       "L 353.650365 57.352174 \r\n",
       "L 354.091791 52.130806 \r\n",
       "L 354.312505 51.657355 \r\n",
       "L 354.533218 53.108379 \r\n",
       "L 354.753931 56.387118 \r\n",
       "L 355.195358 56.387118 \r\n",
       "L 355.416071 56.566751 \r\n",
       "L 355.636784 58.027142 \r\n",
       "L 355.857498 58.696488 \r\n",
       "L 356.078211 62.230753 \r\n",
       "L 356.298924 58.212919 \r\n",
       "L 356.519638 62.774866 \r\n",
       "L 356.740351 58.26668 \r\n",
       "L 356.961064 59.785104 \r\n",
       "L 357.181777 66.332218 \r\n",
       "L 357.843917 55.722712 \r\n",
       "L 358.064631 55.738897 \r\n",
       "L 358.064631 55.738897 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 38.482813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 373.282813 224.64 \r\n",
       "L 373.282813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 38.482813 224.64 \r\n",
       "L 373.282813 224.64 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 38.482813 7.2 \r\n",
       "L 373.282813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p2675b61a79\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"38.482813\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dpc.cumsum().plot(kind='line')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MDD(Maximum Drawdown,최대 손실 낙폭) \n",
    "# MDD(Maximum Drawdown,최대 손실 낙폭) \n",
    "퀀트 투자에서는 수익률을 높이는 것보다 MDD를 낮추는 것이 더 낫다고 할 만큼 중요한 지표\n",
    "MDD = (최저점 - 최고점) / 최저점"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "window = 1380\n",
    "peak = experiment_df['close'].rolling(window, min_periods=1).max()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "drawdown = experiment_df['close'] / peak - 1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_dd = drawdown.rolling(window, min_periods=1).min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c250f2c470>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 395.34961 248.518125\" width=\"395.34961pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 248.518125 \r\n",
       "L 395.34961 248.518125 \r\n",
       "L 395.34961 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 51.207813 224.64 \r\n",
       "L 386.007812 224.64 \r\n",
       "L 386.007812 7.2 \r\n",
       "L 51.207813 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"ma302e384fb\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.425994\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(63.244744 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.568654\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(101.024904 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"154.711313\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(145.167563 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"198.853972\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 600 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(189.310222 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"242.996632\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 800 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(233.452882 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.139291\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(274.414291 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"331.281951\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 1200 -->\r\n",
       "      <g transform=\"translate(318.556951 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"375.42461\" xlink:href=\"#ma302e384fb\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 1400 -->\r\n",
       "      <g transform=\"translate(362.69961 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"mf9998fe4d7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"221.958187\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- −0.014 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.59375 35.5 \r\n",
       "L 73.1875 35.5 \r\n",
       "L 73.1875 27.203125 \r\n",
       "L 10.59375 27.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-8722\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 225.757406)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"192.690394\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- −0.012 -->\r\n",
       "      <g transform=\"translate(7.2 196.489613)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"163.422601\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- −0.010 -->\r\n",
       "      <g transform=\"translate(7.2 167.22182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"134.154808\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- −0.008 -->\r\n",
       "      <g transform=\"translate(7.2 137.954027)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"104.887015\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- −0.006 -->\r\n",
       "      <g transform=\"translate(7.2 108.686234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"75.619222\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- −0.004 -->\r\n",
       "      <g transform=\"translate(7.2 79.418441)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"46.351429\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- −0.002 -->\r\n",
       "      <g transform=\"translate(7.2 50.150648)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#mf9998fe4d7\" y=\"17.083636\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 0.000 -->\r\n",
       "      <g transform=\"translate(15.579688 20.882855)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_17\">\r\n",
       "    <path clip-path=\"url(#pa4bd0ed366)\" d=\"M 66.425994 17.083636 \r\n",
       "L 66.646708 25.316026 \r\n",
       "L 67.308848 25.316026 \r\n",
       "L 67.529561 28.162095 \r\n",
       "L 67.970987 28.162095 \r\n",
       "L 68.191701 29.662968 \r\n",
       "L 68.412414 35.558367 \r\n",
       "L 69.736694 35.558367 \r\n",
       "L 69.957407 38.78161 \r\n",
       "L 70.398834 57.476952 \r\n",
       "L 70.84026 57.476952 \r\n",
       "L 71.060974 69.96414 \r\n",
       "L 71.281687 75.787774 \r\n",
       "L 71.5024 76.153689 \r\n",
       "L 71.723113 77.472047 \r\n",
       "L 71.943827 77.472047 \r\n",
       "L 72.16454 82.98381 \r\n",
       "L 72.385253 82.98381 \r\n",
       "L 72.605967 103.253563 \r\n",
       "L 73.047393 121.563498 \r\n",
       "L 73.709533 121.60071 \r\n",
       "L 73.930246 130.737072 \r\n",
       "L 74.15096 132.549814 \r\n",
       "L 122.707885 132.549814 \r\n",
       "L 122.928598 154.133532 \r\n",
       "L 123.590738 154.133532 \r\n",
       "L 123.811452 162.731582 \r\n",
       "L 124.032165 162.731582 \r\n",
       "L 124.473591 174.290929 \r\n",
       "L 124.694305 193.394678 \r\n",
       "L 125.356445 193.394678 \r\n",
       "L 125.577158 200.10179 \r\n",
       "L 125.797871 200.10179 \r\n",
       "L 126.018584 209.753489 \r\n",
       "L 207.682504 209.753489 \r\n",
       "L 207.903218 213.450154 \r\n",
       "L 258.887989 213.450154 \r\n",
       "L 259.108702 214.083535 \r\n",
       "L 352.029 214.083535 \r\n",
       "L 352.249714 214.756364 \r\n",
       "L 370.789631 214.756364 \r\n",
       "L 370.789631 214.756364 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 51.207813 224.64 \r\n",
