03_in_hospital_mortality.ipynb

{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.8 64-bit ('base': conda)"
  },
  "interpreter": {
   "hash": "ca91aee8edd15b37e2ac91f1bb15239ffec5b3531be41daeb3cd5ccbcec938a2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "| Nicola De Cristofaro (Matr. 0522500876) | Cloud Computing Curriculum |\n",
    "| --- | --- |\n",
    "\n",
    "# In-Hospital Mortality\n",
    "First of all what do we mean by \"In-Hospital Mortality\"? In-Hospital Mortality refers to a death occurred during the hospital stay.\n",
    "\n",
    "## 1. Problem Statement\n",
    "\n",
    "**The goal is to create a model that predicts if a patient will incur in death during its hospital stay.**\n",
    "\n",
    "## 2. Type of model used for prediction\n",
    "\"In-Hospital Mortality\" is a categorical attribute (YES,NO), so normally a classification model has to be used, but in this case we have a binary classifier so we could also treat the two possible output categories as numeric (YES=1, NO=0) and use a **regression model**. We will do Regression in our task. \n",
    "\n",
    "## 3. Metrics used for validation\n",
    "So, to measure performance of our model, we'll compute the root-mean-square error (RMSE). The RMSE is a commonly used measure of the differences between values predicted by a model and the values observed, where a *lower score implies better accuracy*. For example, a perfect prediction model would have an RMSE of 0. \n",
    "\n",
    "The RMSE equation for this work is given as follows, where (n) is the number of hospital admission records, (y-hat) the prediction In-Hospital Mortality, and (y) is the actual In-Hospital Mortality.\n",
    "\n",
    "<img src=\"images/RMSE.png\" alt=\"RMSE\">\n",
    "\n",
    "To determine the best regression model between the subset of models that will be evaluated, the **R2 (R-squared)** score will be used.\n",
    "\n",
    "R Square measures how much variability in dependent variable can be explained by the model. In other words, it is the proportion of the variance in the dependent variable that is predictable from the independent variables. R2 is defined as the following equation where (y_i) is an observed data point, (ŷ) is the mean of the observed data, and (f_i) the predicted model value.\n",
    "\n",
    "<img src=\"images/R2.png\" alt=\"R2\">\n",
    "\n",
    "Best possible R2 score is 1.0."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "source": [
    "We start importing our baseline dataset extracted selecting only the necessary tables from MIMIC dataset."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   Unnamed: 0  subject_id   hadm_id           admittime           dischtime  \\\n",
       "0           0    14679932  21038362 2139-09-26 14:16:00 2139-09-28 11:30:00   \n",
       "1           1    15585972  24941086 2123-10-07 23:56:00 2123-10-12 11:22:00   \n",
       "2           2    15078341  23272159 2122-08-28 08:48:00 2122-08-30 12:32:00   \n",
       "3           3    17301855  29732723 2140-06-06 14:23:00 2140-06-08 14:25:00   \n",
       "4           4    17991012  24298836 2181-07-10 20:28:00 2181-07-12 15:49:00   \n",
       "\n",
       "  deathtime admission_type insurance               ethnicity  \\\n",
       "0       NaT       ELECTIVE     Other           OTHER/UNKNOWN   \n",
       "1       NaT       ELECTIVE     Other                   WHITE   \n",
       "2       NaT       ELECTIVE     Other  BLACK/AFRICAN AMERICAN   \n",
       "3       NaT       ELECTIVE     Other                   WHITE   \n",
       "4       NaT       ELECTIVE     Other                   WHITE   \n",
       "\n",
       "   died_at_the_hospital  ... injury  mental misc  muscular  neoplasms  \\\n",
       "0                     0  ...      2       0    0         0          0   \n",
       "1                     0  ...      2       0    0         0          0   \n",
       "2                     0  ...      3       0    0         0          0   \n",
       "3                     0  ...      2       0    0         0          0   \n",
       "4                     0  ...      2       0    0         0          0   \n",
       "\n",
       "   nervous  pregnancy  prenatal  respiratory  skin  \n",
       "0        0          0         0            0     0  \n",
       "1        0          0         0            0     0  \n",
       "2        0          0         0            0     0  \n",
       "3        0          0         1            0     0  \n",
       "4        0          0         0            0     0  \n",
       "\n",
       "[5 rows x 30 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>Unnamed: 0</th>\n      <th>subject_id</th>\n      <th>hadm_id</th>\n      <th>admittime</th>\n      <th>dischtime</th>\n      <th>deathtime</th>\n      <th>admission_type</th>\n      <th>insurance</th>\n      <th>ethnicity</th>\n      <th>died_at_the_hospital</th>\n      <th>...</th>\n      <th>injury</th>\n      <th>mental</th>\n      <th>misc</th>\n      <th>muscular</th>\n      <th>neoplasms</th>\n      <th>nervous</th>\n      <th>pregnancy</th>\n      <th>prenatal</th>\n      <th>respiratory</th>\n      <th>skin</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>14679932</td>\n      <td>21038362</td>\n      <td>2139-09-26 14:16:00</td>\n      <td>2139-09-28 11:30:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>OTHER/UNKNOWN</td>\n      <td>0</td>\n      <td>...</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>15585972</td>\n      <td>24941086</td>\n      <td>2123-10-07 23:56:00</td>\n      <td>2123-10-12 11:22:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0</td>\n      <td>...</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>15078341</td>\n      <td>23272159</td>\n      <td>2122-08-28 08:48:00</td>\n      <td>2122-08-30 12:32:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>BLACK/AFRICAN AMERICAN</td>\n      <td>0</td>\n      <td>...</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>17301855</td>\n      <td>29732723</td>\n      <td>2140-06-06 14:23:00</td>\n      <td>2140-06-08 14:25:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0</td>\n      <td>...</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>17991012</td>\n      <td>24298836</td>\n      <td>2181-07-10 20:28:00</td>\n      <td>2181-07-12 15:49:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0</td>\n      <td>...</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 30 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 137
    }
   ],
   "source": [
    "# Import baseline dataset constructed in data extraction and preparation phase\n",
    "admits_patients_diag = pd.read_csv('admits_patients_diag.csv')\n",
    "\n",
    "#convert dates\n",
    "admits_patients_diag.admittime = pd.to_datetime(admits_patients_diag.admittime)\n",
    "admits_patients_diag.dischtime = pd.to_datetime(admits_patients_diag.dischtime)\n",
    "admits_patients_diag.deathtime = pd.to_datetime(admits_patients_diag.deathtime)\n",
    "\n",
    "admits_patients_diag.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 335378 entries, 0 to 335377\nData columns (total 30 columns):\n #   Column                Non-Null Count   Dtype         \n---  ------                --------------   -----         \n 0   Unnamed: 0            335378 non-null  int64         \n 1   subject_id            335378 non-null  int64         \n 2   hadm_id               335378 non-null  int64         \n 3   admittime             335378 non-null  datetime64[ns]\n 4   dischtime             335378 non-null  datetime64[ns]\n 5   deathtime             5670 non-null    datetime64[ns]\n 6   admission_type        335378 non-null  object        \n 7   insurance             335378 non-null  object        \n 8   ethnicity             335378 non-null  object        \n 9   died_at_the_hospital  335378 non-null  int64         \n 10  gender                335378 non-null  object        \n 11  anchor_age            335378 non-null  int64         \n 12  dod                   24651 non-null   object        \n 13  blood                 335378 non-null  int64         \n 14  circulatory           335378 non-null  int64         \n 15  congenital            335378 non-null  int64         \n 16  digestive             335378 non-null  int64         \n 17  endocrine             335378 non-null  int64         \n 18  genitourinary         335378 non-null  int64         \n 19  infectious            335378 non-null  int64         \n 20  injury                335378 non-null  int64         \n 21  mental                335378 non-null  int64         \n 22  misc                  335378 non-null  int64         \n 23  muscular              335378 non-null  int64         \n 24  neoplasms             335378 non-null  int64         \n 25  nervous               335378 non-null  int64         \n 26  pregnancy             335378 non-null  int64         \n 27  prenatal              335378 non-null  int64         \n 28  respiratory           335378 non-null  int64         \n 29  skin                  335378 non-null  int64         \ndtypes: datetime64[ns](3), int64(22), object(5)\nmemory usage: 76.8+ MB\n"
     ]
    }
   ],
   "source": [
    "admits_patients_diag.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "            admittime           dischtime       los\n",
       "0 2139-09-26 14:16:00 2139-09-28 11:30:00  1.884722\n",
       "1 2123-10-07 23:56:00 2123-10-12 11:22:00  4.476389\n",
       "2 2122-08-28 08:48:00 2122-08-30 12:32:00  2.155556\n",
       "3 2140-06-06 14:23:00 2140-06-08 14:25:00  2.001389\n",
       "4 2181-07-10 20:28:00 2181-07-12 15:49:00  1.806250"
      ],
      "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>admittime</th>\n      <th>dischtime</th>\n      <th>los</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2139-09-26 14:16:00</td>\n      <td>2139-09-28 11:30:00</td>\n      <td>1.884722</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2123-10-07 23:56:00</td>\n      <td>2123-10-12 11:22:00</td>\n      <td>4.476389</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2122-08-28 08:48:00</td>\n      <td>2122-08-30 12:32:00</td>\n      <td>2.155556</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2140-06-06 14:23:00</td>\n      <td>2140-06-08 14:25:00</td>\n      <td>2.001389</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2181-07-10 20:28:00</td>\n      <td>2181-07-12 15:49:00</td>\n      <td>1.806250</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 139
    }
   ],
   "source": [
    "# Create LOS attribute converting timedelta type into float 'days', 86400 seconds in a day\n",
    "admits_patients_diag['los'] = (admits_patients_diag['dischtime'] - admits_patients_diag['admittime']).dt.total_seconds()/86400\n",
    "\n",
    "# Verify LOS computation\n",
    "admits_patients_diag[['admittime', 'dischtime', 'los']].head()"
   ]
  },
  {
   "source": [
    "We have computed the length of stay fo each admission because there are some LOS less than 0 (negative), they could refer to a patients died before the admission do this kind of entries have to be dropped."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 335257 entries, 0 to 335377\nData columns (total 31 columns):\n #   Column                Non-Null Count   Dtype         \n---  ------                --------------   -----         \n 0   Unnamed: 0            335257 non-null  int64         \n 1   subject_id            335257 non-null  int64         \n 2   hadm_id               335257 non-null  int64         \n 3   admittime             335257 non-null  datetime64[ns]\n 4   dischtime             335257 non-null  datetime64[ns]\n 5   deathtime             5605 non-null    datetime64[ns]\n 6   admission_type        335257 non-null  object        \n 7   insurance             335257 non-null  object        \n 8   ethnicity             335257 non-null  object        \n 9   died_at_the_hospital  335257 non-null  int64         \n 10  gender                335257 non-null  object        \n 11  anchor_age            335257 non-null  int64         \n 12  dod                   24581 non-null   object        \n 13  blood                 335257 non-null  int64         \n 14  circulatory           335257 non-null  int64         \n 15  congenital            335257 non-null  int64         \n 16  digestive             335257 non-null  int64         \n 17  endocrine             335257 non-null  int64         \n 18  genitourinary         335257 non-null  int64         \n 19  infectious            335257 non-null  int64         \n 20  injury                335257 non-null  int64         \n 21  mental                335257 non-null  int64         \n 22  misc                  335257 non-null  int64         \n 23  muscular              335257 non-null  int64         \n 24  neoplasms             335257 non-null  int64         \n 25  nervous               335257 non-null  int64         \n 26  pregnancy             335257 non-null  int64         \n 27  prenatal              335257 non-null  int64         \n 28  respiratory           335257 non-null  int64         \n 29  skin                  335257 non-null  int64         \n 30  los                   335257 non-null  float64       \ndtypes: datetime64[ns](3), float64(1), int64(22), object(5)\nmemory usage: 81.8+ MB\n"
     ]
    }
   ],
   "source": [
    "# Remove LOS with negative number\n",
    "admits_patients_diag = admits_patients_diag[admits_patients_diag['los'] > 0]\n",
    "admits_patients_diag.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0    329652\n",
       "1      5605\n",
       "Name: died_at_the_hospital, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 141
    }
   ],
   "source": [
    "admits_patients_diag.died_at_the_hospital.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"281.109844pt\" version=\"1.1\" viewBox=\"0 0 410.376562 281.109844\" width=\"410.376562pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-07-19T02:13:44.275862</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 281.109844 \r\nL 410.376562 281.109844 \r\nL 410.376562 0 \r\nL 0 0 \r\nz\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 68.376563 239.375625 \r\nL 403.176562 239.375625 \r\nL 403.176562 21.935625 \r\nL 68.376563 21.935625 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 83.594744 239.375625 \r\nL 83.594744 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(80.536229 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 35.296875 \r\nQ 4.15625 48 6.765625 55.734375 \r\nQ 9.375 63.484375 14.515625 67.671875 \r\nQ 19.671875 71.875 27.484375 71.875 \r\nQ 33.25 71.875 37.59375 69.546875 \r\nQ 41.9375 67.234375 44.765625 62.859375 \r\nQ 47.609375 58.5 49.21875 52.21875 \r\nQ 50.828125 45.953125 50.828125 35.296875 \r\nQ 50.828125 22.703125 48.234375 14.96875 \r\nQ 45.65625 7.234375 40.5 3 \r\nQ 35.359375 -1.21875 27.484375 -1.21875 \r\nQ 17.140625 -1.21875 11.234375 6.203125 \r\nQ 4.15625 15.140625 4.15625 35.296875 \r\nz\r\nM 13.1875 35.296875 \r\nQ 13.1875 17.671875 17.3125 11.828125 \r\nQ 21.4375 6 27.484375 6 \r\nQ 33.546875 6 37.671875 11.859375 \r\nQ 41.796875 17.71875 41.796875 35.296875 \r\nQ 41.796875 52.984375 37.671875 58.78125 \r\nQ 33.546875 64.59375 27.390625 64.59375 \r\nQ 21.34375 64.59375 17.71875 59.46875 \r\nQ 13.1875 52.9375 13.1875 35.296875 \r\nz\r\n\" id=\"ArialMT-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 387.958381 239.375625 \r\nL 387.958381 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 1 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(384.899865 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 37.25 0 \r\nL 28.46875 0 \r\nL 28.46875 56 \r\nQ 25.296875 52.984375 20.140625 49.953125 \r\nQ 14.984375 46.921875 10.890625 45.40625 \r\nL 10.890625 53.90625 \r\nQ 18.265625 57.375 23.78125 62.296875 \r\nQ 29.296875 67.234375 31.59375 71.875 \r\nL 37.25 71.875 \r\nz\r\n\" id=\"ArialMT-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_3\">\r\n     <!-- Died_at_the_Hospital -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(178.408125 271.524844)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 7.71875 0 \r\nL 7.71875 71.578125 \r\nL 32.375 71.578125 \r\nQ 40.71875 71.578125 45.125 70.5625 \r\nQ 51.265625 69.140625 55.609375 65.4375 \r\nQ 61.28125 60.640625 64.078125 53.1875 \r\nQ 66.890625 45.75 66.890625 36.1875 \r\nQ 66.890625 28.03125 64.984375 21.734375 \r\nQ 63.09375 15.4375 60.109375 11.296875 \r\nQ 57.125 7.171875 53.578125 4.796875 \r\nQ 50.046875 2.4375 45.046875 1.21875 \r\nQ 40.046875 0 33.546875 0 \r\nz\r\nM 17.1875 8.453125 \r\nL 32.46875 8.453125 \r\nQ 39.546875 8.453125 43.578125 9.765625 \r\nQ 47.609375 11.078125 50 13.484375 \r\nQ 53.375 16.84375 55.25 22.53125 \r\nQ 57.125 28.21875 57.125 36.328125 \r\nQ 57.125 47.5625 53.4375 53.59375 \r\nQ 49.75 59.625 44.484375 61.671875 \r\nQ 40.671875 63.140625 32.234375 63.140625 \r\nL 17.1875 63.140625 \r\nz\r\n\" id=\"ArialMT-68\"/>\r\n       <path d=\"M 6.640625 61.46875 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 61.46875 \r\nz\r\nM 6.640625 0 \r\nL 6.640625 51.859375 \r\nL 15.4375 51.859375 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-105\"/>\r\n       <path d=\"M 42.09375 16.703125 \r\nL 51.171875 15.578125 \r\nQ 49.03125 7.625 43.21875 3.21875 \r\nQ 37.40625 -1.171875 28.375 -1.171875 \r\nQ 17 -1.171875 10.328125 5.828125 \r\nQ 3.65625 12.84375 3.65625 25.484375 \r\nQ 3.65625 38.578125 10.390625 45.796875 \r\nQ 17.140625 53.03125 27.875 53.03125 \r\nQ 38.28125 53.03125 44.875 45.953125 \r\nQ 51.46875 38.875 51.46875 26.03125 \r\nQ 51.46875 25.25 51.421875 23.6875 \r\nL 12.75 23.6875 \r\nQ 13.234375 15.140625 17.578125 10.59375 \r\nQ 21.921875 6.0625 28.421875 6.0625 \r\nQ 33.25 6.0625 36.671875 8.59375 \r\nQ 40.09375 11.140625 42.09375 16.703125 \r\nz\r\nM 13.234375 30.90625 \r\nL 42.1875 30.90625 \r\nQ 41.609375 37.453125 38.875 40.71875 \r\nQ 34.671875 45.796875 27.984375 45.796875 \r\nQ 21.921875 45.796875 17.796875 41.75 \r\nQ 13.671875 37.703125 13.234375 30.90625 \r\nz\r\n\" id=\"ArialMT-101\"/>\r\n       <path d=\"M 40.234375 0 \r\nL 40.234375 6.546875 \r\nQ 35.296875 -1.171875 25.734375 -1.171875 \r\nQ 19.53125 -1.171875 14.328125 2.25 \r\nQ 9.125 5.671875 6.265625 11.796875 \r\nQ 3.421875 17.921875 3.421875 25.875 \r\nQ 3.421875 33.640625 6 39.96875 \r\nQ 8.59375 46.296875 13.765625 49.65625 \r\nQ 18.953125 53.03125 25.34375 53.03125 \r\nQ 30.03125 53.03125 33.6875 51.046875 \r\nQ 37.359375 49.078125 39.65625 45.90625 \r\nL 39.65625 71.578125 \r\nL 48.390625 71.578125 \r\nL 48.390625 0 \r\nz\r\nM 12.453125 25.875 \r\nQ 12.453125 15.921875 16.640625 10.984375 \r\nQ 20.84375 6.0625 26.5625 6.0625 \r\nQ 32.328125 6.0625 36.34375 10.765625 \r\nQ 40.375 15.484375 40.375 25.140625 \r\nQ 40.375 35.796875 36.265625 40.765625 \r\nQ 32.171875 45.75 26.171875 45.75 \r\nQ 20.3125 45.75 16.375 40.96875 \r\nQ 12.453125 36.1875 12.453125 25.875 \r\nz\r\n\" id=\"ArialMT-100\"/>\r\n       <path d=\"M -1.515625 -19.875 \r\nL -1.515625 -13.53125 \r\nL 56.734375 -13.53125 \r\nL 56.734375 -19.875 \r\nz\r\n\" id=\"ArialMT-95\"/>\r\n       <path d=\"M 40.4375 6.390625 \r\nQ 35.546875 2.25 31.03125 0.53125 \r\nQ 26.515625 -1.171875 21.34375 -1.171875 \r\nQ 12.796875 -1.171875 8.203125 3 \r\nQ 3.609375 7.171875 3.609375 13.671875 \r\nQ 3.609375 17.484375 5.34375 20.625 \r\nQ 7.078125 23.78125 9.890625 25.6875 \r\nQ 12.703125 27.59375 16.21875 28.5625 \r\nQ 18.796875 29.25 24.03125 29.890625 \r\nQ 34.671875 31.15625 39.703125 32.90625 \r\nQ 39.75 34.71875 39.75 35.203125 \r\nQ 39.75 40.578125 37.25 42.78125 \r\nQ 33.890625 45.75 27.25 45.75 \r\nQ 21.046875 45.75 18.09375 43.578125 \r\nQ 15.140625 41.40625 13.71875 35.890625 \r\nL 5.125 37.0625 \r\nQ 6.296875 42.578125 8.984375 45.96875 \r\nQ 11.671875 49.359375 16.75 51.1875 \r\nQ 21.828125 53.03125 28.515625 53.03125 \r\nQ 35.15625 53.03125 39.296875 51.46875 \r\nQ 43.453125 49.90625 45.40625 47.53125 \r\nQ 47.359375 45.171875 48.140625 41.546875 \r\nQ 48.578125 39.3125 48.578125 33.453125 \r\nL 48.578125 21.734375 \r\nQ 48.578125 9.46875 49.140625 6.21875 \r\nQ 49.703125 2.984375 51.375 0 \r\nL 42.1875 0 \r\nQ 40.828125 2.734375 40.4375 6.390625 \r\nz\r\nM 39.703125 26.03125 \r\nQ 34.90625 24.078125 25.34375 22.703125 \r\nQ 19.921875 21.921875 17.671875 20.9375 \r\nQ 15.4375 19.96875 14.203125 18.09375 \r\nQ 12.984375 16.21875 12.984375 13.921875 \r\nQ 12.984375 10.40625 15.640625 8.0625 \r\nQ 18.3125 5.71875 23.4375 5.71875 \r\nQ 28.515625 5.71875 32.46875 7.9375 \r\nQ 36.421875 10.15625 38.28125 14.015625 \r\nQ 39.703125 17 39.703125 22.796875 \r\nz\r\n\" id=\"ArialMT-97\"/>\r\n       <path d=\"M 25.78125 7.859375 \r\nL 27.046875 0.09375 \r\nQ 23.34375 -0.6875 20.40625 -0.6875 \r\nQ 15.625 -0.6875 12.984375 0.828125 \r\nQ 10.359375 2.34375 9.28125 4.8125 \r\nQ 8.203125 7.28125 8.203125 15.1875 \r\nL 8.203125 45.015625 \r\nL 1.765625 45.015625 \r\nL 1.765625 51.859375 \r\nL 8.203125 51.859375 \r\nL 8.203125 64.703125 \r\nL 16.9375 69.96875 \r\nL 16.9375 51.859375 \r\nL 25.78125 51.859375 \r\nL 25.78125 45.015625 \r\nL 16.9375 45.015625 \r\nL 16.9375 14.703125 \r\nQ 16.9375 10.9375 17.40625 9.859375 \r\nQ 17.875 8.796875 18.921875 8.15625 \r\nQ 19.96875 7.515625 21.921875 7.515625 \r\nQ 23.390625 7.515625 25.78125 7.859375 \r\nz\r\n\" id=\"ArialMT-116\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 71.578125 \r\nL 15.375 71.578125 \r\nL 15.375 45.90625 \r\nQ 21.53125 53.03125 30.90625 53.03125 \r\nQ 36.671875 53.03125 40.921875 50.75 \r\nQ 45.171875 48.484375 47 44.484375 \r\nQ 48.828125 40.484375 48.828125 32.859375 \r\nL 48.828125 0 \r\nL 40.046875 0 \r\nL 40.046875 32.859375 \r\nQ 40.046875 39.453125 37.1875 42.453125 \r\nQ 34.328125 45.453125 29.109375 45.453125 \r\nQ 25.203125 45.453125 21.75 43.421875 \r\nQ 18.3125 41.40625 16.84375 37.9375 \r\nQ 15.375 34.46875 15.375 28.375 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-104\"/>\r\n       <path d=\"M 8.015625 0 \r\nL 8.015625 71.578125 \r\nL 17.484375 71.578125 \r\nL 17.484375 42.1875 \r\nL 54.6875 42.1875 \r\nL 54.6875 71.578125 \r\nL 64.15625 71.578125 \r\nL 64.15625 0 \r\nL 54.6875 0 \r\nL 54.6875 33.734375 \r\nL 17.484375 33.734375 \r\nL 17.484375 0 \r\nz\r\n\" id=\"ArialMT-72\"/>\r\n       <path d=\"M 3.328125 25.921875 \r\nQ 3.328125 40.328125 11.328125 47.265625 \r\nQ 18.015625 53.03125 27.640625 53.03125 \r\nQ 38.328125 53.03125 45.109375 46.015625 \r\nQ 51.90625 39.015625 51.90625 26.65625 \r\nQ 51.90625 16.65625 48.90625 10.90625 \r\nQ 45.90625 5.171875 40.15625 2 \r\nQ 34.421875 -1.171875 27.640625 -1.171875 \r\nQ 16.75 -1.171875 10.03125 5.8125 \r\nQ 3.328125 12.796875 3.328125 25.921875 \r\nz\r\nM 12.359375 25.921875 \r\nQ 12.359375 15.96875 16.703125 11.015625 \r\nQ 21.046875 6.0625 27.640625 6.0625 \r\nQ 34.1875 6.0625 38.53125 11.03125 \r\nQ 42.875 16.015625 42.875 26.21875 \r\nQ 42.875 35.84375 38.5 40.796875 \r\nQ 34.125 45.75 27.640625 45.75 \r\nQ 21.046875 45.75 16.703125 40.8125 \r\nQ 12.359375 35.890625 12.359375 25.921875 \r\nz\r\n\" id=\"ArialMT-111\"/>\r\n       <path d=\"M 3.078125 15.484375 \r\nL 11.765625 16.84375 \r\nQ 12.5 11.625 15.84375 8.84375 \r\nQ 19.1875 6.0625 25.203125 6.0625 \r\nQ 31.25 6.0625 34.171875 8.515625 \r\nQ 37.109375 10.984375 37.109375 14.3125 \r\nQ 37.109375 17.28125 34.515625 19 \r\nQ 32.71875 20.171875 25.53125 21.96875 \r\nQ 15.875 24.421875 12.140625 26.203125 \r\nQ 8.40625 27.984375 6.46875 31.125 \r\nQ 4.546875 34.28125 4.546875 38.09375 \r\nQ 4.546875 41.546875 6.125 44.5 \r\nQ 7.71875 47.46875 10.453125 49.421875 \r\nQ 12.5 50.921875 16.03125 51.96875 \r\nQ 19.578125 53.03125 23.640625 53.03125 \r\nQ 29.734375 53.03125 34.34375 51.265625 \r\nQ 38.96875 49.515625 41.15625 46.5 \r\nQ 43.359375 43.5 44.1875 38.484375 \r\nL 35.59375 37.3125 \r\nQ 35.015625 41.3125 32.203125 43.546875 \r\nQ 29.390625 45.796875 24.265625 45.796875 \r\nQ 18.21875 45.796875 15.625 43.796875 \r\nQ 13.03125 41.796875 13.03125 39.109375 \r\nQ 13.03125 37.40625 14.109375 36.03125 \r\nQ 15.1875 34.625 17.484375 33.6875 \r\nQ 18.796875 33.203125 25.25 31.453125 \r\nQ 34.578125 28.953125 38.25 27.359375 \r\nQ 41.9375 25.78125 44.03125 22.75 \r\nQ 46.140625 19.734375 46.140625 15.234375 \r\nQ 46.140625 10.84375 43.578125 6.953125 \r\nQ 41.015625 3.078125 36.171875 0.953125 \r\nQ 31.34375 -1.171875 25.25 -1.171875 \r\nQ 15.140625 -1.171875 9.84375 3.03125 \r\nQ 4.546875 7.234375 3.078125 15.484375 \r\nz\r\n\" id=\"ArialMT-115\"/>\r\n       <path d=\"M 6.59375 -19.875 \r\nL 6.59375 51.859375 \r\nL 14.59375 51.859375 \r\nL 14.59375 45.125 \r\nQ 17.4375 49.078125 21 51.046875 \r\nQ 24.5625 53.03125 29.640625 53.03125 \r\nQ 36.28125 53.03125 41.359375 49.609375 \r\nQ 46.4375 46.1875 49.015625 39.953125 \r\nQ 51.609375 33.734375 51.609375 26.3125 \r\nQ 51.609375 18.359375 48.75 11.984375 \r\nQ 45.90625 5.609375 40.453125 2.21875 \r\nQ 35.015625 -1.171875 29 -1.171875 \r\nQ 24.609375 -1.171875 21.109375 0.6875 \r\nQ 17.625 2.546875 15.375 5.375 \r\nL 15.375 -19.875 \r\nz\r\nM 14.546875 25.640625 \r\nQ 14.546875 15.625 18.59375 10.84375 \r\nQ 22.65625 6.0625 28.421875 6.0625 \r\nQ 34.28125 6.0625 38.453125 11.015625 \r\nQ 42.625 15.96875 42.625 26.375 \r\nQ 42.625 36.28125 38.546875 41.203125 \r\nQ 34.46875 46.140625 28.8125 46.140625 \r\nQ 23.1875 46.140625 18.859375 40.890625 \r\nQ 14.546875 35.640625 14.546875 25.640625 \r\nz\r\n\" id=\"ArialMT-112\"/>\r\n       <path d=\"M 6.390625 0 \r\nL 6.390625 71.578125 \r\nL 15.1875 71.578125 \r\nL 15.1875 0 \r\nz\r\n\" id=\"ArialMT-108\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-68\"/>\r\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"94.433594\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"150.048828\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"205.664062\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"261.279297\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"316.894531\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"344.677734\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"400.292969\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"428.076172\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"483.691406\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"539.306641\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"594.921875\" xlink:href=\"#ArialMT-72\"/>\r\n      <use x=\"667.138672\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"722.753906\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"772.753906\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"828.369141\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"850.585938\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"878.369141\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"933.984375\" xlink:href=\"#ArialMT-108\"/>\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_3\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 68.376563 239.375625 \r\nL 403.176562 239.375625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(52.759531 243.312422)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_4\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 68.376563 207.965879 \r\nL 403.176562 207.965879 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 50000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(28.291406 211.902675)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 18.75 \r\nL 13.375 19.53125 \r\nQ 14.40625 12.796875 18.140625 9.390625 \r\nQ 21.875 6 27.15625 6 \r\nQ 33.5 6 37.890625 10.78125 \r\nQ 42.28125 15.578125 42.28125 23.484375 \r\nQ 42.28125 31 38.0625 35.34375 \r\nQ 33.84375 39.703125 27 39.703125 \r\nQ 22.75 39.703125 19.328125 37.765625 \r\nQ 15.921875 35.84375 13.96875 32.765625 \r\nL 5.71875 33.84375 \r\nL 12.640625 70.609375 \r\nL 48.25 70.609375 \r\nL 48.25 62.203125 \r\nL 19.671875 62.203125 \r\nL 15.828125 42.96875 \r\nQ 22.265625 47.46875 29.34375 47.46875 \r\nQ 38.71875 47.46875 45.15625 40.96875 \r\nQ 51.609375 34.46875 51.609375 24.265625 \r\nQ 51.609375 14.546875 45.953125 7.46875 \r\nQ 39.0625 -1.21875 27.15625 -1.21875 \r\nQ 17.390625 -1.21875 11.203125 4.25 \r\nQ 5.03125 9.71875 4.15625 18.75 \r\nz\r\n\" id=\"ArialMT-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 68.376563 176.556132 \r\nL 403.176562 176.556132 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 100000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 180.492929)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"278.076172\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_6\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 68.376563 145.146386 \r\nL 403.176562 145.146386 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 150000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 149.083183)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"278.076172\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 68.376563 113.736639 \r\nL 403.176562 113.736639 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 200000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 117.673436)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 50.34375 8.453125 \r\nL 50.34375 0 \r\nL 3.03125 0 \r\nQ 2.9375 3.171875 4.046875 6.109375 \r\nQ 5.859375 10.9375 9.828125 15.625 \r\nQ 13.8125 20.3125 21.34375 26.46875 \r\nQ 33.015625 36.03125 37.109375 41.625 \r\nQ 41.21875 47.21875 41.21875 52.203125 \r\nQ 41.21875 57.421875 37.46875 61 \r\nQ 33.734375 64.59375 27.734375 64.59375 \r\nQ 21.390625 64.59375 17.578125 60.78125 \r\nQ 13.765625 56.984375 13.71875 50.25 \r\nL 4.6875 51.171875 \r\nQ 5.609375 61.28125 11.65625 66.578125 \r\nQ 17.71875 71.875 27.9375 71.875 \r\nQ 38.234375 71.875 44.234375 66.15625 \r\nQ 50.25 60.453125 50.25 52 \r\nQ 50.25 47.703125 48.484375 43.546875 \r\nQ 46.734375 39.40625 42.65625 34.8125 \r\nQ 38.578125 30.21875 29.109375 22.21875 \r\nQ 21.1875 15.578125 18.9375 13.203125 \r\nQ 16.703125 10.84375 15.234375 8.453125 \r\nz\r\n\" id=\"ArialMT-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"278.076172\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_8\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 68.376563 82.326893 \r\nL 403.176562 82.326893 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 250000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 86.26369)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"278.076172\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 68.376563 50.917147 \r\nL 403.176562 50.917147 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 300000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 54.853944)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.203125 18.890625 \r\nL 12.984375 20.0625 \r\nQ 14.5 12.59375 18.140625 9.296875 \r\nQ 21.78125 6 27 6 \r\nQ 33.203125 6 37.46875 10.296875 \r\nQ 41.75 14.59375 41.75 20.953125 \r\nQ 41.75 27 37.796875 30.921875 \r\nQ 33.84375 34.859375 27.734375 34.859375 \r\nQ 25.25 34.859375 21.53125 33.890625 \r\nL 22.515625 41.609375 \r\nQ 23.390625 41.5 23.921875 41.5 \r\nQ 29.546875 41.5 34.03125 44.421875 \r\nQ 38.53125 47.359375 38.53125 53.46875 \r\nQ 38.53125 58.296875 35.25 61.46875 \r\nQ 31.984375 64.65625 26.8125 64.65625 \r\nQ 21.6875 64.65625 18.265625 61.421875 \r\nQ 14.84375 58.203125 13.875 51.765625 \r\nL 5.078125 53.328125 \r\nQ 6.6875 62.15625 12.390625 67.015625 \r\nQ 18.109375 71.875 26.609375 71.875 \r\nQ 32.46875 71.875 37.390625 69.359375 \r\nQ 42.328125 66.84375 44.9375 62.5 \r\nQ 47.5625 58.15625 47.5625 53.265625 \r\nQ 47.5625 48.640625 45.0625 44.828125 \r\nQ 42.578125 41.015625 37.703125 38.765625 \r\nQ 44.046875 37.3125 47.5625 32.6875 \r\nQ 51.078125 28.078125 51.078125 21.140625 \r\nQ 51.078125 11.765625 44.234375 5.25 \r\nQ 37.40625 -1.265625 26.953125 -1.265625 \r\nQ 17.53125 -1.265625 11.296875 4.34375 \r\nQ 5.078125 9.96875 4.203125 18.890625 \r\nz\r\n\" id=\"ArialMT-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"278.076172\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_11\">\r\n     <!-- Count -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(15.789375 146.665312)rotate(-90)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 58.796875 25.09375 \r\nL 68.265625 22.703125 \r\nQ 65.28125 11.03125 57.546875 4.90625 \r\nQ 49.8125 -1.21875 38.625 -1.21875 \r\nQ 27.046875 -1.21875 19.796875 3.484375 \r\nQ 12.546875 8.203125 8.765625 17.140625 \r\nQ 4.984375 26.078125 4.984375 36.328125 \r\nQ 4.984375 47.515625 9.25 55.828125 \r\nQ 13.53125 64.15625 21.40625 68.46875 \r\nQ 29.296875 72.796875 38.765625 72.796875 \r\nQ 49.515625 72.796875 56.828125 67.328125 \r\nQ 64.15625 61.859375 67.046875 51.953125 \r\nL 57.71875 49.75 \r\nQ 55.21875 57.5625 50.484375 61.125 \r\nQ 45.75 64.703125 38.578125 64.703125 \r\nQ 30.328125 64.703125 24.78125 60.734375 \r\nQ 19.234375 56.78125 16.984375 50.109375 \r\nQ 14.75 43.453125 14.75 36.375 \r\nQ 14.75 27.25 17.40625 20.4375 \r\nQ 20.0625 13.625 25.671875 10.25 \r\nQ 31.296875 6.890625 37.84375 6.890625 \r\nQ 45.796875 6.890625 51.3125 11.46875 \r\nQ 56.84375 16.0625 58.796875 25.09375 \r\nz\r\n\" id=\"ArialMT-67\"/>\r\n       <path d=\"M 40.578125 0 \r\nL 40.578125 7.625 \r\nQ 34.515625 -1.171875 24.125 -1.171875 \r\nQ 19.53125 -1.171875 15.546875 0.578125 \r\nQ 11.578125 2.34375 9.640625 5 \r\nQ 7.71875 7.671875 6.9375 11.53125 \r\nQ 6.390625 14.109375 6.390625 19.734375 \r\nL 6.390625 51.859375 \r\nL 15.1875 51.859375 \r\nL 15.1875 23.09375 \r\nQ 15.1875 16.21875 15.71875 13.8125 \r\nQ 16.546875 10.359375 19.234375 8.375 \r\nQ 21.921875 6.390625 25.875 6.390625 \r\nQ 29.828125 6.390625 33.296875 8.421875 \r\nQ 36.765625 10.453125 38.203125 13.9375 \r\nQ 39.65625 17.4375 39.65625 24.078125 \r\nL 39.65625 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 0 \r\nz\r\n\" id=\"ArialMT-117\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.5 51.859375 \r\nL 14.5 44.484375 \r\nQ 20.21875 53.03125 31 53.03125 \r\nQ 35.6875 53.03125 39.625 51.34375 \r\nQ 43.5625 49.65625 45.515625 46.921875 \r\nQ 47.46875 44.1875 48.25 40.4375 \r\nQ 48.734375 37.984375 48.734375 31.890625 \r\nL 48.734375 0 \r\nL 39.9375 0 \r\nL 39.9375 31.546875 \r\nQ 39.9375 36.921875 38.90625 39.578125 \r\nQ 37.890625 42.234375 35.28125 43.8125 \r\nQ 32.671875 45.40625 29.15625 45.40625 \r\nQ 23.53125 45.40625 19.453125 41.84375 \r\nQ 15.375 38.28125 15.375 28.328125 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-110\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-67\"/>\r\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"183.447266\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"239.0625\" xlink:href=\"#ArialMT-116\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 83.594744 239.375625 \r\nL 185.04929 239.375625 \r\nL 185.04929 32.289911 \r\nL 83.594744 32.289911 \r\nz\r\n\" style=\"fill:#11a612;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 185.04929 239.375625 \r\nL 286.503835 239.375625 \r\nL 286.503835 239.375625 \r\nL 185.04929 239.375625 \r\nz\r\n\" style=\"fill:#11a612;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#pa8fa9c3ea7)\" d=\"M 286.503835 239.375625 \r\nL 387.958381 239.375625 \r\nL 387.958381 235.854592 \r\nL 286.503835 235.854592 \r\nz\r\n\" style=\"fill:#11a612;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 68.376563 239.375625 \r\nL 68.376563 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path d=\"M 403.176562 239.375625 \r\nL 403.176562 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 68.376563 239.375625 \r\nL 403.176562 239.375625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 68.376563 21.935625 \r\nL 403.176562 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_12\">\r\n    <!-- Distribution of Died_at_th_Hospital for all hospital admissions -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(73.035937 15.935625)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 6.5 0 \r\nL 6.5 51.859375 \r\nL 14.40625 51.859375 \r\nL 14.40625 44 \r\nQ 17.4375 49.515625 20 51.265625 \r\nQ 22.5625 53.03125 25.640625 53.03125 \r\nQ 30.078125 53.03125 34.671875 50.203125 \r\nL 31.640625 42.046875 \r\nQ 28.421875 43.953125 25.203125 43.953125 \r\nQ 22.3125 43.953125 20.015625 42.21875 \r\nQ 17.71875 40.484375 16.75 37.40625 \r\nQ 15.28125 32.71875 15.28125 27.15625 \r\nL 15.28125 0 \r\nz\r\n\" id=\"ArialMT-114\"/>\r\n      <path d=\"M 14.703125 0 \r\nL 6.546875 0 \r\nL 6.546875 71.578125 \r\nL 15.328125 71.578125 \r\nL 15.328125 46.046875 \r\nQ 20.90625 53.03125 29.546875 53.03125 \r\nQ 34.328125 53.03125 38.59375 51.09375 \r\nQ 42.875 49.171875 45.625 45.671875 \r\nQ 48.390625 42.1875 49.953125 37.25 \r\nQ 51.515625 32.328125 51.515625 26.703125 \r\nQ 51.515625 13.375 44.921875 6.09375 \r\nQ 38.328125 -1.171875 29.109375 -1.171875 \r\nQ 19.921875 -1.171875 14.703125 6.5 \r\nz\r\nM 14.59375 26.3125 \r\nQ 14.59375 17 17.140625 12.84375 \r\nQ 21.296875 6.0625 28.375 6.0625 \r\nQ 34.125 6.0625 38.328125 11.0625 \r\nQ 42.53125 16.0625 42.53125 25.984375 \r\nQ 42.53125 36.140625 38.5 40.96875 \r\nQ 34.46875 45.796875 28.765625 45.796875 \r\nQ 23 45.796875 18.796875 40.796875 \r\nQ 14.59375 35.796875 14.59375 26.3125 \r\nz\r\n\" id=\"ArialMT-98\"/>\r\n      <path id=\"ArialMT-32\"/>\r\n      <path d=\"M 8.6875 0 \r\nL 8.6875 45.015625 \r\nL 0.921875 45.015625 \r\nL 0.921875 51.859375 \r\nL 8.6875 51.859375 \r\nL 8.6875 57.375 \r\nQ 8.6875 62.59375 9.625 65.140625 \r\nQ 10.890625 68.5625 14.078125 70.671875 \r\nQ 17.28125 72.796875 23.046875 72.796875 \r\nQ 26.765625 72.796875 31.25 71.921875 \r\nL 29.9375 64.265625 \r\nQ 27.203125 64.75 24.75 64.75 \r\nQ 20.75 64.75 19.09375 63.03125 \r\nQ 17.4375 61.328125 17.4375 56.640625 \r\nL 17.4375 51.859375 \r\nL 27.546875 51.859375 \r\nL 27.546875 45.015625 \r\nL 17.4375 45.015625 \r\nL 17.4375 0 \r\nz\r\n\" id=\"ArialMT-102\"/>\r\n      <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.453125 51.859375 \r\nL 14.453125 44.578125 \r\nQ 16.890625 48.390625 20.9375 50.703125 \r\nQ 25 53.03125 30.171875 53.03125 \r\nQ 35.9375 53.03125 39.625 50.640625 \r\nQ 43.3125 48.25 44.828125 43.953125 \r\nQ 50.984375 53.03125 60.84375 53.03125 \r\nQ 68.5625 53.03125 72.703125 48.75 \r\nQ 76.859375 44.484375 76.859375 35.59375 \r\nL 76.859375 0 \r\nL 68.109375 0 \r\nL 68.109375 32.671875 \r\nQ 68.109375 37.9375 67.25 40.25 \r\nQ 66.40625 42.578125 64.15625 43.984375 \r\nQ 61.921875 45.40625 58.890625 45.40625 \r\nQ 53.421875 45.40625 49.796875 41.765625 \r\nQ 46.1875 38.140625 46.1875 30.125 \r\nL 46.1875 0 \r\nL 37.40625 0 \r\nL 37.40625 33.6875 \r\nQ 37.40625 39.546875 35.25 42.46875 \r\nQ 33.109375 45.40625 28.21875 45.40625 \r\nQ 24.515625 45.40625 21.359375 43.453125 \r\nQ 18.21875 41.5 16.796875 37.734375 \r\nQ 15.375 33.984375 15.375 26.90625 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-109\"/>\r\n     </defs>\r\n     <use xlink:href=\"#ArialMT-68\"/>\r\n     <use x=\"72.216797\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"94.433594\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"144.433594\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"172.216797\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"205.517578\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"227.734375\" xlink:href=\"#ArialMT-98\"/>\r\n     <use x=\"283.349609\" xlink:href=\"#ArialMT-117\"/>\r\n     <use x=\"338.964844\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"366.748047\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"388.964844\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"444.580078\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"500.195312\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"527.978516\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"583.59375\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"611.376953\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"639.160156\" xlink:href=\"#ArialMT-68\"/>\r\n     <use x=\"711.376953\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"733.59375\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"789.208984\" xlink:href=\"#ArialMT-100\"/>\r\n     <use x=\"844.824219\" xlink:href=\"#ArialMT-95\"/>\r\n     <use x=\"900.439453\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"956.054688\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"983.837891\" xlink:href=\"#ArialMT-95\"/>\r\n     <use x=\"1039.453125\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"1067.236328\" xlink:href=\"#ArialMT-104\"/>\r\n     <use x=\"1122.851562\" xlink:href=\"#ArialMT-95\"/>\r\n     <use x=\"1178.466797\" xlink:href=\"#ArialMT-72\"/>\r\n     <use x=\"1250.683594\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"1306.298828\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"1356.298828\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"1411.914062\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"1434.130859\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"1461.914062\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"1517.529297\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1539.746094\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1567.529297\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"1595.3125\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"1650.927734\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"1684.228516\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1712.011719\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"1767.626953\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1789.84375\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1812.060547\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1839.84375\" xlink:href=\"#ArialMT-104\"/>\r\n     <use x=\"1895.458984\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"1951.074219\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"2001.074219\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"2056.689453\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"2078.90625\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"2106.689453\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"2162.304688\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"2184.521484\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"2212.304688\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"2267.919922\" xlink:href=\"#ArialMT-100\"/>\r\n     <use x=\"2323.535156\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"2406.835938\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"2429.052734\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"2479.052734\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"2529.052734\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"2551.269531\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"2606.884766\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"2662.5\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pa8fa9c3ea7\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"68.376563\" y=\"21.935625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "# Plot LOS Distribution\n",
