DZ4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "# будем отображать графики прямо в jupyter'e\n",
    "%pylab inline\n",
    "#графики в svg выглядят более четкими\n",
    "%config InlineBackend.figure_format = 'svg' \n",
    "\n",
    "#увеличим дефолтный размер графиков\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 8,5\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from datetime import datetime, timedelta\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(54034, 11)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "df = pd.read_csv('taxi.csv')\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 54034 entries, 0 to 54033\n",
      "Data columns (total 11 columns):\n",
      "id                    54034 non-null object\n",
      "vendor_id             54034 non-null int64\n",
      "pickup_datetime       54034 non-null object\n",
      "dropoff_datetime      54034 non-null object\n",
      "passenger_count       54034 non-null int64\n",
      "pickup_longitude      54034 non-null float64\n",
      "pickup_latitude       54034 non-null float64\n",
      "dropoff_longitude     54034 non-null float64\n",
      "dropoff_latitude      54034 non-null float64\n",
      "store_and_fwd_flag    54034 non-null object\n",
      "trip_duration         54034 non-null int64\n",
      "dtypes: float64(4), int64(3), object(4)\n",
      "memory usage: 4.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Переведем данные о посадке из текста в дату\n",
    "datefunc = lambda x: datetime.strptime(x, '%m/%d/%Y %H:%M')\n",
    "df['pickup_datetime']=df['pickup_datetime'].apply(datefunc)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Начнем анализ с распределения поездок по количеству пассажиров, для этого подойдет обычная гистограмма. Используется поле passenger_count, гистограмма выбрана как один из наиболее удобных способов отображения распределений\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19ba8db7278>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "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 (http://matplotlib.org/) -->\r\n",
       "<svg height=\"332pt\" version=\"1.1\" viewBox=\"0 0 495 332\" width=\"495pt\" 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 0 332.307696 \r\n",
       "L 495.604687 332.307696 \r\n",
       "L 495.604687 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 42.004688 308.962384 \r\n",
       "L 488.404687 308.962384 \r\n",
       "L 488.404687 9.982384 \r\n",
       "L 42.004688 9.982384 \r\n",
       "z\r\n",
       "\" style=\"fill:#eaeaf2;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 62.295597 308.962384 \r\n",
       "L 62.295597 9.982384 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_2\"/>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.25 0 \r\n",
       "L 28.46875 0 \r\n",
       "L 28.46875 56 \r\n",
       "Q 25.296875 52.984375 20.140625 49.953125 \r\n",
       "Q 14.984375 46.921875 10.890625 45.40625 \r\n",
       "L 10.890625 53.90625 \r\n",
       "Q 18.265625 57.375 23.78125 62.296875 \r\n",
       "Q 29.296875 67.234375 31.59375 71.875 \r\n",
       "L 37.25 71.875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-31\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(59.515128 323.120196)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 143.459233 308.962384 \r\n",
       "L 143.459233 9.982384 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_4\"/>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 50.34375 8.453125 \r\n",
       "L 50.34375 0 \r\n",
       "L 3.03125 0 \r\n",
       "Q 2.9375 3.171875 4.046875 6.109375 \r\n",
       "Q 5.859375 10.9375 9.828125 15.625 \r\n",
       "Q 13.8125 20.3125 21.34375 26.46875 \r\n",
       "Q 33.015625 36.03125 37.109375 41.625 \r\n",
       "Q 41.21875 47.21875 41.21875 52.203125 \r\n",
       "Q 41.21875 57.421875 37.46875 61 \r\n",
       "Q 33.734375 64.59375 27.734375 64.59375 \r\n",
       "Q 21.390625 64.59375 17.578125 60.78125 \r\n",
       "Q 13.765625 56.984375 13.71875 50.25 \r\n",
       "L 4.6875 51.171875 \r\n",
       "Q 5.609375 61.28125 11.65625 66.578125 \r\n",
       "Q 17.71875 71.875 27.9375 71.875 \r\n",
       "Q 38.234375 71.875 44.234375 66.15625 \r\n",
       "Q 50.25 60.453125 50.25 52 \r\n",
       "Q 50.25 47.703125 48.484375 43.546875 \r\n",
       "Q 46.734375 39.40625 42.65625 34.8125 \r\n",
       "Q 38.578125 30.21875 29.109375 22.21875 \r\n",
       "Q 21.1875 15.578125 18.9375 13.203125 \r\n",
       "Q 16.703125 10.84375 15.234375 8.453125 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-32\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(140.678764 323.120196)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 224.622869 308.962384 \r\n",
       "L 224.622869 9.982384 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_6\"/>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.203125 18.890625 \r\n",
       "L 12.984375 20.0625 \r\n",
       "Q 14.5 12.59375 18.140625 9.296875 \r\n",
       "Q 21.78125 6 27 6 \r\n",
       "Q 33.203125 6 37.46875 10.296875 \r\n",
       "Q 41.75 14.59375 41.75 20.953125 \r\n",
       "Q 41.75 27 37.796875 30.921875 \r\n",
       "Q 33.84375 34.859375 27.734375 34.859375 \r\n",
       "Q 25.25 34.859375 21.53125 33.890625 \r\n",
       "L 22.515625 41.609375 \r\n",
       "Q 23.390625 41.5 23.921875 41.5 \r\n",
       "Q 29.546875 41.5 34.03125 44.421875 \r\n",
       "Q 38.53125 47.359375 38.53125 53.46875 \r\n",
       "Q 38.53125 58.296875 35.25 61.46875 \r\n",
       "Q 31.984375 64.65625 26.8125 64.65625 \r\n",
       "Q 21.6875 64.65625 18.265625 61.421875 \r\n",
       "Q 14.84375 58.203125 13.875 51.765625 \r\n",
       "L 5.078125 53.328125 \r\n",
       "Q 6.6875 62.15625 12.390625 67.015625 \r\n",
       "Q 18.109375 71.875 26.609375 71.875 \r\n",
       "Q 32.46875 71.875 37.390625 69.359375 \r\n",
       "Q 42.328125 66.84375 44.9375 62.5 \r\n",
       "Q 47.5625 58.15625 47.5625 53.265625 \r\n",
       "Q 47.5625 48.640625 45.0625 44.828125 \r\n",
       "Q 42.578125 41.015625 37.703125 38.765625 \r\n",
       "Q 44.046875 37.3125 47.5625 32.6875 \r\n",
       "Q 51.078125 28.078125 51.078125 21.140625 \r\n",
       "Q 51.078125 11.765625 44.234375 5.25 \r\n",
       "Q 37.40625 -1.265625 26.953125 -1.265625 \r\n",
       "Q 17.53125 -1.265625 11.296875 4.34375 \r\n",
       "Q 5.078125 9.96875 4.203125 18.890625 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-33\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(221.842401 323.120196)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-33\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 305.786506 308.962384 \r\n",
       "L 305.786506 9.982384 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_8\"/>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 32.328125 0 \r\n",
       "L 32.328125 17.140625 \r\n",
       "L 1.265625 17.140625 \r\n",
       "L 1.265625 25.203125 \r\n",
       "L 33.9375 71.578125 \r\n",
       "L 41.109375 71.578125 \r\n",
       "L 41.109375 25.203125 \r\n",
       "L 50.78125 25.203125 \r\n",
       "L 50.78125 17.140625 \r\n",
       "L 41.109375 17.140625 \r\n",
       "L 41.109375 0 \r\n",
       "z\r\n",
       "M 32.328125 25.203125 \r\n",
       "L 32.328125 57.46875 \r\n",
       "L 9.90625 25.203125 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-34\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(303.006037 323.120196)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 386.950142 308.962384 \r\n",
       "L 386.950142 9.982384 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_10\"/>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.15625 18.75 \r\n",
       "L 13.375 19.53125 \r\n",
       "Q 14.40625 12.796875 18.140625 9.390625 \r\n",
       "Q 21.875 6 27.15625 6 \r\n",
       "Q 33.5 6 37.890625 10.78125 \r\n",
       "Q 42.28125 15.578125 42.28125 23.484375 \r\n",
       "Q 42.28125 31 38.0625 35.34375 \r\n",
       "Q 33.84375 39.703125 27 39.703125 \r\n",
       "Q 22.75 39.703125 19.328125 37.765625 \r\n",
       "Q 15.921875 35.84375 13.96875 32.765625 \r\n",
       "L 5.71875 33.84375 \r\n",
       "L 12.640625 70.609375 \r\n",
       "L 48.25 70.609375 \r\n",
       "L 48.25 62.203125 \r\n",
       "L 19.671875 62.203125 \r\n",
       "L 15.828125 42.96875 \r\n",
       "Q 22.265625 47.46875 29.34375 47.46875 \r\n",
       "Q 38.71875 47.46875 45.15625 40.96875 \r\n",
       "Q 51.609375 34.46875 51.609375 24.265625 \r\n",
       "Q 51.609375 14.546875 45.953125 7.46875 \r\n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \r\n",
       "Q 17.390625 -1.21875 11.203125 4.25 \r\n",
       "Q 5.03125 9.71875 4.15625 18.75 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-35\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(384.169673 323.120196)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-35\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 468.113778 308.962384 \r\n",
       "L 468.113778 9.982384 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_12\"/>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 49.75 54.046875 \r\n",
       "L 41.015625 53.375 \r\n",
       "Q 39.84375 58.546875 37.703125 60.890625 \r\n",
       "Q 34.125 64.65625 28.90625 64.65625 \r\n",
       "Q 24.703125 64.65625 21.53125 62.3125 \r\n",
       "Q 17.390625 59.28125 14.984375 53.46875 \r\n",
       "Q 12.59375 47.65625 12.5 36.921875 \r\n",
       "Q 15.671875 41.75 20.265625 44.09375 \r\n",
       "Q 24.859375 46.4375 29.890625 46.4375 \r\n",
       "Q 38.671875 46.4375 44.84375 39.96875 \r\n",
       "Q 51.03125 33.5 51.03125 23.25 \r\n",
       "Q 51.03125 16.5 48.125 10.71875 \r\n",
       "Q 45.21875 4.9375 40.140625 1.859375 \r\n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \r\n",
       "Q 17.625 -1.21875 10.6875 6.859375 \r\n",
       "Q 3.765625 14.9375 3.765625 33.5 \r\n",
       "Q 3.765625 54.25 11.421875 63.671875 \r\n",
       "Q 18.109375 71.875 29.4375 71.875 \r\n",
       "Q 37.890625 71.875 43.28125 67.140625 \r\n",
       "Q 48.6875 62.40625 49.75 54.046875 \r\n",
       "z\r\n",
       "M 13.875 23.1875 \r\n",
       "Q 13.875 18.65625 15.796875 14.5 \r\n",
       "Q 17.71875 10.359375 21.1875 8.171875 \r\n",
       "Q 24.65625 6 28.46875 6 \r\n",
       "Q 34.03125 6 38.03125 10.484375 \r\n",
       "Q 42.046875 14.984375 42.046875 22.703125 \r\n",
       "Q 42.046875 30.125 38.078125 34.390625 \r\n",
       "Q 34.125 38.671875 28.125 38.671875 \r\n",
       "Q 22.171875 38.671875 18.015625 34.390625 \r\n",
       "Q 13.875 30.125 13.875 23.1875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-36\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(465.33331 323.120196)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\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_13\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 308.962384 \r\n",
       "L 488.404687 308.962384 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_14\"/>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.15625 35.296875 \r\n",