       "L 51.207813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 386.007812 224.64 \r\n",
       "L 386.007812 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 51.207813 224.64 \r\n",
       "L 386.007813 224.64 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 51.207813 7.2 \r\n",
       "L 386.007813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pa4bd0ed366\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"51.207813\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_dd.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c254c85ac8>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 395.34961 248.518125\" width=\"395.34961pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 248.518125 \r\n",
       "L 395.34961 248.518125 \r\n",
       "L 395.34961 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 51.207813 224.64 \r\n",
       "L 386.007812 224.64 \r\n",
       "L 386.007812 7.2 \r\n",
       "L 51.207813 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m9a071052c3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.425994\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(63.244744 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.568654\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(101.024904 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"154.711313\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(145.167563 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"198.853972\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 600 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(189.310222 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"242.996632\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 800 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(233.452882 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.139291\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(274.414291 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"331.281951\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 1200 -->\r\n",
       "      <g transform=\"translate(318.556951 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"375.42461\" xlink:href=\"#m9a071052c3\" y=\"224.64\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 1400 -->\r\n",
       "      <g transform=\"translate(362.69961 239.238437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m43b9190084\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"221.958187\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- −0.014 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.59375 35.5 \r\n",
       "L 73.1875 35.5 \r\n",
       "L 73.1875 27.203125 \r\n",
       "L 10.59375 27.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-8722\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 225.757406)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"192.690394\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- −0.012 -->\r\n",
       "      <g transform=\"translate(7.2 196.489613)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"163.422601\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- −0.010 -->\r\n",
       "      <g transform=\"translate(7.2 167.22182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"134.154808\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- −0.008 -->\r\n",
       "      <g transform=\"translate(7.2 137.954027)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"104.887015\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- −0.006 -->\r\n",
       "      <g transform=\"translate(7.2 108.686234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"75.619222\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- −0.004 -->\r\n",
       "      <g transform=\"translate(7.2 79.418441)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"46.351429\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- −0.002 -->\r\n",
       "      <g transform=\"translate(7.2 50.150648)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.207813\" xlink:href=\"#m43b9190084\" y=\"17.083636\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 0.000 -->\r\n",
       "      <g transform=\"translate(15.579688 20.882855)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_17\">\r\n",
       "    <path clip-path=\"url(#pa29bd2de98)\" d=\"M 66.425994 17.083636 \r\n",
       "L 66.646708 25.316026 \r\n",
       "L 67.088134 17.083636 \r\n",
       "L 67.529561 28.162095 \r\n",
       "L 67.750274 24.518005 \r\n",
       "L 67.970987 24.518005 \r\n",
       "L 68.412414 35.558367 \r\n",
       "L 68.633127 26.367073 \r\n",
       "L 68.853841 24.535725 \r\n",
       "L 69.074554 26.367073 \r\n",
       "L 69.295267 25.817757 \r\n",
       "L 69.51598 24.518005 \r\n",
       "L 70.398834 57.476952 \r\n",
       "L 70.619547 53.832862 \r\n",
       "L 70.84026 53.851468 \r\n",
       "L 71.060974 69.96414 \r\n",
       "L 71.281687 75.787774 \r\n",
       "L 71.5024 76.153689 \r\n",
       "L 71.723113 77.472047 \r\n",
       "L 71.943827 77.454327 \r\n",
       "L 72.16454 82.98381 \r\n",
       "L 72.385253 82.98381 \r\n",
       "L 72.605967 103.253563 \r\n",
       "L 73.047393 121.563498 \r\n",
       "L 73.48882 121.60071 \r\n",
       "L 73.709533 112.591931 \r\n",
       "L 73.930246 130.737072 \r\n",
       "L 74.15096 132.549814 \r\n",
       "L 74.371673 123.559641 \r\n",
       "L 74.592386 99.590867 \r\n",
       "L 74.8131 101.422215 \r\n",
       "L 75.033813 94.152641 \r\n",
       "L 75.254526 103.015231 \r\n",
       "L 75.475239 101.422215 \r\n",
       "L 75.695953 116.271461 \r\n",
       "L 75.916666 106.915373 \r\n",
       "L 76.137379 105.121236 \r\n",
       "L 76.358093 114.239878 \r\n",
       "L 76.578806 106.548571 \r\n",
       "L 77.020233 78.29602 \r\n",
       "L 77.240946 78.259695 \r\n",
       "L 77.461659 108.746721 \r\n",
       "L 77.682372 108.746721 \r\n",
       "L 77.903086 106.915373 \r\n",
       "L 78.123799 108.76444 \r\n",
       "L 78.344512 94.097709 \r\n",
       "L 78.565226 105.084025 \r\n",
       "L 78.785939 106.897653 \r\n",
       "L 79.006652 112.317273 \r\n",
       "L 79.227366 108.746721 \r\n",
       "L 79.448079 91.040146 \r\n",
       "L 79.889505 97.778125 \r\n",
       "L 80.110219 108.123867 \r\n",
       "L 80.551645 82.80041 \r\n",
       "L 80.772359 94.665631 \r\n",
       "L 80.993072 84.942741 \r\n",
       "L 81.213785 68.463268 \r\n",
       "L 81.434499 68.463268 \r\n",
       "L 81.655212 66.412194 \r\n",
       "L 81.875925 66.64964 \r\n",
       "L 82.096638 68.792857 \r\n",
       "L 82.317352 79.724241 \r\n",
       "L 82.538065 73.626836 \r\n",
       "L 82.758778 84.137373 \r\n",
       "L 82.979492 75.787774 \r\n",
       "L 83.200205 81.262326 \r\n",
       "L 83.420918 81.280931 \r\n",
       "L 83.641631 86.95749 \r\n",
       "L 83.862345 81.152462 \r\n",
       "L 84.083058 79.797779 \r\n",
       "L 84.303771 79.889036 \r\n",
       "L 84.745198 79.431864 \r\n",
       "L 84.965911 76.02522 \r\n",
       "L 85.186625 74.597885 \r\n",
       "L 85.407338 70.166147 \r\n",
       "L 85.628051 60.424652 \r\n",
       "L 85.848764 39.183851 \r\n",