    "plt.hist(admits_patients_diag['died_at_the_hospital'], bins=3, color = '#11a612')\n",
    "plt.title('Distribution of Died_at_th_Hospital for all hospital admissions')\n",
    "plt.ylabel('Count')\n",
    "plt.xlabel('Died_at_the_Hospital')\n",
    "plt.xticks(range(0,2))\n",
    "plt.show();"
   ]
  },
  {
   "source": [
    "Died_at_the_Hospital = 1 means that the patients is died during the hospital stay. As we can see, luckily we have a small number of death compared to survivors."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Number of positive samples: 5605\nNumber of negative samples: 329652\nTotal samples: 335257\n"
     ]
    }
   ],
   "source": [
    "print('Number of positive samples:', (admits_patients_diag.died_at_the_hospital == 1).sum()) # died at hospital\n",
    "print('Number of negative samples:',  (admits_patients_diag.died_at_the_hospital == 0).sum()) # not died at hospital\n",
    "print('Total samples:', len(admits_patients_diag))"
   ]
  },
  {
   "source": [
    "### Died_at_the_Hospital VS Ethnicity"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"278.302344pt\" version=\"1.1\" viewBox=\"0 0 708.404219 278.302344\" width=\"708.404219pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-07-19T02:13:46.823866</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 278.302344 \r\nL 708.404219 278.302344 \r\nL 708.404219 0 \r\nL 0 0 \r\nz\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 164.624219 236.421875 \r\nL 701.204219 236.421875 \r\nL 701.204219 21.935625 \r\nL 164.624219 21.935625 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 236.421875 \r\nL 164.624219 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(161.565703 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 35.296875 \r\nQ 4.15625 48 6.765625 55.734375 \r\nQ 9.375 63.484375 14.515625 67.671875 \r\nQ 19.671875 71.875 27.484375 71.875 \r\nQ 33.25 71.875 37.59375 69.546875 \r\nQ 41.9375 67.234375 44.765625 62.859375 \r\nQ 47.609375 58.5 49.21875 52.21875 \r\nQ 50.828125 45.953125 50.828125 35.296875 \r\nQ 50.828125 22.703125 48.234375 14.96875 \r\nQ 45.65625 7.234375 40.5 3 \r\nQ 35.359375 -1.21875 27.484375 -1.21875 \r\nQ 17.140625 -1.21875 11.234375 6.203125 \r\nQ 4.15625 15.140625 4.15625 35.296875 \r\nz\r\nM 13.1875 35.296875 \r\nQ 13.1875 17.671875 17.3125 11.828125 \r\nQ 21.4375 6 27.484375 6 \r\nQ 33.546875 6 37.671875 11.859375 \r\nQ 41.796875 17.71875 41.796875 35.296875 \r\nQ 41.796875 52.984375 37.671875 58.78125 \r\nQ 33.546875 64.59375 27.390625 64.59375 \r\nQ 21.34375 64.59375 17.71875 59.46875 \r\nQ 13.1875 52.9375 13.1875 35.296875 \r\nz\r\n\" id=\"ArialMT-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 232.9801 236.421875 \r\nL 232.9801 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(223.804554 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 18.75 \r\nL 13.375 19.53125 \r\nQ 14.40625 12.796875 18.140625 9.390625 \r\nQ 21.875 6 27.15625 6 \r\nQ 33.5 6 37.890625 10.78125 \r\nQ 42.28125 15.578125 42.28125 23.484375 \r\nQ 42.28125 31 38.0625 35.34375 \r\nQ 33.84375 39.703125 27 39.703125 \r\nQ 22.75 39.703125 19.328125 37.765625 \r\nQ 15.921875 35.84375 13.96875 32.765625 \r\nL 5.71875 33.84375 \r\nL 12.640625 70.609375 \r\nL 48.25 70.609375 \r\nL 48.25 62.203125 \r\nL 19.671875 62.203125 \r\nL 15.828125 42.96875 \r\nQ 22.265625 47.46875 29.34375 47.46875 \r\nQ 38.71875 47.46875 45.15625 40.96875 \r\nQ 51.609375 34.46875 51.609375 24.265625 \r\nQ 51.609375 14.546875 45.953125 7.46875 \r\nQ 39.0625 -1.21875 27.15625 -1.21875 \r\nQ 17.390625 -1.21875 11.203125 4.25 \r\nQ 5.03125 9.71875 4.15625 18.75 \r\nz\r\n\" id=\"ArialMT-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 301.335982 236.421875 \r\nL 301.335982 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(289.10192 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 37.25 0 \r\nL 28.46875 0 \r\nL 28.46875 56 \r\nQ 25.296875 52.984375 20.140625 49.953125 \r\nQ 14.984375 46.921875 10.890625 45.40625 \r\nL 10.890625 53.90625 \r\nQ 18.265625 57.375 23.78125 62.296875 \r\nQ 29.296875 67.234375 31.59375 71.875 \r\nL 37.25 71.875 \r\nz\r\n\" id=\"ArialMT-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 369.691864 236.421875 \r\nL 369.691864 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 1500 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(357.457801 253.795469)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 438.047745 236.421875 \r\nL 438.047745 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(425.813683 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 50.34375 8.453125 \r\nL 50.34375 0 \r\nL 3.03125 0 \r\nQ 2.9375 3.171875 4.046875 6.109375 \r\nQ 5.859375 10.9375 9.828125 15.625 \r\nQ 13.8125 20.3125 21.34375 26.46875 \r\nQ 33.015625 36.03125 37.109375 41.625 \r\nQ 41.21875 47.21875 41.21875 52.203125 \r\nQ 41.21875 57.421875 37.46875 61 \r\nQ 33.734375 64.59375 27.734375 64.59375 \r\nQ 21.390625 64.59375 17.578125 60.78125 \r\nQ 13.765625 56.984375 13.71875 50.25 \r\nL 4.6875 51.171875 \r\nQ 5.609375 61.28125 11.65625 66.578125 \r\nQ 17.71875 71.875 27.9375 71.875 \r\nQ 38.234375 71.875 44.234375 66.15625 \r\nQ 50.25 60.453125 50.25 52 \r\nQ 50.25 47.703125 48.484375 43.546875 \r\nQ 46.734375 39.40625 42.65625 34.8125 \r\nQ 38.578125 30.21875 29.109375 22.21875 \r\nQ 21.1875 15.578125 18.9375 13.203125 \r\nQ 16.703125 10.84375 15.234375 8.453125 \r\nz\r\n\" id=\"ArialMT-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 506.403627 236.421875 \r\nL 506.403627 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 2500 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(494.169565 253.795469)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 574.759509 236.421875 \r\nL 574.759509 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 3000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(562.525446 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.203125 18.890625 \r\nL 12.984375 20.0625 \r\nQ 14.5 12.59375 18.140625 9.296875 \r\nQ 21.78125 6 27 6 \r\nQ 33.203125 6 37.46875 10.296875 \r\nQ 41.75 14.59375 41.75 20.953125 \r\nQ 41.75 27 37.796875 30.921875 \r\nQ 33.84375 34.859375 27.734375 34.859375 \r\nQ 25.25 34.859375 21.53125 33.890625 \r\nL 22.515625 41.609375 \r\nQ 23.390625 41.5 23.921875 41.5 \r\nQ 29.546875 41.5 34.03125 44.421875 \r\nQ 38.53125 47.359375 38.53125 53.46875 \r\nQ 38.53125 58.296875 35.25 61.46875 \r\nQ 31.984375 64.65625 26.8125 64.65625 \r\nQ 21.6875 64.65625 18.265625 61.421875 \r\nQ 14.84375 58.203125 13.875 51.765625 \r\nL 5.078125 53.328125 \r\nQ 6.6875 62.15625 12.390625 67.015625 \r\nQ 18.109375 71.875 26.609375 71.875 \r\nQ 32.46875 71.875 37.390625 69.359375 \r\nQ 42.328125 66.84375 44.9375 62.5 \r\nQ 47.5625 58.15625 47.5625 53.265625 \r\nQ 47.5625 48.640625 45.0625 44.828125 \r\nQ 42.578125 41.015625 37.703125 38.765625 \r\nQ 44.046875 37.3125 47.5625 32.6875 \r\nQ 51.078125 28.078125 51.078125 21.140625 \r\nQ 51.078125 11.765625 44.234375 5.25 \r\nQ 37.40625 -1.265625 26.953125 -1.265625 \r\nQ 17.53125 -1.265625 11.296875 4.34375 \r\nQ 5.078125 9.96875 4.203125 18.890625 \r\nz\r\n\" id=\"ArialMT-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 643.11539 236.421875 \r\nL 643.11539 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 3500 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(630.881328 253.795469)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_9\">\r\n     <!-- Number of people died_at_the_hospital -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(328.180469 268.717344)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 7.625 0 \r\nL 7.625 71.578125 \r\nL 17.328125 71.578125 \r\nL 54.9375 15.375 \r\nL 54.9375 71.578125 \r\nL 64.015625 71.578125 \r\nL 64.015625 0 \r\nL 54.296875 0 \r\nL 16.703125 56.25 \r\nL 16.703125 0 \r\nz\r\n\" id=\"ArialMT-78\"/>\r\n       <path d=\"M 40.578125 0 \r\nL 40.578125 7.625 \r\nQ 34.515625 -1.171875 24.125 -1.171875 \r\nQ 19.53125 -1.171875 15.546875 0.578125 \r\nQ 11.578125 2.34375 9.640625 5 \r\nQ 7.71875 7.671875 6.9375 11.53125 \r\nQ 6.390625 14.109375 6.390625 19.734375 \r\nL 6.390625 51.859375 \r\nL 15.1875 51.859375 \r\nL 15.1875 23.09375 \r\nQ 15.1875 16.21875 15.71875 13.8125 \r\nQ 16.546875 10.359375 19.234375 8.375 \r\nQ 21.921875 6.390625 25.875 6.390625 \r\nQ 29.828125 6.390625 33.296875 8.421875 \r\nQ 36.765625 10.453125 38.203125 13.9375 \r\nQ 39.65625 17.4375 39.65625 24.078125 \r\nL 39.65625 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 0 \r\nz\r\n\" id=\"ArialMT-117\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.453125 51.859375 \r\nL 14.453125 44.578125 \r\nQ 16.890625 48.390625 20.9375 50.703125 \r\nQ 25 53.03125 30.171875 53.03125 \r\nQ 35.9375 53.03125 39.625 50.640625 \r\nQ 43.3125 48.25 44.828125 43.953125 \r\nQ 50.984375 53.03125 60.84375 53.03125 \r\nQ 68.5625 53.03125 72.703125 48.75 \r\nQ 76.859375 44.484375 76.859375 35.59375 \r\nL 76.859375 0 \r\nL 68.109375 0 \r\nL 68.109375 32.671875 \r\nQ 68.109375 37.9375 67.25 40.25 \r\nQ 66.40625 42.578125 64.15625 43.984375 \r\nQ 61.921875 45.40625 58.890625 45.40625 \r\nQ 53.421875 45.40625 49.796875 41.765625 \r\nQ 46.1875 38.140625 46.1875 30.125 \r\nL 46.1875 0 \r\nL 37.40625 0 \r\nL 37.40625 33.6875 \r\nQ 37.40625 39.546875 35.25 42.46875 \r\nQ 33.109375 45.40625 28.21875 45.40625 \r\nQ 24.515625 45.40625 21.359375 43.453125 \r\nQ 18.21875 41.5 16.796875 37.734375 \r\nQ 15.375 33.984375 15.375 26.90625 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-109\"/>\r\n       <path d=\"M 14.703125 0 \r\nL 6.546875 0 \r\nL 6.546875 71.578125 \r\nL 15.328125 71.578125 \r\nL 15.328125 46.046875 \r\nQ 20.90625 53.03125 29.546875 53.03125 \r\nQ 34.328125 53.03125 38.59375 51.09375 \r\nQ 42.875 49.171875 45.625 45.671875 \r\nQ 48.390625 42.1875 49.953125 37.25 \r\nQ 51.515625 32.328125 51.515625 26.703125 \r\nQ 51.515625 13.375 44.921875 6.09375 \r\nQ 38.328125 -1.171875 29.109375 -1.171875 \r\nQ 19.921875 -1.171875 14.703125 6.5 \r\nz\r\nM 14.59375 26.3125 \r\nQ 14.59375 17 17.140625 12.84375 \r\nQ 21.296875 6.0625 28.375 6.0625 \r\nQ 34.125 6.0625 38.328125 11.0625 \r\nQ 42.53125 16.0625 42.53125 25.984375 \r\nQ 42.53125 36.140625 38.5 40.96875 \r\nQ 34.46875 45.796875 28.765625 45.796875 \r\nQ 23 45.796875 18.796875 40.796875 \r\nQ 14.59375 35.796875 14.59375 26.3125 \r\nz\r\n\" id=\"ArialMT-98\"/>\r\n       <path d=\"M 42.09375 16.703125 \r\nL 51.171875 15.578125 \r\nQ 49.03125 7.625 43.21875 3.21875 \r\nQ 37.40625 -1.171875 28.375 -1.171875 \r\nQ 17 -1.171875 10.328125 5.828125 \r\nQ 3.65625 12.84375 3.65625 25.484375 \r\nQ 3.65625 38.578125 10.390625 45.796875 \r\nQ 17.140625 53.03125 27.875 53.03125 \r\nQ 38.28125 53.03125 44.875 45.953125 \r\nQ 51.46875 38.875 51.46875 26.03125 \r\nQ 51.46875 25.25 51.421875 23.6875 \r\nL 12.75 23.6875 \r\nQ 13.234375 15.140625 17.578125 10.59375 \r\nQ 21.921875 6.0625 28.421875 6.0625 \r\nQ 33.25 6.0625 36.671875 8.59375 \r\nQ 40.09375 11.140625 42.09375 16.703125 \r\nz\r\nM 13.234375 30.90625 \r\nL 42.1875 30.90625 \r\nQ 41.609375 37.453125 38.875 40.71875 \r\nQ 34.671875 45.796875 27.984375 45.796875 \r\nQ 21.921875 45.796875 17.796875 41.75 \r\nQ 13.671875 37.703125 13.234375 30.90625 \r\nz\r\n\" id=\"ArialMT-101\"/>\r\n       <path d=\"M 6.5 0 \r\nL 6.5 51.859375 \r\nL 14.40625 51.859375 \r\nL 14.40625 44 \r\nQ 17.4375 49.515625 20 51.265625 \r\nQ 22.5625 53.03125 25.640625 53.03125 \r\nQ 30.078125 53.03125 34.671875 50.203125 \r\nL 31.640625 42.046875 \r\nQ 28.421875 43.953125 25.203125 43.953125 \r\nQ 22.3125 43.953125 20.015625 42.21875 \r\nQ 17.71875 40.484375 16.75 37.40625 \r\nQ 15.28125 32.71875 15.28125 27.15625 \r\nL 15.28125 0 \r\nz\r\n\" id=\"ArialMT-114\"/>\r\n       <path id=\"ArialMT-32\"/>\r\n       <path d=\"M 3.328125 25.921875 \r\nQ 3.328125 40.328125 11.328125 47.265625 \r\nQ 18.015625 53.03125 27.640625 53.03125 \r\nQ 38.328125 53.03125 45.109375 46.015625 \r\nQ 51.90625 39.015625 51.90625 26.65625 \r\nQ 51.90625 16.65625 48.90625 10.90625 \r\nQ 45.90625 5.171875 40.15625 2 \r\nQ 34.421875 -1.171875 27.640625 -1.171875 \r\nQ 16.75 -1.171875 10.03125 5.8125 \r\nQ 3.328125 12.796875 3.328125 25.921875 \r\nz\r\nM 12.359375 25.921875 \r\nQ 12.359375 15.96875 16.703125 11.015625 \r\nQ 21.046875 6.0625 27.640625 6.0625 \r\nQ 34.1875 6.0625 38.53125 11.03125 \r\nQ 42.875 16.015625 42.875 26.21875 \r\nQ 42.875 35.84375 38.5 40.796875 \r\nQ 34.125 45.75 27.640625 45.75 \r\nQ 21.046875 45.75 16.703125 40.8125 \r\nQ 12.359375 35.890625 12.359375 25.921875 \r\nz\r\n\" id=\"ArialMT-111\"/>\r\n       <path d=\"M 8.6875 0 \r\nL 8.6875 45.015625 \r\nL 0.921875 45.015625 \r\nL 0.921875 51.859375 \r\nL 8.6875 51.859375 \r\nL 8.6875 57.375 \r\nQ 8.6875 62.59375 9.625 65.140625 \r\nQ 10.890625 68.5625 14.078125 70.671875 \r\nQ 17.28125 72.796875 23.046875 72.796875 \r\nQ 26.765625 72.796875 31.25 71.921875 \r\nL 29.9375 64.265625 \r\nQ 27.203125 64.75 24.75 64.75 \r\nQ 20.75 64.75 19.09375 63.03125 \r\nQ 17.4375 61.328125 17.4375 56.640625 \r\nL 17.4375 51.859375 \r\nL 27.546875 51.859375 \r\nL 27.546875 45.015625 \r\nL 17.4375 45.015625 \r\nL 17.4375 0 \r\nz\r\n\" id=\"ArialMT-102\"/>\r\n       <path d=\"M 6.59375 -19.875 \r\nL 6.59375 51.859375 \r\nL 14.59375 51.859375 \r\nL 14.59375 45.125 \r\nQ 17.4375 49.078125 21 51.046875 \r\nQ 24.5625 53.03125 29.640625 53.03125 \r\nQ 36.28125 53.03125 41.359375 49.609375 \r\nQ 46.4375 46.1875 49.015625 39.953125 \r\nQ 51.609375 33.734375 51.609375 26.3125 \r\nQ 51.609375 18.359375 48.75 11.984375 \r\nQ 45.90625 5.609375 40.453125 2.21875 \r\nQ 35.015625 -1.171875 29 -1.171875 \r\nQ 24.609375 -1.171875 21.109375 0.6875 \r\nQ 17.625 2.546875 15.375 5.375 \r\nL 15.375 -19.875 \r\nz\r\nM 14.546875 25.640625 \r\nQ 14.546875 15.625 18.59375 10.84375 \r\nQ 22.65625 6.0625 28.421875 6.0625 \r\nQ 34.28125 6.0625 38.453125 11.015625 \r\nQ 42.625 15.96875 42.625 26.375 \r\nQ 42.625 36.28125 38.546875 41.203125 \r\nQ 34.46875 46.140625 28.8125 46.140625 \r\nQ 23.1875 46.140625 18.859375 40.890625 \r\nQ 14.546875 35.640625 14.546875 25.640625 \r\nz\r\n\" id=\"ArialMT-112\"/>\r\n       <path d=\"M 6.390625 0 \r\nL 6.390625 71.578125 \r\nL 15.1875 71.578125 \r\nL 15.1875 0 \r\nz\r\n\" id=\"ArialMT-108\"/>\r\n       <path d=\"M 40.234375 0 \r\nL 40.234375 6.546875 \r\nQ 35.296875 -1.171875 25.734375 -1.171875 \r\nQ 19.53125 -1.171875 14.328125 2.25 \r\nQ 9.125 5.671875 6.265625 11.796875 \r\nQ 3.421875 17.921875 3.421875 25.875 \r\nQ 3.421875 33.640625 6 39.96875 \r\nQ 8.59375 46.296875 13.765625 49.65625 \r\nQ 18.953125 53.03125 25.34375 53.03125 \r\nQ 30.03125 53.03125 33.6875 51.046875 \r\nQ 37.359375 49.078125 39.65625 45.90625 \r\nL 39.65625 71.578125 \r\nL 48.390625 71.578125 \r\nL 48.390625 0 \r\nz\r\nM 12.453125 25.875 \r\nQ 12.453125 15.921875 16.640625 10.984375 \r\nQ 20.84375 6.0625 26.5625 6.0625 \r\nQ 32.328125 6.0625 36.34375 10.765625 \r\nQ 40.375 15.484375 40.375 25.140625 \r\nQ 40.375 35.796875 36.265625 40.765625 \r\nQ 32.171875 45.75 26.171875 45.75 \r\nQ 20.3125 45.75 16.375 40.96875 \r\nQ 12.453125 36.1875 12.453125 25.875 \r\nz\r\n\" id=\"ArialMT-100\"/>\r\n       <path d=\"M 6.640625 61.46875 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 61.46875 \r\nz\r\nM 6.640625 0 \r\nL 6.640625 51.859375 \r\nL 15.4375 51.859375 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-105\"/>\r\n       <path d=\"M -1.515625 -19.875 \r\nL -1.515625 -13.53125 \r\nL 56.734375 -13.53125 \r\nL 56.734375 -19.875 \r\nz\r\n\" id=\"ArialMT-95\"/>\r\n       <path d=\"M 40.4375 6.390625 \r\nQ 35.546875 2.25 31.03125 0.53125 \r\nQ 26.515625 -1.171875 21.34375 -1.171875 \r\nQ 12.796875 -1.171875 8.203125 3 \r\nQ 3.609375 7.171875 3.609375 13.671875 \r\nQ 3.609375 17.484375 5.34375 20.625 \r\nQ 7.078125 23.78125 9.890625 25.6875 \r\nQ 12.703125 27.59375 16.21875 28.5625 \r\nQ 18.796875 29.25 24.03125 29.890625 \r\nQ 34.671875 31.15625 39.703125 32.90625 \r\nQ 39.75 34.71875 39.75 35.203125 \r\nQ 39.75 40.578125 37.25 42.78125 \r\nQ 33.890625 45.75 27.25 45.75 \r\nQ 21.046875 45.75 18.09375 43.578125 \r\nQ 15.140625 41.40625 13.71875 35.890625 \r\nL 5.125 37.0625 \r\nQ 6.296875 42.578125 8.984375 45.96875 \r\nQ 11.671875 49.359375 16.75 51.1875 \r\nQ 21.828125 53.03125 28.515625 53.03125 \r\nQ 35.15625 53.03125 39.296875 51.46875 \r\nQ 43.453125 49.90625 45.40625 47.53125 \r\nQ 47.359375 45.171875 48.140625 41.546875 \r\nQ 48.578125 39.3125 48.578125 33.453125 \r\nL 48.578125 21.734375 \r\nQ 48.578125 9.46875 49.140625 6.21875 \r\nQ 49.703125 2.984375 51.375 0 \r\nL 42.1875 0 \r\nQ 40.828125 2.734375 40.4375 6.390625 \r\nz\r\nM 39.703125 26.03125 \r\nQ 34.90625 24.078125 25.34375 22.703125 \r\nQ 19.921875 21.921875 17.671875 20.9375 \r\nQ 15.4375 19.96875 14.203125 18.09375 \r\nQ 12.984375 16.21875 12.984375 13.921875 \r\nQ 12.984375 10.40625 15.640625 8.0625 \r\nQ 18.3125 5.71875 23.4375 5.71875 \r\nQ 28.515625 5.71875 32.46875 7.9375 \r\nQ 36.421875 10.15625 38.28125 14.015625 \r\nQ 39.703125 17 39.703125 22.796875 \r\nz\r\n\" id=\"ArialMT-97\"/>\r\n       <path d=\"M 25.78125 7.859375 \r\nL 27.046875 0.09375 \r\nQ 23.34375 -0.6875 20.40625 -0.6875 \r\nQ 15.625 -0.6875 12.984375 0.828125 \r\nQ 10.359375 2.34375 9.28125 4.8125 \r\nQ 8.203125 7.28125 8.203125 15.1875 \r\nL 8.203125 45.015625 \r\nL 1.765625 45.015625 \r\nL 1.765625 51.859375 \r\nL 8.203125 51.859375 \r\nL 8.203125 64.703125 \r\nL 16.9375 69.96875 \r\nL 16.9375 51.859375 \r\nL 25.78125 51.859375 \r\nL 25.78125 45.015625 \r\nL 16.9375 45.015625 \r\nL 16.9375 14.703125 \r\nQ 16.9375 10.9375 17.40625 9.859375 \r\nQ 17.875 8.796875 18.921875 8.15625 \r\nQ 19.96875 7.515625 21.921875 7.515625 \r\nQ 23.390625 7.515625 25.78125 7.859375 \r\nz\r\n\" id=\"ArialMT-116\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 71.578125 \r\nL 15.375 71.578125 \r\nL 15.375 45.90625 \r\nQ 21.53125 53.03125 30.90625 53.03125 \r\nQ 36.671875 53.03125 40.921875 50.75 \r\nQ 45.171875 48.484375 47 44.484375 \r\nQ 48.828125 40.484375 48.828125 32.859375 \r\nL 48.828125 0 \r\nL 40.046875 0 \r\nL 40.046875 32.859375 \r\nQ 40.046875 39.453125 37.1875 42.453125 \r\nQ 34.328125 45.453125 29.109375 45.453125 \r\nQ 25.203125 45.453125 21.75 43.421875 \r\nQ 18.3125 41.40625 16.84375 37.9375 \r\nQ 15.375 34.46875 15.375 28.375 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-104\"/>\r\n       <path d=\"M 3.078125 15.484375 \r\nL 11.765625 16.84375 \r\nQ 12.5 11.625 15.84375 8.84375 \r\nQ 19.1875 6.0625 25.203125 6.0625 \r\nQ 31.25 6.0625 34.171875 8.515625 \r\nQ 37.109375 10.984375 37.109375 14.3125 \r\nQ 37.109375 17.28125 34.515625 19 \r\nQ 32.71875 20.171875 25.53125 21.96875 \r\nQ 15.875 24.421875 12.140625 26.203125 \r\nQ 8.40625 27.984375 6.46875 31.125 \r\nQ 4.546875 34.28125 4.546875 38.09375 \r\nQ 4.546875 41.546875 6.125 44.5 \r\nQ 7.71875 47.46875 10.453125 49.421875 \r\nQ 12.5 50.921875 16.03125 51.96875 \r\nQ 19.578125 53.03125 23.640625 53.03125 \r\nQ 29.734375 53.03125 34.34375 51.265625 \r\nQ 38.96875 49.515625 41.15625 46.5 \r\nQ 43.359375 43.5 44.1875 38.484375 \r\nL 35.59375 37.3125 \r\nQ 35.015625 41.3125 32.203125 43.546875 \r\nQ 29.390625 45.796875 24.265625 45.796875 \r\nQ 18.21875 45.796875 15.625 43.796875 \r\nQ 13.03125 41.796875 13.03125 39.109375 \r\nQ 13.03125 37.40625 14.109375 36.03125 \r\nQ 15.1875 34.625 17.484375 33.6875 \r\nQ 18.796875 33.203125 25.25 31.453125 \r\nQ 34.578125 28.953125 38.25 27.359375 \r\nQ 41.9375 25.78125 44.03125 22.75 \r\nQ 46.140625 19.734375 46.140625 15.234375 \r\nQ 46.140625 10.84375 43.578125 6.953125 \r\nQ 41.015625 3.078125 36.171875 0.953125 \r\nQ 31.34375 -1.171875 25.25 -1.171875 \r\nQ 15.140625 -1.171875 9.84375 3.03125 \r\nQ 4.546875 7.234375 3.078125 15.484375 \r\nz\r\n\" id=\"ArialMT-115\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-78\"/>\r\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-98\"/>\r\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"355.664062\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"383.447266\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"439.0625\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"466.845703\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"494.628906\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"550.244141\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"605.859375\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"661.474609\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"717.089844\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"739.306641\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"794.921875\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"822.705078\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"878.320312\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"900.537109\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"956.152344\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"1011.767578\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1067.382812\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"1122.998047\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1150.78125\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1206.396484\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1234.179688\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"1289.794922\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"1345.410156\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1401.025391\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"1456.640625\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"1512.255859\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"1562.255859\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"1617.871094\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"1640.087891\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1667.871094\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"1723.486328\" xlink:href=\"#ArialMT-108\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 213.955924 \r\nL 701.204219 213.955924 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- ASIAN -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(122.112187 217.892721)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M -0.140625 0 \r\nL 27.34375 71.578125 \r\nL 37.546875 71.578125 \r\nL 66.84375 0 \r\nL 56.0625 0 \r\nL 47.703125 21.6875 \r\nL 17.78125 21.6875 \r\nL 9.90625 0 \r\nz\r\nM 20.515625 29.390625 \r\nL 44.78125 29.390625 \r\nL 37.3125 49.21875 \r\nQ 33.890625 58.25 32.234375 64.0625 \r\nQ 30.859375 57.171875 28.375 50.390625 \r\nz\r\n\" id=\"ArialMT-65\"/>\r\n        <path d=\"M 4.5 23 \r\nL 13.421875 23.78125 \r\nQ 14.0625 18.40625 16.375 14.96875 \r\nQ 18.703125 11.53125 23.578125 9.40625 \r\nQ 28.46875 7.28125 34.578125 7.28125 \r\nQ 39.984375 7.28125 44.140625 8.890625 \r\nQ 48.296875 10.5 50.3125 13.296875 \r\nQ 52.34375 16.109375 52.34375 19.4375 \r\nQ 52.34375 22.796875 50.390625 25.3125 \r\nQ 48.4375 27.828125 43.953125 29.546875 \r\nQ 41.0625 30.671875 31.203125 33.03125 \r\nQ 21.34375 35.40625 17.390625 37.5 \r\nQ 12.25 40.1875 9.734375 44.15625 \r\nQ 7.234375 48.140625 7.234375 53.078125 \r\nQ 7.234375 58.5 10.296875 63.203125 \r\nQ 13.375 67.921875 19.28125 70.359375 \r\nQ 25.203125 72.796875 32.421875 72.796875 \r\nQ 40.375 72.796875 46.453125 70.234375 \r\nQ 52.546875 67.671875 55.8125 62.6875 \r\nQ 59.078125 57.71875 59.328125 51.421875 \r\nL 50.25 50.734375 \r\nQ 49.515625 57.515625 45.28125 60.984375 \r\nQ 41.0625 64.453125 32.8125 64.453125 \r\nQ 24.21875 64.453125 20.28125 61.296875 \r\nQ 16.359375 58.15625 16.359375 53.71875 \r\nQ 16.359375 49.859375 19.140625 47.359375 \r\nQ 21.875 44.875 33.421875 42.265625 \r\nQ 44.96875 39.65625 49.265625 37.703125 \r\nQ 55.515625 34.8125 58.484375 30.390625 \r\nQ 61.46875 25.984375 61.46875 20.21875 \r\nQ 61.46875 14.5 58.203125 9.4375 \r\nQ 54.9375 4.390625 48.796875 1.578125 \r\nQ 42.671875 -1.21875 35.015625 -1.21875 \r\nQ 25.296875 -1.21875 18.71875 1.609375 \r\nQ 12.15625 4.4375 8.421875 10.125 \r\nQ 4.6875 15.828125 4.5 23 \r\nz\r\n\" id=\"ArialMT-83\"/>\r\n        <path d=\"M 9.328125 0 \r\nL 9.328125 71.578125 \r\nL 18.796875 71.578125 \r\nL 18.796875 0 \r\nz\r\n\" id=\"ArialMT-73\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"66.699219\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"133.398438\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"161.181641\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"227.880859\" xlink:href=\"#ArialMT-78\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_10\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 171.567337 \r\nL 701.204219 171.567337 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- BLACK/AFRICAN AMERICAN -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 175.504134)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 34.1875 71.578125 \r\nQ 42.390625 71.578125 47.34375 69.40625 \r\nQ 52.296875 67.234375 55.09375 62.71875 \r\nQ 57.90625 58.203125 57.90625 53.265625 \r\nQ 57.90625 48.6875 55.421875 44.625 \r\nQ 52.9375 40.578125 47.90625 38.09375 \r\nQ 54.390625 36.1875 57.875 31.59375 \r\nQ 61.375 27 61.375 20.75 \r\nQ 61.375 15.71875 59.25 11.390625 \r\nQ 57.125 7.078125 54 4.734375 \r\nQ 50.875 2.390625 46.15625 1.1875 \r\nQ 41.453125 0 34.625 0 \r\nz\r\nM 16.796875 41.5 \r\nL 32.28125 41.5 \r\nQ 38.578125 41.5 41.3125 42.328125 \r\nQ 44.921875 43.40625 46.75 45.890625 \r\nQ 48.578125 48.390625 48.578125 52.15625 \r\nQ 48.578125 55.71875 46.875 58.421875 \r\nQ 45.171875 61.140625 41.984375 62.140625 \r\nQ 38.8125 63.140625 31.109375 63.140625 \r\nL 16.796875 63.140625 \r\nz\r\nM 16.796875 8.453125 \r\nL 34.625 8.453125 \r\nQ 39.203125 8.453125 41.0625 8.796875 \r\nQ 44.34375 9.375 46.53125 10.734375 \r\nQ 48.734375 12.109375 50.140625 14.71875 \r\nQ 51.5625 17.328125 51.5625 20.75 \r\nQ 51.5625 24.75 49.515625 27.703125 \r\nQ 47.46875 30.671875 43.828125 31.859375 \r\nQ 40.1875 33.0625 33.34375 33.0625 \r\nL 16.796875 33.0625 \r\nz\r\n\" id=\"ArialMT-66\"/>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 16.796875 71.578125 \r\nL 16.796875 8.453125 \r\nL 52.046875 8.453125 \r\nL 52.046875 0 \r\nz\r\n\" id=\"ArialMT-76\"/>\r\n        <path d=\"M 58.796875 25.09375 \r\nL 68.265625 22.703125 \r\nQ 65.28125 11.03125 57.546875 4.90625 \r\nQ 49.8125 -1.21875 38.625 -1.21875 \r\nQ 27.046875 -1.21875 19.796875 3.484375 \r\nQ 12.546875 8.203125 8.765625 17.140625 \r\nQ 4.984375 26.078125 4.984375 36.328125 \r\nQ 4.984375 47.515625 9.25 55.828125 \r\nQ 13.53125 64.15625 21.40625 68.46875 \r\nQ 29.296875 72.796875 38.765625 72.796875 \r\nQ 49.515625 72.796875 56.828125 67.328125 \r\nQ 64.15625 61.859375 67.046875 51.953125 \r\nL 57.71875 49.75 \r\nQ 55.21875 57.5625 50.484375 61.125 \r\nQ 45.75 64.703125 38.578125 64.703125 \r\nQ 30.328125 64.703125 24.78125 60.734375 \r\nQ 19.234375 56.78125 16.984375 50.109375 \r\nQ 14.75 43.453125 14.75 36.375 \r\nQ 14.75 27.25 17.40625 20.4375 \r\nQ 20.0625 13.625 25.671875 10.25 \r\nQ 31.296875 6.890625 37.84375 6.890625 \r\nQ 45.796875 6.890625 51.3125 11.46875 \r\nQ 56.84375 16.0625 58.796875 25.09375 \r\nz\r\n\" id=\"ArialMT-67\"/>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 16.796875 71.578125 \r\nL 16.796875 36.078125 \r\nL 52.34375 71.578125 \r\nL 65.1875 71.578125 \r\nL 35.15625 42.578125 \r\nL 66.5 0 \r\nL 54 0 \r\nL 28.515625 36.234375 \r\nL 16.796875 24.8125 \r\nL 16.796875 0 \r\nz\r\n\" id=\"ArialMT-75\"/>\r\n        <path d=\"M 0 -1.21875 \r\nL 20.75 72.796875 \r\nL 27.78125 72.796875 \r\nL 7.078125 -1.21875 \r\nz\r\n\" id=\"ArialMT-47\"/>\r\n        <path d=\"M 8.203125 0 \r\nL 8.203125 71.578125 \r\nL 56.5 71.578125 \r\nL 56.5 63.140625 \r\nL 17.671875 63.140625 \r\nL 17.671875 40.96875 \r\nL 51.265625 40.96875 \r\nL 51.265625 32.515625 \r\nL 17.671875 32.515625 \r\nL 17.671875 0 \r\nz\r\n\" id=\"ArialMT-70\"/>\r\n        <path d=\"M 7.859375 0 \r\nL 7.859375 71.578125 \r\nL 39.59375 71.578125 \r\nQ 49.171875 71.578125 54.140625 69.640625 \r\nQ 59.125 67.71875 62.109375 62.828125 \r\nQ 65.09375 57.953125 65.09375 52.046875 \r\nQ 65.09375 44.4375 60.15625 39.203125 \r\nQ 55.21875 33.984375 44.921875 32.5625 \r\nQ 48.6875 30.765625 50.640625 29 \r\nQ 54.78125 25.203125 58.5 19.484375 \r\nL 70.953125 0 \r\nL 59.03125 0 \r\nL 49.5625 14.890625 \r\nQ 45.40625 21.34375 42.71875 24.75 \r\nQ 40.046875 28.171875 37.921875 29.53125 \r\nQ 35.796875 30.90625 33.59375 31.453125 \r\nQ 31.984375 31.78125 28.328125 31.78125 \r\nL 17.328125 31.78125 \r\nL 17.328125 0 \r\nz\r\nM 17.328125 39.984375 \r\nL 37.703125 39.984375 \r\nQ 44.1875 39.984375 47.84375 41.328125 \r\nQ 51.515625 42.671875 53.421875 45.625 \r\nQ 55.328125 48.578125 55.328125 52.046875 \r\nQ 55.328125 57.125 51.640625 60.390625 \r\nQ 47.953125 63.671875 39.984375 63.671875 \r\nL 17.328125 63.671875 \r\nz\r\n\" id=\"ArialMT-82\"/>\r\n        <path d=\"M 7.421875 0 \r\nL 7.421875 71.578125 \r\nL 21.6875 71.578125 \r\nL 38.625 20.90625 \r\nQ 40.96875 13.8125 42.046875 10.296875 \r\nQ 43.265625 14.203125 45.84375 21.78125 \r\nL 62.984375 71.578125 \r\nL 75.734375 71.578125 \r\nL 75.734375 0 \r\nL 66.609375 0 \r\nL 66.609375 59.90625 \r\nL 45.796875 0 \r\nL 37.25 0 \r\nL 16.546875 60.9375 \r\nL 16.546875 0 \r\nz\r\n\" id=\"ArialMT-77\"/>\r\n        <path d=\"M 7.90625 0 \r\nL 7.90625 71.578125 \r\nL 59.671875 71.578125 \r\nL 59.671875 63.140625 \r\nL 17.390625 63.140625 \r\nL 17.390625 41.21875 \r\nL 56.984375 41.21875 \r\nL 56.984375 32.8125 \r\nL 17.390625 32.8125 \r\nL 17.390625 8.453125 \r\nL 61.328125 8.453125 \r\nL 61.328125 0 \r\nz\r\n\" id=\"ArialMT-69\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-66\"/>\r\n       <use x=\"66.699219\" xlink:href=\"#ArialMT-76\"/>\r\n       <use x=\"122.314453\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"189.013672\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"261.230469\" xlink:href=\"#ArialMT-75\"/>\r\n       <use x=\"327.929688\" xlink:href=\"#ArialMT-47\"/>\r\n       <use x=\"355.712891\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"422.412109\" xlink:href=\"#ArialMT-70\"/>\r\n       <use x=\"483.496094\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"555.712891\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"583.496094\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"655.712891\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"722.412109\" xlink:href=\"#ArialMT-78\"/>\r\n       <use x=\"794.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"816.912109\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"883.611328\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"966.912109\" xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"1033.611328\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"1105.828125\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"1133.611328\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"1205.828125\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"1272.527344\" xlink:href=\"#ArialMT-78\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 129.17875 \r\nL 701.204219 129.17875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- HISPANIC/LATINO -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(62.005781 133.115547)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 8.015625 0 \r\nL 8.015625 71.578125 \r\nL 17.484375 71.578125 \r\nL 17.484375 42.1875 \r\nL 54.6875 42.1875 \r\nL 54.6875 71.578125 \r\nL 64.15625 71.578125 \r\nL 64.15625 0 \r\nL 54.6875 0 \r\nL 54.6875 33.734375 \r\nL 17.484375 33.734375 \r\nL 17.484375 0 \r\nz\r\n\" id=\"ArialMT-72\"/>\r\n        <path d=\"M 7.71875 0 \r\nL 7.71875 71.578125 \r\nL 34.71875 71.578125 \r\nQ 41.84375 71.578125 45.609375 70.90625 \r\nQ 50.875 70.015625 54.4375 67.546875 \r\nQ 58.015625 65.09375 60.1875 60.640625 \r\nQ 62.359375 56.203125 62.359375 50.875 \r\nQ 62.359375 41.75 56.546875 35.421875 \r\nQ 50.734375 29.109375 35.546875 29.109375 \r\nL 17.1875 29.109375 \r\nL 17.1875 0 \r\nz\r\nM 17.1875 37.546875 \r\nL 35.6875 37.546875 \r\nQ 44.875 37.546875 48.734375 40.96875 \r\nQ 52.59375 44.390625 52.59375 50.59375 \r\nQ 52.59375 55.078125 50.3125 58.265625 \r\nQ 48.046875 61.46875 44.34375 62.5 \r\nQ 41.9375 63.140625 35.5 63.140625 \r\nL 17.1875 63.140625 \r\nz\r\n\" id=\"ArialMT-80\"/>\r\n        <path d=\"M 25.921875 0 \r\nL 25.921875 63.140625 \r\nL 2.34375 63.140625 \r\nL 2.34375 71.578125 \r\nL 59.078125 71.578125 \r\nL 59.078125 63.140625 \r\nL 35.40625 63.140625 \r\nL 35.40625 0 \r\nz\r\n\" id=\"ArialMT-84\"/>\r\n        <path d=\"M 4.828125 34.859375 \r\nQ 4.828125 52.6875 14.390625 62.765625 \r\nQ 23.96875 72.859375 39.109375 72.859375 \r\nQ 49.03125 72.859375 56.984375 68.109375 \r\nQ 64.9375 63.375 69.109375 54.90625 \r\nQ 73.296875 46.4375 73.296875 35.6875 \r\nQ 73.296875 24.8125 68.890625 16.21875 \r\nQ 64.5 7.625 56.4375 3.203125 \r\nQ 48.390625 -1.21875 39.0625 -1.21875 \r\nQ 28.953125 -1.21875 20.984375 3.65625 \r\nQ 13.03125 8.546875 8.921875 16.984375 \r\nQ 4.828125 25.4375 4.828125 34.859375 \r\nz\r\nM 14.59375 34.71875 \r\nQ 14.59375 21.78125 21.546875 14.328125 \r\nQ 28.515625 6.890625 39.015625 6.890625 \r\nQ 49.703125 6.890625 56.609375 14.40625 \r\nQ 63.53125 21.921875 63.53125 35.75 \r\nQ 63.53125 44.484375 60.578125 51 \r\nQ 57.625 57.515625 51.921875 61.109375 \r\nQ 46.234375 64.703125 39.15625 64.703125 \r\nQ 29.109375 64.703125 21.84375 57.78125 \r\nQ 14.59375 50.875 14.59375 34.71875 \r\nz\r\n\" id=\"ArialMT-79\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-72\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"100\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"166.699219\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"226.023438\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"292.722656\" xlink:href=\"#ArialMT-78\"/>\r\n       <use x=\"364.939453\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"392.722656\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"464.939453\" xlink:href=\"#ArialMT-47\"/>\r\n       <use x=\"492.722656\" xlink:href=\"#ArialMT-76\"/>\r\n       <use x=\"548.337891\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"607.662109\" xlink:href=\"#ArialMT-84\"/>\r\n       <use x=\"668.746094\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"696.529297\" xlink:href=\"#ArialMT-78\"/>\r\n       <use x=\"768.746094\" xlink:href=\"#ArialMT-79\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_12\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 86.790163 \r\nL 701.204219 86.790163 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- OTHER/UNKNOWN -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(55.515781 90.72696)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 54.6875 71.578125 \r\nL 64.15625 71.578125 \r\nL 64.15625 30.21875 \r\nQ 64.15625 19.4375 61.71875 13.078125 \r\nQ 59.28125 6.734375 52.90625 2.75 \r\nQ 46.53125 -1.21875 36.1875 -1.21875 \r\nQ 26.125 -1.21875 19.71875 2.25 \r\nQ 13.328125 5.71875 10.59375 12.28125 \r\nQ 7.859375 18.84375 7.859375 30.21875 \r\nL 7.859375 71.578125 \r\nL 17.328125 71.578125 \r\nL 17.328125 30.28125 \r\nQ 17.328125 20.953125 19.0625 16.53125 \r\nQ 20.796875 12.109375 25.015625 9.71875 \r\nQ 29.25 7.328125 35.359375 7.328125 \r\nQ 45.796875 7.328125 50.234375 12.0625 \r\nQ 54.6875 16.796875 54.6875 30.28125 \r\nz\r\n\" id=\"ArialMT-85\"/>\r\n        <path d=\"M 20.21875 0 \r\nL 1.21875 71.578125 \r\nL 10.9375 71.578125 \r\nL 21.828125 24.65625 \r\nQ 23.578125 17.28125 24.859375 10.015625 \r\nQ 27.59375 21.484375 28.078125 23.25 \r\nL 41.703125 71.578125 \r\nL 53.125 71.578125 \r\nL 63.375 35.359375 \r\nQ 67.234375 21.875 68.953125 10.015625 \r\nQ 70.3125 16.796875 72.515625 25.59375 \r\nL 83.734375 71.578125 \r\nL 93.265625 71.578125 \r\nL 73.640625 0 \r\nL 64.5 0 \r\nL 49.421875 54.546875 \r\nQ 47.515625 61.375 47.171875 62.9375 \r\nQ 46.046875 58.015625 45.0625 54.546875 \r\nL 29.890625 0 \r\nz\r\n\" id=\"ArialMT-87\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-79\"/>\r\n       <use x=\"77.783203\" xlink:href=\"#ArialMT-84\"/>\r\n       <use x=\"138.867188\" xlink:href=\"#ArialMT-72\"/>\r\n       <use x=\"211.083984\" xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"277.783203\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"350\" xlink:href=\"#ArialMT-47\"/>\r\n       <use x=\"377.783203\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"450\" xlink:href=\"#ArialMT-78\"/>\r\n       <use x=\"522.216797\" xlink:href=\"#ArialMT-75\"/>\r\n       <use x=\"588.916016\" xlink:href=\"#ArialMT-78\"/>\r\n       <use x=\"661.132812\" xlink:href=\"#ArialMT-79\"/>\r\n       <use x=\"738.916016\" xlink:href=\"#ArialMT-87\"/>\r\n       <use x=\"833.300781\" xlink:href=\"#ArialMT-78\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_13\">\r\n      <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 44.401576 \r\nL 701.204219 44.401576 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- WHITE -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(119.685312 48.338373)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-87\"/>\r\n       <use x=\"94.384766\" xlink:href=\"#ArialMT-72\"/>\r\n       <use x=\"166.601562\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"194.384766\" xlink:href=\"#ArialMT-84\"/>\r\n       <use x=\"255.46875\" xlink:href=\"#ArialMT-69\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 226.6725 \r\nL 194.017248 226.6725 \r\nL 194.017248 201.239348 \r\nL 164.624219 201.239348 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 184.283913 \r\nL 236.397895 184.283913 \r\nL 236.397895 158.850761 \r\nL 164.624219 158.850761 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 141.895326 \r\nL 186.498101 141.895326 \r\nL 186.498101 116.462174 \r\nL 164.624219 116.462174 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 99.506739 \r\nL 296.824494 99.506739 \r\nL 296.824494 74.073587 \r\nL 164.624219 74.073587 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#p49b5414212)\" d=\"M 164.624219 57.118152 \r\nL 675.65279 57.118152 \r\nL 675.65279 31.685 \r\nL 164.624219 31.685 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 164.624219 236.421875 \r\nL 164.624219 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 701.204219 236.421875 \r\nL 701.204219 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 164.624219 236.421875 \r\nL 701.204219 236.421875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path d=\"M 164.624219 21.935625 \r\nL 701.204219 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_15\">\r\n    <!-- Comparison of ethnicity labels -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(352.879844 15.935625)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.5 51.859375 \r\nL 14.5 44.484375 \r\nQ 20.21875 53.03125 31 53.03125 \r\nQ 35.6875 53.03125 39.625 51.34375 \r\nQ 43.5625 49.65625 45.515625 46.921875 \r\nQ 47.46875 44.1875 48.25 40.4375 \r\nQ 48.734375 37.984375 48.734375 31.890625 \r\nL 48.734375 0 \r\nL 39.9375 0 \r\nL 39.9375 31.546875 \r\nQ 39.9375 36.921875 38.90625 39.578125 \r\nQ 37.890625 42.234375 35.28125 43.8125 \r\nQ 32.671875 45.40625 29.15625 45.40625 \r\nQ 23.53125 45.40625 19.453125 41.84375 \r\nQ 15.375 38.28125 15.375 28.328125 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-110\"/>\r\n      <path d=\"M 40.4375 19 \r\nL 49.078125 17.875 \r\nQ 47.65625 8.9375 41.8125 3.875 \r\nQ 35.984375 -1.171875 27.484375 -1.171875 \r\nQ 16.84375 -1.171875 10.375 5.78125 \r\nQ 3.90625 12.75 3.90625 25.734375 \r\nQ 3.90625 34.125 6.6875 40.421875 \r\nQ 9.46875 46.734375 15.15625 49.875 \r\nQ 20.84375 53.03125 27.546875 53.03125 \r\nQ 35.984375 53.03125 41.359375 48.75 \r\nQ 46.734375 44.484375 48.25 36.625 \r\nL 39.703125 35.296875 \r\nQ 38.484375 40.53125 35.375 43.15625 \r\nQ 32.28125 45.796875 27.875 45.796875 \r\nQ 21.234375 45.796875 17.078125 41.03125 \r\nQ 12.9375 36.28125 12.9375 25.984375 \r\nQ 12.9375 15.53125 16.9375 10.796875 \r\nQ 20.953125 6.0625 27.390625 6.0625 \r\nQ 32.5625 6.0625 36.03125 9.234375 \r\nQ 39.5 12.40625 40.4375 19 \r\nz\r\n\" id=\"ArialMT-99\"/>\r\n      <path d=\"M 6.203125 -19.96875 \r\nL 5.21875 -11.71875 \r\nQ 8.109375 -12.5 10.25 -12.5 \r\nQ 13.1875 -12.5 14.9375 -11.515625 \r\nQ 16.703125 -10.546875 17.828125 -8.796875 \r\nQ 18.65625 -7.46875 20.515625 -2.25 \r\nQ 20.75 -1.515625 21.296875 -0.09375 \r\nL 1.609375 51.859375 \r\nL 11.078125 51.859375 \r\nL 21.875 21.828125 \r\nQ 23.96875 16.109375 25.640625 9.8125 \r\nQ 27.15625 15.875 29.25 21.625 \r\nL 40.328125 51.859375 \r\nL 49.125 51.859375 \r\nL 29.390625 -0.875 \r\nQ 26.21875 -9.421875 24.46875 -12.640625 \r\nQ 22.125 -17 19.09375 -19.015625 \r\nQ 16.0625 -21.046875 11.859375 -21.046875 \r\nQ 9.328125 -21.046875 6.203125 -19.96875 \r\nz\r\n\" id=\"ArialMT-121\"/>\r\n     </defs>\r\n     <use xlink:href=\"#ArialMT-67\"/>\r\n     <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"211.132812\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"355.664062\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"377.880859\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"427.880859\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"539.111328\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"566.894531\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"622.509766\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"650.292969\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"678.076172\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"733.691406\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"761.474609\" xlink:href=\"#ArialMT-104\"/>\r\n     <use x=\"817.089844\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"872.705078\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"894.921875\" xlink:href=\"#ArialMT-99\"/>\r\n     <use x=\"944.921875\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"967.138672\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"994.921875\" xlink:href=\"#ArialMT-121\"/>\r\n     <use x=\"1044.921875\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1072.705078\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1094.921875\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"1150.537109\" xlink:href=\"#ArialMT-98\"/>\r\n     <use x=\"1206.152344\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1261.767578\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1283.984375\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p49b5414212\">\r\n   <rect height=\"214.48625\" width=\"536.58\" x=\"164.624219\" y=\"21.935625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "# Re-usable plotting function\n",