       "Q 4.15625 48 6.765625 55.734375 \r\n",
       "Q 9.375 63.484375 14.515625 67.671875 \r\n",
       "Q 19.671875 71.875 27.484375 71.875 \r\n",
       "Q 33.25 71.875 37.59375 69.546875 \r\n",
       "Q 41.9375 67.234375 44.765625 62.859375 \r\n",
       "Q 47.609375 58.5 49.21875 52.21875 \r\n",
       "Q 50.828125 45.953125 50.828125 35.296875 \r\n",
       "Q 50.828125 22.703125 48.234375 14.96875 \r\n",
       "Q 45.65625 7.234375 40.5 3 \r\n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \r\n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \r\n",
       "Q 4.15625 15.140625 4.15625 35.296875 \r\n",
       "z\r\n",
       "M 13.1875 35.296875 \r\n",
       "Q 13.1875 17.671875 17.3125 11.828125 \r\n",
       "Q 21.4375 6 27.484375 6 \r\n",
       "Q 33.546875 6 37.671875 11.859375 \r\n",
       "Q 41.796875 17.71875 41.796875 35.296875 \r\n",
       "Q 41.796875 52.984375 37.671875 58.78125 \r\n",
       "Q 33.546875 64.59375 27.390625 64.59375 \r\n",
       "Q 21.34375 64.59375 17.71875 59.46875 \r\n",
       "Q 13.1875 52.9375 13.1875 35.296875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-30\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(29.44375 312.54129)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 271.689449 \r\n",
       "L 488.404687 271.689449 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_16\"/>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 5000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(12.760938 275.268355)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-35\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_17\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 234.416514 \r\n",
       "L 488.404687 234.416514 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_18\"/>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 10000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 237.995421)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_19\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 197.14358 \r\n",
       "L 488.404687 197.14358 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_20\"/>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 15000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 200.722486)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-35\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_21\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 159.870645 \r\n",
       "L 488.404687 159.870645 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_22\"/>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 20000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 163.449551)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_23\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 122.59771 \r\n",
       "L 488.404687 122.59771 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_24\"/>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 25000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 126.176617)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-35\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_25\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 85.324776 \r\n",
       "L 488.404687 85.324776 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_26\"/>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 30000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 88.903682)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-33\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_27\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 48.051841 \r\n",
       "L 488.404687 48.051841 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_28\"/>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 35000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 51.630747)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-33\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-35\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_9\">\r\n",
       "     <g id=\"line2d_29\">\r\n",
       "      <path clip-path=\"url(#p77f1b752f7)\" d=\"M 42.004688 10.778906 \r\n",
       "L 488.404687 10.778906 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_30\"/>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 40000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 14.357812)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 62.295597 308.962384 \r\n",
       "L 102.877415 308.962384 \r\n",
       "L 102.877415 24.219526 \r\n",
       "L 62.295597 24.219526 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 102.877415 308.962384 \r\n",
       "L 143.459233 308.962384 \r\n",
       "L 143.459233 308.962384 \r\n",
       "L 102.877415 308.962384 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 143.459233 308.962384 \r\n",
       "L 184.041051 308.962384 \r\n",
       "L 184.041051 250.578059 \r\n",
       "L 143.459233 250.578059 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 184.041051 308.962384 \r\n",
       "L 224.622869 308.962384 \r\n",
       "L 224.622869 308.962384 \r\n",
       "L 184.041051 308.962384 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 224.622869 308.962384 \r\n",
       "L 265.204687 308.962384 \r\n",
       "L 265.204687 292.502656 \r\n",
       "L 224.622869 292.502656 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 265.204687 308.962384 \r\n",
       "L 305.786506 308.962384 \r\n",
       "L 305.786506 308.962384 \r\n",
       "L 265.204687 308.962384 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 305.786506 308.962384 \r\n",
       "L 346.368324 308.962384 \r\n",
       "L 346.368324 300.71761 \r\n",
       "L 305.786506 300.71761 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 346.368324 308.962384 \r\n",
       "L 386.950142 308.962384 \r\n",
       "L 386.950142 308.962384 \r\n",
       "L 346.368324 308.962384 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 386.950142 308.962384 \r\n",
       "L 427.53196 308.962384 \r\n",
       "L 427.53196 287.254626 \r\n",
       "L 386.950142 287.254626 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path clip-path=\"url(#p77f1b752f7)\" d=\"M 427.53196 308.962384 \r\n",
       "L 468.113778 308.962384 \r\n",
       "L 468.113778 295.700673 \r\n",
       "L 427.53196 295.700673 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path d=\"M 42.004688 308.962384 \r\n",
       "L 42.004688 9.982384 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_14\">\r\n",
       "    <path d=\"M 488.404687 308.962384 \r\n",
       "L 488.404687 9.982384 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_15\">\r\n",
       "    <path d=\"M 42.004688 308.962384 \r\n",
       "L 488.404687 308.962384 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_16\">\r\n",
       "    <path d=\"M 42.004688 9.982384 \r\n",
       "L 488.404687 9.982384 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p77f1b752f7\">\r\n",
       "   <rect height=\"298.98\" width=\"446.4\" x=\"42.004688\" y=\"9.982384\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19ba40d8198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.passenger_count.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Как и ожидалось, чаще всего пассажир один"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "# Теперь построим распределение поездок по времени, используешь distplot из Seaborn, он предназначен как раз для этого.\n",
    "# Из используемых переменных - trip_duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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 (http://matplotlib.org/) -->\r\n",
       "<svg height=\"343pt\" version=\"1.1\" viewBox=\"0 0 498 343\" width=\"498pt\" 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 0 343.585156 \r\n",
       "L 498.382812 343.585156 \r\n",
       "L 498.382812 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 44.782813 306.18 \r\n",
       "L 491.182812 306.18 \r\n",
       "L 491.182812 7.2 \r\n",
       "L 44.782813 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#eaeaf2;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 65.91418 306.18 \r\n",
       "L 65.91418 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_2\"/>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.15625 35.296875 \r\n",
       "Q 4.15625 48 6.765625 55.734375 \r\n",
       "Q 9.375 63.484375 14.515625 67.671875 \r\n",
       "Q 19.671875 71.875 27.484375 71.875 \r\n",
       "Q 33.25 71.875 37.59375 69.546875 \r\n",
       "Q 41.9375 67.234375 44.765625 62.859375 \r\n",
       "Q 47.609375 58.5 49.21875 52.21875 \r\n",
       "Q 50.828125 45.953125 50.828125 35.296875 \r\n",
       "Q 50.828125 22.703125 48.234375 14.96875 \r\n",
       "Q 45.65625 7.234375 40.5 3 \r\n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \r\n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \r\n",
       "Q 4.15625 15.140625 4.15625 35.296875 \r\n",
       "z\r\n",
       "M 13.1875 35.296875 \r\n",
       "Q 13.1875 17.671875 17.3125 11.828125 \r\n",
       "Q 21.4375 6 27.484375 6 \r\n",
       "Q 33.546875 6 37.671875 11.859375 \r\n",
       "Q 41.796875 17.71875 41.796875 35.296875 \r\n",
       "Q 41.796875 52.984375 37.671875 58.78125 \r\n",
       "Q 33.546875 64.59375 27.390625 64.59375 \r\n",
       "Q 21.34375 64.59375 17.71875 59.46875 \r\n",
       "Q 13.1875 52.9375 13.1875 35.296875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-30\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(63.133711 320.337812)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 159.509971 306.18 \r\n",
       "L 159.509971 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_4\"/>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 20000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 50.34375 8.453125 \r\n",
       "L 50.34375 0 \r\n",
       "L 3.03125 0 \r\n",
       "Q 2.9375 3.171875 4.046875 6.109375 \r\n",
       "Q 5.859375 10.9375 9.828125 15.625 \r\n",
       "Q 13.8125 20.3125 21.34375 26.46875 \r\n",
       "Q 33.015625 36.03125 37.109375 41.625 \r\n",
       "Q 41.21875 47.21875 41.21875 52.203125 \r\n",
       "Q 41.21875 57.421875 37.46875 61 \r\n",
       "Q 33.734375 64.59375 27.734375 64.59375 \r\n",
       "Q 21.390625 64.59375 17.578125 60.78125 \r\n",
       "Q 13.765625 56.984375 13.71875 50.25 \r\n",
       "L 4.6875 51.171875 \r\n",
       "Q 5.609375 61.28125 11.65625 66.578125 \r\n",
       "Q 17.71875 71.875 27.9375 71.875 \r\n",
       "Q 38.234375 71.875 44.234375 66.15625 \r\n",
       "Q 50.25 60.453125 50.25 52 \r\n",
       "Q 50.25 47.703125 48.484375 43.546875 \r\n",
       "Q 46.734375 39.40625 42.65625 34.8125 \r\n",
       "Q 38.578125 30.21875 29.109375 22.21875 \r\n",
       "Q 21.1875 15.578125 18.9375 13.203125 \r\n",
       "Q 16.703125 10.84375 15.234375 8.453125 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-32\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(145.607627 320.337812)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 253.105762 306.18 \r\n",