       "L 86.069478 37.555395 \r\n",
       "L 86.290191 48.485893 \r\n",
       "L 86.510904 53.614022 \r\n",
       "L 86.731618 42.828827 \r\n",
       "L 86.952331 42.882872 \r\n",
       "L 87.173044 39.148411 \r\n",
       "L 87.393758 24.518005 \r\n",
       "L 87.614471 27.228258 \r\n",
       "L 87.835184 35.504321 \r\n",
       "L 88.055897 30.011163 \r\n",
       "L 88.276611 37.335669 \r\n",
       "L 88.497324 33.672973 \r\n",
       "L 88.718037 33.636647 \r\n",
       "L 89.380177 24.535725 \r\n",
       "L 89.60089 24.535725 \r\n",
       "L 89.821604 17.083636 \r\n",
       "L 90.042317 17.083636 \r\n",
       "L 90.26303 18.913853 \r\n",
       "L 90.483744 24.385023 \r\n",
       "L 90.704457 17.083636 \r\n",
       "L 90.92517 17.083636 \r\n",
       "L 91.145884 45.888909 \r\n",
       "L 91.366597 29.784723 \r\n",
       "L 92.028737 57.116934 \r\n",
       "L 92.24945 51.949331 \r\n",
       "L 92.470163 43.469319 \r\n",
       "L 92.690877 47.964227 \r\n",
       "L 92.91159 32.096013 \r\n",
       "L 93.132303 33.387694 \r\n",
       "L 93.353017 20.722707 \r\n",
       "L 93.57373 17.083636 \r\n",
       "L 93.794443 37.277093 \r\n",
       "L 94.015156 33.460037 \r\n",
       "L 94.23587 36.876918 \r\n",
       "L 94.456583 44.365911 \r\n",
       "L 94.89801 72.956891 \r\n",
       "L 95.118723 55.271785 \r\n",
       "L 95.56015 42.530382 \r\n",
       "L 95.780863 40.730034 \r\n",
       "L 96.001576 49.818848 \r\n",
       "L 96.222289 73.629713 \r\n",
       "L 96.443003 73.448535 \r\n",
       "L 96.884429 51.636787 \r\n",
       "L 97.325856 55.289375 \r\n",
       "L 97.546569 60.687783 \r\n",
       "L 97.767282 62.778368 \r\n",
       "L 97.987996 85.98941 \r\n",
       "L 98.208709 71.757245 \r\n",
       "L 98.429422 77.883004 \r\n",
       "L 98.650136 77.865414 \r\n",
       "L 99.091562 71.630596 \r\n",
       "L 99.312276 64.396659 \r\n",
       "L 99.532989 73.466125 \r\n",
       "L 99.753702 92.769522 \r\n",
       "L 99.974415 87.971817 \r\n",
       "L 100.195129 77.265591 \r\n",
       "L 100.415842 82.154764 \r\n",
       "L 100.857269 74.230415 \r\n",
       "L 101.298695 63.54178 \r\n",
       "L 101.519409 72.593655 \r\n",
       "L 101.740122 61.397544 \r\n",
       "L 102.181548 78.300769 \r\n",
       "L 102.402262 98.895281 \r\n",
       "L 102.843688 98.912871 \r\n",
       "L 103.064402 91.606815 \r\n",
       "L 103.285115 89.807346 \r\n",
       "L 103.505828 91.624405 \r\n",
       "L 103.726541 91.606815 \r\n",
       "L 103.947255 86.171468 \r\n",
       "L 104.167968 75.302533 \r\n",
       "L 104.388681 79.246238 \r\n",
       "L 104.609395 78.901472 \r\n",
       "L 104.830108 73.448535 \r\n",
       "L 105.492248 46.16538 \r\n",
       "L 105.712961 49.781909 \r\n",
       "L 105.933674 50.000906 \r\n",
       "L 106.154388 58.943722 \r\n",
       "L 106.375101 50.709788 \r\n",
       "L 106.595814 64.34213 \r\n",
       "L 106.816528 60.724722 \r\n",
       "L 107.037241 62.542661 \r\n",
       "L 107.257954 66.613894 \r\n",
       "L 107.699381 53.471436 \r\n",
       "L 107.920094 69.231304 \r\n",
       "L 108.140807 71.630596 \r\n",
       "L 108.361521 71.630596 \r\n",
       "L 108.802947 101.712338 \r\n",
       "L 109.244374 78.883002 \r\n",
       "L 109.465087 75.265594 \r\n",
       "L 109.685801 75.283184 \r\n",
       "L 109.906514 66.832011 \r\n",
       "L 110.127227 75.829357 \r\n",
       "L 110.568654 71.794184 \r\n",
       "L 110.789367 80.664881 \r\n",
       "L 111.01008 71.884773 \r\n",
       "L 111.230794 73.666652 \r\n",
       "L 111.451507 73.266477 \r\n",
       "L 111.67222 73.538244 \r\n",
       "L 111.892933 78.901472 \r\n",
       "L 112.113647 75.265594 \r\n",
       "L 112.33436 63.54178 \r\n",
       "L 112.775787 55.289375 \r\n",
       "L 112.9965 18.918286 \r\n",
       "L 113.217213 47.96485 \r\n",
       "L 113.437927 33.642095 \r\n",
       "L 113.65864 46.16538 \r\n",
       "L 113.879353 42.530382 \r\n",
       "L 114.100066 42.457383 \r\n",
       "L 114.32078 40.712443 \r\n",
       "L 114.541493 50.854027 \r\n",
       "L 114.762206 55.307845 \r\n",
       "L 114.98292 55.181196 \r\n",
       "L 115.203633 40.730034 \r\n",
       "L 115.424346 39.894503 \r\n",
       "L 115.64506 33.642095 \r\n",
       "L 116.086486 33.333388 \r\n",
       "L 116.307199 51.636787 \r\n",
       "L 116.527913 46.093261 \r\n",
       "L 116.969339 24.371223 \r\n",
       "L 117.190053 29.82416 \r\n",
       "L 117.410766 29.82416 \r\n",
       "L 117.631479 32.006214 \r\n",
       "L 117.852192 80.101118 \r\n",
       "L 118.293619 57.179433 \r\n",
       "L 118.514332 45.964853 \r\n",
       "L 118.735046 69.812657 \r\n",
       "L 118.955759 70.357951 \r\n",
       "L 119.176472 70.37642 \r\n",
       "L 119.397186 71.739655 \r\n",
       "L 119.617899 71.775714 \r\n",
       "L 119.838612 64.35972 \r\n",
       "L 120.059325 60.797721 \r\n",
       "L 120.280039 73.448535 \r\n",
       "L 120.500752 65.269129 \r\n",
       "L 120.721465 69.722068 \r\n",
       "L 120.942179 67.995598 \r\n",
       "L 121.162892 73.611243 \r\n",
       "L 121.383605 91.624405 \r\n",
       "L 121.604319 91.624405 \r\n",
       "L 121.825032 104.239159 \r\n",
       "L 122.045745 95.313932 \r\n",
       "L 122.266458 96.804695 \r\n",
       "L 122.487172 91.624405 \r\n",
       "L 122.707885 93.459934 \r\n",
       "L 122.928598 154.133532 \r\n",
       "L 123.149312 122.26991 \r\n",
       "L 123.370025 152.987536 \r\n",
       "L 123.590738 138.901368 \r\n",
       "L 123.811452 162.731582 \r\n",
       "L 124.032165 158.859997 \r\n",
       "L 124.252878 169.747401 \r\n",
       "L 124.473591 174.290929 \r\n",
       "L 124.694305 193.394678 \r\n",
       "L 125.135731 182.543333 \r\n",
       "L 125.577158 200.10179 \r\n",
       "L 125.797871 198.866084 \r\n",
       "L 126.018584 209.753489 \r\n",
       "L 126.239298 205.372669 \r\n",
       "L 126.460011 174.945281 \r\n",
       "L 126.680724 180.144041 \r\n",
       "L 126.901438 182.507274 \r\n",
       "L 127.122151 161.912762 \r\n",
       "L 127.342864 173.472988 \r\n",
       "L 127.563578 155.696414 \r\n",
       "L 127.784291 157.059648 \r\n",
       "L 128.005004 154.552177 \r\n",
       "L 128.225717 170.928578 \r\n",
       "L 128.446431 149.789652 \r\n",
       "L 128.667144 153.40706 \r\n",
       "L 128.887857 152.715768 \r\n",
       "L 129.108571 140.737777 \r\n",
       "L 129.329284 155.242589 \r\n",
       "L 129.549997 155.242589 \r\n",
       "L 129.991424 146.153774 \r\n",
       "L 130.212137 147.262831 \r\n",
       "L 130.43285 150.134418 \r\n",
       "L 130.653564 147.262831 \r\n",
       "L 131.09499 167.039402 \r\n",
       "L 131.315704 155.20565 \r\n",
       "L 131.536417 164.330524 \r\n",
       "L 131.75713 157.077238 \r\n",
       "L 131.977843 155.023592 \r\n",
       "L 132.198557 140.700837 \r\n",
       "L 132.41927 146.081655 \r\n",
       "L 132.639983 135.2479 \r\n",
       "L 132.860697 145.717539 \r\n",
       "L 133.08141 135.902253 \r\n",
       "L 133.302123 142.518776 \r\n",
       "L 133.522837 137.119489 \r\n",
