{
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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 "cells": [
  {
   "source": [
    "# Export Data"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import hotstepper as hs\n",
    "import hotstepper.samples as samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "metadata": {},
     "execution_count": 9
    },
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "hotel_stays = samples.hotel_stays_sample()\n",
    "hotel_stays.plot(figsize=(12,7))"
   ]
  },
  {
   "source": [
    "Hotstepper has the ability to export step data, albeit the method reuses the same method a few times. In short, the ability to export data using the Pandas series structure will suit most use cases. All this can be done with a call the the **series()** method."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "metadata": {},
     "execution_count": 10
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "stays_series = hotel_stays.series()\n",
    "stays_series.plot()"
   ]
  },
  {
   "source": [
    "With a Pandas series object, we can quickly convert it to a dataframe"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                      key  value\n",
       "0     2015-12-08 15:33:00    1.0\n",
       "1     2015-12-17 14:19:00    2.0\n",
       "2     2015-12-17 15:19:00    3.0\n",
       "3     2015-12-23 14:02:00    4.0\n",
       "4     2015-12-23 14:38:00    5.0\n",
       "...                   ...    ...\n",
       "24880 2017-01-08 09:29:00    4.0\n",
       "24881 2017-01-09 10:28:00    3.0\n",
       "24882 2017-01-10 09:30:00    2.0\n",
       "24883 2017-01-12 08:48:00    1.0\n",
       "24884 2017-01-14 05:48:00    0.0\n",
       "\n",
       "[24885 rows x 2 columns]"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>key</th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2015-12-08 15:33:00</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2015-12-17 14:19:00</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2015-12-17 15:19:00</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2015-12-23 14:02:00</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2015-12-23 14:38:00</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>24880</th>\n      <td>2017-01-08 09:29:00</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>24881</th>\n      <td>2017-01-09 10:28:00</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>24882</th>\n      <td>2017-01-10 09:30:00</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>24883</th>\n      <td>2017-01-12 08:48:00</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>24884</th>\n      <td>2017-01-14 05:48:00</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>24885 rows × 2 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "df_stays = stays_series.to_frame().reset_index()\n",
    "df_stays.rename(columns={'index':'key',0:'value'},inplace=True)\n",
    "df_stays"
   ]
  },
  {
   "source": [
    "Or we can use the Pandas series to create a dictionary, to prove the dictionary is well structured, we can read it back in to confirm we land back were we started."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "metadata": {},
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "hotel_dict = hotel_stays.series().to_dict()\n",
    "\n",
    "hotel_from_dict = hs.Steps.read_dict(hotel_dict)\n",
    "hotel_from_dict.plot(figsize=(12,7))\n"
   ]
  },
  {
   "source": [
    "What about other data fro HotStepper, well, the swiss army knife **series()** method actually has another trick, you can pass it other data as a parameter to get it in a Pandas Series object, from there, you can go to town."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Step Values Histogram'}, xlabel='Steps Range'>"
      ]
     },
     "metadata": {},
     "execution_count": 13
    },
    {
     "output_type": "display_data",
     "data": {
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xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 14.0 -->\r\n      <g transform=\"translate(71.40984 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_16\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"70.431316\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 15.0 -->\r\n      <g transform=\"translate(73.190691 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" 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style=\"stroke:#000000;stroke-width:0.8;\" x=\"82.897274\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- 22.0 -->\r\n      <g transform=\"translate(85.656649 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"84.678125\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- 23.0 -->\r\n      <g transform=\"translate(87.4375 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n 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xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.801529\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 27.0 -->\r\n      <g transform=\"translate(94.560904 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.58238\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- 28.0 -->\r\n      <g transform=\"translate(96.341755 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"95.363231\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 29.0 -->\r\n      <g transform=\"translate(98.122606 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g 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x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_39\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"111.390891\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 38.0 -->\r\n      <g transform=\"translate(114.150266 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_40\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.171742\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 39.0 -->\r\n      <g 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id=\"xtick_42\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"116.733444\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 41.0 -->\r\n      <g transform=\"translate(119.492819 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_43\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"118.514295\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 42.0 -->\r\n      <g transform=\"translate(121.27367 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_44\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"120.295146\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 43.0 -->\r\n      <g transform=\"translate(123.054521 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_45\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"122.075997\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- 44.0 -->\r\n      <g transform=\"translate(124.835372 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_46\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"123.856848\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- 45.0 -->\r\n      <g transform=\"translate(126.616223 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" 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y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- 47.0 -->\r\n      <g transform=\"translate(130.177926 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_49\">\r\n     <g id=\"line2d_49\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"129.199402\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_49\">\r\n      <!