       "L 253.105762 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_6\"/>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 40000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 32.328125 0 \r\n",
       "L 32.328125 17.140625 \r\n",
       "L 1.265625 17.140625 \r\n",
       "L 1.265625 25.203125 \r\n",
       "L 33.9375 71.578125 \r\n",
       "L 41.109375 71.578125 \r\n",
       "L 41.109375 25.203125 \r\n",
       "L 50.78125 25.203125 \r\n",
       "L 50.78125 17.140625 \r\n",
       "L 41.109375 17.140625 \r\n",
       "L 41.109375 0 \r\n",
       "z\r\n",
       "M 32.328125 25.203125 \r\n",
       "L 32.328125 57.46875 \r\n",
       "L 9.90625 25.203125 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-34\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(239.203418 320.337812)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 346.701552 306.18 \r\n",
       "L 346.701552 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_8\"/>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 60000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 49.75 54.046875 \r\n",
       "L 41.015625 53.375 \r\n",
       "Q 39.84375 58.546875 37.703125 60.890625 \r\n",
       "Q 34.125 64.65625 28.90625 64.65625 \r\n",
       "Q 24.703125 64.65625 21.53125 62.3125 \r\n",
       "Q 17.390625 59.28125 14.984375 53.46875 \r\n",
       "Q 12.59375 47.65625 12.5 36.921875 \r\n",
       "Q 15.671875 41.75 20.265625 44.09375 \r\n",
       "Q 24.859375 46.4375 29.890625 46.4375 \r\n",
       "Q 38.671875 46.4375 44.84375 39.96875 \r\n",
       "Q 51.03125 33.5 51.03125 23.25 \r\n",
       "Q 51.03125 16.5 48.125 10.71875 \r\n",
       "Q 45.21875 4.9375 40.140625 1.859375 \r\n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \r\n",
       "Q 17.625 -1.21875 10.6875 6.859375 \r\n",
       "Q 3.765625 14.9375 3.765625 33.5 \r\n",
       "Q 3.765625 54.25 11.421875 63.671875 \r\n",
       "Q 18.109375 71.875 29.4375 71.875 \r\n",
       "Q 37.890625 71.875 43.28125 67.140625 \r\n",
       "Q 48.6875 62.40625 49.75 54.046875 \r\n",
       "z\r\n",
       "M 13.875 23.1875 \r\n",
       "Q 13.875 18.65625 15.796875 14.5 \r\n",
       "Q 17.71875 10.359375 21.1875 8.171875 \r\n",
       "Q 24.65625 6 28.46875 6 \r\n",
       "Q 34.03125 6 38.03125 10.484375 \r\n",
       "Q 42.046875 14.984375 42.046875 22.703125 \r\n",
       "Q 42.046875 30.125 38.078125 34.390625 \r\n",
       "Q 34.125 38.671875 28.125 38.671875 \r\n",
       "Q 22.171875 38.671875 18.015625 34.390625 \r\n",
       "Q 13.875 30.125 13.875 23.1875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-36\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(332.799208 320.337812)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 440.297343 306.18 \r\n",
       "L 440.297343 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_10\"/>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 80000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 17.671875 38.8125 \r\n",
       "Q 12.203125 40.828125 9.5625 44.53125 \r\n",
       "Q 6.9375 48.25 6.9375 53.421875 \r\n",
       "Q 6.9375 61.234375 12.546875 66.546875 \r\n",
       "Q 18.171875 71.875 27.484375 71.875 \r\n",
       "Q 36.859375 71.875 42.578125 66.421875 \r\n",
       "Q 48.296875 60.984375 48.296875 53.171875 \r\n",
       "Q 48.296875 48.1875 45.671875 44.5 \r\n",
       "Q 43.0625 40.828125 37.75 38.8125 \r\n",
       "Q 44.34375 36.671875 47.78125 31.875 \r\n",
       "Q 51.21875 27.09375 51.21875 20.453125 \r\n",
       "Q 51.21875 11.28125 44.71875 5.03125 \r\n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \r\n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \r\n",
       "Q 4.046875 11.328125 4.046875 20.703125 \r\n",
       "Q 4.046875 27.6875 7.59375 32.390625 \r\n",
       "Q 11.140625 37.109375 17.671875 38.8125 \r\n",
       "z\r\n",
       "M 15.921875 53.71875 \r\n",
       "Q 15.921875 48.640625 19.1875 45.40625 \r\n",
       "Q 22.46875 42.1875 27.6875 42.1875 \r\n",
       "Q 32.765625 42.1875 36.015625 45.375 \r\n",
       "Q 39.265625 48.578125 39.265625 53.21875 \r\n",
       "Q 39.265625 58.0625 35.90625 61.359375 \r\n",
       "Q 32.5625 64.65625 27.59375 64.65625 \r\n",
       "Q 22.5625 64.65625 19.234375 61.421875 \r\n",
       "Q 15.921875 58.203125 15.921875 53.71875 \r\n",
       "z\r\n",
       "M 13.09375 20.65625 \r\n",
       "Q 13.09375 16.890625 14.875 13.375 \r\n",
       "Q 16.65625 9.859375 20.171875 7.921875 \r\n",
       "Q 23.6875 6 27.734375 6 \r\n",
       "Q 34.03125 6 38.125 10.046875 \r\n",
       "Q 42.234375 14.109375 42.234375 20.359375 \r\n",
       "Q 42.234375 26.703125 38.015625 30.859375 \r\n",
       "Q 33.796875 35.015625 27.4375 35.015625 \r\n",
       "Q 21.234375 35.015625 17.15625 30.90625 \r\n",
       "Q 13.09375 26.8125 13.09375 20.65625 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-38\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(426.394999 320.337812)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-38\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_6\">\r\n",
       "     <!-- trip_duration -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 25.78125 7.859375 \r\n",
       "L 27.046875 0.09375 \r\n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \r\n",
       "Q 15.625 -0.6875 12.984375 0.828125 \r\n",
       "Q 10.359375 2.34375 9.28125 4.8125 \r\n",
       "Q 8.203125 7.28125 8.203125 15.1875 \r\n",
       "L 8.203125 45.015625 \r\n",
       "L 1.765625 45.015625 \r\n",
       "L 1.765625 51.859375 \r\n",
       "L 8.203125 51.859375 \r\n",
       "L 8.203125 64.703125 \r\n",
       "L 16.9375 69.96875 \r\n",
       "L 16.9375 51.859375 \r\n",
       "L 25.78125 51.859375 \r\n",
       "L 25.78125 45.015625 \r\n",
       "L 16.9375 45.015625 \r\n",
       "L 16.9375 14.703125 \r\n",
       "Q 16.9375 10.9375 17.40625 9.859375 \r\n",
       "Q 17.875 8.796875 18.921875 8.15625 \r\n",
       "Q 19.96875 7.515625 21.921875 7.515625 \r\n",
       "Q 23.390625 7.515625 25.78125 7.859375 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-74\"/>\r\n",
       "      <path d=\"M 6.5 0 \r\n",
       "L 6.5 51.859375 \r\n",
       "L 14.40625 51.859375 \r\n",
       "L 14.40625 44 \r\n",
       "Q 17.4375 49.515625 20 51.265625 \r\n",
       "Q 22.5625 53.03125 25.640625 53.03125 \r\n",
       "Q 30.078125 53.03125 34.671875 50.203125 \r\n",
       "L 31.640625 42.046875 \r\n",
       "Q 28.421875 43.953125 25.203125 43.953125 \r\n",
       "Q 22.3125 43.953125 20.015625 42.21875 \r\n",
       "Q 17.71875 40.484375 16.75 37.40625 \r\n",
       "Q 15.28125 32.71875 15.28125 27.15625 \r\n",
       "L 15.28125 0 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-72\"/>\r\n",
       "      <path d=\"M 6.640625 61.46875 \r\n",
       "L 6.640625 71.578125 \r\n",
       "L 15.4375 71.578125 \r\n",
       "L 15.4375 61.46875 \r\n",
       "z\r\n",
       "M 6.640625 0 \r\n",
       "L 6.640625 51.859375 \r\n",
       "L 15.4375 51.859375 \r\n",
       "L 15.4375 0 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-69\"/>\r\n",
       "      <path d=\"M 6.59375 -19.875 \r\n",
       "L 6.59375 51.859375 \r\n",
       "L 14.59375 51.859375 \r\n",
       "L 14.59375 45.125 \r\n",
       "Q 17.4375 49.078125 21 51.046875 \r\n",
       "Q 24.5625 53.03125 29.640625 53.03125 \r\n",
       "Q 36.28125 53.03125 41.359375 49.609375 \r\n",
       "Q 46.4375 46.1875 49.015625 39.953125 \r\n",
       "Q 51.609375 33.734375 51.609375 26.3125 \r\n",
       "Q 51.609375 18.359375 48.75 11.984375 \r\n",
       "Q 45.90625 5.609375 40.453125 2.21875 \r\n",
       "Q 35.015625 -1.171875 29 -1.171875 \r\n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \r\n",
       "Q 17.625 2.546875 15.375 5.375 \r\n",
       "L 15.375 -19.875 \r\n",
       "z\r\n",
       "M 14.546875 25.640625 \r\n",
       "Q 14.546875 15.625 18.59375 10.84375 \r\n",
       "Q 22.65625 6.0625 28.421875 6.0625 \r\n",
       "Q 34.28125 6.0625 38.453125 11.015625 \r\n",
       "Q 42.625 15.96875 42.625 26.375 \r\n",
       "Q 42.625 36.28125 38.546875 41.203125 \r\n",
       "Q 34.46875 46.140625 28.8125 46.140625 \r\n",
       "Q 23.1875 46.140625 18.859375 40.890625 \r\n",
       "Q 14.546875 35.640625 14.546875 25.640625 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-70\"/>\r\n",
       "      <path d=\"M -1.515625 -19.875 \r\n",
       "L -1.515625 -13.53125 \r\n",
       "L 56.734375 -13.53125 \r\n",
       "L 56.734375 -19.875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-5f\"/>\r\n",
       "      <path d=\"M 40.234375 0 \r\n",
       "L 40.234375 6.546875 \r\n",
       "Q 35.296875 -1.171875 25.734375 -1.171875 \r\n",
       "Q 19.53125 -1.171875 14.328125 2.25 \r\n",
       "Q 9.125 5.671875 6.265625 11.796875 \r\n",
       "Q 3.421875 17.921875 3.421875 25.875 \r\n",
       "Q 3.421875 33.640625 6 39.96875 \r\n",
       "Q 8.59375 46.296875 13.765625 49.65625 \r\n",
       "Q 18.953125 53.03125 25.34375 53.03125 \r\n",
       "Q 30.03125 53.03125 33.6875 51.046875 \r\n",
       "Q 37.359375 49.078125 39.65625 45.90625 \r\n",
       "L 39.65625 71.578125 \r\n",
       "L 48.390625 71.578125 \r\n",
       "L 48.390625 0 \r\n",
       "z\r\n",
       "M 12.453125 25.875 \r\n",
       "Q 12.453125 15.921875 16.640625 10.984375 \r\n",
       "Q 20.84375 6.0625 26.5625 6.0625 \r\n",
       "Q 32.328125 6.0625 36.34375 10.765625 \r\n",
       "Q 40.375 15.484375 40.375 25.140625 \r\n",
       "Q 40.375 35.796875 36.265625 40.765625 \r\n",
       "Q 32.171875 45.75 26.171875 45.75 \r\n",
       "Q 20.3125 45.75 16.375 40.96875 \r\n",
       "Q 12.453125 36.1875 12.453125 25.875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-64\"/>\r\n",
       "      <path d=\"M 40.578125 0 \r\n",
       "L 40.578125 7.625 \r\n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \r\n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \r\n",
       "Q 11.578125 2.34375 9.640625 5 \r\n",
       "Q 7.71875 7.671875 6.9375 11.53125 \r\n",
       "Q 6.390625 14.109375 6.390625 19.734375 \r\n",
       "L 6.390625 51.859375 \r\n",
       "L 15.1875 51.859375 \r\n",
       "L 15.1875 23.09375 \r\n",
       "Q 15.1875 16.21875 15.71875 13.8125 \r\n",
       "Q 16.546875 10.359375 19.234375 8.375 \r\n",
       "Q 21.921875 6.390625 25.875 6.390625 \r\n",
       "Q 29.828125 6.390625 33.296875 8.421875 \r\n",
       "Q 36.765625 10.453125 38.203125 13.9375 \r\n",
       "Q 39.65625 17.4375 39.65625 24.078125 \r\n",
       "L 39.65625 51.859375 \r\n",
       "L 48.4375 51.859375 \r\n",
       "L 48.4375 0 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-75\"/>\r\n",
       "      <path d=\"M 40.4375 6.390625 \r\n",
       "Q 35.546875 2.25 31.03125 0.53125 \r\n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \r\n",
       "Q 12.796875 -1.171875 8.203125 3 \r\n",
       "Q 3.609375 7.171875 3.609375 13.671875 \r\n",