       "L 133.74355 149.789652 \r\n",
       "L 133.964263 147.954123 \r\n",
       "L 134.184976 166.148463 \r\n",
       "L 134.847116 149.789652 \r\n",
       "L 135.06783 149.735122 \r\n",
       "L 135.72997 134.284841 \r\n",
       "L 135.950683 135.2479 \r\n",
       "L 136.171396 146.644539 \r\n",
       "L 136.392109 146.171364 \r\n",
       "L 136.612823 146.171364 \r\n",
       "L 136.833536 155.20565 \r\n",
       "L 137.054249 157.059648 \r\n",
       "L 137.274963 140.647187 \r\n",
       "L 137.495676 140.591779 \r\n",
       "L 137.716389 124.215378 \r\n",
       "L 137.937102 118.762441 \r\n",
       "L 138.157816 118.743971 \r\n",
       "L 138.378529 91.641995 \r\n",
       "L 138.599242 93.478403 \r\n",
       "L 138.819956 98.912871 \r\n",
       "L 139.040669 100.713219 \r\n",
       "L 139.261382 100.713219 \r\n",
       "L 139.482096 91.641995 \r\n",
       "L 139.702809 106.347335 \r\n",
       "L 139.923522 104.547865 \r\n",
       "L 140.144235 104.566335 \r\n",
       "L 140.364949 112.055328 \r\n",
       "L 140.585662 93.442344 \r\n",
       "L 141.027089 93.442344 \r\n",
       "L 141.247802 91.533816 \r\n",
       "L 141.468515 69.849596 \r\n",
       "L 141.689229 65.17854 \r\n",
       "L 142.130655 91.533816 \r\n",
       "L 142.351368 88.57076 \r\n",
       "L 142.572082 72.593655 \r\n",
       "L 142.792795 73.466125 \r\n",
       "L 143.013508 82.51888 \r\n",
       "L 143.234222 72.593655 \r\n",
       "L 143.454935 73.448535 \r\n",
       "L 143.896362 67.995598 \r\n",
       "L 144.117075 73.084419 \r\n",
       "L 144.558501 62.560251 \r\n",
       "L 144.779215 57.270902 \r\n",
       "L 144.999928 46.655265 \r\n",
       "L 145.220641 60.707132 \r\n",
       "L 145.441355 52.000023 \r\n",
       "L 145.662068 89.788876 \r\n",
       "L 145.882781 64.286721 \r\n",
       "L 146.103494 57.089724 \r\n",
       "L 146.324208 55.271785 \r\n",
       "L 146.544921 48.037849 \r\n",
       "L 146.765634 55.271785 \r\n",
       "L 147.427774 98.895281 \r\n",
       "L 147.648488 83.46259 \r\n",
       "L 147.869201 84.335939 \r\n",
       "L 148.089914 73.557593 \r\n",
       "L 148.310627 75.265594 \r\n",
       "L 148.531341 104.348218 \r\n",
       "L 148.752054 113.545211 \r\n",
       "L 148.972767 137.065839 \r\n",
       "L 149.414194 122.542557 \r\n",
       "L 149.634907 104.384277 \r\n",
       "L 149.855621 100.785339 \r\n",
       "L 150.076334 75.302533 \r\n",
       "L 150.297047 78.373768 \r\n",
       "L 150.51776 78.864532 \r\n",
       "L 150.738474 73.538244 \r\n",
       "L 150.959187 73.411595 \r\n",
       "L 151.400614 71.830244 \r\n",
       "L 151.621327 78.464357 \r\n",
       "L 151.84204 73.448535 \r\n",
       "L 152.062753 75.265594 \r\n",
       "L 152.283467 71.848713 \r\n",
       "L 152.50418 82.372882 \r\n",
       "L 152.724893 82.390472 \r\n",
       "L 152.945607 101.785337 \r\n",
       "L 153.16632 91.624405 \r\n",
       "L 153.387033 88.025466 \r\n",
       "L 153.607747 98.568104 \r\n",
       "L 153.82846 136.448426 \r\n",
       "L 154.049173 155.242589 \r\n",
       "L 154.4906 139.61025 \r\n",
       "L 154.711313 155.242589 \r\n",
       "L 154.932026 145.60936 \r\n",
       "L 155.15274 117.053561 \r\n",
       "L 155.373453 115.254091 \r\n",
       "L 155.594166 91.624405 \r\n",
       "L 156.035593 131.612902 \r\n",
       "L 156.256306 124.269907 \r\n",
       "L 156.477019 133.267253 \r\n",
       "L 157.139159 104.330627 \r\n",
       "L 157.359873 110.364918 \r\n",
       "L 157.580586 105.675392 \r\n",
       "L 157.801299 104.348218 \r\n",
       "L 158.022013 94.532931 \r\n",
       "L 158.242726 124.324436 \r\n",
       "L 158.463439 107.983216 \r\n",
       "L 158.684152 107.165275 \r\n",
       "L 158.904866 103.421218 \r\n",
       "L 159.125579 103.402749 \r\n",
       "L 159.567006 73.375536 \r\n",
       "L 159.787719 80.627942 \r\n",
       "L 160.229145 84.354409 \r\n",
       "L 160.670572 64.905014 \r\n",
       "L 160.891285 73.448535 \r\n",
       "L 161.111999 71.521537 \r\n",
       "L 161.332712 91.624405 \r\n",
       "L 161.553425 81.846058 \r\n",
       "L 161.994852 76.011415 \r\n",
       "L 162.215565 81.846058 \r\n",
       "L 162.436278 79.264708 \r\n",
       "L 162.656992 89.988524 \r\n",
       "L 162.877705 89.824936 \r\n",
       "L 163.098418 97.114281 \r\n",
       "L 163.319132 78.901472 \r\n",
       "L 163.760558 17.083636 \r\n",
       "L 164.201985 72.86497 \r\n",
       "L 164.422698 62.002003 \r\n",
       "L 164.643411 79.581612 \r\n",
       "L 164.864125 76.413831 \r\n",
       "L 165.084838 66.438298 \r\n",
       "L 165.305551 72.882491 \r\n",
       "L 165.526265 71.977535 \r\n",
       "L 165.746978 80.813332 \r\n",
       "L 165.967691 76.485666 \r\n",
       "L 166.188404 80.668785 \r\n",
       "L 166.409118 91.603587 \r\n",
       "L 166.629831 94.590903 \r\n",
       "L 167.071258 67.433486 \r\n",
       "L 167.512684 89.159419 \r\n",
       "L 167.733398 87.168168 \r\n",
       "L 167.954111 80.089718 \r\n",
       "L 168.174824 80.089718 \r\n",
       "L 168.395537 80.306102 \r\n",
       "L 168.616251 85.538723 \r\n",
       "L 168.836964 75.218028 \r\n",
       "L 169.057677 43.896767 \r\n",
       "L 169.278391 71.579811 \r\n",
       "L 169.499104 82.243915 \r\n",
       "L 169.719817 84.035428 \r\n",
       "L 169.940531 76.305201 \r\n",
       "L 170.161244 60.191217 \r\n",
       "L 170.60267 81.863711 \r\n",
       "L 170.823384 84.995574 \r\n",
       "L 171.26481 67.451007 \r\n",
       "L 171.485524 69.244273 \r\n",
       "L 171.92695 58.25428 \r\n",
       "L 172.147664 56.008975 \r\n",
       "L 172.368377 58.363785 \r\n",
       "L 172.58909 78.260535 \r\n",
       "L 172.809803 58.381306 \r\n",
       "L 173.030517 65.6227 \r\n",
       "L 173.471943 52.967344 \r\n",
       "L 173.692657 54.742212 \r\n",
       "L 173.91337 58.381306 \r\n",
       "L 174.134083 52.949823 \r\n",
       "L 174.354796 69.334506 \r\n",
       "L 175.016936 57.185504 \r\n",
       "L 175.23765 59.666465 \r\n",
       "L 175.458363 53.131164 \r\n",
       "L 175.679076 53.111891 \r\n",
       "L 175.89979 45.888895 \r\n",
       "L 176.120503 47.464025 \r\n",
       "L 176.341216 50.21656 \r\n",
       "L 176.561929 49.473674 \r\n",
       "L 176.782643 49.473674 \r\n",
       "L 177.003356 23.003953 \r\n",
       "L 177.224069 30.300538 \r\n",
       "L 177.665496 59.920519 \r\n",
       "L 177.886209 63.81279 \r\n",
       "L 178.106923 78.243014 \r\n",
       "L 178.327636 82.152806 \r\n",
       "L 178.548349 82.171203 \r\n",
       "L 178.769062 122.291467 \r\n",
       "L 178.989776 130.58324 \r\n",
       "L 179.651916 107.264656 \r\n",
       "L 179.872629 108.622527 \r\n",
       "L 180.093342 121.802634 \r\n",
       "L 180.314055 116.316836 \r\n",
       "L 180.755482 97.560698 \r\n",
       "L 180.976195 111.990046 \r\n",
       "L 181.417622 89.17694 \r\n",
       "L 181.638335 85.538723 \r\n",
       "L 181.859049 85.412572 \r\n",
       "L 182.079762 83.710415 \r\n",
       "L 182.300475 109.021127 \r\n",
       "L 182.962615 62.97967 \r\n",
       "L 183.404042 54.290173 \r\n",