-- 48.0 -->\r\n      <g transform=\"translate(131.958777 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_50\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"130.980253\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_50\">\r\n      <!-- 49.0 -->\r\n      <g transform=\"translate(133.739628 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_51\">\r\n     <g id=\"line2d_51\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.761104\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- 50.0 -->\r\n      <g transform=\"translate(135.520479 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_52\">\r\n     <g id=\"line2d_52\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"134.541955\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_52\">\r\n      <!-- 51.0 -->\r\n      <g transform=\"translate(137.30133 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_53\">\r\n     <g id=\"line2d_53\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"136.322806\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_53\">\r\n      <!-- 52.0 -->\r\n      <g transform=\"translate(139.082181 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_54\">\r\n     <g id=\"line2d_54\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"138.103657\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_54\">\r\n      <!-- 53.0 -->\r\n      <g transform=\"translate(140.863032 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use 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style=\"stroke:#000000;stroke-width:0.8;\" x=\"141.665359\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_56\">\r\n      <!-- 55.0 -->\r\n      <g transform=\"translate(144.424734 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_57\">\r\n     <g id=\"line2d_57\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"143.44621\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_57\">\r\n      <!-- 56.0 -->\r\n      <g transform=\"translate(146.205585 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" 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x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_61\">\r\n     <g id=\"line2d_61\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"150.569614\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_61\">\r\n      <!-- 60.0 -->\r\n      <g transform=\"translate(153.328989 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_62\">\r\n     <g id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"152.350465\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_62\">\r\n      <!-- 61.0 -->\r\n      <g 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style=\"stroke:#000000;stroke-width:0.8;\" x=\"161.254721\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_67\">\r\n      <!-- 66.0 -->\r\n      <g transform=\"translate(164.014096 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_68\">\r\n     <g id=\"line2d_68\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"163.035572\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_68\">\r\n      <!-- 67.0 -->\r\n      <g transform=\"translate(165.794947 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" 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y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_70\">\r\n      <!-- 69.0 -->\r\n      <g transform=\"translate(169.356649 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_71\">\r\n     <g id=\"line2d_71\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"168.378125\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_71\">\r\n      <!-- 70.0 -->\r\n      <g transform=\"translate(171.1375 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_72\">\r\n     <g id=\"line2d_72\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"170.158976\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_72\">\r\n      <!-- 71.0 -->\r\n      <g transform=\"translate(172.918351 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_73\">\r\n     <g id=\"line2d_73\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"171.939827\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_73\">\r\n      <!-- 72.0 -->\r\n      <g transform=\"translate(174.699202 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_74\">\r\n     <g id=\"line2d_74\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"173.720678\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_74\">\r\n      <!-- 73.0 -->\r\n      <g transform=\"translate(176.480053 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g 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style=\"stroke:#000000;stroke-width:0.8;\" x=\"180.844082\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_78\">\r\n      <!-- 77.0 -->\r\n      <g transform=\"translate(183.603457 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_79\">\r\n     <g id=\"line2d_79\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"182.624934\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_79\">\r\n      <!-- 78.0 -->\r\n      <g transform=\"translate(185.384309 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" 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id=\"xtick_86\">\r\n     <g id=\"line2d_86\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"195.090891\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_86\">\r\n      <!-- 85.0 -->\r\n      <g transform=\"translate(197.850266 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_87\">\r\n     <g id=\"line2d_87\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"196.871742\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_87\">\r\n      <!-- 86.0 -->\r\n      <g transform=\"translate(199.631117 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_88\">\r\n     <g id=\"line2d_88\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"198.652593\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_88\">\r\n      <!-- 87.0 -->\r\n      <g transform=\"translate(201.411968 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_89\">\r\n     <g id=\"line2d_89\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"200.433444\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_89\">\r\n      <!-- 88.0 -->\r\n      <g transform=\"translate(203.192819 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_90\">\r\n     <g id=\"line2d_90\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"202.214295\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_90\">\r\n      <!-- 89.0 -->\r\n      <g transform=\"translate(204.97367 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_91\">\r\n     <g id=\"line2d_91\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"203.995146\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_91\">\r\n      <!-- 90.0 -->\r\n      <g transform=\"translate(206.754521 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_92\">\r\n     <g id=\"line2d_92\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"205.775997\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_92\">\r\n      <!