       "Q 3.609375 17.484375 5.34375 20.625 \r\n",
       "Q 7.078125 23.78125 9.890625 25.6875 \r\n",
       "Q 12.703125 27.59375 16.21875 28.5625 \r\n",
       "Q 18.796875 29.25 24.03125 29.890625 \r\n",
       "Q 34.671875 31.15625 39.703125 32.90625 \r\n",
       "Q 39.75 34.71875 39.75 35.203125 \r\n",
       "Q 39.75 40.578125 37.25 42.78125 \r\n",
       "Q 33.890625 45.75 27.25 45.75 \r\n",
       "Q 21.046875 45.75 18.09375 43.578125 \r\n",
       "Q 15.140625 41.40625 13.71875 35.890625 \r\n",
       "L 5.125 37.0625 \r\n",
       "Q 6.296875 42.578125 8.984375 45.96875 \r\n",
       "Q 11.671875 49.359375 16.75 51.1875 \r\n",
       "Q 21.828125 53.03125 28.515625 53.03125 \r\n",
       "Q 35.15625 53.03125 39.296875 51.46875 \r\n",
       "Q 43.453125 49.90625 45.40625 47.53125 \r\n",
       "Q 47.359375 45.171875 48.140625 41.546875 \r\n",
       "Q 48.578125 39.3125 48.578125 33.453125 \r\n",
       "L 48.578125 21.734375 \r\n",
       "Q 48.578125 9.46875 49.140625 6.21875 \r\n",
       "Q 49.703125 2.984375 51.375 0 \r\n",
       "L 42.1875 0 \r\n",
       "Q 40.828125 2.734375 40.4375 6.390625 \r\n",
       "z\r\n",
       "M 39.703125 26.03125 \r\n",
       "Q 34.90625 24.078125 25.34375 22.703125 \r\n",
       "Q 19.921875 21.921875 17.671875 20.9375 \r\n",
       "Q 15.4375 19.96875 14.203125 18.09375 \r\n",
       "Q 12.984375 16.21875 12.984375 13.921875 \r\n",
       "Q 12.984375 10.40625 15.640625 8.0625 \r\n",
       "Q 18.3125 5.71875 23.4375 5.71875 \r\n",
       "Q 28.515625 5.71875 32.46875 7.9375 \r\n",
       "Q 36.421875 10.15625 38.28125 14.015625 \r\n",
       "Q 39.703125 17 39.703125 22.796875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-61\"/>\r\n",
       "      <path d=\"M 3.328125 25.921875 \r\n",
       "Q 3.328125 40.328125 11.328125 47.265625 \r\n",
       "Q 18.015625 53.03125 27.640625 53.03125 \r\n",
       "Q 38.328125 53.03125 45.109375 46.015625 \r\n",
       "Q 51.90625 39.015625 51.90625 26.65625 \r\n",
       "Q 51.90625 16.65625 48.90625 10.90625 \r\n",
       "Q 45.90625 5.171875 40.15625 2 \r\n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \r\n",
       "Q 16.75 -1.171875 10.03125 5.8125 \r\n",
       "Q 3.328125 12.796875 3.328125 25.921875 \r\n",
       "z\r\n",
       "M 12.359375 25.921875 \r\n",
       "Q 12.359375 15.96875 16.703125 11.015625 \r\n",
       "Q 21.046875 6.0625 27.640625 6.0625 \r\n",
       "Q 34.1875 6.0625 38.53125 11.03125 \r\n",
       "Q 42.875 16.015625 42.875 26.21875 \r\n",
       "Q 42.875 35.84375 38.5 40.796875 \r\n",
       "Q 34.125 45.75 27.640625 45.75 \r\n",
       "Q 21.046875 45.75 16.703125 40.8125 \r\n",
       "Q 12.359375 35.890625 12.359375 25.921875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-6f\"/>\r\n",
       "      <path d=\"M 6.59375 0 \r\n",
       "L 6.59375 51.859375 \r\n",
       "L 14.5 51.859375 \r\n",
       "L 14.5 44.484375 \r\n",
       "Q 20.21875 53.03125 31 53.03125 \r\n",
       "Q 35.6875 53.03125 39.625 51.34375 \r\n",
       "Q 43.5625 49.65625 45.515625 46.921875 \r\n",
       "Q 47.46875 44.1875 48.25 40.4375 \r\n",
       "Q 48.734375 37.984375 48.734375 31.890625 \r\n",
       "L 48.734375 0 \r\n",
       "L 39.9375 0 \r\n",
       "L 39.9375 31.546875 \r\n",
       "Q 39.9375 36.921875 38.90625 39.578125 \r\n",
       "Q 37.890625 42.234375 35.28125 43.8125 \r\n",
       "Q 32.671875 45.40625 29.15625 45.40625 \r\n",
       "Q 23.53125 45.40625 19.453125 41.84375 \r\n",
       "Q 15.375 38.28125 15.375 28.328125 \r\n",
       "L 15.375 0 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-6e\"/>\r\n",
       "     </defs>\r\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(237.410547 334.198906)scale(0.11 -0.11)\">\r\n",
       "      <use xlink:href=\"#ArialMT-74\"/>\r\n",
       "      <use x=\"27.783203\" xlink:href=\"#ArialMT-72\"/>\r\n",
       "      <use x=\"61.083984\" xlink:href=\"#ArialMT-69\"/>\r\n",
       "      <use x=\"83.300781\" xlink:href=\"#ArialMT-70\"/>\r\n",
       "      <use x=\"138.916016\" xlink:href=\"#ArialMT-5f\"/>\r\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-64\"/>\r\n",
       "      <use x=\"250.146484\" xlink:href=\"#ArialMT-75\"/>\r\n",
       "      <use x=\"305.761719\" xlink:href=\"#ArialMT-72\"/>\r\n",
       "      <use x=\"339.0625\" xlink:href=\"#ArialMT-61\"/>\r\n",
       "      <use x=\"394.677734\" xlink:href=\"#ArialMT-74\"/>\r\n",
       "      <use x=\"422.460938\" xlink:href=\"#ArialMT-69\"/>\r\n",
       "      <use x=\"444.677734\" xlink:href=\"#ArialMT-6f\"/>\r\n",
       "      <use x=\"500.292969\" xlink:href=\"#ArialMT-6e\"/>\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_11\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 44.782813 306.18 \r\n",
       "L 491.182812 306.18 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_12\"/>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 0.0000 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 9.078125 0 \r\n",
       "L 9.078125 10.015625 \r\n",
       "L 19.09375 10.015625 \r\n",
       "L 19.09375 0 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-2e\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 309.758906)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\r\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"250.244141\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 44.782813 252.376288 \r\n",
       "L 491.182812 252.376288 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_14\"/>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 0.0001 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.25 0 \r\n",
       "L 28.46875 0 \r\n",
       "L 28.46875 56 \r\n",
       "Q 25.296875 52.984375 20.140625 49.953125 \r\n",
       "Q 14.984375 46.921875 10.890625 45.40625 \r\n",
       "L 10.890625 53.90625 \r\n",
       "Q 18.265625 57.375 23.78125 62.296875 \r\n",
       "Q 29.296875 67.234375 31.59375 71.875 \r\n",
       "L 37.25 71.875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-31\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 255.955194)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\r\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"250.244141\" xlink:href=\"#ArialMT-31\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 44.782813 198.572576 \r\n",
       "L 491.182812 198.572576 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_16\"/>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.0002 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 202.151483)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\r\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"250.244141\" xlink:href=\"#ArialMT-32\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_17\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 44.782813 144.768865 \r\n",
       "L 491.182812 144.768865 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_18\"/>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 0.0003 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.203125 18.890625 \r\n",
       "L 12.984375 20.0625 \r\n",
       "Q 14.5 12.59375 18.140625 9.296875 \r\n",
       "Q 21.78125 6 27 6 \r\n",
       "Q 33.203125 6 37.46875 10.296875 \r\n",
       "Q 41.75 14.59375 41.75 20.953125 \r\n",
       "Q 41.75 27 37.796875 30.921875 \r\n",
       "Q 33.84375 34.859375 27.734375 34.859375 \r\n",
       "Q 25.25 34.859375 21.53125 33.890625 \r\n",
       "L 22.515625 41.609375 \r\n",
       "Q 23.390625 41.5 23.921875 41.5 \r\n",
       "Q 29.546875 41.5 34.03125 44.421875 \r\n",
       "Q 38.53125 47.359375 38.53125 53.46875 \r\n",
       "Q 38.53125 58.296875 35.25 61.46875 \r\n",
       "Q 31.984375 64.65625 26.8125 64.65625 \r\n",
       "Q 21.6875 64.65625 18.265625 61.421875 \r\n",
       "Q 14.84375 58.203125 13.875 51.765625 \r\n",
       "L 5.078125 53.328125 \r\n",
       "Q 6.6875 62.15625 12.390625 67.015625 \r\n",
       "Q 18.109375 71.875 26.609375 71.875 \r\n",
       "Q 32.46875 71.875 37.390625 69.359375 \r\n",
       "Q 42.328125 66.84375 44.9375 62.5 \r\n",
       "Q 47.5625 58.15625 47.5625 53.265625 \r\n",
       "Q 47.5625 48.640625 45.0625 44.828125 \r\n",
       "Q 42.578125 41.015625 37.703125 38.765625 \r\n",
       "Q 44.046875 37.3125 47.5625 32.6875 \r\n",
       "Q 51.078125 28.078125 51.078125 21.140625 \r\n",
       "Q 51.078125 11.765625 44.234375 5.25 \r\n",
       "Q 37.40625 -1.265625 26.953125 -1.265625 \r\n",
       "Q 17.53125 -1.265625 11.296875 4.34375 \r\n",
       "Q 5.078125 9.96875 4.203125 18.890625 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-33\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 148.347771)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\r\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"250.244141\" xlink:href=\"#ArialMT-33\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_19\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 44.782813 90.965153 \r\n",
       "L 491.182812 90.965153 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_20\"/>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.0004 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 94.544059)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\r\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"250.244141\" xlink:href=\"#ArialMT-34\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_21\">\r\n",
       "      <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 44.782813 37.161441 \r\n",
       "L 491.182812 37.161441 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_22\"/>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.0005 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.15625 18.75 \r\n",
       "L 13.375 19.53125 \r\n",
       "Q 14.40625 12.796875 18.140625 9.390625 \r\n",
       "Q 21.875 6 27.15625 6 \r\n",
       "Q 33.5 6 37.890625 10.78125 \r\n",
       "Q 42.28125 15.578125 42.28125 23.484375 \r\n",
       "Q 42.28125 31 38.0625 35.34375 \r\n",
       "Q 33.84375 39.703125 27 39.703125 \r\n",
       "Q 22.75 39.703125 19.328125 37.765625 \r\n",
       "Q 15.921875 35.84375 13.96875 32.765625 \r\n",
       "L 5.71875 33.84375 \r\n",
       "L 12.640625 70.609375 \r\n",
       "L 48.25 70.609375 \r\n",
       "L 48.25 62.203125 \r\n",
       "L 19.671875 62.203125 \r\n",
       "L 15.828125 42.96875 \r\n",
       "Q 22.265625 47.46875 29.34375 47.46875 \r\n",
       "Q 38.71875 47.46875 45.15625 40.96875 \r\n",
       "Q 51.609375 34.46875 51.609375 24.265625 \r\n",
       "Q 51.609375 14.546875 45.953125 7.46875 \r\n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \r\n",
       "Q 17.390625 -1.21875 11.203125 4.25 \r\n",
       "Q 5.03125 9.71875 4.15625 18.75 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-35\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 40.740347)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\r\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"194.628906\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"250.244141\" xlink:href=\"#ArialMT-35\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 65.91886 306.18 \r\n",