       "L 183.624755 58.398827 \r\n",
       "L 183.845468 92.255365 \r\n",
       "L 184.066182 69.261794 \r\n",
       "L 184.286895 72.901764 \r\n",
       "L 184.507608 69.280191 \r\n",
       "L 184.728321 74.675756 \r\n",
       "L 184.949035 76.485666 \r\n",
       "L 185.169748 59.811889 \r\n",
       "L 185.390461 54.053641 \r\n",
       "L 185.831888 74.658235 \r\n",
       "L 186.052601 63.450107 \r\n",
       "L 186.273315 65.442235 \r\n",
       "L 186.494028 71.670043 \r\n",
       "L 186.714741 71.054183 \r\n",
       "L 186.935454 77.626278 \r\n",
       "L 187.376881 81.410795 \r\n",
       "L 187.597594 90.970206 \r\n",
       "L 187.818308 81.91715 \r\n",
       "L 188.039021 80.269308 \r\n",
       "L 188.259734 83.402047 \r\n",
       "L 188.701161 94.319329 \r\n",
       "L 188.921874 79.925898 \r\n",
       "L 189.142587 83.692018 \r\n",
       "L 189.363301 83.692018 \r\n",
       "L 189.584014 69.877654 \r\n",
       "L 189.804727 67.487801 \r\n",
       "L 190.025441 58.398827 \r\n",
       "L 190.246154 70.149228 \r\n",
       "L 190.908294 80.12476 \r\n",
       "L 191.34972 51.156557 \r\n",
       "L 191.570434 54.759733 \r\n",
       "L 191.791147 45.906416 \r\n",
       "L 192.232574 52.949823 \r\n",
       "L 192.453287 44.458312 \r\n",
       "L 192.674 45.707553 \r\n",
       "L 192.894713 40.421494 \r\n",
       "L 193.115427 40.058811 \r\n",
       "L 193.33614 49.32825 \r\n",
       "L 193.556853 49.292332 \r\n",
       "L 193.777567 38.284818 \r\n",
       "L 193.99828 43.697904 \r\n",
       "L 194.218993 34.808669 \r\n",
       "L 194.439706 36.383799 \r\n",
       "L 194.66042 40.222631 \r\n",
       "L 194.881133 48.423295 \r\n",
       "L 195.101846 49.256414 \r\n",
       "L 195.32256 51.174954 \r\n",
       "L 195.543273 55.973057 \r\n",
       "L 195.763986 53.42026 \r\n",
       "L 195.9847 52.949823 \r\n",
       "L 196.205413 60.191217 \r\n",
       "L 196.426126 59.576233 \r\n",
       "L 196.646839 49.256414 \r\n",
       "L 196.867553 49.346647 \r\n",
       "L 197.088266 59.286261 \r\n",
       "L 197.308979 52.605537 \r\n",
       "L 197.529693 52.443469 \r\n",
       "L 197.750406 58.344512 \r\n",
       "L 197.971119 58.381306 \r\n",
       "L 198.853972 94.608424 \r\n",
       "L 199.074686 124.481582 \r\n",
       "L 199.295399 132.846942 \r\n",
       "L 199.516112 111.88054 \r\n",
       "L 199.736826 103.643083 \r\n",
       "L 199.957539 112.696139 \r\n",
       "L 200.178252 90.607523 \r\n",
       "L 200.398966 93.233032 \r\n",
       "L 200.619679 109.038648 \r\n",
       "L 200.840392 94.645218 \r\n",
       "L 201.061105 95.767432 \r\n",
       "L 201.502532 93.649154 \r\n",
       "L 201.943959 95.948774 \r\n",
       "L 202.385385 95.767432 \r\n",
       "L 202.606098 96.166033 \r\n",
       "L 202.826812 95.767432 \r\n",
       "L 203.268238 90.970206 \r\n",
       "L 203.709665 90.987727 \r\n",
       "L 203.930378 83.166391 \r\n",
       "L 204.151092 106.286989 \r\n",
       "L 204.371805 115.774564 \r\n",
       "L 204.813231 115.701852 \r\n",
       "L 205.254658 109.057045 \r\n",
       "L 205.475371 110.831914 \r\n",
       "L 205.696085 115.375087 \r\n",
       "L 205.916798 112.696139 \r\n",
       "L 206.137511 107.247135 \r\n",
       "L 206.358225 107.247135 \r\n",
       "L 206.578938 103.643083 \r\n",
       "L 206.799651 109.075442 \r\n",
       "L 207.020364 109.075442 \r\n",
       "L 207.241078 120.300216 \r\n",
       "L 207.461791 156.201444 \r\n",
       "L 207.682504 157.976313 \r\n",
       "L 207.903218 213.450154 \r\n",
       "L 208.123931 203.220568 \r\n",
       "L 208.344644 200.86751 \r\n",
       "L 208.786071 177.873938 \r\n",
       "L 209.006784 195.236288 \r\n",
       "L 209.227497 185.152126 \r\n",
       "L 209.448211 201.82678 \r\n",
       "L 209.668924 203.220568 \r\n",
       "L 209.889637 175.918604 \r\n",
       "L 210.110351 169.871261 \r\n",
       "L 210.331064 199.509639 \r\n",
       "L 210.551777 196.178037 \r\n",
       "L 210.993204 167.028493 \r\n",
       "L 211.43463 186.908598 \r\n",
       "L 212.09677 152.635938 \r\n",
       "L 212.538197 144.380084 \r\n",
       "L 212.75891 134.422072 \r\n",
       "L 212.979623 134.422072 \r\n",
       "L 213.200337 132.611286 \r\n",
       "L 213.42105 121.748319 \r\n",
       "L 213.641763 119.775464 \r\n",
       "L 213.862477 123.685256 \r\n",
       "L 214.08319 143.474252 \r\n",
       "L 214.303903 143.474252 \r\n",
       "L 214.524617 133.407611 \r\n",
       "L 214.74533 103.643083 \r\n",
       "L 215.186756 116.263397 \r\n",
       "L 215.40747 110.885353 \r\n",
       "L 215.628183 109.075442 \r\n",
       "L 215.848896 84.289481 \r\n",
       "L 216.06961 89.159419 \r\n",
       "L 216.290323 104.802091 \r\n",
       "L 216.511036 89.665774 \r\n",
       "L 216.731749 85.140122 \r\n",
       "L 217.173176 100.964135 \r\n",
       "L 217.393889 102.901072 \r\n",
       "L 217.835316 78.313974 \r\n",
       "L 218.056029 85.611434 \r\n",
       "L 218.276743 77.391498 \r\n",
       "L 218.718169 94.573382 \r\n",
       "L 218.938882 98.2116 \r\n",
       "L 219.159596 96.364895 \r\n",
       "L 219.380309 76.485666 \r\n",
       "L 219.601022 78.333247 \r\n",
       "L 219.821736 76.485666 \r\n",
       "L 220.042449 85.521202 \r\n",
       "L 220.483876 85.538723 \r\n",
       "L 220.704589 94.590903 \r\n",
       "L 220.925302 125.894643 \r\n",
       "L 221.146015 119.938409 \r\n",
       "L 221.808155 114.560364 \r\n",
       "L 222.028869 115.429402 \r\n",
       "L 222.249582 119.594123 \r\n",
       "L 222.470295 115.429402 \r\n",
       "L 222.691008 119.558205 \r\n",
       "L 222.911722 119.720273 \r\n",
       "L 223.573862 102.08635 \r\n",
       "L 223.794575 102.59358 \r\n",
       "L 224.015288 87.331112 \r\n",
       "L 224.236002 88.018808 \r\n",
       "L 224.456715 94.464752 \r\n",
       "L 224.677428 92.762595 \r\n",
       "L 224.898141 85.828694 \r\n",
       "L 225.118855 94.50067 \r\n",
       "L 225.339568 130.782978 \r\n",
       "L 225.560281 130.529801 \r\n",
       "L 225.780995 130.47461 \r\n",
       "L 226.001708 126.98094 \r\n",
       "L 226.443135 123.559106 \r\n",
       "L 226.663848 120.264298 \r\n",
       "L 226.884561 125.279659 \r\n",
       "L 227.105274 103.806027 \r\n",
       "L 227.325988 97.614136 \r\n",
       "L 227.546701 85.628955 \r\n",
       "L 227.767414 92.653966 \r\n",
       "L 227.988128 107.264656 \r\n",
       "L 228.208841 99.805127 \r\n",
       "L 228.429554 114.542843 \r\n",
       "L 228.870981 85.521202 \r\n",
       "L 229.091694 76.485666 \r\n",
       "L 229.312407 89.141899 \r\n",
       "L 229.753834 80.107239 \r\n",
       "L 230.195261 116.299315 \r\n",
       "L 230.636687 107.282177 \r\n",
       "L 230.8574 112.641824 \r\n",
       "L 231.078114 106.612878 \r\n",
       "L 231.298827 112.189785 \r\n",
       "L 231.51954 105.453869 \r\n",
       "L 231.740254 107.354888 \r\n",
       "L 231.960967 112.550715 \r\n",
       "L 232.18168 112.786372 \r\n",
       "L 232.402394 122.03829 \r\n",
       "L 232.623107 147.746727 \r\n",
       "L 233.285247 122.111002 \r\n",