    "def plot_los_groupby(variable, size=(7,4)):\n",
    "    results = admits_patients_diag[[variable, 'died_at_the_hospital']].groupby(variable).sum().reset_index()\n",
    "    values = list(results['died_at_the_hospital'].values)\n",
    "    labels = list(results[variable].values)\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=size)\n",
    "    ind = range(len(results))\n",
    "    ax.barh(ind, values, align='center', height=0.6, color = '#55a868', alpha=0.8)\n",
    "    ax.set_yticks(ind)\n",
    "    ax.set_yticklabels(labels)\n",
    "    ax.set_xlabel('Number of people died_at_the_hospital')\n",
    "    ax.tick_params(left=False, top=False, right=False) \n",
    "    ax.set_title('Comparison of {} labels'.format(variable))\n",
    "    plt.tight_layout()\n",
    "    plt.show();\n",
    "\n",
    "# Look at median LOS for groups ETHNICITY\n",
    "plot_los_groupby('ethnicity', size=(10,4))"
   ]
  },
  {
   "source": [
    "We can notice that Asian and Hispanic/latino people usually do not incur in death during their hospital stays."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### Died_at_the_Hospital VS Admission_Type"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"278.302344pt\" version=\"1.1\" viewBox=\"0 0 708.386406 278.302344\" width=\"708.386406pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-07-19T02:13:49.086858</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 278.302344 \r\nL 708.386406 278.302344 \r\nL 708.386406 0 \r\nL 0 0 \r\nz\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 195.606406 236.421875 \r\nL 701.186406 236.421875 \r\nL 701.186406 21.935625 \r\nL 195.606406 21.935625 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 236.421875 \r\nL 195.606406 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(192.547891 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 35.296875 \r\nQ 4.15625 48 6.765625 55.734375 \r\nQ 9.375 63.484375 14.515625 67.671875 \r\nQ 19.671875 71.875 27.484375 71.875 \r\nQ 33.25 71.875 37.59375 69.546875 \r\nQ 41.9375 67.234375 44.765625 62.859375 \r\nQ 47.609375 58.5 49.21875 52.21875 \r\nQ 50.828125 45.953125 50.828125 35.296875 \r\nQ 50.828125 22.703125 48.234375 14.96875 \r\nQ 45.65625 7.234375 40.5 3 \r\nQ 35.359375 -1.21875 27.484375 -1.21875 \r\nQ 17.140625 -1.21875 11.234375 6.203125 \r\nQ 4.15625 15.140625 4.15625 35.296875 \r\nz\r\nM 13.1875 35.296875 \r\nQ 13.1875 17.671875 17.3125 11.828125 \r\nQ 21.4375 6 27.484375 6 \r\nQ 33.546875 6 37.671875 11.859375 \r\nQ 41.796875 17.71875 41.796875 35.296875 \r\nQ 41.796875 52.984375 37.671875 58.78125 \r\nQ 33.546875 64.59375 27.390625 64.59375 \r\nQ 21.34375 64.59375 17.71875 59.46875 \r\nQ 13.1875 52.9375 13.1875 35.296875 \r\nz\r\n\" id=\"ArialMT-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 286.76596 236.421875 \r\nL 286.76596 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(274.531897 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 37.25 0 \r\nL 28.46875 0 \r\nL 28.46875 56 \r\nQ 25.296875 52.984375 20.140625 49.953125 \r\nQ 14.984375 46.921875 10.890625 45.40625 \r\nL 10.890625 53.90625 \r\nQ 18.265625 57.375 23.78125 62.296875 \r\nQ 29.296875 67.234375 31.59375 71.875 \r\nL 37.25 71.875 \r\nz\r\n\" id=\"ArialMT-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 377.925513 236.421875 \r\nL 377.925513 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(365.691451 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 50.34375 8.453125 \r\nL 50.34375 0 \r\nL 3.03125 0 \r\nQ 2.9375 3.171875 4.046875 6.109375 \r\nQ 5.859375 10.9375 9.828125 15.625 \r\nQ 13.8125 20.3125 21.34375 26.46875 \r\nQ 33.015625 36.03125 37.109375 41.625 \r\nQ 41.21875 47.21875 41.21875 52.203125 \r\nQ 41.21875 57.421875 37.46875 61 \r\nQ 33.734375 64.59375 27.734375 64.59375 \r\nQ 21.390625 64.59375 17.578125 60.78125 \r\nQ 13.765625 56.984375 13.71875 50.25 \r\nL 4.6875 51.171875 \r\nQ 5.609375 61.28125 11.65625 66.578125 \r\nQ 17.71875 71.875 27.9375 71.875 \r\nQ 38.234375 71.875 44.234375 66.15625 \r\nQ 50.25 60.453125 50.25 52 \r\nQ 50.25 47.703125 48.484375 43.546875 \r\nQ 46.734375 39.40625 42.65625 34.8125 \r\nQ 38.578125 30.21875 29.109375 22.21875 \r\nQ 21.1875 15.578125 18.9375 13.203125 \r\nQ 16.703125 10.84375 15.234375 8.453125 \r\nz\r\n\" id=\"ArialMT-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 469.085067 236.421875 \r\nL 469.085067 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 3000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(456.851004 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.203125 18.890625 \r\nL 12.984375 20.0625 \r\nQ 14.5 12.59375 18.140625 9.296875 \r\nQ 21.78125 6 27 6 \r\nQ 33.203125 6 37.46875 10.296875 \r\nQ 41.75 14.59375 41.75 20.953125 \r\nQ 41.75 27 37.796875 30.921875 \r\nQ 33.84375 34.859375 27.734375 34.859375 \r\nQ 25.25 34.859375 21.53125 33.890625 \r\nL 22.515625 41.609375 \r\nQ 23.390625 41.5 23.921875 41.5 \r\nQ 29.546875 41.5 34.03125 44.421875 \r\nQ 38.53125 47.359375 38.53125 53.46875 \r\nQ 38.53125 58.296875 35.25 61.46875 \r\nQ 31.984375 64.65625 26.8125 64.65625 \r\nQ 21.6875 64.65625 18.265625 61.421875 \r\nQ 14.84375 58.203125 13.875 51.765625 \r\nL 5.078125 53.328125 \r\nQ 6.6875 62.15625 12.390625 67.015625 \r\nQ 18.109375 71.875 26.609375 71.875 \r\nQ 32.46875 71.875 37.390625 69.359375 \r\nQ 42.328125 66.84375 44.9375 62.5 \r\nQ 47.5625 58.15625 47.5625 53.265625 \r\nQ 47.5625 48.640625 45.0625 44.828125 \r\nQ 42.578125 41.015625 37.703125 38.765625 \r\nQ 44.046875 37.3125 47.5625 32.6875 \r\nQ 51.078125 28.078125 51.078125 21.140625 \r\nQ 51.078125 11.765625 44.234375 5.25 \r\nQ 37.40625 -1.265625 26.953125 -1.265625 \r\nQ 17.53125 -1.265625 11.296875 4.34375 \r\nQ 5.078125 9.96875 4.203125 18.890625 \r\nz\r\n\" id=\"ArialMT-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 560.24462 236.421875 \r\nL 560.24462 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 4000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(548.010558 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 32.328125 0 \r\nL 32.328125 17.140625 \r\nL 1.265625 17.140625 \r\nL 1.265625 25.203125 \r\nL 33.9375 71.578125 \r\nL 41.109375 71.578125 \r\nL 41.109375 25.203125 \r\nL 50.78125 25.203125 \r\nL 50.78125 17.140625 \r\nL 41.109375 17.140625 \r\nL 41.109375 0 \r\nz\r\nM 32.328125 25.203125 \r\nL 32.328125 57.46875 \r\nL 9.90625 25.203125 \r\nz\r\n\" id=\"ArialMT-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 651.404174 236.421875 \r\nL 651.404174 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 5000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(639.170112 253.795469)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 18.75 \r\nL 13.375 19.53125 \r\nQ 14.40625 12.796875 18.140625 9.390625 \r\nQ 21.875 6 27.15625 6 \r\nQ 33.5 6 37.890625 10.78125 \r\nQ 42.28125 15.578125 42.28125 23.484375 \r\nQ 42.28125 31 38.0625 35.34375 \r\nQ 33.84375 39.703125 27 39.703125 \r\nQ 22.75 39.703125 19.328125 37.765625 \r\nQ 15.921875 35.84375 13.96875 32.765625 \r\nL 5.71875 33.84375 \r\nL 12.640625 70.609375 \r\nL 48.25 70.609375 \r\nL 48.25 62.203125 \r\nL 19.671875 62.203125 \r\nL 15.828125 42.96875 \r\nQ 22.265625 47.46875 29.34375 47.46875 \r\nQ 38.71875 47.46875 45.15625 40.96875 \r\nQ 51.609375 34.46875 51.609375 24.265625 \r\nQ 51.609375 14.546875 45.953125 7.46875 \r\nQ 39.0625 -1.21875 27.15625 -1.21875 \r\nQ 17.390625 -1.21875 11.203125 4.25 \r\nQ 5.03125 9.71875 4.15625 18.75 \r\nz\r\n\" id=\"ArialMT-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     <!-- Number of people died_at_the_hospital -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(343.662656 268.717344)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 7.625 0 \r\nL 7.625 71.578125 \r\nL 17.328125 71.578125 \r\nL 54.9375 15.375 \r\nL 54.9375 71.578125 \r\nL 64.015625 71.578125 \r\nL 64.015625 0 \r\nL 54.296875 0 \r\nL 16.703125 56.25 \r\nL 16.703125 0 \r\nz\r\n\" id=\"ArialMT-78\"/>\r\n       <path d=\"M 40.578125 0 \r\nL 40.578125 7.625 \r\nQ 34.515625 -1.171875 24.125 -1.171875 \r\nQ 19.53125 -1.171875 15.546875 0.578125 \r\nQ 11.578125 2.34375 9.640625 5 \r\nQ 7.71875 7.671875 6.9375 11.53125 \r\nQ 6.390625 14.109375 6.390625 19.734375 \r\nL 6.390625 51.859375 \r\nL 15.1875 51.859375 \r\nL 15.1875 23.09375 \r\nQ 15.1875 16.21875 15.71875 13.8125 \r\nQ 16.546875 10.359375 19.234375 8.375 \r\nQ 21.921875 6.390625 25.875 6.390625 \r\nQ 29.828125 6.390625 33.296875 8.421875 \r\nQ 36.765625 10.453125 38.203125 13.9375 \r\nQ 39.65625 17.4375 39.65625 24.078125 \r\nL 39.65625 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 0 \r\nz\r\n\" id=\"ArialMT-117\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.453125 51.859375 \r\nL 14.453125 44.578125 \r\nQ 16.890625 48.390625 20.9375 50.703125 \r\nQ 25 53.03125 30.171875 53.03125 \r\nQ 35.9375 53.03125 39.625 50.640625 \r\nQ 43.3125 48.25 44.828125 43.953125 \r\nQ 50.984375 53.03125 60.84375 53.03125 \r\nQ 68.5625 53.03125 72.703125 48.75 \r\nQ 76.859375 44.484375 76.859375 35.59375 \r\nL 76.859375 0 \r\nL 68.109375 0 \r\nL 68.109375 32.671875 \r\nQ 68.109375 37.9375 67.25 40.25 \r\nQ 66.40625 42.578125 64.15625 43.984375 \r\nQ 61.921875 45.40625 58.890625 45.40625 \r\nQ 53.421875 45.40625 49.796875 41.765625 \r\nQ 46.1875 38.140625 46.1875 30.125 \r\nL 46.1875 0 \r\nL 37.40625 0 \r\nL 37.40625 33.6875 \r\nQ 37.40625 39.546875 35.25 42.46875 \r\nQ 33.109375 45.40625 28.21875 45.40625 \r\nQ 24.515625 45.40625 21.359375 43.453125 \r\nQ 18.21875 41.5 16.796875 37.734375 \r\nQ 15.375 33.984375 15.375 26.90625 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-109\"/>\r\n       <path d=\"M 14.703125 0 \r\nL 6.546875 0 \r\nL 6.546875 71.578125 \r\nL 15.328125 71.578125 \r\nL 15.328125 46.046875 \r\nQ 20.90625 53.03125 29.546875 53.03125 \r\nQ 34.328125 53.03125 38.59375 51.09375 \r\nQ 42.875 49.171875 45.625 45.671875 \r\nQ 48.390625 42.1875 49.953125 37.25 \r\nQ 51.515625 32.328125 51.515625 26.703125 \r\nQ 51.515625 13.375 44.921875 6.09375 \r\nQ 38.328125 -1.171875 29.109375 -1.171875 \r\nQ 19.921875 -1.171875 14.703125 6.5 \r\nz\r\nM 14.59375 26.3125 \r\nQ 14.59375 17 17.140625 12.84375 \r\nQ 21.296875 6.0625 28.375 6.0625 \r\nQ 34.125 6.0625 38.328125 11.0625 \r\nQ 42.53125 16.0625 42.53125 25.984375 \r\nQ 42.53125 36.140625 38.5 40.96875 \r\nQ 34.46875 45.796875 28.765625 45.796875 \r\nQ 23 45.796875 18.796875 40.796875 \r\nQ 14.59375 35.796875 14.59375 26.3125 \r\nz\r\n\" id=\"ArialMT-98\"/>\r\n       <path d=\"M 42.09375 16.703125 \r\nL 51.171875 15.578125 \r\nQ 49.03125 7.625 43.21875 3.21875 \r\nQ 37.40625 -1.171875 28.375 -1.171875 \r\nQ 17 -1.171875 10.328125 5.828125 \r\nQ 3.65625 12.84375 3.65625 25.484375 \r\nQ 3.65625 38.578125 10.390625 45.796875 \r\nQ 17.140625 53.03125 27.875 53.03125 \r\nQ 38.28125 53.03125 44.875 45.953125 \r\nQ 51.46875 38.875 51.46875 26.03125 \r\nQ 51.46875 25.25 51.421875 23.6875 \r\nL 12.75 23.6875 \r\nQ 13.234375 15.140625 17.578125 10.59375 \r\nQ 21.921875 6.0625 28.421875 6.0625 \r\nQ 33.25 6.0625 36.671875 8.59375 \r\nQ 40.09375 11.140625 42.09375 16.703125 \r\nz\r\nM 13.234375 30.90625 \r\nL 42.1875 30.90625 \r\nQ 41.609375 37.453125 38.875 40.71875 \r\nQ 34.671875 45.796875 27.984375 45.796875 \r\nQ 21.921875 45.796875 17.796875 41.75 \r\nQ 13.671875 37.703125 13.234375 30.90625 \r\nz\r\n\" id=\"ArialMT-101\"/>\r\n       <path d=\"M 6.5 0 \r\nL 6.5 51.859375 \r\nL 14.40625 51.859375 \r\nL 14.40625 44 \r\nQ 17.4375 49.515625 20 51.265625 \r\nQ 22.5625 53.03125 25.640625 53.03125 \r\nQ 30.078125 53.03125 34.671875 50.203125 \r\nL 31.640625 42.046875 \r\nQ 28.421875 43.953125 25.203125 43.953125 \r\nQ 22.3125 43.953125 20.015625 42.21875 \r\nQ 17.71875 40.484375 16.75 37.40625 \r\nQ 15.28125 32.71875 15.28125 27.15625 \r\nL 15.28125 0 \r\nz\r\n\" id=\"ArialMT-114\"/>\r\n       <path id=\"ArialMT-32\"/>\r\n       <path d=\"M 3.328125 25.921875 \r\nQ 3.328125 40.328125 11.328125 47.265625 \r\nQ 18.015625 53.03125 27.640625 53.03125 \r\nQ 38.328125 53.03125 45.109375 46.015625 \r\nQ 51.90625 39.015625 51.90625 26.65625 \r\nQ 51.90625 16.65625 48.90625 10.90625 \r\nQ 45.90625 5.171875 40.15625 2 \r\nQ 34.421875 -1.171875 27.640625 -1.171875 \r\nQ 16.75 -1.171875 10.03125 5.8125 \r\nQ 3.328125 12.796875 3.328125 25.921875 \r\nz\r\nM 12.359375 25.921875 \r\nQ 12.359375 15.96875 16.703125 11.015625 \r\nQ 21.046875 6.0625 27.640625 6.0625 \r\nQ 34.1875 6.0625 38.53125 11.03125 \r\nQ 42.875 16.015625 42.875 26.21875 \r\nQ 42.875 35.84375 38.5 40.796875 \r\nQ 34.125 45.75 27.640625 45.75 \r\nQ 21.046875 45.75 16.703125 40.8125 \r\nQ 12.359375 35.890625 12.359375 25.921875 \r\nz\r\n\" id=\"ArialMT-111\"/>\r\n       <path d=\"M 8.6875 0 \r\nL 8.6875 45.015625 \r\nL 0.921875 45.015625 \r\nL 0.921875 51.859375 \r\nL 8.6875 51.859375 \r\nL 8.6875 57.375 \r\nQ 8.6875 62.59375 9.625 65.140625 \r\nQ 10.890625 68.5625 14.078125 70.671875 \r\nQ 17.28125 72.796875 23.046875 72.796875 \r\nQ 26.765625 72.796875 31.25 71.921875 \r\nL 29.9375 64.265625 \r\nQ 27.203125 64.75 24.75 64.75 \r\nQ 20.75 64.75 19.09375 63.03125 \r\nQ 17.4375 61.328125 17.4375 56.640625 \r\nL 17.4375 51.859375 \r\nL 27.546875 51.859375 \r\nL 27.546875 45.015625 \r\nL 17.4375 45.015625 \r\nL 17.4375 0 \r\nz\r\n\" id=\"ArialMT-102\"/>\r\n       <path d=\"M 6.59375 -19.875 \r\nL 6.59375 51.859375 \r\nL 14.59375 51.859375 \r\nL 14.59375 45.125 \r\nQ 17.4375 49.078125 21 51.046875 \r\nQ 24.5625 53.03125 29.640625 53.03125 \r\nQ 36.28125 53.03125 41.359375 49.609375 \r\nQ 46.4375 46.1875 49.015625 39.953125 \r\nQ 51.609375 33.734375 51.609375 26.3125 \r\nQ 51.609375 18.359375 48.75 11.984375 \r\nQ 45.90625 5.609375 40.453125 2.21875 \r\nQ 35.015625 -1.171875 29 -1.171875 \r\nQ 24.609375 -1.171875 21.109375 0.6875 \r\nQ 17.625 2.546875 15.375 5.375 \r\nL 15.375 -19.875 \r\nz\r\nM 14.546875 25.640625 \r\nQ 14.546875 15.625 18.59375 10.84375 \r\nQ 22.65625 6.0625 28.421875 6.0625 \r\nQ 34.28125 6.0625 38.453125 11.015625 \r\nQ 42.625 15.96875 42.625 26.375 \r\nQ 42.625 36.28125 38.546875 41.203125 \r\nQ 34.46875 46.140625 28.8125 46.140625 \r\nQ 23.1875 46.140625 18.859375 40.890625 \r\nQ 14.546875 35.640625 14.546875 25.640625 \r\nz\r\n\" id=\"ArialMT-112\"/>\r\n       <path d=\"M 6.390625 0 \r\nL 6.390625 71.578125 \r\nL 15.1875 71.578125 \r\nL 15.1875 0 \r\nz\r\n\" id=\"ArialMT-108\"/>\r\n       <path d=\"M 40.234375 0 \r\nL 40.234375 6.546875 \r\nQ 35.296875 -1.171875 25.734375 -1.171875 \r\nQ 19.53125 -1.171875 14.328125 2.25 \r\nQ 9.125 5.671875 6.265625 11.796875 \r\nQ 3.421875 17.921875 3.421875 25.875 \r\nQ 3.421875 33.640625 6 39.96875 \r\nQ 8.59375 46.296875 13.765625 49.65625 \r\nQ 18.953125 53.03125 25.34375 53.03125 \r\nQ 30.03125 53.03125 33.6875 51.046875 \r\nQ 37.359375 49.078125 39.65625 45.90625 \r\nL 39.65625 71.578125 \r\nL 48.390625 71.578125 \r\nL 48.390625 0 \r\nz\r\nM 12.453125 25.875 \r\nQ 12.453125 15.921875 16.640625 10.984375 \r\nQ 20.84375 6.0625 26.5625 6.0625 \r\nQ 32.328125 6.0625 36.34375 10.765625 \r\nQ 40.375 15.484375 40.375 25.140625 \r\nQ 40.375 35.796875 36.265625 40.765625 \r\nQ 32.171875 45.75 26.171875 45.75 \r\nQ 20.3125 45.75 16.375 40.96875 \r\nQ 12.453125 36.1875 12.453125 25.875 \r\nz\r\n\" id=\"ArialMT-100\"/>\r\n       <path d=\"M 6.640625 61.46875 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 61.46875 \r\nz\r\nM 6.640625 0 \r\nL 6.640625 51.859375 \r\nL 15.4375 51.859375 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-105\"/>\r\n       <path d=\"M -1.515625 -19.875 \r\nL -1.515625 -13.53125 \r\nL 56.734375 -13.53125 \r\nL 56.734375 -19.875 \r\nz\r\n\" id=\"ArialMT-95\"/>\r\n       <path d=\"M 40.4375 6.390625 \r\nQ 35.546875 2.25 31.03125 0.53125 \r\nQ 26.515625 -1.171875 21.34375 -1.171875 \r\nQ 12.796875 -1.171875 8.203125 3 \r\nQ 3.609375 7.171875 3.609375 13.671875 \r\nQ 3.609375 17.484375 5.34375 20.625 \r\nQ 7.078125 23.78125 9.890625 25.6875 \r\nQ 12.703125 27.59375 16.21875 28.5625 \r\nQ 18.796875 29.25 24.03125 29.890625 \r\nQ 34.671875 31.15625 39.703125 32.90625 \r\nQ 39.75 34.71875 39.75 35.203125 \r\nQ 39.75 40.578125 37.25 42.78125 \r\nQ 33.890625 45.75 27.25 45.75 \r\nQ 21.046875 45.75 18.09375 43.578125 \r\nQ 15.140625 41.40625 13.71875 35.890625 \r\nL 5.125 37.0625 \r\nQ 6.296875 42.578125 8.984375 45.96875 \r\nQ 11.671875 49.359375 16.75 51.1875 \r\nQ 21.828125 53.03125 28.515625 53.03125 \r\nQ 35.15625 53.03125 39.296875 51.46875 \r\nQ 43.453125 49.90625 45.40625 47.53125 \r\nQ 47.359375 45.171875 48.140625 41.546875 \r\nQ 48.578125 39.3125 48.578125 33.453125 \r\nL 48.578125 21.734375 \r\nQ 48.578125 9.46875 49.140625 6.21875 \r\nQ 49.703125 2.984375 51.375 0 \r\nL 42.1875 0 \r\nQ 40.828125 2.734375 40.4375 6.390625 \r\nz\r\nM 39.703125 26.03125 \r\nQ 34.90625 24.078125 25.34375 22.703125 \r\nQ 19.921875 21.921875 17.671875 20.9375 \r\nQ 15.4375 19.96875 14.203125 18.09375 \r\nQ 12.984375 16.21875 12.984375 13.921875 \r\nQ 12.984375 10.40625 15.640625 8.0625 \r\nQ 18.3125 5.71875 23.4375 5.71875 \r\nQ 28.515625 5.71875 32.46875 7.9375 \r\nQ 36.421875 10.15625 38.28125 14.015625 \r\nQ 39.703125 17 39.703125 22.796875 \r\nz\r\n\" id=\"ArialMT-97\"/>\r\n       <path d=\"M 25.78125 7.859375 \r\nL 27.046875 0.09375 \r\nQ 23.34375 -0.6875 20.40625 -0.6875 \r\nQ 15.625 -0.6875 12.984375 0.828125 \r\nQ 10.359375 2.34375 9.28125 4.8125 \r\nQ 8.203125 7.28125 8.203125 15.1875 \r\nL 8.203125 45.015625 \r\nL 1.765625 45.015625 \r\nL 1.765625 51.859375 \r\nL 8.203125 51.859375 \r\nL 8.203125 64.703125 \r\nL 16.9375 69.96875 \r\nL 16.9375 51.859375 \r\nL 25.78125 51.859375 \r\nL 25.78125 45.015625 \r\nL 16.9375 45.015625 \r\nL 16.9375 14.703125 \r\nQ 16.9375 10.9375 17.40625 9.859375 \r\nQ 17.875 8.796875 18.921875 8.15625 \r\nQ 19.96875 7.515625 21.921875 7.515625 \r\nQ 23.390625 7.515625 25.78125 7.859375 \r\nz\r\n\" id=\"ArialMT-116\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 71.578125 \r\nL 15.375 71.578125 \r\nL 15.375 45.90625 \r\nQ 21.53125 53.03125 30.90625 53.03125 \r\nQ 36.671875 53.03125 40.921875 50.75 \r\nQ 45.171875 48.484375 47 44.484375 \r\nQ 48.828125 40.484375 48.828125 32.859375 \r\nL 48.828125 0 \r\nL 40.046875 0 \r\nL 40.046875 32.859375 \r\nQ 40.046875 39.453125 37.1875 42.453125 \r\nQ 34.328125 45.453125 29.109375 45.453125 \r\nQ 25.203125 45.453125 21.75 43.421875 \r\nQ 18.3125 41.40625 16.84375 37.9375 \r\nQ 15.375 34.46875 15.375 28.375 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-104\"/>\r\n       <path d=\"M 3.078125 15.484375 \r\nL 11.765625 16.84375 \r\nQ 12.5 11.625 15.84375 8.84375 \r\nQ 19.1875 6.0625 25.203125 6.0625 \r\nQ 31.25 6.0625 34.171875 8.515625 \r\nQ 37.109375 10.984375 37.109375 14.3125 \r\nQ 37.109375 17.28125 34.515625 19 \r\nQ 32.71875 20.171875 25.53125 21.96875 \r\nQ 15.875 24.421875 12.140625 26.203125 \r\nQ 8.40625 27.984375 6.46875 31.125 \r\nQ 4.546875 34.28125 4.546875 38.09375 \r\nQ 4.546875 41.546875 6.125 44.5 \r\nQ 7.71875 47.46875 10.453125 49.421875 \r\nQ 12.5 50.921875 16.03125 51.96875 \r\nQ 19.578125 53.03125 23.640625 53.03125 \r\nQ 29.734375 53.03125 34.34375 51.265625 \r\nQ 38.96875 49.515625 41.15625 46.5 \r\nQ 43.359375 43.5 44.1875 38.484375 \r\nL 35.59375 37.3125 \r\nQ 35.015625 41.3125 32.203125 43.546875 \r\nQ 29.390625 45.796875 24.265625 45.796875 \r\nQ 18.21875 45.796875 15.625 43.796875 \r\nQ 13.03125 41.796875 13.03125 39.109375 \r\nQ 13.03125 37.40625 14.109375 36.03125 \r\nQ 15.1875 34.625 17.484375 33.6875 \r\nQ 18.796875 33.203125 25.25 31.453125 \r\nQ 34.578125 28.953125 38.25 27.359375 \r\nQ 41.9375 25.78125 44.03125 22.75 \r\nQ 46.140625 19.734375 46.140625 15.234375 \r\nQ 46.140625 10.84375 43.578125 6.953125 \r\nQ 41.015625 3.078125 36.171875 0.953125 \r\nQ 31.34375 -1.171875 25.25 -1.171875 \r\nQ 15.140625 -1.171875 9.84375 3.03125 \r\nQ 4.546875 7.234375 3.078125 15.484375 \r\nz\r\n\" id=\"ArialMT-115\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-78\"/>\r\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-98\"/>\r\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"355.664062\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"383.447266\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"439.0625\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"466.845703\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"494.628906\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"550.244141\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"605.859375\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"661.474609\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"717.089844\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"739.306641\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"794.921875\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"822.705078\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"878.320312\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"900.537109\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"956.152344\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"1011.767578\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1067.382812\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"1122.998047\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1150.78125\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1206.396484\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1234.179688\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"1289.794922\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"1345.410156\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1401.025391\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"1456.640625\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"1512.255859\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"1562.255859\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"1617.871094\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"1640.087891\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1667.871094\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"1723.486328\" xlink:href=\"#ArialMT-108\"/>\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_7\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 210.423542 \r\nL 701.186406 210.423542 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- ELECTIVE -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(132.921406 214.360339)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 7.90625 0 \r\nL 7.90625 71.578125 \r\nL 59.671875 71.578125 \r\nL 59.671875 63.140625 \r\nL 17.390625 63.140625 \r\nL 17.390625 41.21875 \r\nL 56.984375 41.21875 \r\nL 56.984375 32.8125 \r\nL 17.390625 32.8125 \r\nL 17.390625 8.453125 \r\nL 61.328125 8.453125 \r\nL 61.328125 0 \r\nz\r\n\" id=\"ArialMT-69\"/>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 16.796875 71.578125 \r\nL 16.796875 8.453125 \r\nL 52.046875 8.453125 \r\nL 52.046875 0 \r\nz\r\n\" id=\"ArialMT-76\"/>\r\n        <path d=\"M 58.796875 25.09375 \r\nL 68.265625 22.703125 \r\nQ 65.28125 11.03125 57.546875 4.90625 \r\nQ 49.8125 -1.21875 38.625 -1.21875 \r\nQ 27.046875 -1.21875 19.796875 3.484375 \r\nQ 12.546875 8.203125 8.765625 17.140625 \r\nQ 4.984375 26.078125 4.984375 36.328125 \r\nQ 4.984375 47.515625 9.25 55.828125 \r\nQ 13.53125 64.15625 21.40625 68.46875 \r\nQ 29.296875 72.796875 38.765625 72.796875 \r\nQ 49.515625 72.796875 56.828125 67.328125 \r\nQ 64.15625 61.859375 67.046875 51.953125 \r\nL 57.71875 49.75 \r\nQ 55.21875 57.5625 50.484375 61.125 \r\nQ 45.75 64.703125 38.578125 64.703125 \r\nQ 30.328125 64.703125 24.78125 60.734375 \r\nQ 19.234375 56.78125 16.984375 50.109375 \r\nQ 14.75 43.453125 14.75 36.375 \r\nQ 14.75 27.25 17.40625 20.4375 \r\nQ 20.0625 13.625 25.671875 10.25 \r\nQ 31.296875 6.890625 37.84375 6.890625 \r\nQ 45.796875 6.890625 51.3125 11.46875 \r\nQ 56.84375 16.0625 58.796875 25.09375 \r\nz\r\n\" id=\"ArialMT-67\"/>\r\n        <path d=\"M 25.921875 0 \r\nL 25.921875 63.140625 \r\nL 2.34375 63.140625 \r\nL 2.34375 71.578125 \r\nL 59.078125 71.578125 \r\nL 59.078125 63.140625 \r\nL 35.40625 63.140625 \r\nL 35.40625 0 \r\nz\r\n\" id=\"ArialMT-84\"/>\r\n        <path d=\"M 9.328125 0 \r\nL 9.328125 71.578125 \r\nL 18.796875 71.578125 \r\nL 18.796875 0 \r\nz\r\n\" id=\"ArialMT-73\"/>\r\n        <path d=\"M 28.171875 0 \r\nL 0.4375 71.578125 \r\nL 10.6875 71.578125 \r\nL 29.296875 19.578125 \r\nQ 31.546875 13.328125 33.0625 7.859375 \r\nQ 34.71875 13.71875 36.921875 19.578125 \r\nL 56.25 71.578125 \r\nL 65.921875 71.578125 \r\nL 37.890625 0 \r\nz\r\n\" id=\"ArialMT-86\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"66.699219\" xlink:href=\"#ArialMT-76\"/>\r\n       <use x=\"122.314453\" xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"189.013672\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"261.230469\" xlink:href=\"#ArialMT-84\"/>\r\n       <use x=\"322.314453\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"350.097656\" xlink:href=\"#ArialMT-86\"/>\r\n       <use x=\"416.796875\" xlink:href=\"#ArialMT-69\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 156.260347 \r\nL 701.186406 156.260347 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- EMERGENCY -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(115.20625 160.197144)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 7.421875 0 \r\nL 7.421875 71.578125 \r\nL 21.6875 71.578125 \r\nL 38.625 20.90625 \r\nQ 40.96875 13.8125 42.046875 10.296875 \r\nQ 43.265625 14.203125 45.84375 21.78125 \r\nL 62.984375 71.578125 \r\nL 75.734375 71.578125 \r\nL 75.734375 0 \r\nL 66.609375 0 \r\nL 66.609375 59.90625 \r\nL 45.796875 0 \r\nL 37.25 0 \r\nL 16.546875 60.9375 \r\nL 16.546875 0 \r\nz\r\n\" id=\"ArialMT-77\"/>\r\n        <path d=\"M 7.859375 0 \r\nL 7.859375 71.578125 \r\nL 39.59375 71.578125 \r\nQ 49.171875 71.578125 54.140625 69.640625 \r\nQ 59.125 67.71875 62.109375 62.828125 \r\nQ 65.09375 57.953125 65.09375 52.046875 \r\nQ 65.09375 44.4375 60.15625 39.203125 \r\nQ 55.21875 33.984375 44.921875 32.5625 \r\nQ 48.6875 30.765625 50.640625 29 \r\nQ 54.78125 25.203125 58.5 19.484375 \r\nL 70.953125 0 \r\nL 59.03125 0 \r\nL 49.5625 14.890625 \r\nQ 45.40625 21.34375 42.71875 24.75 \r\nQ 40.046875 28.171875 37.921875 29.53125 \r\nQ 35.796875 30.90625 33.59375 31.453125 \r\nQ 31.984375 31.78125 28.328125 31.78125 \r\nL 17.328125 31.78125 \r\nL 17.328125 0 \r\nz\r\nM 17.328125 39.984375 \r\nL 37.703125 39.984375 \r\nQ 44.1875 39.984375 47.84375 41.328125 \r\nQ 51.515625 42.671875 53.421875 45.625 \r\nQ 55.328125 48.578125 55.328125 52.046875 \r\nQ 55.328125 57.125 51.640625 60.390625 \r\nQ 47.953125 63.671875 39.984375 63.671875 \r\nL 17.328125 63.671875 \r\nz\r\n\" id=\"ArialMT-82\"/>\r\n        <path d=\"M 41.21875 28.078125 \r\nL 41.21875 36.46875 \r\nL 71.53125 36.53125 \r\nL 71.53125 9.96875 \r\nQ 64.546875 4.390625 57.125 1.578125 \r\nQ 49.703125 -1.21875 41.890625 -1.21875 \r\nQ 31.34375 -1.21875 22.71875 3.296875 \r\nQ 14.109375 7.8125 9.71875 16.359375 \r\nQ 5.328125 24.90625 5.328125 35.453125 \r\nQ 5.328125 45.90625 9.6875 54.953125 \r\nQ 14.0625 64.015625 22.265625 68.40625 \r\nQ 30.46875 72.796875 41.15625 72.796875 \r\nQ 48.921875 72.796875 55.1875 70.28125 \r\nQ 61.46875 67.78125 65.03125 63.28125 \r\nQ 68.609375 58.796875 70.453125 51.5625 \r\nL 61.921875 49.21875 \r\nQ 60.296875 54.6875 57.90625 57.8125 \r\nQ 55.515625 60.9375 51.0625 62.8125 \r\nQ 46.625 64.703125 41.21875 64.703125 \r\nQ 34.71875 64.703125 29.984375 62.71875 \r\nQ 25.25 60.75 22.34375 57.515625 \r\nQ 19.4375 54.296875 17.828125 50.4375 \r\nQ 15.09375 43.796875 15.09375 36.03125 \r\nQ 15.09375 26.46875 18.390625 20.015625 \r\nQ 21.6875 13.578125 27.984375 10.453125 \r\nQ 34.28125 7.328125 41.359375 7.328125 \r\nQ 47.515625 7.328125 53.375 9.6875 \r\nQ 59.234375 12.0625 62.25 14.75 \r\nL 62.25 28.078125 \r\nz\r\n\" id=\"ArialMT-71\"/>\r\n        <path d=\"M 27.875 0 \r\nL 27.875 30.328125 \r\nL 0.296875 71.578125 \r\nL 11.8125 71.578125 \r\nL 25.921875 50 \r\nQ 29.828125 43.953125 33.203125 37.890625 \r\nQ 36.421875 43.5 41.015625 50.53125 \r\nL 54.890625 71.578125 \r\nL 65.921875 71.578125 \r\nL 37.359375 30.328125 \r\nL 37.359375 0 \r\nz\r\n\" id=\"ArialMT-89\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"66.699219\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"150\" xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"216.699219\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"288.916016\" xlink:href=\"#ArialMT-71\"/>\r\n       <use x=\"366.699219\" xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"433.398438\" xlink:href=\"#ArialMT-78\"/>\r\n       <use x=\"505.615234\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"577.832031\" xlink:href=\"#ArialMT-89\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 102.097153 \r\nL 701.186406 102.097153 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- OBSERVATION -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(108.460156 106.03395)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.828125 34.859375 \r\nQ 4.828125 52.6875 14.390625 62.765625 \r\nQ 23.96875 72.859375 39.109375 72.859375 \r\nQ 49.03125 72.859375 56.984375 68.109375 \r\nQ 64.9375 63.375 69.109375 54.90625 \r\nQ 73.296875 46.4375 73.296875 35.6875 \r\nQ 73.296875 24.8125 68.890625 16.21875 \r\nQ 64.5 7.625 56.4375 3.203125 \r\nQ 48.390625 -1.21875 39.0625 -1.21875 \r\nQ 28.953125 -1.21875 20.984375 3.65625 \r\nQ 13.03125 8.546875 8.921875 16.984375 \r\nQ 4.828125 25.4375 4.828125 34.859375 \r\nz\r\nM 14.59375 34.71875 \r\nQ 14.59375 21.78125 21.546875 14.328125 \r\nQ 28.515625 6.890625 39.015625 6.890625 \r\nQ 49.703125 6.890625 56.609375 14.40625 \r\nQ 63.53125 21.921875 63.53125 35.75 \r\nQ 63.53125 44.484375 60.578125 51 \r\nQ 57.625 57.515625 51.921875 61.109375 \r\nQ 46.234375 64.703125 39.15625 64.703125 \r\nQ 29.109375 64.703125 21.84375 57.78125 \r\nQ 14.59375 50.875 14.59375 34.71875 \r\nz\r\n\" id=\"ArialMT-79\"/>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 34.1875 71.578125 \r\nQ 42.390625 71.578125 47.34375 69.40625 \r\nQ 52.296875 67.234375 55.09375 62.71875 \r\nQ 57.90625 58.203125 57.90625 53.265625 \r\nQ 57.90625 48.6875 55.421875 44.625 \r\nQ 52.9375 40.578125 47.90625 38.09375 \r\nQ 54.390625 36.1875 57.875 31.59375 \r\nQ 61.375 27 61.375 20.75 \r\nQ 61.375 15.71875 59.25 11.390625 \r\nQ 57.125 7.078125 54 4.734375 \r\nQ 50.875 2.390625 46.15625 1.1875 \r\nQ 41.453125 0 34.625 0 \r\nz\r\nM 16.796875 41.5 \r\nL 32.28125 41.5 \r\nQ 38.578125 41.5 41.3125 42.328125 \r\nQ 44.921875 43.40625 46.75 45.890625 \r\nQ 48.578125 48.390625 48.578125 52.15625 \r\nQ 48.578125 55.71875 46.875 58.421875 \r\nQ 45.171875 61.140625 41.984375 62.140625 \r\nQ 38.8125 63.140625 31.109375 63.140625 \r\nL 16.796875 63.140625 \r\nz\r\nM 16.796875 8.453125 \r\nL 34.625 8.453125 \r\nQ 39.203125 8.453125 41.0625 8.796875 \r\nQ 44.34375 9.375 46.53125 10.734375 \r\nQ 48.734375 12.109375 50.140625 14.71875 \r\nQ 51.5625 17.328125 51.5625 20.75 \r\nQ 51.5625 24.75 49.515625 27.703125 \r\nQ 47.46875 30.671875 43.828125 31.859375 \r\nQ 40.1875 33.0625 33.34375 33.0625 \r\nL 16.796875 33.0625 \r\nz\r\n\" id=\"ArialMT-66\"/>\r\n        <path d=\"M 4.5 23 \r\nL 13.421875 23.78125 \r\nQ 14.0625 18.40625 16.375 14.96875 \r\nQ 18.703125 11.53125 23.578125 9.40625 \r\nQ 28.46875 7.28125 34.578125 7.28125 \r\nQ 39.984375 7.28125 44.140625 8.890625 \r\nQ 48.296875 10.5 50.3125 13.296875 \r\nQ 52.34375 16.109375 52.34375 19.4375 \r\nQ 52.34375 22.796875 50.390625 25.3125 \r\nQ 48.4375 27.828125 43.953125 29.546875 \r\nQ 41.0625 30.671875 31.203125 33.03125 \r\nQ 21.34375 35.40625 17.390625 37.5 \r\nQ 12.25 40.1875 9.734375 44.15625 \r\nQ 7.234375 48.140625 7.234375 53.078125 \r\nQ 7.234375 58.5 10.296875 63.203125 \r\nQ 13.375 67.921875 19.28125 70.359375 \r\nQ 25.203125 72.796875 32.421875 72.796875 \r\nQ 40.375 72.796875 46.453125 70.234375 \r\nQ 52.546875 67.671875 55.8125 62.6875 \r\nQ 59.078125 57.71875 59.328125 51.421875 \r\nL 50.25 50.734375 \r\nQ 49.515625 57.515625 45.28125 60.984375 \r\nQ 41.0625 64.453125 32.8125 64.453125 \r\nQ 24.21875 64.453125 20.28125 61.296875 \r\nQ 16.359375 58.15625 16.359375 53.71875 \r\nQ 16.359375 49.859375 19.140625 47.359375 \r\nQ 21.875 44.875 33.421875 42.265625 \r\nQ 44.96875 39.65625 49.265625 37.703125 \r\nQ 55.515625 34.8125 58.484375 30.390625 \r\nQ 61.46875 25.984375 61.46875 20.21875 \r\nQ 61.46875 14.5 58.203125 9.4375 \r\nQ 54.9375 4.390625 48.796875 1.578125 \r\nQ 42.671875 -1.21875 35.015625 -1.21875 \r\nQ 25.296875 -1.21875 18.71875 1.609375 \r\nQ 12.15625 4.4375 8.421875 10.125 \r\nQ 4.6875 15.828125 4.5 23 \r\nz\r\n\" id=\"ArialMT-83\"/>\r\n        <path d=\"M -0.140625 0 \r\nL 27.34375 71.578125 \r\nL 37.546875 71.578125 \r\nL 66.84375 0 \r\nL 56.0625 0 \r\nL 47.703125 21.6875 \r\nL 17.78125 21.6875 \r\nL 9.90625 0 \r\nz\r\nM 20.515625 29.390625 \r\nL 44.78125 29.390625 \r\nL 37.3125 49.21875 \r\nQ 33.890625 58.25 32.234375 64.0625 \r\nQ 30.859375 57.171875 28.375 50.390625 \r\nz\r\n\" id=\"ArialMT-65\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-79\"/>\r\n       <use x=\"77.783203\" xlink:href=\"#ArialMT-66\"/>\r\n       <use x=\"144.482422\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"211.181641\" xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"277.880859\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"348.347656\" xlink:href=\"#ArialMT-86\"/>\r\n       <use x=\"407.671875\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"466.996094\" xlink:href=\"#ArialMT-84\"/>\r\n       <use x=\"528.080078\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"555.863281\" xlink:href=\"#ArialMT-79\"/>\r\n       <use x=\"633.646484\" xlink:href=\"#ArialMT-78\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 47.933958 \r\nL 701.186406 47.933958 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- SURGICAL SAME DAY ADMISSION -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 51.870755)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 54.6875 71.578125 \r\nL 64.15625 71.578125 \r\nL 64.15625 30.21875 \r\nQ 64.15625 19.4375 61.71875 13.078125 \r\nQ 59.28125 6.734375 52.90625 2.75 \r\nQ 46.53125 -1.21875 36.1875 -1.21875 \r\nQ 26.125 -1.21875 19.71875 2.25 \r\nQ 13.328125 5.71875 10.59375 12.28125 \r\nQ 7.859375 18.84375 7.859375 30.21875 \r\nL 7.859375 71.578125 \r\nL 17.328125 71.578125 \r\nL 17.328125 30.28125 \r\nQ 17.328125 20.953125 19.0625 16.53125 \r\nQ 20.796875 12.109375 25.015625 9.71875 \r\nQ 29.25 7.328125 35.359375 7.328125 \r\nQ 45.796875 7.328125 50.234375 12.0625 \r\nQ 54.6875 16.796875 54.6875 30.28125 \r\nz\r\n\" id=\"ArialMT-85\"/>\r\n        <path d=\"M 7.71875 0 \r\nL 7.71875 71.578125 \r\nL 32.375 71.578125 \r\nQ 40.71875 71.578125 45.125 70.5625 \r\nQ 51.265625 69.140625 55.609375 65.4375 \r\nQ 61.28125 60.640625 64.078125 53.1875 \r\nQ 66.890625 45.75 66.890625 36.1875 \r\nQ 66.890625 28.03125 64.984375 21.734375 \r\nQ 63.09375 15.4375 60.109375 11.296875 \r\nQ 57.125 7.171875 53.578125 4.796875 \r\nQ 50.046875 2.4375 45.046875 1.21875 \r\nQ 40.046875 0 33.546875 0 \r\nz\r\nM 17.1875 8.453125 \r\nL 32.46875 8.453125 \r\nQ 39.546875 8.453125 43.578125 9.765625 \r\nQ 47.609375 11.078125 50 13.484375 \r\nQ 53.375 16.84375 55.25 22.53125 \r\nQ 57.125 28.21875 57.125 36.328125 \r\nQ 57.125 47.5625 53.4375 53.59375 \r\nQ 49.75 59.625 44.484375 61.671875 \r\nQ 40.671875 63.140625 32.234375 63.140625 \r\nL 17.1875 63.140625 \r\nz\r\n\" id=\"ArialMT-68\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"66.699219\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"211.132812\" xlink:href=\"#ArialMT-71\"/>\r\n       <use x=\"288.916016\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"316.699219\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"388.916016\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"455.615234\" xlink:href=\"#ArialMT-76\"/>\r\n       <use x=\"507.480469\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"535.263672\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"601.962891\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"668.662109\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"751.962891\" xlink:href=\"#ArialMT-69\"/>\r\n       <use x=\"818.662109\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"846.445312\" xlink:href=\"#ArialMT-68\"/>\r\n       <use x=\"918.662109\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"977.986328\" xlink:href=\"#ArialMT-89\"/>\r\n       <use x=\"1042.935547\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1065.21875\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"1131.917969\" xlink:href=\"#ArialMT-68\"/>\r\n       <use x=\"1204.134766\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"1287.435547\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"1315.21875\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"1381.917969\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"1448.617188\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"1476.400391\" xlink:href=\"#ArialMT-79\"/>\r\n       <use x=\"1554.183594\" xlink:href=\"#ArialMT-78\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 226.6725 \r\nL 211.650488 226.6725 \r\nL 211.650488 194.174583 \r\nL 195.606406 194.174583 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 172.509306 \r\nL 677.111168 172.509306 \r\nL 677.111168 140.011389 \r\nL 195.606406 140.011389 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 118.346111 \r\nL 202.169894 118.346111 \r\nL 202.169894 85.848194 \r\nL 195.606406 85.848194 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#p0236435694)\" d=\"M 195.606406 64.182917 \r\nL 202.443373 64.182917 \r\nL 202.443373 31.685 \r\nL 195.606406 31.685 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path d=\"M 195.606406 236.421875 \r\nL 195.606406 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 701.186406 236.421875 \r\nL 701.186406 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 195.606406 236.421875 \r\nL 701.186406 236.421875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 195.606406 21.935625 \r\nL 701.186406 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_12\">\r\n    <!-- Comparison of admission_type labels -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(348.684844 15.935625)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.5 51.859375 \r\nL 14.5 44.484375 \r\nQ 20.21875 53.03125 31 53.03125 \r\nQ 35.6875 53.03125 39.625 51.34375 \r\nQ 43.5625 49.65625 45.515625 46.921875 \r\nQ 47.46875 44.1875 48.25 40.4375 \r\nQ 48.734375 37.984375 48.734375 31.890625 \r\nL 48.734375 0 \r\nL 39.9375 0 \r\nL 39.9375 31.546875 \r\nQ 39.9375 36.921875 38.90625 39.578125 \r\nQ 37.890625 42.234375 35.28125 43.8125 \r\nQ 32.671875 45.40625 29.15625 45.40625 \r\nQ 23.53125 45.40625 19.453125 41.84375 \r\nQ 15.375 38.28125 15.375 28.328125 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-110\"/>\r\n      <path d=\"M 6.203125 -19.96875 \r\nL 5.21875 -11.71875 \r\nQ 8.109375 -12.5 10.25 -12.5 \r\nQ 13.1875 -12.5 14.9375 -11.515625 \r\nQ 16.703125 -10.546875 17.828125 -8.796875 \r\nQ 18.65625 -7.46875 20.515625 -2.25 \r\nQ 20.75 -1.515625 21.296875 -0.09375 \r\nL 1.609375 51.859375 \r\nL 11.078125 51.859375 \r\nL 21.875 21.828125 \r\nQ 23.96875 16.109375 25.640625 9.8125 \r\nQ 27.15625 15.875 29.25 21.625 \r\nL 40.328125 51.859375 \r\nL 49.125 51.859375 \r\nL 29.390625 -0.875 \r\nQ 26.21875 -9.421875 24.46875 -12.640625 \r\nQ 22.125 -17 19.09375 -19.015625 \r\nQ 16.0625 -21.046875 11.859375 -21.046875 \r\nQ 9.328125 -21.046875 6.203125 -19.96875 \r\nz\r\n\" id=\"ArialMT-121\"/>\r\n     </defs>\r\n     <use xlink:href=\"#ArialMT-67\"/>\r\n     <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"211.132812\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"355.664062\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"377.880859\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"427.880859\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"539.111328\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"566.894531\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"622.509766\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"650.292969\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"678.076172\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"733.691406\" xlink:href=\"#ArialMT-100\"/>\r\n     <use x=\"789.306641\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"872.607422\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"894.824219\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"944.824219\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"994.824219\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"1017.041016\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"1072.65625\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"1128.271484\" xlink:href=\"#ArialMT-95\"/>\r\n     <use x=\"1183.886719\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"1211.669922\" xlink:href=\"#ArialMT-121\"/>\r\n     <use x=\"1261.669922\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"1317.285156\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1372.900391\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1400.683594\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1422.900391\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"1478.515625\" xlink:href=\"#ArialMT-98\"/>\r\n     <use x=\"1534.130859\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1589.746094\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1611.962891\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p0236435694\">\r\n   <rect height=\"214.48625\" width=\"505.58\" x=\"195.606406\" y=\"21.935625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "plot_los_groupby('admission_type', size=(10,4))"
   ]
  },
  {
   "source": [