       "L 74.001418 306.18 \r\n",
       "L 74.001418 21.437143 \r\n",
       "L 65.91886 21.437143 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 74.001418 306.18 \r\n",
       "L 82.083976 306.18 \r\n",
       "L 82.083976 282.369273 \r\n",
       "L 74.001418 282.369273 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 82.083976 306.18 \r\n",
       "L 90.166534 306.18 \r\n",
       "L 90.166534 303.989182 \r\n",
       "L 82.083976 303.989182 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 90.166534 306.18 \r\n",
       "L 98.249092 306.18 \r\n",
       "L 98.249092 305.885969 \r\n",
       "L 90.166534 305.885969 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 98.249092 306.18 \r\n",
       "L 106.331651 306.18 \r\n",
       "L 106.331651 306.139643 \r\n",
       "L 98.249092 306.139643 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 106.331651 306.18 \r\n",
       "L 114.414209 306.18 \r\n",
       "L 114.414209 306.18 \r\n",
       "L 106.331651 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 114.414209 306.18 \r\n",
       "L 122.496767 306.18 \r\n",
       "L 122.496767 306.18 \r\n",
       "L 114.414209 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 122.496767 306.18 \r\n",
       "L 130.579325 306.18 \r\n",
       "L 130.579325 306.168469 \r\n",
       "L 122.496767 306.168469 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 130.579325 306.18 \r\n",
       "L 138.661883 306.18 \r\n",
       "L 138.661883 306.174235 \r\n",
       "L 130.579325 306.174235 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 138.661883 306.18 \r\n",
       "L 146.744441 306.18 \r\n",
       "L 146.744441 306.18 \r\n",
       "L 138.661883 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 146.744441 306.18 \r\n",
       "L 154.826999 306.18 \r\n",
       "L 154.826999 306.18 \r\n",
       "L 146.744441 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_14\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 154.826999 306.18 \r\n",
       "L 162.909557 306.18 \r\n",
       "L 162.909557 306.18 \r\n",
       "L 154.826999 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_15\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 162.909557 306.18 \r\n",
       "L 170.992115 306.18 \r\n",
       "L 170.992115 306.18 \r\n",
       "L 162.909557 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_16\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 170.992115 306.18 \r\n",
       "L 179.074673 306.18 \r\n",
       "L 179.074673 306.18 \r\n",
       "L 170.992115 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_17\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 179.074673 306.18 \r\n",
       "L 187.157232 306.18 \r\n",
       "L 187.157232 306.18 \r\n",
       "L 179.074673 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_18\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 187.157232 306.18 \r\n",
       "L 195.23979 306.18 \r\n",
       "L 195.23979 306.18 \r\n",
       "L 187.157232 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_19\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 195.23979 306.18 \r\n",
       "L 203.322348 306.18 \r\n",
       "L 203.322348 306.18 \r\n",
       "L 195.23979 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_20\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 203.322348 306.18 \r\n",
       "L 211.404906 306.18 \r\n",
       "L 211.404906 306.18 \r\n",
       "L 203.322348 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_21\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 211.404906 306.18 \r\n",
       "L 219.487464 306.18 \r\n",
       "L 219.487464 306.18 \r\n",
       "L 211.404906 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_22\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 219.487464 306.18 \r\n",
       "L 227.570022 306.18 \r\n",
       "L 227.570022 306.18 \r\n",
       "L 219.487464 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_23\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 227.570022 306.18 \r\n",
       "L 235.65258 306.18 \r\n",
       "L 235.65258 306.18 \r\n",
       "L 227.570022 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_24\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 235.65258 306.18 \r\n",
       "L 243.735138 306.18 \r\n",
       "L 243.735138 306.174235 \r\n",
       "L 235.65258 306.174235 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_25\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 243.735138 306.18 \r\n",
       "L 251.817696 306.18 \r\n",
       "L 251.817696 306.18 \r\n",
       "L 243.735138 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_26\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 251.817696 306.18 \r\n",
       "L 259.900254 306.18 \r\n",
       "L 259.900254 306.18 \r\n",
       "L 251.817696 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_27\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 259.900254 306.18 \r\n",
       "L 267.982813 306.18 \r\n",
       "L 267.982813 306.174235 \r\n",
       "L 259.900254 306.174235 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_28\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 267.982813 306.18 \r\n",
       "L 276.065371 306.18 \r\n",
       "L 276.065371 306.174235 \r\n",
       "L 267.982813 306.174235 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_29\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 276.065371 306.18 \r\n",
       "L 284.147929 306.18 \r\n",
       "L 284.147929 306.18 \r\n",
       "L 276.065371 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_30\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 284.147929 306.18 \r\n",
       "L 292.230487 306.18 \r\n",
       "L 292.230487 306.174235 \r\n",
       "L 284.147929 306.174235 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_31\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 292.230487 306.18 \r\n",
       "L 300.313045 306.18 \r\n",
       "L 300.313045 306.18 \r\n",
       "L 292.230487 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_32\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 300.313045 306.18 \r\n",
       "L 308.395603 306.18 \r\n",
       "L 308.395603 306.18 \r\n",
       "L 300.313045 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_33\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 308.395603 306.18 \r\n",
       "L 316.478161 306.18 \r\n",
       "L 316.478161 306.18 \r\n",
       "L 308.395603 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_34\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 316.478161 306.18 \r\n",
       "L 324.560719 306.18 \r\n",
       "L 324.560719 306.18 \r\n",
       "L 316.478161 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_35\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 324.560719 306.18 \r\n",
       "L 332.643277 306.18 \r\n",
       "L 332.643277 306.18 \r\n",
       "L 324.560719 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_36\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 332.643277 306.18 \r\n",
       "L 340.725835 306.18 \r\n",
       "L 340.725835 306.18 \r\n",
       "L 332.643277 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_37\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 340.725835 306.18 \r\n",
       "L 348.808393 306.18 \r\n",
       "L 348.808393 306.18 \r\n",
       "L 340.725835 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_38\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 348.808393 306.18 \r\n",
       "L 356.890952 306.18 \r\n",
       "L 356.890952 306.18 \r\n",
       "L 348.808393 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_39\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 356.890952 306.18 \r\n",
       "L 364.97351 306.18 \r\n",
       "L 364.97351 306.174235 \r\n",
       "L 356.890952 306.174235 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_40\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 364.97351 306.18 \r\n",
       "L 373.056068 306.18 \r\n",
       "L 373.056068 306.18 \r\n",
       "L 364.97351 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_41\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 373.056068 306.18 \r\n",
       "L 381.138626 306.18 \r\n",
       "L 381.138626 306.18 \r\n",
       "L 373.056068 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_42\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 381.138626 306.18 \r\n",
       "L 389.221184 306.18 \r\n",
       "L 389.221184 306.18 \r\n",
       "L 381.138626 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_43\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 389.221184 306.18 \r\n",
       "L 397.303742 306.18 \r\n",
       "L 397.303742 306.18 \r\n",
       "L 389.221184 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_44\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 397.303742 306.18 \r\n",
       "L 405.3863 306.18 \r\n",
       "L 405.3863 306.18 \r\n",
       "L 397.303742 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_45\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 405.3863 306.18 \r\n",
       "L 413.468858 306.18 \r\n",
       "L 413.468858 306.18 \r\n",
       "L 405.3863 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_46\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 413.468858 306.18 \r\n",
       "L 421.551416 306.18 \r\n",
       "L 421.551416 306.18 \r\n",
       "L 413.468858 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_47\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 421.551416 306.18 \r\n",
       "L 429.633974 306.18 \r\n",
       "L 429.633974 306.18 \r\n",
       "L 421.551416 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_48\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 429.633974 306.18 \r\n",
       "L 437.716533 306.18 \r\n",
       "L 437.716533 306.18 \r\n",
       "L 429.633974 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_49\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 437.716533 306.18 \r\n",
       "L 445.799091 306.18 \r\n",
       "L 445.799091 306.168469 \r\n",
       "L 437.716533 306.168469 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_50\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 445.799091 306.18 \r\n",
       "L 453.881649 306.18 \r\n",
       "L 453.881649 306.18 \r\n",
       "L 445.799091 306.18 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_51\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 453.881649 306.18 \r\n",
       "L 461.964207 306.18 \r\n",
       "L 461.964207 306.087755 \r\n",
       "L 453.881649 306.087755 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_52\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 461.964207 306.18 \r\n",
       "L 470.046765 306.18 \r\n",
       "L 470.046765 305.885969 \r\n",
       "L 461.964207 305.885969 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;opacity:0.4;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_23\">\r\n",