       "L 233.50596 133.11764 \r\n",
       "L 233.726673 164.657913 \r\n",
       "L 233.947387 154.337219 \r\n",
       "L 234.1681 131.091346 \r\n",
       "L 234.388813 134.439593 \r\n",
       "L 234.83024 148.905736 \r\n",
       "L 235.050953 147.113346 \r\n",
       "L 235.271666 167.010972 \r\n",
       "L 235.49238 163.407796 \r\n",
       "L 235.713093 174.343474 \r\n",
       "L 235.933806 163.045989 \r\n",
       "L 236.15452 142.912707 \r\n",
       "L 236.375233 139.853555 \r\n",
       "L 236.816659 139.727405 \r\n",
       "L 237.037373 148.579847 \r\n",
       "L 237.478799 141.664342 \r\n",
       "L 237.699513 143.474252 \r\n",
       "L 238.140939 130.040968 \r\n",
       "L 238.361653 130.981841 \r\n",
       "L 238.582366 127.506567 \r\n",
       "L 238.803079 134.186416 \r\n",
       "L 239.023792 120.064559 \r\n",
       "L 239.244506 124.464061 \r\n",
       "L 239.465219 124.627005 \r\n",
       "L 240.127359 143.474252 \r\n",
       "L 240.348072 145.212327 \r\n",
       "L 240.568786 144.597343 \r\n",
       "L 240.789499 144.451919 \r\n",
       "L 241.230925 121.748319 \r\n",
       "L 241.451639 121.730798 \r\n",
       "L 241.672352 115.683455 \r\n",
       "L 241.893065 134.096183 \r\n",
       "L 242.113779 130.384378 \r\n",
       "L 242.334492 123.576627 \r\n",
       "L 242.555205 113.238411 \r\n",
       "L 242.775919 112.696139 \r\n",
       "L 242.996632 112.696139 \r\n",
       "L 243.217345 105.219089 \r\n",
       "L 243.658772 141.392768 \r\n",
       "L 243.879485 140.903934 \r\n",
       "L 244.100198 139.853555 \r\n",
       "L 244.320912 131.000238 \r\n",
       "L 244.541625 136.142626 \r\n",
       "L 244.762338 138.042769 \r\n",
       "L 244.983051 138.042769 \r\n",
       "L 245.203765 153.938618 \r\n",
       "L 245.424478 148.905736 \r\n",
       "L 245.645191 155.731884 \r\n",
       "L 245.865905 158.030627 \r\n",
       "L 246.307331 130.801375 \r\n",
       "L 246.528045 125.369892 \r\n",
       "L 246.748758 122.707589 \r\n",
       "L 246.969471 121.748319 \r\n",
       "L 247.190184 121.748319 \r\n",
       "L 247.410898 130.782978 \r\n",
       "L 247.631611 123.793886 \r\n",
       "L 247.852324 142.352038 \r\n",
       "L 248.293751 134.422072 \r\n",
       "L 248.514464 125.550357 \r\n",
       "L 248.735178 139.727405 \r\n",
       "L 248.955891 132.159246 \r\n",
       "L 249.176604 142.080464 \r\n",
       "L 249.397317 145.285039 \r\n",
       "L 249.618031 157.99471 \r\n",
       "L 249.838744 157.99471 \r\n",
       "L 250.059457 158.176051 \r\n",
       "L 250.500884 166.993451 \r\n",
       "L 250.721597 184.844634 \r\n",
       "L 250.94231 182.743876 \r\n",
       "L 251.163024 185.097811 \r\n",
       "L 251.825164 157.958792 \r\n",
       "L 252.045877 166.993451 \r\n",
       "L 252.26659 161.453338 \r\n",
       "L 252.487304 161.235203 \r\n",
       "L 252.708017 157.596109 \r\n",
       "L 252.92873 161.561968 \r\n",
       "L 253.370157 161.470859 \r\n",
       "L 253.59087 175.628633 \r\n",
       "L 253.811583 168.821758 \r\n",
       "L 254.25301 168.839279 \r\n",
       "L 254.473723 167.010972 \r\n",
       "L 254.694437 166.956657 \r\n",
       "L 254.91515 167.228231 \r\n",
       "L 255.135863 181.494635 \r\n",
       "L 255.356576 181.477114 \r\n",
       "L 255.57729 185.116208 \r\n",
       "L 255.798003 208.598613 \r\n",
       "L 256.018716 197.789085 \r\n",
       "L 256.23943 203.220568 \r\n",
       "L 256.460143 186.926119 \r\n",
       "L 256.680856 179.52178 \r\n",
       "L 256.90157 167.988639 \r\n",
       "L 257.122283 181.802127 \r\n",
       "L 257.342996 172.568606 \r\n",
       "L 257.563709 172.768344 \r\n",
       "L 257.784423 186.908598 \r\n",
       "L 258.005136 186.926119 \r\n",
       "L 258.225849 202.496955 \r\n",
       "L 258.446563 194.168388 \r\n",
       "L 258.667276 195.616492 \r\n",
       "L 258.887989 210.263976 \r\n",
       "L 259.108702 214.083535 \r\n",
       "L 259.329416 185.116208 \r\n",
       "L 259.991556 156.92681 \r\n",
       "L 260.212269 152.527308 \r\n",
       "L 260.432982 160.891793 \r\n",
       "L 260.653696 151.675792 \r\n",
       "L 260.874409 128.520152 \r\n",
       "L 261.095122 128.501755 \r\n",
       "L 261.315835 145.519819 \r\n",
       "L 261.536549 130.818896 \r\n",
       "L 261.757262 123.72205 \r\n",
       "L 261.977975 123.576627 \r\n",
       "L 262.198689 121.748319 \r\n",
       "L 262.419402 94.590903 \r\n",
       "L 262.640115 118.073307 \r\n",
       "L 262.860829 102.267691 \r\n",
       "L 263.081542 102.267691 \r\n",
       "L 263.302255 112.678618 \r\n",
       "L 263.522968 110.776723 \r\n",
       "L 263.743682 100.203727 \r\n",
       "L 263.964395 101.850693 \r\n",
       "L 264.185108 105.381158 \r\n",
       "L 264.405822 101.108683 \r\n",
       "L 264.626535 112.678618 \r\n",
       "L 264.847248 110.885353 \r\n",
       "L 265.288675 95.550173 \r\n",
       "L 265.509388 98.2116 \r\n",
       "L 265.730101 94.590903 \r\n",
       "L 266.171528 101.072765 \r\n",
       "L 266.392241 101.597516 \r\n",
       "L 266.612955 111.609842 \r\n",
       "L 266.833668 130.801375 \r\n",
       "L 267.054381 132.195164 \r\n",
       "L 267.275094 123.612544 \r\n",
       "L 267.495808 120.027765 \r\n",
       "L 267.716521 114.379899 \r\n",
       "L 267.937234 105.635211 \r\n",
       "L 268.157948 110.68649 \r\n",
       "L 268.378661 107.264656 \r\n",
       "L 268.599374 121.76584 \r\n",
       "L 268.820088 111.048297 \r\n",
       "L 269.040801 112.71366 \r\n",
       "L 269.261514 121.730798 \r\n",
       "L 269.482227 117.982199 \r\n",
       "L 269.923654 103.643083 \r\n",
       "L 270.144367 87.421345 \r\n",
       "L 270.585794 17.083636 \r\n",
       "L 271.68936 17.083636 \r\n",
       "L 271.910074 18.538082 \r\n",
       "L 272.130787 22.110772 \r\n",
       "L 272.3515 43.675499 \r\n",
       "L 272.572214 34.698595 \r\n",
       "L 272.792927 34.788955 \r\n",
       "L 273.01364 52.708009 \r\n",
       "L 273.455067 25.702576 \r\n",
       "L 273.67578 32.849693 \r\n",
       "L 273.896493 34.733349 \r\n",
       "L 274.117207 52.65414 \r\n",
       "L 274.33792 59.818634 \r\n",
       "L 274.558633 59.980239 \r\n",
       "L 274.779347 58.023601 \r\n",
       "L 275.00006 57.125215 \r\n",
       "L 275.220773 61.615405 \r\n",
       "L 275.441486 60.376432 \r\n",
       "L 275.6622 38.092302 \r\n",
       "L 275.882913 38.936819 \r\n",
       "L 276.103626 38.936819 \r\n",
       "L 276.32434 20.854423 \r\n",
       "L 276.545053 17.083636 \r\n",
       "L 276.765766 17.281728 \r\n",
       "L 277.207193 17.083636 \r\n",
       "L 277.427906 17.083636 \r\n",
       "L 277.648619 41.601219 \r\n",
       "L 278.090046 48.797049 \r\n",
       "L 278.310759 63.15571 \r\n",
       "L 278.531473 58.434912 \r\n",
       "L 278.752186 51.310293 \r\n",
       "L 278.972899 48.814418 \r\n",
       "L 279.193612 49.083632 \r\n",
       "L 279.414326 43.233872 \r\n",
       "L 279.635039 43.233872 \r\n",
       "L 279.855752 41.457059 \r\n",
       "L 280.076466 46.212595 \r\n",
       "L 280.297179 45.279898 \r\n",
       "L 280.517892 48.797049 \r\n",