    "As we expect the biggest number of death is for patients admitted with emergency."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### Died_at_the_Hospital VS Age"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x720 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"710.349219pt\" version=\"1.1\" viewBox=\"0 0 708.464062 710.349219\" width=\"708.464062pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-07-19T02:13:59.012870</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 710.349219 \r\nL 708.464062 710.349219 \r\nL 708.464062 0 \r\nL 0 0 \r\nz\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 28.934063 668.46875 \r\nL 701.264063 668.46875 \r\nL 701.264063 21.935625 \r\nL 28.934063 21.935625 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 668.46875 \r\nL 28.934063 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.875547 685.842344)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 35.296875 \r\nQ 4.15625 48 6.765625 55.734375 \r\nQ 9.375 63.484375 14.515625 67.671875 \r\nQ 19.671875 71.875 27.484375 71.875 \r\nQ 33.25 71.875 37.59375 69.546875 \r\nQ 41.9375 67.234375 44.765625 62.859375 \r\nQ 47.609375 58.5 49.21875 52.21875 \r\nQ 50.828125 45.953125 50.828125 35.296875 \r\nQ 50.828125 22.703125 48.234375 14.96875 \r\nQ 45.65625 7.234375 40.5 3 \r\nQ 35.359375 -1.21875 27.484375 -1.21875 \r\nQ 17.140625 -1.21875 11.234375 6.203125 \r\nQ 4.15625 15.140625 4.15625 35.296875 \r\nz\r\nM 13.1875 35.296875 \r\nQ 13.1875 17.671875 17.3125 11.828125 \r\nQ 21.4375 6 27.484375 6 \r\nQ 33.546875 6 37.671875 11.859375 \r\nQ 41.796875 17.71875 41.796875 35.296875 \r\nQ 41.796875 52.984375 37.671875 58.78125 \r\nQ 33.546875 64.59375 27.390625 64.59375 \r\nQ 21.34375 64.59375 17.71875 59.46875 \r\nQ 13.1875 52.9375 13.1875 35.296875 \r\nz\r\n\" id=\"ArialMT-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 155.228793 668.46875 \r\nL 155.228793 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 100 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(146.053247 685.842344)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 37.25 0 \r\nL 28.46875 0 \r\nL 28.46875 56 \r\nQ 25.296875 52.984375 20.140625 49.953125 \r\nQ 14.984375 46.921875 10.890625 45.40625 \r\nL 10.890625 53.90625 \r\nQ 18.265625 57.375 23.78125 62.296875 \r\nQ 29.296875 67.234375 31.59375 71.875 \r\nL 37.25 71.875 \r\nz\r\n\" id=\"ArialMT-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 281.523524 668.46875 \r\nL 281.523524 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 200 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(272.347977 685.842344)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 50.34375 8.453125 \r\nL 50.34375 0 \r\nL 3.03125 0 \r\nQ 2.9375 3.171875 4.046875 6.109375 \r\nQ 5.859375 10.9375 9.828125 15.625 \r\nQ 13.8125 20.3125 21.34375 26.46875 \r\nQ 33.015625 36.03125 37.109375 41.625 \r\nQ 41.21875 47.21875 41.21875 52.203125 \r\nQ 41.21875 57.421875 37.46875 61 \r\nQ 33.734375 64.59375 27.734375 64.59375 \r\nQ 21.390625 64.59375 17.578125 60.78125 \r\nQ 13.765625 56.984375 13.71875 50.25 \r\nL 4.6875 51.171875 \r\nQ 5.609375 61.28125 11.65625 66.578125 \r\nQ 17.71875 71.875 27.9375 71.875 \r\nQ 38.234375 71.875 44.234375 66.15625 \r\nQ 50.25 60.453125 50.25 52 \r\nQ 50.25 47.703125 48.484375 43.546875 \r\nQ 46.734375 39.40625 42.65625 34.8125 \r\nQ 38.578125 30.21875 29.109375 22.21875 \r\nQ 21.1875 15.578125 18.9375 13.203125 \r\nQ 16.703125 10.84375 15.234375 8.453125 \r\nz\r\n\" id=\"ArialMT-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 407.818255 668.46875 \r\nL 407.818255 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 300 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(398.642708 685.842344)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.203125 18.890625 \r\nL 12.984375 20.0625 \r\nQ 14.5 12.59375 18.140625 9.296875 \r\nQ 21.78125 6 27 6 \r\nQ 33.203125 6 37.46875 10.296875 \r\nQ 41.75 14.59375 41.75 20.953125 \r\nQ 41.75 27 37.796875 30.921875 \r\nQ 33.84375 34.859375 27.734375 34.859375 \r\nQ 25.25 34.859375 21.53125 33.890625 \r\nL 22.515625 41.609375 \r\nQ 23.390625 41.5 23.921875 41.5 \r\nQ 29.546875 41.5 34.03125 44.421875 \r\nQ 38.53125 47.359375 38.53125 53.46875 \r\nQ 38.53125 58.296875 35.25 61.46875 \r\nQ 31.984375 64.65625 26.8125 64.65625 \r\nQ 21.6875 64.65625 18.265625 61.421875 \r\nQ 14.84375 58.203125 13.875 51.765625 \r\nL 5.078125 53.328125 \r\nQ 6.6875 62.15625 12.390625 67.015625 \r\nQ 18.109375 71.875 26.609375 71.875 \r\nQ 32.46875 71.875 37.390625 69.359375 \r\nQ 42.328125 66.84375 44.9375 62.5 \r\nQ 47.5625 58.15625 47.5625 53.265625 \r\nQ 47.5625 48.640625 45.0625 44.828125 \r\nQ 42.578125 41.015625 37.703125 38.765625 \r\nQ 44.046875 37.3125 47.5625 32.6875 \r\nQ 51.078125 28.078125 51.078125 21.140625 \r\nQ 51.078125 11.765625 44.234375 5.25 \r\nQ 37.40625 -1.265625 26.953125 -1.265625 \r\nQ 17.53125 -1.265625 11.296875 4.34375 \r\nQ 5.078125 9.96875 4.203125 18.890625 \r\nz\r\n\" id=\"ArialMT-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 534.112986 668.46875 \r\nL 534.112986 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 400 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(524.937439 685.842344)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 32.328125 0 \r\nL 32.328125 17.140625 \r\nL 1.265625 17.140625 \r\nL 1.265625 25.203125 \r\nL 33.9375 71.578125 \r\nL 41.109375 71.578125 \r\nL 41.109375 25.203125 \r\nL 50.78125 25.203125 \r\nL 50.78125 17.140625 \r\nL 41.109375 17.140625 \r\nL 41.109375 0 \r\nz\r\nM 32.328125 25.203125 \r\nL 32.328125 57.46875 \r\nL 9.90625 25.203125 \r\nz\r\n\" id=\"ArialMT-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 660.407717 668.46875 \r\nL 660.407717 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(651.23217 685.842344)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 18.75 \r\nL 13.375 19.53125 \r\nQ 14.40625 12.796875 18.140625 9.390625 \r\nQ 21.875 6 27.15625 6 \r\nQ 33.5 6 37.890625 10.78125 \r\nQ 42.28125 15.578125 42.28125 23.484375 \r\nQ 42.28125 31 38.0625 35.34375 \r\nQ 33.84375 39.703125 27 39.703125 \r\nQ 22.75 39.703125 19.328125 37.765625 \r\nQ 15.921875 35.84375 13.96875 32.765625 \r\nL 5.71875 33.84375 \r\nL 12.640625 70.609375 \r\nL 48.25 70.609375 \r\nL 48.25 62.203125 \r\nL 19.671875 62.203125 \r\nL 15.828125 42.96875 \r\nQ 22.265625 47.46875 29.34375 47.46875 \r\nQ 38.71875 47.46875 45.15625 40.96875 \r\nQ 51.609375 34.46875 51.609375 24.265625 \r\nQ 51.609375 14.546875 45.953125 7.46875 \r\nQ 39.0625 -1.21875 27.15625 -1.21875 \r\nQ 17.390625 -1.21875 11.203125 4.25 \r\nQ 5.03125 9.71875 4.15625 18.75 \r\nz\r\n\" id=\"ArialMT-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     <!-- Number of people died_at_the_hospital -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(260.365313 700.764219)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 7.625 0 \r\nL 7.625 71.578125 \r\nL 17.328125 71.578125 \r\nL 54.9375 15.375 \r\nL 54.9375 71.578125 \r\nL 64.015625 71.578125 \r\nL 64.015625 0 \r\nL 54.296875 0 \r\nL 16.703125 56.25 \r\nL 16.703125 0 \r\nz\r\n\" id=\"ArialMT-78\"/>\r\n       <path d=\"M 40.578125 0 \r\nL 40.578125 7.625 \r\nQ 34.515625 -1.171875 24.125 -1.171875 \r\nQ 19.53125 -1.171875 15.546875 0.578125 \r\nQ 11.578125 2.34375 9.640625 5 \r\nQ 7.71875 7.671875 6.9375 11.53125 \r\nQ 6.390625 14.109375 6.390625 19.734375 \r\nL 6.390625 51.859375 \r\nL 15.1875 51.859375 \r\nL 15.1875 23.09375 \r\nQ 15.1875 16.21875 15.71875 13.8125 \r\nQ 16.546875 10.359375 19.234375 8.375 \r\nQ 21.921875 6.390625 25.875 6.390625 \r\nQ 29.828125 6.390625 33.296875 8.421875 \r\nQ 36.765625 10.453125 38.203125 13.9375 \r\nQ 39.65625 17.4375 39.65625 24.078125 \r\nL 39.65625 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 0 \r\nz\r\n\" id=\"ArialMT-117\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.453125 51.859375 \r\nL 14.453125 44.578125 \r\nQ 16.890625 48.390625 20.9375 50.703125 \r\nQ 25 53.03125 30.171875 53.03125 \r\nQ 35.9375 53.03125 39.625 50.640625 \r\nQ 43.3125 48.25 44.828125 43.953125 \r\nQ 50.984375 53.03125 60.84375 53.03125 \r\nQ 68.5625 53.03125 72.703125 48.75 \r\nQ 76.859375 44.484375 76.859375 35.59375 \r\nL 76.859375 0 \r\nL 68.109375 0 \r\nL 68.109375 32.671875 \r\nQ 68.109375 37.9375 67.25 40.25 \r\nQ 66.40625 42.578125 64.15625 43.984375 \r\nQ 61.921875 45.40625 58.890625 45.40625 \r\nQ 53.421875 45.40625 49.796875 41.765625 \r\nQ 46.1875 38.140625 46.1875 30.125 \r\nL 46.1875 0 \r\nL 37.40625 0 \r\nL 37.40625 33.6875 \r\nQ 37.40625 39.546875 35.25 42.46875 \r\nQ 33.109375 45.40625 28.21875 45.40625 \r\nQ 24.515625 45.40625 21.359375 43.453125 \r\nQ 18.21875 41.5 16.796875 37.734375 \r\nQ 15.375 33.984375 15.375 26.90625 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-109\"/>\r\n       <path d=\"M 14.703125 0 \r\nL 6.546875 0 \r\nL 6.546875 71.578125 \r\nL 15.328125 71.578125 \r\nL 15.328125 46.046875 \r\nQ 20.90625 53.03125 29.546875 53.03125 \r\nQ 34.328125 53.03125 38.59375 51.09375 \r\nQ 42.875 49.171875 45.625 45.671875 \r\nQ 48.390625 42.1875 49.953125 37.25 \r\nQ 51.515625 32.328125 51.515625 26.703125 \r\nQ 51.515625 13.375 44.921875 6.09375 \r\nQ 38.328125 -1.171875 29.109375 -1.171875 \r\nQ 19.921875 -1.171875 14.703125 6.5 \r\nz\r\nM 14.59375 26.3125 \r\nQ 14.59375 17 17.140625 12.84375 \r\nQ 21.296875 6.0625 28.375 6.0625 \r\nQ 34.125 6.0625 38.328125 11.0625 \r\nQ 42.53125 16.0625 42.53125 25.984375 \r\nQ 42.53125 36.140625 38.5 40.96875 \r\nQ 34.46875 45.796875 28.765625 45.796875 \r\nQ 23 45.796875 18.796875 40.796875 \r\nQ 14.59375 35.796875 14.59375 26.3125 \r\nz\r\n\" id=\"ArialMT-98\"/>\r\n       <path d=\"M 42.09375 16.703125 \r\nL 51.171875 15.578125 \r\nQ 49.03125 7.625 43.21875 3.21875 \r\nQ 37.40625 -1.171875 28.375 -1.171875 \r\nQ 17 -1.171875 10.328125 5.828125 \r\nQ 3.65625 12.84375 3.65625 25.484375 \r\nQ 3.65625 38.578125 10.390625 45.796875 \r\nQ 17.140625 53.03125 27.875 53.03125 \r\nQ 38.28125 53.03125 44.875 45.953125 \r\nQ 51.46875 38.875 51.46875 26.03125 \r\nQ 51.46875 25.25 51.421875 23.6875 \r\nL 12.75 23.6875 \r\nQ 13.234375 15.140625 17.578125 10.59375 \r\nQ 21.921875 6.0625 28.421875 6.0625 \r\nQ 33.25 6.0625 36.671875 8.59375 \r\nQ 40.09375 11.140625 42.09375 16.703125 \r\nz\r\nM 13.234375 30.90625 \r\nL 42.1875 30.90625 \r\nQ 41.609375 37.453125 38.875 40.71875 \r\nQ 34.671875 45.796875 27.984375 45.796875 \r\nQ 21.921875 45.796875 17.796875 41.75 \r\nQ 13.671875 37.703125 13.234375 30.90625 \r\nz\r\n\" id=\"ArialMT-101\"/>\r\n       <path d=\"M 6.5 0 \r\nL 6.5 51.859375 \r\nL 14.40625 51.859375 \r\nL 14.40625 44 \r\nQ 17.4375 49.515625 20 51.265625 \r\nQ 22.5625 53.03125 25.640625 53.03125 \r\nQ 30.078125 53.03125 34.671875 50.203125 \r\nL 31.640625 42.046875 \r\nQ 28.421875 43.953125 25.203125 43.953125 \r\nQ 22.3125 43.953125 20.015625 42.21875 \r\nQ 17.71875 40.484375 16.75 37.40625 \r\nQ 15.28125 32.71875 15.28125 27.15625 \r\nL 15.28125 0 \r\nz\r\n\" id=\"ArialMT-114\"/>\r\n       <path id=\"ArialMT-32\"/>\r\n       <path d=\"M 3.328125 25.921875 \r\nQ 3.328125 40.328125 11.328125 47.265625 \r\nQ 18.015625 53.03125 27.640625 53.03125 \r\nQ 38.328125 53.03125 45.109375 46.015625 \r\nQ 51.90625 39.015625 51.90625 26.65625 \r\nQ 51.90625 16.65625 48.90625 10.90625 \r\nQ 45.90625 5.171875 40.15625 2 \r\nQ 34.421875 -1.171875 27.640625 -1.171875 \r\nQ 16.75 -1.171875 10.03125 5.8125 \r\nQ 3.328125 12.796875 3.328125 25.921875 \r\nz\r\nM 12.359375 25.921875 \r\nQ 12.359375 15.96875 16.703125 11.015625 \r\nQ 21.046875 6.0625 27.640625 6.0625 \r\nQ 34.1875 6.0625 38.53125 11.03125 \r\nQ 42.875 16.015625 42.875 26.21875 \r\nQ 42.875 35.84375 38.5 40.796875 \r\nQ 34.125 45.75 27.640625 45.75 \r\nQ 21.046875 45.75 16.703125 40.8125 \r\nQ 12.359375 35.890625 12.359375 25.921875 \r\nz\r\n\" id=\"ArialMT-111\"/>\r\n       <path d=\"M 8.6875 0 \r\nL 8.6875 45.015625 \r\nL 0.921875 45.015625 \r\nL 0.921875 51.859375 \r\nL 8.6875 51.859375 \r\nL 8.6875 57.375 \r\nQ 8.6875 62.59375 9.625 65.140625 \r\nQ 10.890625 68.5625 14.078125 70.671875 \r\nQ 17.28125 72.796875 23.046875 72.796875 \r\nQ 26.765625 72.796875 31.25 71.921875 \r\nL 29.9375 64.265625 \r\nQ 27.203125 64.75 24.75 64.75 \r\nQ 20.75 64.75 19.09375 63.03125 \r\nQ 17.4375 61.328125 17.4375 56.640625 \r\nL 17.4375 51.859375 \r\nL 27.546875 51.859375 \r\nL 27.546875 45.015625 \r\nL 17.4375 45.015625 \r\nL 17.4375 0 \r\nz\r\n\" id=\"ArialMT-102\"/>\r\n       <path d=\"M 6.59375 -19.875 \r\nL 6.59375 51.859375 \r\nL 14.59375 51.859375 \r\nL 14.59375 45.125 \r\nQ 17.4375 49.078125 21 51.046875 \r\nQ 24.5625 53.03125 29.640625 53.03125 \r\nQ 36.28125 53.03125 41.359375 49.609375 \r\nQ 46.4375 46.1875 49.015625 39.953125 \r\nQ 51.609375 33.734375 51.609375 26.3125 \r\nQ 51.609375 18.359375 48.75 11.984375 \r\nQ 45.90625 5.609375 40.453125 2.21875 \r\nQ 35.015625 -1.171875 29 -1.171875 \r\nQ 24.609375 -1.171875 21.109375 0.6875 \r\nQ 17.625 2.546875 15.375 5.375 \r\nL 15.375 -19.875 \r\nz\r\nM 14.546875 25.640625 \r\nQ 14.546875 15.625 18.59375 10.84375 \r\nQ 22.65625 6.0625 28.421875 6.0625 \r\nQ 34.28125 6.0625 38.453125 11.015625 \r\nQ 42.625 15.96875 42.625 26.375 \r\nQ 42.625 36.28125 38.546875 41.203125 \r\nQ 34.46875 46.140625 28.8125 46.140625 \r\nQ 23.1875 46.140625 18.859375 40.890625 \r\nQ 14.546875 35.640625 14.546875 25.640625 \r\nz\r\n\" id=\"ArialMT-112\"/>\r\n       <path d=\"M 6.390625 0 \r\nL 6.390625 71.578125 \r\nL 15.1875 71.578125 \r\nL 15.1875 0 \r\nz\r\n\" id=\"ArialMT-108\"/>\r\n       <path d=\"M 40.234375 0 \r\nL 40.234375 6.546875 \r\nQ 35.296875 -1.171875 25.734375 -1.171875 \r\nQ 19.53125 -1.171875 14.328125 2.25 \r\nQ 9.125 5.671875 6.265625 11.796875 \r\nQ 3.421875 17.921875 3.421875 25.875 \r\nQ 3.421875 33.640625 6 39.96875 \r\nQ 8.59375 46.296875 13.765625 49.65625 \r\nQ 18.953125 53.03125 25.34375 53.03125 \r\nQ 30.03125 53.03125 33.6875 51.046875 \r\nQ 37.359375 49.078125 39.65625 45.90625 \r\nL 39.65625 71.578125 \r\nL 48.390625 71.578125 \r\nL 48.390625 0 \r\nz\r\nM 12.453125 25.875 \r\nQ 12.453125 15.921875 16.640625 10.984375 \r\nQ 20.84375 6.0625 26.5625 6.0625 \r\nQ 32.328125 6.0625 36.34375 10.765625 \r\nQ 40.375 15.484375 40.375 25.140625 \r\nQ 40.375 35.796875 36.265625 40.765625 \r\nQ 32.171875 45.75 26.171875 45.75 \r\nQ 20.3125 45.75 16.375 40.96875 \r\nQ 12.453125 36.1875 12.453125 25.875 \r\nz\r\n\" id=\"ArialMT-100\"/>\r\n       <path d=\"M 6.640625 61.46875 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 61.46875 \r\nz\r\nM 6.640625 0 \r\nL 6.640625 51.859375 \r\nL 15.4375 51.859375 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-105\"/>\r\n       <path d=\"M -1.515625 -19.875 \r\nL -1.515625 -13.53125 \r\nL 56.734375 -13.53125 \r\nL 56.734375 -19.875 \r\nz\r\n\" id=\"ArialMT-95\"/>\r\n       <path d=\"M 40.4375 6.390625 \r\nQ 35.546875 2.25 31.03125 0.53125 \r\nQ 26.515625 -1.171875 21.34375 -1.171875 \r\nQ 12.796875 -1.171875 8.203125 3 \r\nQ 3.609375 7.171875 3.609375 13.671875 \r\nQ 3.609375 17.484375 5.34375 20.625 \r\nQ 7.078125 23.78125 9.890625 25.6875 \r\nQ 12.703125 27.59375 16.21875 28.5625 \r\nQ 18.796875 29.25 24.03125 29.890625 \r\nQ 34.671875 31.15625 39.703125 32.90625 \r\nQ 39.75 34.71875 39.75 35.203125 \r\nQ 39.75 40.578125 37.25 42.78125 \r\nQ 33.890625 45.75 27.25 45.75 \r\nQ 21.046875 45.75 18.09375 43.578125 \r\nQ 15.140625 41.40625 13.71875 35.890625 \r\nL 5.125 37.0625 \r\nQ 6.296875 42.578125 8.984375 45.96875 \r\nQ 11.671875 49.359375 16.75 51.1875 \r\nQ 21.828125 53.03125 28.515625 53.03125 \r\nQ 35.15625 53.03125 39.296875 51.46875 \r\nQ 43.453125 49.90625 45.40625 47.53125 \r\nQ 47.359375 45.171875 48.140625 41.546875 \r\nQ 48.578125 39.3125 48.578125 33.453125 \r\nL 48.578125 21.734375 \r\nQ 48.578125 9.46875 49.140625 6.21875 \r\nQ 49.703125 2.984375 51.375 0 \r\nL 42.1875 0 \r\nQ 40.828125 2.734375 40.4375 6.390625 \r\nz\r\nM 39.703125 26.03125 \r\nQ 34.90625 24.078125 25.34375 22.703125 \r\nQ 19.921875 21.921875 17.671875 20.9375 \r\nQ 15.4375 19.96875 14.203125 18.09375 \r\nQ 12.984375 16.21875 12.984375 13.921875 \r\nQ 12.984375 10.40625 15.640625 8.0625 \r\nQ 18.3125 5.71875 23.4375 5.71875 \r\nQ 28.515625 5.71875 32.46875 7.9375 \r\nQ 36.421875 10.15625 38.28125 14.015625 \r\nQ 39.703125 17 39.703125 22.796875 \r\nz\r\n\" id=\"ArialMT-97\"/>\r\n       <path d=\"M 25.78125 7.859375 \r\nL 27.046875 0.09375 \r\nQ 23.34375 -0.6875 20.40625 -0.6875 \r\nQ 15.625 -0.6875 12.984375 0.828125 \r\nQ 10.359375 2.34375 9.28125 4.8125 \r\nQ 8.203125 7.28125 8.203125 15.1875 \r\nL 8.203125 45.015625 \r\nL 1.765625 45.015625 \r\nL 1.765625 51.859375 \r\nL 8.203125 51.859375 \r\nL 8.203125 64.703125 \r\nL 16.9375 69.96875 \r\nL 16.9375 51.859375 \r\nL 25.78125 51.859375 \r\nL 25.78125 45.015625 \r\nL 16.9375 45.015625 \r\nL 16.9375 14.703125 \r\nQ 16.9375 10.9375 17.40625 9.859375 \r\nQ 17.875 8.796875 18.921875 8.15625 \r\nQ 19.96875 7.515625 21.921875 7.515625 \r\nQ 23.390625 7.515625 25.78125 7.859375 \r\nz\r\n\" id=\"ArialMT-116\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 71.578125 \r\nL 15.375 71.578125 \r\nL 15.375 45.90625 \r\nQ 21.53125 53.03125 30.90625 53.03125 \r\nQ 36.671875 53.03125 40.921875 50.75 \r\nQ 45.171875 48.484375 47 44.484375 \r\nQ 48.828125 40.484375 48.828125 32.859375 \r\nL 48.828125 0 \r\nL 40.046875 0 \r\nL 40.046875 32.859375 \r\nQ 40.046875 39.453125 37.1875 42.453125 \r\nQ 34.328125 45.453125 29.109375 45.453125 \r\nQ 25.203125 45.453125 21.75 43.421875 \r\nQ 18.3125 41.40625 16.84375 37.9375 \r\nQ 15.375 34.46875 15.375 28.375 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-104\"/>\r\n       <path d=\"M 3.078125 15.484375 \r\nL 11.765625 16.84375 \r\nQ 12.5 11.625 15.84375 8.84375 \r\nQ 19.1875 6.0625 25.203125 6.0625 \r\nQ 31.25 6.0625 34.171875 8.515625 \r\nQ 37.109375 10.984375 37.109375 14.3125 \r\nQ 37.109375 17.28125 34.515625 19 \r\nQ 32.71875 20.171875 25.53125 21.96875 \r\nQ 15.875 24.421875 12.140625 26.203125 \r\nQ 8.40625 27.984375 6.46875 31.125 \r\nQ 4.546875 34.28125 4.546875 38.09375 \r\nQ 4.546875 41.546875 6.125 44.5 \r\nQ 7.71875 47.46875 10.453125 49.421875 \r\nQ 12.5 50.921875 16.03125 51.96875 \r\nQ 19.578125 53.03125 23.640625 53.03125 \r\nQ 29.734375 53.03125 34.34375 51.265625 \r\nQ 38.96875 49.515625 41.15625 46.5 \r\nQ 43.359375 43.5 44.1875 38.484375 \r\nL 35.59375 37.3125 \r\nQ 35.015625 41.3125 32.203125 43.546875 \r\nQ 29.390625 45.796875 24.265625 45.796875 \r\nQ 18.21875 45.796875 15.625 43.796875 \r\nQ 13.03125 41.796875 13.03125 39.109375 \r\nQ 13.03125 37.40625 14.109375 36.03125 \r\nQ 15.1875 34.625 17.484375 33.6875 \r\nQ 18.796875 33.203125 25.25 31.453125 \r\nQ 34.578125 28.953125 38.25 27.359375 \r\nQ 41.9375 25.78125 44.03125 22.75 \r\nQ 46.140625 19.734375 46.140625 15.234375 \r\nQ 46.140625 10.84375 43.578125 6.953125 \r\nQ 41.015625 3.078125 36.171875 0.953125 \r\nQ 31.34375 -1.171875 25.25 -1.171875 \r\nQ 15.140625 -1.171875 9.84375 3.03125 \r\nQ 4.546875 7.234375 3.078125 15.484375 \r\nz\r\n\" id=\"ArialMT-115\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-78\"/>\r\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-98\"/>\r\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"355.664062\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"383.447266\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"439.0625\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"466.845703\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"494.628906\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"550.244141\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"605.859375\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"661.474609\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"717.089844\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"739.306641\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"794.921875\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"822.705078\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"878.320312\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"900.537109\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"956.152344\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"1011.767578\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1067.382812\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"1122.998047\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1150.78125\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1206.396484\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1234.179688\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"1289.794922\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"1345.410156\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1401.025391\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"1456.640625\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"1512.255859\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"1562.255859\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"1617.871094\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"1640.087891\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1667.871094\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"1723.486328\" xlink:href=\"#ArialMT-108\"/>\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_7\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 636.68513 \r\nL 701.264063 636.68513 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(13.317031 