       "    <path clip-path=\"url(#pf1d7c64b6a)\" d=\"M 65.073722 297.729056 \r\n",
       "L 68.26914 306.18 \r\n",
       "L 71.464559 226.866693 \r\n",
       "L 74.659978 243.413433 \r\n",
       "L 77.855397 288.100521 \r\n",
       "L 81.050815 299.174779 \r\n",
       "L 84.246234 302.789568 \r\n",
       "L 87.441653 305.380255 \r\n",
       "L 90.637072 305.023115 \r\n",
       "L 93.83249 306.18 \r\n",
       "L 97.027909 305.577887 \r\n",
       "L 100.223328 306.18 \r\n",
       "L 103.418747 305.773211 \r\n",
       "L 106.614165 306.18 \r\n",
       "L 109.809584 305.85933 \r\n",
       "L 113.005003 306.18 \r\n",
       "L 116.200422 305.914193 \r\n",
       "L 119.39584 306.18 \r\n",
       "L 122.591259 305.945745 \r\n",
       "L 125.786678 306.18 \r\n",
       "L 128.982097 305.999042 \r\n",
       "L 132.177515 306.18 \r\n",
       "L 135.372934 306.019259 \r\n",
       "L 138.568353 306.18 \r\n",
       "L 141.763772 306.037684 \r\n",
       "L 144.95919 306.18 \r\n",
       "L 148.154609 306.053164 \r\n",
       "L 151.350028 306.18 \r\n",
       "L 154.545447 306.066157 \r\n",
       "L 157.740865 306.18 \r\n",
       "L 160.936284 306.076988 \r\n",
       "L 164.131703 306.18 \r\n",
       "L 167.327122 306.086038 \r\n",
       "L 170.52254 306.18 \r\n",
       "L 173.717959 306.093636 \r\n",
       "L 176.913378 306.18 \r\n",
       "L 180.108797 306.100044 \r\n",
       "L 183.304216 306.18 \r\n",
       "L 186.499634 306.105473 \r\n",
       "L 189.695053 306.18 \r\n",
       "L 192.890472 306.110091 \r\n",
       "L 196.085891 306.18 \r\n",
       "L 199.281309 306.114032 \r\n",
       "L 202.476728 306.18 \r\n",
       "L 205.672147 306.11741 \r\n",
       "L 208.867566 306.18 \r\n",
       "L 212.062984 306.120323 \r\n",
       "L 215.258403 306.18 \r\n",
       "L 218.453822 306.122875 \r\n",
       "L 221.649241 306.18 \r\n",
       "L 228.040078 306.18 \r\n",
       "L 237.626334 306.130749 \r\n",
       "L 247.212591 306.18 \r\n",
       "L 256.798847 306.128181 \r\n",
       "L 259.994266 306.18 \r\n",
       "L 263.189684 306.110696 \r\n",
       "L 266.385103 306.18 \r\n",
       "L 269.580522 306.117067 \r\n",
       "L 272.775941 306.18 \r\n",
       "L 282.362197 306.130947 \r\n",
       "L 291.948453 306.18 \r\n",
       "L 301.534709 306.129146 \r\n",
       "L 311.120966 306.18 \r\n",
       "L 314.316384 306.124289 \r\n",
       "L 317.511803 306.18 \r\n",
       "L 320.707222 306.121885 \r\n",
       "L 323.902641 306.18 \r\n",
       "L 327.098059 306.119165 \r\n",
       "L 330.293478 306.18 \r\n",
       "L 333.488897 306.116008 \r\n",
       "L 336.684316 306.18 \r\n",
       "L 339.879734 306.112297 \r\n",
       "L 343.075153 306.18 \r\n",
       "L 346.270572 306.107887 \r\n",
       "L 349.465991 306.18 \r\n",
       "L 352.661409 306.102714 \r\n",
       "L 355.856828 306.18 \r\n",
       "L 359.052247 306.082856 \r\n",
       "L 362.247666 306.18 \r\n",
       "L 365.443085 306.08868 \r\n",
       "L 368.638503 306.18 \r\n",
       "L 371.833922 306.081555 \r\n",
       "L 375.029341 306.18 \r\n",
       "L 378.22476 306.072014 \r\n",
       "L 381.420178 306.18 \r\n",
       "L 384.615597 306.060137 \r\n",
       "L 387.811016 306.18 \r\n",
       "L 391.006435 306.045443 \r\n",
       "L 394.201853 306.18 \r\n",
       "L 397.397272 306.027137 \r\n",
       "L 400.592691 306.18 \r\n",
       "L 403.78811 306.004054 \r\n",
       "L 406.983528 306.18 \r\n",
       "L 410.178947 305.97448 \r\n",
       "L 413.374366 306.18 \r\n",
       "L 416.569785 305.935857 \r\n",
       "L 419.765203 306.18 \r\n",
       "L 422.960622 305.884236 \r\n",
       "L 426.156041 306.18 \r\n",
       "L 429.35146 305.813298 \r\n",
       "L 432.546878 306.18 \r\n",
       "L 435.742297 305.712788 \r\n",
       "L 438.937716 306.18 \r\n",
       "L 442.133135 305.546961 \r\n",
       "L 445.328553 306.18 \r\n",
       "L 448.523972 305.321448 \r\n",
       "L 451.719391 306.18 \r\n",
       "L 454.91481 304.810742 \r\n",
       "L 458.110228 306.18 \r\n",
       "L 461.305647 304.111642 \r\n",
       "L 464.501066 306.18 \r\n",
       "L 467.696485 302.202698 \r\n",
       "L 470.891903 306.18 \r\n",
       "L 470.891903 306.18 \r\n",
       "\" style=\"fill:none;stroke:#4c72b0;stroke-linecap:round;stroke-width:1.75;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_53\">\r\n",
       "    <path d=\"M 44.782813 306.18 \r\n",
       "L 44.782813 7.2 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_54\">\r\n",
       "    <path d=\"M 491.182812 306.18 \r\n",
       "L 491.182812 7.2 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_55\">\r\n",
       "    <path d=\"M 44.782813 306.18 \r\n",
       "L 491.182812 306.18 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_56\">\r\n",
       "    <path d=\"M 44.782813 7.2 \r\n",
       "L 491.182812 7.2 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pf1d7c64b6a\">\r\n",
       "   <rect height=\"298.98\" width=\"446.4\" x=\"44.782813\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19ba8db7208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%config InlineBackend.figure_format = 'svg' \n",
    "sns.distplot(df.trip_duration);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Самые популярные поездки оказались короткими, и явно есть выбросы неверных данных по 80000+.\n",
    "\n",
    "#Теперь рассмотрим среднюю продолжительность поездки в зависимости от дня недели. Для этого введем новый параметр в датафрейм,\n",
    "#преобразовав дату в день недели. Использовать будем BarChar, как наиболее удобный для сравнения вид графика."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19ba8354f60>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "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 (http://matplotlib.org/) -->\r\n",
       "<svg height=\"340pt\" version=\"1.1\" viewBox=\"0 0 490 340\" width=\"490pt\" 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 0 340.129687 \r\n",
       "L 490.04375 340.129687 \r\n",
       "L 490.04375 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 36.44375 306.18 \r\n",
       "L 482.84375 306.18 \r\n",
       "L 482.84375 7.2 \r\n",
       "L 36.44375 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#eaeaf2;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 68.329464 306.18 \r\n",
       "L 68.329464 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_2\"/>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.15625 35.296875 \r\n",
       "Q 4.15625 48 6.765625 55.734375 \r\n",
       "Q 9.375 63.484375 14.515625 67.671875 \r\n",
       "Q 19.671875 71.875 27.484375 71.875 \r\n",
       "Q 33.25 71.875 37.59375 69.546875 \r\n",
       "Q 41.9375 67.234375 44.765625 62.859375 \r\n",
       "Q 47.609375 58.5 49.21875 52.21875 \r\n",
       "Q 50.828125 45.953125 50.828125 35.296875 \r\n",
       "Q 50.828125 22.703125 48.234375 14.96875 \r\n",
       "Q 45.65625 7.234375 40.5 3 \r\n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \r\n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \r\n",
       "Q 4.15625 15.140625 4.15625 35.296875 \r\n",
       "z\r\n",
       "M 13.1875 35.296875 \r\n",
       "Q 13.1875 17.671875 17.3125 11.828125 \r\n",
       "Q 21.4375 6 27.484375 6 \r\n",
       "Q 33.546875 6 37.671875 11.859375 \r\n",
       "Q 41.796875 17.71875 41.796875 35.296875 \r\n",
       "Q 41.796875 52.984375 37.671875 58.78125 \r\n",
       "Q 33.546875 64.59375 27.390625 64.59375 \r\n",
       "Q 21.34375 64.59375 17.71875 59.46875 \r\n",
       "Q 13.1875 52.9375 13.1875 35.296875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-30\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(70.914621 318.740937)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 132.100893 306.18 \r\n",
       "L 132.100893 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_4\"/>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.25 0 \r\n",
       "L 28.46875 0 \r\n",
       "L 28.46875 56 \r\n",
       "Q 25.296875 52.984375 20.140625 49.953125 \r\n",
       "Q 14.984375 46.921875 10.890625 45.40625 \r\n",
       "L 10.890625 53.90625 \r\n",
       "Q 18.265625 57.375 23.78125 62.296875 \r\n",
       "Q 29.296875 67.234375 31.59375 71.875 \r\n",
       "L 37.25 71.875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-31\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(134.686049 318.740937)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 195.872321 306.18 \r\n",
       "L 195.872321 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_6\"/>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 50.34375 8.453125 \r\n",
       "L 50.34375 0 \r\n",
       "L 3.03125 0 \r\n",
       "Q 2.9375 3.171875 4.046875 6.109375 \r\n",
       "Q 5.859375 10.9375 9.828125 15.625 \r\n",
       "Q 13.8125 20.3125 21.34375 26.46875 \r\n",
       "Q 33.015625 36.03125 37.109375 41.625 \r\n",
       "Q 41.21875 47.21875 41.21875 52.203125 \r\n",
       "Q 41.21875 57.421875 37.46875 61 \r\n",
       "Q 33.734375 64.59375 27.734375 64.59375 \r\n",
       "Q 21.390625 64.59375 17.578125 60.78125 \r\n",
       "Q 13.765625 56.984375 13.71875 50.25 \r\n",
       "L 4.6875 51.171875 \r\n",
       "Q 5.609375 61.28125 11.65625 66.578125 \r\n",
       "Q 17.71875 71.875 27.9375 71.875 \r\n",
       "Q 38.234375 71.875 44.234375 66.15625 \r\n",
       "Q 50.25 60.453125 50.25 52 \r\n",
       "Q 50.25 47.703125 48.484375 43.546875 \r\n",
       "Q 46.734375 39.40625 42.65625 34.8125 \r\n",
       "Q 38.578125 30.21875 29.109375 22.21875 \r\n",
       "Q 21.1875 15.578125 18.9375 13.203125 \r\n",
       "Q 16.703125 10.84375 15.234375 8.453125 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-32\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(198.457478 318.740937)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 259.64375 306.18 \r\n",
       "L 259.64375 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_8\"/>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.203125 18.890625 \r\n",
       "L 12.984375 20.0625 \r\n",
       "Q 14.5 12.59375 18.140625 9.296875 \r\n",
       "Q 21.78125 6 27 6 \r\n",
       "Q 33.203125 6 37.46875 10.296875 \r\n",
       "Q 41.75 14.59375 41.75 20.953125 \r\n",
       "Q 41.75 27 37.796875 30.921875 \r\n",
       "Q 33.84375 34.859375 27.734375 34.859375 \r\n",
       "Q 25.25 34.859375 21.53125 33.890625 \r\n",
       "L 22.515625 41.609375 \r\n",
       "Q 23.390625 41.5 23.921875 41.5 \r\n",
       "Q 29.546875 41.5 34.03125 44.421875 \r\n",
       "Q 38.53125 47.359375 38.53125 53.46875 \r\n",
       "Q 38.53125 58.296875 35.25 61.46875 \r\n",
       "Q 31.984375 64.65625 26.8125 64.65625 \r\n",
       "Q 21.6875 64.65625 18.265625 61.421875 \r\n",
       "Q 14.84375 58.203125 13.875 51.765625 \r\n",
       "L 5.078125 53.328125 \r\n",
       "Q 6.6875 62.15625 12.390625 67.015625 \r\n",
       "Q 18.109375 71.875 26.609375 71.875 \r\n",