-- 91.0 -->\r\n      <g transform=\"translate(208.535372 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_93\">\r\n     <g id=\"line2d_93\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"207.556848\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_93\">\r\n      <!-- 92.0 -->\r\n      <g transform=\"translate(210.316223 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_94\">\r\n     <g id=\"line2d_94\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"209.337699\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_94\">\r\n      <!-- 93.0 -->\r\n      <g transform=\"translate(212.097074 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_95\">\r\n     <g id=\"line2d_95\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"211.118551\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_95\">\r\n      <!-- 94.0 -->\r\n      <g transform=\"translate(213.877926 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_96\">\r\n     <g id=\"line2d_96\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"212.899402\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_96\">\r\n      <!-- 95.0 -->\r\n      <g transform=\"translate(215.658777 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_97\">\r\n     <g id=\"line2d_97\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"214.680253\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_97\">\r\n      <!-- 96.0 -->\r\n      <g transform=\"translate(217.439628 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_98\">\r\n     <g id=\"line2d_98\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"216.461104\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_98\">\r\n      <!-- 97.0 -->\r\n      <g transform=\"translate(219.220479 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_99\">\r\n     <g id=\"line2d_99\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"218.241955\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_99\">\r\n      <!-- 98.0 -->\r\n      <g transform=\"translate(221.00133 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_100\">\r\n     <g id=\"line2d_100\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"220.022806\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_100\">\r\n      <!-- 99.0 -->\r\n      <g transform=\"translate(222.782181 253.905625)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_101\">\r\n     <g id=\"line2d_101\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"221.803657\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_101\">\r\n      <!-- 100.0 -->\r\n      <g transform=\"translate(224.563032 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_102\">\r\n     <g id=\"line2d_102\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"223.584508\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_102\">\r\n      <!-- 101.0 -->\r\n      <g transform=\"translate(226.343883 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_103\">\r\n     <g 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xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_106\">\r\n     <g id=\"line2d_106\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"230.707912\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_106\">\r\n      <!-- 105.0 -->\r\n      <g transform=\"translate(233.467287 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_107\">\r\n     <g id=\"line2d_107\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"232.488763\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g 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xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_110\">\r\n      <!-- 109.0 -->\r\n      <g transform=\"translate(240.590691 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_111\">\r\n     <g id=\"line2d_111\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"239.612168\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_111\">\r\n      <!-- 110.0 -->\r\n      <g transform=\"translate(242.371543 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_112\">\r\n     <g id=\"line2d_112\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.393019\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_112\">\r\n      <!-- 111.0 -->\r\n      <g transform=\"translate(244.152394 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_113\">\r\n     <g 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xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_120\">\r\n      <!-- 119.0 -->\r\n      <g transform=\"translate(258.399202 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-57\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_121\">\r\n     <g id=\"line2d_121\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"257.420678\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_121\">\r\n      <!-- 120.0 -->\r\n      <g transform=\"translate(260.180053 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_122\">\r\n     <g id=\"line2d_122\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.201529\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_122\">\r\n      <!-- 121.0 -->\r\n      <g transform=\"translate(261.960904 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_123\">\r\n     <g 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xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_132\">\r\n     <g id=\"line2d_132\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"277.01004\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_132\">\r\n      <!-- 131.0 -->\r\n      <g transform=\"translate(279.769415 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_133\">\r\n     <g 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xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_142\">\r\n     <g id=\"line2d_142\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"294.818551\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_142\">\r\n      <!-- 141.0 -->\r\n      <g transform=\"translate(297.577926 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_143\">\r\n     <g 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xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_152\">\r\n     <g id=\"line2d_152\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"312.627061\" xlink:href=\"#m722e58ff66\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_152\">\r\n      <!-- 151.0 -->\r\n      <g transform=\"translate(315.386436 260.268125)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_153\">\r\n     <g 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "hotel_stays_histo_data = hotel_stays.series(hotel_stays.histogram())\n",
    "\n",
    "#this is a Pandas Series object\n",
    "hotel_stays_histo_data.plot(kind='bar')\n",
    "\n",
    "#the original steps object\n",
    "hotel_stays.histogram_plot(figsize=(10,6))"
   ]
  },
  {
   "source": [
    "Once we have the data in a Pandas Series object, saving to multiple formats is as easy as calling the required method on the series object, for a list of output writers, [please see the docs](https://pandas.pydata.org/pandas-docs/stable/search.html?q=to_)"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save to csv for later\n",
    "hotel_stays_histo_data.to_csv('hotel_histo_data.csv')"
   ]
  }
 ]
}