       "L 280.738606 59.565611 \r\n",
       "L 280.959319 62.27512 \r\n",
       "L 281.180032 76.849152 \r\n",
       "L 281.400745 59.565611 \r\n",
       "L 281.621459 59.582979 \r\n",
       "L 281.842172 64.286409 \r\n",
       "L 282.062885 61.198264 \r\n",
       "L 283.166452 17.083636 \r\n",
       "L 283.387165 31.252573 \r\n",
       "L 283.607878 17.083636 \r\n",
       "L 284.049305 17.083636 \r\n",
       "L 284.270018 22.462435 \r\n",
       "L 284.490732 24.202737 \r\n",
       "L 284.711445 17.083636 \r\n",
       "L 284.932158 22.246714 \r\n",
       "L 285.152872 55.1249 \r\n",
       "L 285.373585 49.120393 \r\n",
       "L 285.594298 33.039558 \r\n",
       "L 285.815011 30.296673 \r\n",
       "L 286.035725 31.210968 \r\n",
       "L 286.256438 40.173488 \r\n",
       "L 286.477151 42.862591 \r\n",
       "L 286.697865 40.173488 \r\n",
       "L 286.918578 34.831715 \r\n",
       "L 287.360004 65.81018 \r\n",
       "L 287.580718 49.137742 \r\n",
       "L 287.801431 70.650565 \r\n",
       "L 288.022144 59.481246 \r\n",
       "L 288.463571 81.228281 \r\n",
       "L 288.684284 76.011422 \r\n",
       "L 288.904998 63.480203 \r\n",
       "L 289.125711 64.071805 \r\n",
       "L 289.346424 58.101997 \r\n",
       "L 289.567137 59.894154 \r\n",
       "L 290.008564 53.225179 \r\n",
       "L 290.229277 53.259877 \r\n",
       "L 290.449991 53.743915 \r\n",
       "L 290.670704 49.316438 \r\n",
       "L 290.891417 50.929899 \r\n",
       "L 291.112131 56.792144 \r\n",
       "L 291.332844 56.308105 \r\n",
       "L 291.553557 56.488535 \r\n",
       "L 291.77427 54.515948 \r\n",
       "L 291.994984 49.658214 \r\n",
       "L 292.215697 49.120393 \r\n",
       "L 292.43641 49.137742 \r\n",
       "L 292.657124 58.029131 \r\n",
       "L 292.877837 59.947936 \r\n",
       "L 293.09855 70.614132 \r\n",
       "L 293.319263 72.139114 \r\n",
       "L 294.202117 40.388616 \r\n",
       "L 294.42283 47.309152 \r\n",
       "L 294.643543 47.309152 \r\n",
       "L 294.864257 49.137742 \r\n",
       "L 295.08497 70.650565 \r\n",
       "L 295.305683 67.064516 \r\n",
       "L 295.74711 73.160973 \r\n",
       "L 296.188536 58.261608 \r\n",
       "L 296.40925 59.894154 \r\n",
       "L 296.629963 58.101997 \r\n",
       "L 296.850676 58.101997 \r\n",
       "L 297.07139 59.894154 \r\n",
       "L 297.292103 59.894154 \r\n",
       "L 297.512816 57.617958 \r\n",
       "L 297.733529 63.121077 \r\n",
       "L 297.954243 57.635307 \r\n",
       "L 298.174956 57.635307 \r\n",
       "L 298.395669 54.623512 \r\n",
       "L 299.278523 35.404234 \r\n",
       "L 299.499236 40.209921 \r\n",
       "L 299.719949 50.895201 \r\n",
       "L 299.940662 51.594368 \r\n",
       "L 300.161376 51.594368 \r\n",
       "L 300.382089 54.515948 \r\n",
       "L 300.602802 55.555156 \r\n",
       "L 300.823516 40.156139 \r\n",
       "L 301.044229 36.821651 \r\n",
       "L 301.264942 39.994793 \r\n",
       "L 301.485655 57.921567 \r\n",
       "L 301.706369 40.263703 \r\n",
       "L 301.927082 40.281052 \r\n",
       "L 302.147795 50.947248 \r\n",
       "L 302.368509 43.759537 \r\n",
       "L 302.589222 61.363618 \r\n",
       "L 302.809935 62.045436 \r\n",
       "L 303.030649 47.864322 \r\n",
       "L 303.251362 43.759537 \r\n",
       "L 303.472075 56.308105 \r\n",
       "L 303.692788 49.155091 \r\n",
       "L 303.913502 58.101997 \r\n",
       "L 304.134215 58.101997 \r\n",
       "L 304.354928 44.028447 \r\n",
       "L 304.575642 40.173488 \r\n",
       "L 304.796355 40.173488 \r\n",
       "L 305.017068 38.363982 \r\n",
       "L 305.237782 40.173488 \r\n",
       "L 305.458495 36.589174 \r\n",
       "L 305.679208 36.767869 \r\n",
       "L 305.899921 17.083636 \r\n",
       "L 306.120635 19.556551 \r\n",
       "L 306.562061 28.605405 \r\n",
       "L 306.782775 42.333027 \r\n",
       "L 307.003488 28.534304 \r\n",
       "L 307.224201 30.308352 \r\n",
       "L 307.444914 35.25418 \r\n",
       "L 307.886341 35.972123 \r\n",
       "L 308.107054 41.060152 \r\n",
       "L 308.327768 53.587735 \r\n",
       "L 308.548481 44.644664 \r\n",
       "L 308.769194 56.452569 \r\n",
       "L 308.989908 56.452569 \r\n",
       "L 309.210621 51.794612 \r\n",
       "L 309.431334 37.494717 \r\n",
       "L 309.652047 100.195058 \r\n",
       "L 310.093474 119.96103 \r\n",
       "L 310.314187 180.81709 \r\n",
       "L 310.534901 152.198224 \r\n",
       "L 310.755614 138.722922 \r\n",
       "L 310.976327 136.052314 \r\n",
       "L 311.197041 144.994517 \r\n",
       "L 311.417754 144.098823 \r\n",
       "L 311.638467 160.53087 \r\n",
       "L 311.85918 136.034972 \r\n",
       "L 312.079894 130.659072 \r\n",
       "L 312.300607 136.052314 \r\n",
       "L 312.52132 136.052314 \r\n",
       "L 312.742034 135.838145 \r\n",
       "L 312.962747 135.891904 \r\n",
       "L 313.18346 152.162673 \r\n",
       "L 313.404173 179.042176 \r\n",
       "L 313.624887 175.422114 \r\n",
       "L 313.8456 166.498119 \r\n",
       "L 314.066313 170.082631 \r\n",
       "L 314.287027 153.739026 \r\n",
       "L 314.50774 152.145332 \r\n",
       "L 314.728453 158.631096 \r\n",
       "L 314.949167 171.87402 \r\n",
       "L 315.390593 155.746318 \r\n",
       "L 315.611306 155.764527 \r\n",
       "L 315.83202 132.451327 \r\n",
       "L 316.052733 141.410873 \r\n",
       "L 316.273446 136.034972 \r\n",
       "L 316.49416 136.052314 \r\n",
       "L 316.714873 146.195424 \r\n",
       "L 316.935586 144.977176 \r\n",
       "L 317.1563 172.214782 \r\n",
       "L 317.377013 155.746318 \r\n",
       "L 317.597726 157.466606 \r\n",
       "L 317.818439 157.395506 \r\n",
       "L 318.039153 153.954929 \r\n",
       "L 318.480579 136.034972 \r\n",
       "L 318.701293 136.034972 \r\n",
       "L 318.922006 144.994517 \r\n",
       "L 319.142719 144.994517 \r\n",
       "L 319.363433 138.239091 \r\n",
       "L 319.584146 136.643663 \r\n",
       "L 319.804859 127.075427 \r\n",
       "L 320.025572 134.242716 \r\n",
       "L 320.246286 146.571737 \r\n",
       "L 320.466999 137.987638 \r\n",
       "L 320.687712 139.618617 \r\n",
       "L 320.908426 139.798102 \r\n",
       "L 321.349852 150.370418 \r\n",
       "L 321.570565 144.886999 \r\n",
       "L 322.011992 166.301292 \r\n",
       "L 322.453419 148.579029 \r\n",
       "L 322.674132 156.374085 \r\n",
       "L 323.115559 137.952088 \r\n",
       "L 323.556985 133.275054 \r\n",
       "L 323.777698 143.149369 \r\n",
       "L 323.998412 142.289225 \r\n",
       "L 324.219125 134.207166 \r\n",
       "L 324.439838 121.483623 \r\n",
       "L 324.660552 116.574212 \r\n",
       "L 324.881265 109.138128 \r\n",
       "L 325.101978 117.918188 \r\n",
       "L 325.543405 93.027768 \r\n",
       "L 325.764118 95.894337 \r\n",
       "L 325.984831 103.672051 \r\n",
       "L 326.205545 107.363214 \r\n",
       "L 326.426258 107.345872 \r\n",
       "L 326.646971 109.209229 \r\n",
       "L 326.867685 118.043914 \r\n",
       "L 327.088398 135.945663 \r\n",
       "L 327.309111 125.300513 \r\n",
       "L 327.529824 135.586691 \r\n",
       "L 327.750538 127.164736 \r\n",
       "L 327.971251 127.988463 \r\n",