       "Q 32.46875 71.875 37.390625 69.359375 \r\n",
       "Q 42.328125 66.84375 44.9375 62.5 \r\n",
       "Q 47.5625 58.15625 47.5625 53.265625 \r\n",
       "Q 47.5625 48.640625 45.0625 44.828125 \r\n",
       "Q 42.578125 41.015625 37.703125 38.765625 \r\n",
       "Q 44.046875 37.3125 47.5625 32.6875 \r\n",
       "Q 51.078125 28.078125 51.078125 21.140625 \r\n",
       "Q 51.078125 11.765625 44.234375 5.25 \r\n",
       "Q 37.40625 -1.265625 26.953125 -1.265625 \r\n",
       "Q 17.53125 -1.265625 11.296875 4.34375 \r\n",
       "Q 5.078125 9.96875 4.203125 18.890625 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-33\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(262.228906 318.740937)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-33\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 323.415179 306.18 \r\n",
       "L 323.415179 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_10\"/>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 32.328125 0 \r\n",
       "L 32.328125 17.140625 \r\n",
       "L 1.265625 17.140625 \r\n",
       "L 1.265625 25.203125 \r\n",
       "L 33.9375 71.578125 \r\n",
       "L 41.109375 71.578125 \r\n",
       "L 41.109375 25.203125 \r\n",
       "L 50.78125 25.203125 \r\n",
       "L 50.78125 17.140625 \r\n",
       "L 41.109375 17.140625 \r\n",
       "L 41.109375 0 \r\n",
       "z\r\n",
       "M 32.328125 25.203125 \r\n",
       "L 32.328125 57.46875 \r\n",
       "L 9.90625 25.203125 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-34\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(326.000335 318.740937)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 387.186607 306.18 \r\n",
       "L 387.186607 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_12\"/>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 4.15625 18.75 \r\n",
       "L 13.375 19.53125 \r\n",
       "Q 14.40625 12.796875 18.140625 9.390625 \r\n",
       "Q 21.875 6 27.15625 6 \r\n",
       "Q 33.5 6 37.890625 10.78125 \r\n",
       "Q 42.28125 15.578125 42.28125 23.484375 \r\n",
       "Q 42.28125 31 38.0625 35.34375 \r\n",
       "Q 33.84375 39.703125 27 39.703125 \r\n",
       "Q 22.75 39.703125 19.328125 37.765625 \r\n",
       "Q 15.921875 35.84375 13.96875 32.765625 \r\n",
       "L 5.71875 33.84375 \r\n",
       "L 12.640625 70.609375 \r\n",
       "L 48.25 70.609375 \r\n",
       "L 48.25 62.203125 \r\n",
       "L 19.671875 62.203125 \r\n",
       "L 15.828125 42.96875 \r\n",
       "Q 22.265625 47.46875 29.34375 47.46875 \r\n",
       "Q 38.71875 47.46875 45.15625 40.96875 \r\n",
       "Q 51.609375 34.46875 51.609375 24.265625 \r\n",
       "Q 51.609375 14.546875 45.953125 7.46875 \r\n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \r\n",
       "Q 17.390625 -1.21875 11.203125 4.25 \r\n",
       "Q 5.03125 9.71875 4.15625 18.75 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-35\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(389.771763 318.740937)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-35\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 450.958036 306.18 \r\n",
       "L 450.958036 7.2 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_14\"/>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 49.75 54.046875 \r\n",
       "L 41.015625 53.375 \r\n",
       "Q 39.84375 58.546875 37.703125 60.890625 \r\n",
       "Q 34.125 64.65625 28.90625 64.65625 \r\n",
       "Q 24.703125 64.65625 21.53125 62.3125 \r\n",
       "Q 17.390625 59.28125 14.984375 53.46875 \r\n",
       "Q 12.59375 47.65625 12.5 36.921875 \r\n",
       "Q 15.671875 41.75 20.265625 44.09375 \r\n",
       "Q 24.859375 46.4375 29.890625 46.4375 \r\n",
       "Q 38.671875 46.4375 44.84375 39.96875 \r\n",
       "Q 51.03125 33.5 51.03125 23.25 \r\n",
       "Q 51.03125 16.5 48.125 10.71875 \r\n",
       "Q 45.21875 4.9375 40.140625 1.859375 \r\n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \r\n",
       "Q 17.625 -1.21875 10.6875 6.859375 \r\n",
       "Q 3.765625 14.9375 3.765625 33.5 \r\n",
       "Q 3.765625 54.25 11.421875 63.671875 \r\n",
       "Q 18.109375 71.875 29.4375 71.875 \r\n",
       "Q 37.890625 71.875 43.28125 67.140625 \r\n",
       "Q 48.6875 62.40625 49.75 54.046875 \r\n",
       "z\r\n",
       "M 13.875 23.1875 \r\n",
       "Q 13.875 18.65625 15.796875 14.5 \r\n",
       "Q 17.71875 10.359375 21.1875 8.171875 \r\n",
       "Q 24.65625 6 28.46875 6 \r\n",
       "Q 34.03125 6 38.03125 10.484375 \r\n",
       "Q 42.046875 14.984375 42.046875 22.703125 \r\n",
       "Q 42.046875 30.125 38.078125 34.390625 \r\n",
       "Q 34.125 38.671875 28.125 38.671875 \r\n",
       "Q 22.171875 38.671875 18.015625 34.390625 \r\n",
       "Q 13.875 30.125 13.875 23.1875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-36\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(453.543192 318.740937)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_8\">\r\n",
       "     <!-- weekday -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 16.15625 0 \r\n",
       "L 0.296875 51.859375 \r\n",
       "L 9.375 51.859375 \r\n",
       "L 17.625 21.921875 \r\n",
       "L 20.703125 10.796875 \r\n",
       "Q 20.90625 11.625 23.390625 21.484375 \r\n",
       "L 31.640625 51.859375 \r\n",
       "L 40.671875 51.859375 \r\n",
       "L 48.4375 21.78125 \r\n",
       "L 51.03125 11.859375 \r\n",
       "L 54 21.875 \r\n",
       "L 62.890625 51.859375 \r\n",
       "L 71.4375 51.859375 \r\n",
       "L 55.21875 0 \r\n",
       "L 46.09375 0 \r\n",
       "L 37.84375 31.0625 \r\n",
       "L 35.84375 39.890625 \r\n",
       "L 25.34375 0 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-77\"/>\r\n",
       "      <path d=\"M 42.09375 16.703125 \r\n",
       "L 51.171875 15.578125 \r\n",
       "Q 49.03125 7.625 43.21875 3.21875 \r\n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \r\n",
       "Q 17 -1.171875 10.328125 5.828125 \r\n",
       "Q 3.65625 12.84375 3.65625 25.484375 \r\n",
       "Q 3.65625 38.578125 10.390625 45.796875 \r\n",
       "Q 17.140625 53.03125 27.875 53.03125 \r\n",
       "Q 38.28125 53.03125 44.875 45.953125 \r\n",
       "Q 51.46875 38.875 51.46875 26.03125 \r\n",
       "Q 51.46875 25.25 51.421875 23.6875 \r\n",
       "L 12.75 23.6875 \r\n",
       "Q 13.234375 15.140625 17.578125 10.59375 \r\n",
       "Q 21.921875 6.0625 28.421875 6.0625 \r\n",
       "Q 33.25 6.0625 36.671875 8.59375 \r\n",
       "Q 40.09375 11.140625 42.09375 16.703125 \r\n",
       "z\r\n",
       "M 13.234375 30.90625 \r\n",
       "L 42.1875 30.90625 \r\n",
       "Q 41.609375 37.453125 38.875 40.71875 \r\n",
       "Q 34.671875 45.796875 27.984375 45.796875 \r\n",
       "Q 21.921875 45.796875 17.796875 41.75 \r\n",
       "Q 13.671875 37.703125 13.234375 30.90625 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-65\"/>\r\n",
       "      <path d=\"M 6.640625 0 \r\n",
       "L 6.640625 71.578125 \r\n",
       "L 15.4375 71.578125 \r\n",
       "L 15.4375 30.765625 \r\n",
       "L 36.234375 51.859375 \r\n",
       "L 47.609375 51.859375 \r\n",
       "L 27.78125 32.625 \r\n",
       "L 49.609375 0 \r\n",
       "L 38.765625 0 \r\n",
       "L 21.625 26.515625 \r\n",
       "L 15.4375 20.5625 \r\n",
       "L 15.4375 0 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-6b\"/>\r\n",
       "      <path d=\"M 40.234375 0 \r\n",
       "L 40.234375 6.546875 \r\n",
       "Q 35.296875 -1.171875 25.734375 -1.171875 \r\n",
       "Q 19.53125 -1.171875 14.328125 2.25 \r\n",
       "Q 9.125 5.671875 6.265625 11.796875 \r\n",
       "Q 3.421875 17.921875 3.421875 25.875 \r\n",
       "Q 3.421875 33.640625 6 39.96875 \r\n",
       "Q 8.59375 46.296875 13.765625 49.65625 \r\n",
       "Q 18.953125 53.03125 25.34375 53.03125 \r\n",
       "Q 30.03125 53.03125 33.6875 51.046875 \r\n",
       "Q 37.359375 49.078125 39.65625 45.90625 \r\n",
       "L 39.65625 71.578125 \r\n",
       "L 48.390625 71.578125 \r\n",
       "L 48.390625 0 \r\n",
       "z\r\n",
       "M 12.453125 25.875 \r\n",
       "Q 12.453125 15.921875 16.640625 10.984375 \r\n",
       "Q 20.84375 6.0625 26.5625 6.0625 \r\n",
       "Q 32.328125 6.0625 36.34375 10.765625 \r\n",
       "Q 40.375 15.484375 40.375 25.140625 \r\n",
       "Q 40.375 35.796875 36.265625 40.765625 \r\n",
       "Q 32.171875 45.75 26.171875 45.75 \r\n",
       "Q 20.3125 45.75 16.375 40.96875 \r\n",
       "Q 12.453125 36.1875 12.453125 25.875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-64\"/>\r\n",
       "      <path d=\"M 40.4375 6.390625 \r\n",
       "Q 35.546875 2.25 31.03125 0.53125 \r\n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \r\n",
       "Q 12.796875 -1.171875 8.203125 3 \r\n",
       "Q 3.609375 7.171875 3.609375 13.671875 \r\n",
       "Q 3.609375 17.484375 5.34375 20.625 \r\n",
       "Q 7.078125 23.78125 9.890625 25.6875 \r\n",
       "Q 12.703125 27.59375 16.21875 28.5625 \r\n",
       "Q 18.796875 29.25 24.03125 29.890625 \r\n",
       "Q 34.671875 31.15625 39.703125 32.90625 \r\n",
       "Q 39.75 34.71875 39.75 35.203125 \r\n",
       "Q 39.75 40.578125 37.25 42.78125 \r\n",
       "Q 33.890625 45.75 27.25 45.75 \r\n",
       "Q 21.046875 45.75 18.09375 43.578125 \r\n",
       "Q 15.140625 41.40625 13.71875 35.890625 \r\n",
       "L 5.125 37.0625 \r\n",
       "Q 6.296875 42.578125 8.984375 45.96875 \r\n",
       "Q 11.671875 49.359375 16.75 51.1875 \r\n",
       "Q 21.828125 53.03125 28.515625 53.03125 \r\n",
       "Q 35.15625 53.03125 39.296875 51.46875 \r\n",
       "Q 43.453125 49.90625 45.40625 47.53125 \r\n",
       "Q 47.359375 45.171875 48.140625 41.546875 \r\n",
       "Q 48.578125 39.3125 48.578125 33.453125 \r\n",
       "L 48.578125 21.734375 \r\n",
       "Q 48.578125 9.46875 49.140625 6.21875 \r\n",
       "Q 49.703125 2.984375 51.375 0 \r\n",
       "L 42.1875 0 \r\n",
       "Q 40.828125 2.734375 40.4375 6.390625 \r\n",
       "z\r\n",
       "M 39.703125 26.03125 \r\n",
       "Q 34.90625 24.078125 25.34375 22.703125 \r\n",
       "Q 19.921875 21.921875 17.671875 20.9375 \r\n",
       "Q 15.4375 19.96875 14.203125 18.09375 \r\n",
       "Q 12.984375 16.21875 12.984375 13.921875 \r\n",
       "Q 12.984375 10.40625 15.640625 8.0625 \r\n",
       "Q 18.3125 5.71875 23.4375 5.71875 \r\n",
       "Q 28.515625 5.71875 32.46875 7.9375 \r\n",
       "Q 36.421875 10.15625 38.28125 14.015625 \r\n",
       "Q 39.703125 17 39.703125 22.796875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-61\"/>\r\n",
       "      <path d=\"M 6.203125 -19.96875 \r\n",
       "L 5.21875 -11.71875 \r\n",
       "Q 8.109375 -12.5 10.25 -12.5 \r\n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \r\n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \r\n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \r\n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \r\n",
       "L 1.609375 51.859375 \r\n",
       "L 11.078125 51.859375 \r\n",
       "L 21.875 21.828125 \r\n",
       "Q 23.96875 16.109375 25.640625 9.8125 \r\n",
       "Q 27.15625 15.875 29.25 21.625 \r\n",
       "L 40.328125 51.859375 \r\n",
       "L 49.125 51.859375 \r\n",
       "L 29.390625 -0.875 \r\n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \r\n",
       "Q 22.125 -17 19.09375 -19.015625 \r\n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \r\n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-79\"/>\r\n",
       "     </defs>\r\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(237.937656 330.614531)scale(0.11 -0.11)\">\r\n",
       "      <use xlink:href=\"#ArialMT-77\"/>\r\n",
       "      <use x=\"72.216797\" xlink:href=\"#ArialMT-65\"/>\r\n",
       "      <use x=\"127.832031\" xlink:href=\"#ArialMT-65\"/>\r\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-6b\"/>\r\n",
       "      <use x=\"233.447266\" xlink:href=\"#ArialMT-64\"/>\r\n",
       "      <use x=\"289.0625\" xlink:href=\"#ArialMT-61\"/>\r\n",
       "      <use x=\"344.677734\" xlink:href=\"#ArialMT-79\"/>\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_15\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 36.44375 306.18 \r\n",
       "L 482.84375 306.18 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_16\"/>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(23.882813 309.758906)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_17\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 36.44375 248.820668 \r\n",
       "L 482.84375 248.820668 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_18\"/>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(12.760938 252.399574)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_19\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 36.44375 191.461335 \r\n",
       "L 482.84375 191.461335 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_20\"/>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(12.760938 195.040241)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_21\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 36.44375 134.102003 \r\n",
       "L 482.84375 134.102003 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_22\"/>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 600 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(12.760938 137.680909)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_23\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 36.44375 76.74267 \r\n",
       "L 482.84375 76.74267 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_24\"/>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 800 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 17.671875 38.8125 \r\n",
       "Q 12.203125 40.828125 9.5625 44.53125 \r\n",
       "Q 6.9375 48.25 6.9375 53.421875 \r\n",
       "Q 6.9375 61.234375 12.546875 66.546875 \r\n",
       "Q 18.171875 71.875 27.484375 71.875 \r\n",
       "Q 36.859375 71.875 42.578125 66.421875 \r\n",
       "Q 48.296875 60.984375 48.296875 53.171875 \r\n",
       "Q 48.296875 48.1875 45.671875 44.5 \r\n",
       "Q 43.0625 40.828125 37.75 38.8125 \r\n",
       "Q 44.34375 36.671875 47.78125 31.875 \r\n",
       "Q 51.21875 27.09375 51.21875 20.453125 \r\n",
       "Q 51.21875 11.28125 44.71875 5.03125 \r\n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \r\n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \r\n",
       "Q 4.046875 11.328125 4.046875 20.703125 \r\n",
       "Q 4.046875 27.6875 7.59375 32.390625 \r\n",
       "Q 11.140625 37.109375 17.671875 38.8125 \r\n",
       "z\r\n",
       "M 15.921875 53.71875 \r\n",
       "Q 15.921875 48.640625 19.1875 45.40625 \r\n",
       "Q 22.46875 42.1875 27.6875 42.1875 \r\n",
       "Q 32.765625 42.1875 36.015625 45.375 \r\n",
       "Q 39.265625 48.578125 39.265625 53.21875 \r\n",
       "Q 39.265625 58.0625 35.90625 61.359375 \r\n",
       "Q 32.5625 64.65625 27.59375 64.65625 \r\n",
       "Q 22.5625 64.65625 19.234375 61.421875 \r\n",
       "Q 15.921875 58.203125 15.921875 53.71875 \r\n",
       "z\r\n",
       "M 13.09375 20.65625 \r\n",
       "Q 13.09375 16.890625 14.875 13.375 \r\n",
       "Q 16.65625 9.859375 20.171875 7.921875 \r\n",
       "Q 23.6875 6 27.734375 6 \r\n",
       "Q 34.03125 6 38.125 10.046875 \r\n",
       "Q 42.234375 14.109375 42.234375 20.359375 \r\n",
       "Q 42.234375 26.703125 38.015625 30.859375 \r\n",
       "Q 33.796875 35.015625 27.4375 35.015625 \r\n",
       "Q 21.234375 35.015625 17.15625 30.90625 \r\n",
       "Q 13.09375 26.8125 13.09375 20.65625 \r\n",
       "z\r\n",
       "\" id=\"ArialMT-38\"/>\r\n",
       "      </defs>\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(12.760938 80.321577)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-38\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_25\">\r\n",
       "      <path clip-path=\"url(#pecf164171e)\" d=\"M 36.44375 19.383338 \r\n",
       "L 482.84375 19.383338 \r\n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\r\n",
       "     </g>\r\n",
       "     <g id=\"line2d_26\"/>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 22.962244)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\r\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path clip-path=\"url(#pecf164171e)\" d=\"M 52.386607 306.18 \r\n",
       "L 84.272321 306.18 \r\n",
       "L 84.272321 54.185119 \r\n",
       "L 52.386607 54.185119 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path clip-path=\"url(#pecf164171e)\" d=\"M 116.158036 306.18 \r\n",
       "L 148.04375 306.18 \r\n",
       "L 148.04375 24.774076 \r\n",
       "L 116.158036 24.774076 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path clip-path=\"url(#pecf164171e)\" d=\"M 179.929464 306.18 \r\n",
       "L 211.815179 306.18 \r\n",
       "L 211.815179 28.250551 \r\n",
       "L 179.929464 28.250551 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path clip-path=\"url(#pecf164171e)\" d=\"M 243.700893 306.18 \r\n",
       "L 275.586607 306.18 \r\n",
       "L 275.586607 30.883632 \r\n",
       "L 243.700893 30.883632 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path clip-path=\"url(#pecf164171e)\" d=\"M 307.472321 306.18 \r\n",
       "L 339.358036 306.18 \r\n",
       "L 339.358036 21.437143 \r\n",
       "L 307.472321 21.437143 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path clip-path=\"url(#pecf164171e)\" d=\"M 371.24375 306.18 \r\n",
       "L 403.129464 306.18 \r\n",
       "L 403.129464 27.244073 \r\n",
       "L 371.24375 27.244073 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path clip-path=\"url(#pecf164171e)\" d=\"M 435.015179 306.18 \r\n",
       "L 466.900893 306.18 \r\n",
       "L 466.900893 61.243351 \r\n",
       "L 435.015179 61.243351 \r\n",
       "z\r\n",
       "\" style=\"fill:#4c72b0;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path d=\"M 36.44375 306.18 \r\n",
       "L 36.44375 7.2 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path d=\"M 482.84375 306.18 \r\n",
       "L 482.84375 7.2 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path d=\"M 36.44375 306.18 \r\n",
       "L 482.84375 306.18 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path d=\"M 36.44375 7.2 \r\n",
       "L 482.84375 7.2 \r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pecf164171e\">\r\n",
       "   <rect height=\"298.98\" width=\"446.4\" x=\"36.44375\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19ba82fcef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['weekday']=df['pickup_datetime'].dt.dayofweek\n",
    "df.groupby('weekday').trip_duration.mean().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графика, самые длинные поездки совершаются в середине недели, а к выходным и в понедельник \n",
    "длительность поездок сокращается."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь посмотрим связь количества пассажиров и длины поездки."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbIAAAGkCAYAAABU/KCaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19ba82fc5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%config InlineBackend.figure_format = 'png'\n",
    "sns.jointplot(x='passenger_count', y='trip_duration', \n",
    "              data=df, kind='reg');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видим, что эти параметры не связаны друг с другом.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Теперь посмотрим общую длительность поездок по месяцам, для этого снова добавим новое поле в наш датафрейм и посчитаем общую длительность поездок для каждого из месяцов. Использовать будм обычный ScatterPlot, на нем отлично будет видна разница и тренды по месяцам. Входными данными будут месяц поездки и общая длительность по всем поездкам за это время."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly.offline import init_notebook_mode, iplot\n",
    "import plotly\n",
    "import plotly.graph_objs as go\n",
    "\n",
    "init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['month']=df['pickup_datetime'].dt.month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "months_df = df.groupby('month')[['trip_duration']].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trace0 = go.Scatter(\n",
    "    x=months_df.index,\n",
    "    y=months_df.trip_duration,\n",
    "    name='Total duration'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "Total duration",
         "type": "scatter",
         "x": [
          1,
          2,
          3,
          4,
          5,
          6
         ],
         "y": [
          7453349,
          7686159,
          8848759,
          9002590,
          9197615,
          8944796
         ]
        }
       ],
       "layout": {
        "title": "Trip duration by month"
       }
      },
      "text/html": [
       "<div id=\"e439d3f7-8eb2-440b-96c7-e3c03333d49a\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"e439d3f7-8eb2-440b-96c7-e3c03333d49a\", [{\"type\": \"scatter\", \"x\": [1, 2, 3, 4, 5, 6], \"y\": [7453349, 7686159, 8848759, 9002590, 9197615, 8944796], \"name\": \"Total duration\"}], {\"title\": \"Trip duration by month\"}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"e439d3f7-8eb2-440b-96c7-e3c03333d49a\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"e439d3f7-8eb2-440b-96c7-e3c03333d49a\", [{\"type\": \"scatter\", \"x\": [1, 2, 3, 4, 5, 6], \"y\": [7453349, 7686159, 8848759, 9002590, 9197615, 8944796], \"name\": \"Total duration\"}], {\"title\": \"Trip duration by month\"}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = [trace0]\n",
    "layout = {'title': 'Trip duration by month'}\n",
    "\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "\n",
    "iplot(fig) #, show_link=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Поскольку данные у нас только за полгода, то на графике только 6 месяцев. Видно что первые два зимних месяца после нового года такси меньше наезжает по времени, чем в последующие. Это может быть связано с более свободным трафиком на дороге. В таком случае и средняя поездка занимает меньше времени и меньше людей пользуются такси."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}