       "L 328.191964 137.88012 \r\n",
       "L 328.412678 139.636825 \r\n",
       "L 328.633391 136.034972 \r\n",
       "L 328.854104 144.367618 \r\n",
       "L 329.295531 134.063231 \r\n",
       "L 329.516244 114.53137 \r\n",
       "L 329.736957 114.49582 \r\n",
       "L 329.957671 112.362801 \r\n",
       "L 330.178384 118.115015 \r\n",
       "L 330.619811 109.15547 \r\n",
       "L 330.840524 109.424265 \r\n",
       "L 331.061237 109.926305 \r\n",
       "L 331.281951 116.269867 \r\n",
       "L 331.502664 108.330876 \r\n",
       "L 331.723377 113.706776 \r\n",
       "L 331.94409 100.195058 \r\n",
       "L 332.164804 110.571413 \r\n",
       "L 332.385517 98.923917 \r\n",
       "L 332.60623 100.195058 \r\n",
       "L 332.826944 100.052856 \r\n",
       "L 333.047657 87.651868 \r\n",
       "L 333.26837 103.11712 \r\n",
       "L 333.489084 99.066118 \r\n",
       "L 333.709797 103.510774 \r\n",
       "L 333.93051 94.99951 \r\n",
       "L 334.151223 103.779569 \r\n",
       "L 334.371937 107.399631 \r\n",
       "L 334.59265 107.238354 \r\n",
       "L 334.813363 91.253721 \r\n",
       "L 335.034077 93.92433 \r\n",
       "L 335.25479 93.04511 \r\n",
       "L 335.475503 91.468757 \r\n",
       "L 335.696216 91.361239 \r\n",
       "L 336.137643 82.400827 \r\n",
       "L 336.57907 82.097349 \r\n",
       "L 336.799783 87.490591 \r\n",
       "L 337.24121 76.86365 \r\n",
       "L 337.461923 48.246517 \r\n",
       "L 337.682636 82.222208 \r\n",
       "L 337.903349 81.486924 \r\n",
       "L 338.124063 77.15152 \r\n",
       "L 338.344776 55.647918 \r\n",
       "L 338.786203 70.825299 \r\n",
       "L 339.006916 60.808783 \r\n",
       "L 339.227629 70.825299 \r\n",
       "L 339.448343 74.749707 \r\n",
       "L 339.669056 74.534671 \r\n",
       "L 340.110482 64.535496 \r\n",
       "L 340.331196 64.374219 \r\n",
       "L 340.551909 71.77562 \r\n",
       "L 340.772622 67.761036 \r\n",
       "L 341.434762 103.779569 \r\n",
       "L 341.655475 92.722556 \r\n",
       "L 341.876189 89.425915 \r\n",
       "L 342.096902 72.868142 \r\n",
       "L 342.317615 69.750119 \r\n",
       "L 342.538329 71.919555 \r\n",
       "L 342.759042 68.818875 \r\n",
       "L 342.979755 57.654343 \r\n",
       "L 343.200469 57.708102 \r\n",
       "L 343.421182 68.765116 \r\n",
       "L 343.641895 66.685856 \r\n",
       "L 343.862608 71.90048 \r\n",
       "L 344.083322 66.148266 \r\n",
       "L 344.304035 69.732778 \r\n",
       "L 344.524748 82.258626 \r\n",
       "L 344.745462 68.638522 \r\n",
       "L 344.966175 63.335456 \r\n",
       "L 345.186888 40.881534 \r\n",
       "L 345.407602 39.268764 \r\n",
       "L 346.069741 101.970839 \r\n",
       "L 346.290455 66.148266 \r\n",
       "L 346.511168 69.732778 \r\n",
       "L 346.731881 64.427978 \r\n",
       "L 347.394021 79.282805 \r\n",
       "L 347.614735 71.560584 \r\n",
       "L 347.835448 72.31321 \r\n",
       "L 348.056161 89.174462 \r\n",
       "L 348.497588 142.432294 \r\n",
       "L 348.718301 126.842182 \r\n",
       "L 348.939014 93.027768 \r\n",
       "L 349.380441 109.15547 \r\n",
       "L 349.821867 109.15547 \r\n",
       "L 350.042581 115.947313 \r\n",
       "L 350.263294 110.947726 \r\n",
       "L 350.484007 112.362801 \r\n",
       "L 350.704721 112.935942 \r\n",
       "L 350.925434 112.362801 \r\n",
       "L 351.146147 109.172811 \r\n",
       "L 351.366861 120.176066 \r\n",
       "L 351.587574 137.827228 \r\n",
       "L 352.029 154.02603 \r\n",
       "L 352.249714 214.756364 \r\n",
       "L 352.470427 182.213957 \r\n",
       "L 352.69114 197.15896 \r\n",
       "L 353.132567 153.954929 \r\n",
       "L 353.35328 151.427389 \r\n",
       "L 353.573994 157.538574 \r\n",
       "L 353.794707 138.722922 \r\n",
       "L 354.01542 167.018367 \r\n",
       "L 354.236133 145.854661 \r\n",
       "L 354.456847 141.410873 \r\n",
       "L 354.67756 131.33973 \r\n",
       "L 354.898273 137.378947 \r\n",
       "L 355.118987 128.956125 \r\n",
       "L 355.3397 130.659072 \r\n",
       "L 355.560413 145.729802 \r\n",
       "L 355.781126 152.574537 \r\n",
       "L 356.00184 136.034972 \r\n",
       "L 356.443266 136.034972 \r\n",
       "L 356.66398 123.401606 \r\n",
       "L 356.884693 132.451327 \r\n",
       "L 357.105406 134.547929 \r\n",
       "L 357.32612 123.742369 \r\n",
       "L 357.767546 146.751223 \r\n",
       "L 357.988259 146.804115 \r\n",
       "L 358.208973 152.162673 \r\n",
       "L 358.650399 151.517565 \r\n",
       "L 358.871113 127.146528 \r\n",
       "L 359.091826 144.977176 \r\n",
       "L 359.533253 130.676413 \r\n",
       "L 359.974679 144.707513 \r\n",
       "L 360.195392 138.543437 \r\n",
       "L 360.416106 128.885024 \r\n",
       "L 360.857532 128.866816 \r\n",
       "L 361.078246 130.659072 \r\n",
       "L 361.298959 129.207579 \r\n",
       "L 361.519672 129.225787 \r\n",
       "L 361.740386 123.401606 \r\n",
       "L 361.961099 136.034972 \r\n",
       "L 362.181812 136.01763 \r\n",
       "L 362.402525 130.479586 \r\n",
       "L 362.623239 146.714805 \r\n",
       "L 362.843952 133.131986 \r\n",
       "L 363.064665 137.163911 \r\n",
       "L 363.285379 152.145332 \r\n",
       "L 363.506092 153.972271 \r\n",
       "L 363.947518 167.412022 \r\n",
       "L 364.168232 162.734989 \r\n",
       "L 364.388945 144.116164 \r\n",
       "L 364.609658 136.178907 \r\n",
       "L 364.830372 104.693472 \r\n",
       "L 365.051085 98.618705 \r\n",
       "L 365.271798 118.115015 \r\n",
       "L 365.492512 109.15547 \r\n",
       "L 365.713225 111.84342 \r\n",
       "L 365.933938 108.223358 \r\n",
       "L 366.154651 109.15547 \r\n",
       "L 366.375365 107.327664 \r\n",
       "L 366.816791 95.859654 \r\n",
       "L 367.037505 94.819157 \r\n",
       "L 367.258218 98.00828 \r\n",
       "L 367.478931 105.212854 \r\n",
       "L 367.920358 105.212854 \r\n",
       "L 368.141071 105.607375 \r\n",
       "L 368.361784 108.814707 \r\n",
       "L 368.582498 110.284409 \r\n",
       "L 368.803211 118.043914 \r\n",
       "L 369.023924 109.227437 \r\n",
       "L 369.244638 119.243954 \r\n",
       "L 369.465351 109.352297 \r\n",
       "L 369.686064 112.686222 \r\n",
       "L 369.906777 127.058085 \r\n",
       "L 370.568917 103.779569 \r\n",
       "L 370.789631 103.81512 \r\n",
       "L 370.789631 103.81512 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 51.207813 224.64 \r\n",
       "L 51.207813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 386.007812 224.64 \r\n",
       "L 386.007812 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 51.207813 224.64 \r\n",
       "L 386.007813 224.64 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 51.207813 7.2 \r\n",
       "L 386.007813 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pa29bd2de98\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"51.207813\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drawdown.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.01350786700307327"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_dd.min()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}