640.621927)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 628.699296 \r\nL 701.264063 628.699296 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 18 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 632.636093)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 17.671875 38.8125 \r\nQ 12.203125 40.828125 9.5625 44.53125 \r\nQ 6.9375 48.25 6.9375 53.421875 \r\nQ 6.9375 61.234375 12.546875 66.546875 \r\nQ 18.171875 71.875 27.484375 71.875 \r\nQ 36.859375 71.875 42.578125 66.421875 \r\nQ 48.296875 60.984375 48.296875 53.171875 \r\nQ 48.296875 48.1875 45.671875 44.5 \r\nQ 43.0625 40.828125 37.75 38.8125 \r\nQ 44.34375 36.671875 47.78125 31.875 \r\nQ 51.21875 27.09375 51.21875 20.453125 \r\nQ 51.21875 11.28125 44.71875 5.03125 \r\nQ 38.234375 -1.21875 27.640625 -1.21875 \r\nQ 17.046875 -1.21875 10.546875 5.046875 \r\nQ 4.046875 11.328125 4.046875 20.703125 \r\nQ 4.046875 27.6875 7.59375 32.390625 \r\nQ 11.140625 37.109375 17.671875 38.8125 \r\nz\r\nM 15.921875 53.71875 \r\nQ 15.921875 48.640625 19.1875 45.40625 \r\nQ 22.46875 42.1875 27.6875 42.1875 \r\nQ 32.765625 42.1875 36.015625 45.375 \r\nQ 39.265625 48.578125 39.265625 53.21875 \r\nQ 39.265625 58.0625 35.90625 61.359375 \r\nQ 32.5625 64.65625 27.59375 64.65625 \r\nQ 22.5625 64.65625 19.234375 61.421875 \r\nQ 15.921875 58.203125 15.921875 53.71875 \r\nz\r\nM 13.09375 20.65625 \r\nQ 13.09375 16.890625 14.875 13.375 \r\nQ 16.65625 9.859375 20.171875 7.921875 \r\nQ 23.6875 6 27.734375 6 \r\nQ 34.03125 6 38.125 10.046875 \r\nQ 42.234375 14.109375 42.234375 20.359375 \r\nQ 42.234375 26.703125 38.015625 30.859375 \r\nQ 33.796875 35.015625 27.4375 35.015625 \r\nQ 21.234375 35.015625 17.15625 30.90625 \r\nQ 13.09375 26.8125 13.09375 20.65625 \r\nz\r\n\" id=\"ArialMT-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 620.713462 \r\nL 701.264063 620.713462 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 19 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 624.650259)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 5.46875 16.546875 \r\nL 13.921875 17.328125 \r\nQ 14.984375 11.375 18.015625 8.6875 \r\nQ 21.046875 6 25.78125 6 \r\nQ 29.828125 6 32.875 7.859375 \r\nQ 35.9375 9.71875 37.890625 12.8125 \r\nQ 39.84375 15.921875 41.15625 21.1875 \r\nQ 42.484375 26.46875 42.484375 31.9375 \r\nQ 42.484375 32.515625 42.4375 33.6875 \r\nQ 39.796875 29.5 35.234375 26.875 \r\nQ 30.671875 24.265625 25.34375 24.265625 \r\nQ 16.453125 24.265625 10.296875 30.703125 \r\nQ 4.15625 37.15625 4.15625 47.703125 \r\nQ 4.15625 58.59375 10.578125 65.234375 \r\nQ 17 71.875 26.65625 71.875 \r\nQ 33.640625 71.875 39.421875 68.109375 \r\nQ 45.21875 64.359375 48.21875 57.390625 \r\nQ 51.21875 50.4375 51.21875 37.25 \r\nQ 51.21875 23.53125 48.234375 15.40625 \r\nQ 45.265625 7.28125 39.375 3.03125 \r\nQ 33.5 -1.21875 25.59375 -1.21875 \r\nQ 17.1875 -1.21875 11.859375 3.4375 \r\nQ 6.546875 8.109375 5.46875 16.546875 \r\nz\r\nM 41.453125 48.140625 \r\nQ 41.453125 55.71875 37.421875 60.15625 \r\nQ 33.40625 64.59375 27.734375 64.59375 \r\nQ 21.875 64.59375 17.53125 59.8125 \r\nQ 13.1875 55.03125 13.1875 47.40625 \r\nQ 13.1875 40.578125 17.3125 36.296875 \r\nQ 21.4375 32.03125 27.484375 32.03125 \r\nQ 33.59375 32.03125 37.515625 36.296875 \r\nQ 41.453125 40.578125 41.453125 48.140625 \r\nz\r\n\" id=\"ArialMT-57\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 612.727628 \r\nL 701.264063 612.727628 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 20 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 616.664425)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 604.741794 \r\nL 701.264063 604.741794 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 21 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 608.678591)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 596.75596 \r\nL 701.264063 596.75596 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 22 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 600.692757)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_13\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 588.770126 \r\nL 701.264063 588.770126 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 23 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 592.706923)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_14\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 580.784292 \r\nL 701.264063 580.784292 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 24 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 584.721089)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_15\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 572.798458 \r\nL 701.264063 572.798458 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 25 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 576.735255)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_16\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 564.812624 \r\nL 701.264063 564.812624 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 26 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 568.749421)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 49.75 54.046875 \r\nL 41.015625 53.375 \r\nQ 39.84375 58.546875 37.703125 60.890625 \r\nQ 34.125 64.65625 28.90625 64.65625 \r\nQ 24.703125 64.65625 21.53125 62.3125 \r\nQ 17.390625 59.28125 14.984375 53.46875 \r\nQ 12.59375 47.65625 12.5 36.921875 \r\nQ 15.671875 41.75 20.265625 44.09375 \r\nQ 24.859375 46.4375 29.890625 46.4375 \r\nQ 38.671875 46.4375 44.84375 39.96875 \r\nQ 51.03125 33.5 51.03125 23.25 \r\nQ 51.03125 16.5 48.125 10.71875 \r\nQ 45.21875 4.9375 40.140625 1.859375 \r\nQ 35.0625 -1.21875 28.609375 -1.21875 \r\nQ 17.625 -1.21875 10.6875 6.859375 \r\nQ 3.765625 14.9375 3.765625 33.5 \r\nQ 3.765625 54.25 11.421875 63.671875 \r\nQ 18.109375 71.875 29.4375 71.875 \r\nQ 37.890625 71.875 43.28125 67.140625 \r\nQ 48.6875 62.40625 49.75 54.046875 \r\nz\r\nM 13.875 23.1875 \r\nQ 13.875 18.65625 15.796875 14.5 \r\nQ 17.71875 10.359375 21.1875 8.171875 \r\nQ 24.65625 6 28.46875 6 \r\nQ 34.03125 6 38.03125 10.484375 \r\nQ 42.046875 14.984375 42.046875 22.703125 \r\nQ 42.046875 30.125 38.078125 34.390625 \r\nQ 34.125 38.671875 28.125 38.671875 \r\nQ 22.171875 38.671875 18.015625 34.390625 \r\nQ 13.875 30.125 13.875 23.1875 \r\nz\r\n\" id=\"ArialMT-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_17\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 556.82679 \r\nL 701.264063 556.82679 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 27 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 560.763587)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.734375 62.203125 \r\nL 4.734375 70.65625 \r\nL 51.078125 70.65625 \r\nL 51.078125 63.8125 \r\nQ 44.234375 56.546875 37.515625 44.484375 \r\nQ 30.8125 32.421875 27.15625 19.671875 \r\nQ 24.515625 10.6875 23.78125 0 \r\nL 14.75 0 \r\nQ 14.890625 8.453125 18.0625 20.40625 \r\nQ 21.234375 32.375 27.171875 43.484375 \r\nQ 33.109375 54.59375 39.796875 62.203125 \r\nz\r\n\" id=\"ArialMT-55\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_18\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 548.840956 \r\nL 701.264063 548.840956 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 28 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 552.777753)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_19\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 540.855122 \r\nL 701.264063 540.855122 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- 29 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 544.791919)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_20\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 532.869288 \r\nL 701.264063 532.869288 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- 30 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 536.806085)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_21\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 524.883454 \r\nL 701.264063 524.883454 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- 31 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 528.820251)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_22\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 516.89762 \r\nL 701.264063 516.89762 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- 32 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 520.834417)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_23\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 508.911786 \r\nL 701.264063 508.911786 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- 33 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 512.848582)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_24\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 500.925952 \r\nL 701.264063 500.925952 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- 34 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 504.862748)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_19\">\r\n     <g id=\"line2d_25\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 492.940117 \r\nL 701.264063 492.940117 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- 35 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 496.876914)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_20\">\r\n     <g id=\"line2d_26\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 484.954283 \r\nL 701.264063 484.954283 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- 36 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 488.89108)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_21\">\r\n     <g id=\"line2d_27\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 476.968449 \r\nL 701.264063 476.968449 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 37 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 480.905246)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_22\">\r\n     <g id=\"line2d_28\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 468.982615 \r\nL 701.264063 468.982615 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- 38 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 472.919412)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_23\">\r\n     <g id=\"line2d_29\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 460.996781 \r\nL 701.264063 460.996781 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 39 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 464.933578)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_24\">\r\n     <g id=\"line2d_30\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 453.010947 \r\nL 701.264063 453.010947 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_31\">\r\n      <!-- 40 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 456.947744)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_25\">\r\n     <g id=\"line2d_31\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 445.025113 \r\nL 701.264063 445.025113 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_32\">\r\n      <!-- 41 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 448.96191)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_26\">\r\n     <g id=\"line2d_32\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 437.039279 \r\nL 701.264063 437.039279 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_33\">\r\n      <!-- 42 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 440.976076)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_27\">\r\n     <g id=\"line2d_33\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 429.053445 \r\nL 701.264063 429.053445 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_34\">\r\n      <!-- 43 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 432.990242)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_28\">\r\n     <g id=\"line2d_34\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 421.067611 \r\nL 701.264063 421.067611 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- 44 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 425.004408)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_29\">\r\n     <g id=\"line2d_35\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 413.081777 \r\nL 701.264063 413.081777 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_36\">\r\n      <!-- 45 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 417.018574)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_30\">\r\n     <g id=\"line2d_36\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 405.095943 \r\nL 701.264063 405.095943 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- 46 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 409.03274)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_31\">\r\n     <g id=\"line2d_37\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 397.110109 \r\nL 701.264063 397.110109 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- 47 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 401.046906)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_32\">\r\n     <g id=\"line2d_38\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 389.124275 \r\nL 701.264063 389.124275 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 48 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 393.061072)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_33\">\r\n     <g id=\"line2d_39\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 381.138441 \r\nL 701.264063 381.138441 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 49 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 385.075238)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_34\">\r\n     <g id=\"line2d_40\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 373.152607 \r\nL 701.264063 373.152607 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- 50 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 377.089404)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_35\">\r\n     <g id=\"line2d_41\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 365.166773 \r\nL 701.264063 365.166773 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 51 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 369.10357)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_36\">\r\n     <g id=\"line2d_42\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 357.180939 \r\nL 701.264063 357.180939 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 52 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 361.117735)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_37\">\r\n     <g id=\"line2d_43\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 349.195105 \r\nL 701.264063 349.195105 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 53 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 353.131901)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_38\">\r\n     <g id=\"line2d_44\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 341.20927 \r\nL 701.264063 341.20927 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- 54 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 345.146067)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_39\">\r\n     <g id=\"line2d_45\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 333.223436 \r\nL 701.264063 333.223436 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- 55 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 337.160233)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_40\">\r\n     <g id=\"line2d_46\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 325.237602 \r\nL 701.264063 325.237602 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_47\">\r\n      <!-- 56 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 329.174399)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_41\">\r\n     <g id=\"line2d_47\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 317.251768 \r\nL 701.264063 317.251768 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- 57 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 321.188565)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_42\">\r\n     <g id=\"line2d_48\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 309.265934 \r\nL 701.264063 309.265934 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_49\">\r\n      <!-- 58 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 313.202731)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_43\">\r\n     <g id=\"line2d_49\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 301.2801 \r\nL 701.264063 301.2801 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_50\">\r\n      <!-- 59 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 305.216897)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_44\">\r\n     <g id=\"line2d_50\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 293.294266 \r\nL 701.264063 293.294266 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- 60 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 297.231063)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_45\">\r\n     <g id=\"line2d_51\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 285.308432 \r\nL 701.264063 285.308432 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_52\">\r\n      <!-- 61 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 289.245229)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_46\">\r\n     <g id=\"line2d_52\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 277.322598 \r\nL 701.264063 277.322598 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_53\">\r\n      <!-- 62 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 281.259395)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_47\">\r\n     <g id=\"line2d_53\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 269.336764 \r\nL 701.264063 269.336764 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_54\">\r\n      <!-- 63 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 273.273561)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_48\">\r\n     <g id=\"line2d_54\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 261.35093 \r\nL 701.264063 261.35093 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_55\">\r\n      <!-- 64 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 265.287727)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_49\">\r\n     <g id=\"line2d_55\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 253.365096 \r\nL 701.264063 253.365096 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_56\">\r\n      <!-- 65 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 257.301893)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_50\">\r\n     <g id=\"line2d_56\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 245.379262 \r\nL 701.264063 245.379262 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_57\">\r\n      <!-- 66 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 249.316059)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_51\">\r\n     <g id=\"line2d_57\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 237.393428 \r\nL 701.264063 237.393428 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_58\">\r\n      <!-- 67 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 241.330225)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_52\">\r\n     <g id=\"line2d_58\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 229.407594 \r\nL 701.264063 229.407594 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_59\">\r\n      <!-- 68 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 233.344391)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_53\">\r\n     <g id=\"line2d_59\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 221.42176 \r\nL 701.264063 221.42176 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_60\">\r\n      <!-- 69 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 225.358557)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_54\">\r\n     <g id=\"line2d_60\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 213.435926 \r\nL 701.264063 213.435926 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_61\">\r\n      <!-- 70 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 217.372722)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_55\">\r\n     <g id=\"line2d_61\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 205.450092 \r\nL 701.264063 205.450092 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_62\">\r\n      <!-- 71 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 209.386888)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_56\">\r\n     <g id=\"line2d_62\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 197.464258 \r\nL 701.264063 197.464258 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_63\">\r\n      <!-- 72 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 201.401054)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_57\">\r\n     <g id=\"line2d_63\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 189.478423 \r\nL 701.264063 189.478423 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_64\">\r\n      <!-- 73 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 193.41522)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_58\">\r\n     <g id=\"line2d_64\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 181.492589 \r\nL 701.264063 181.492589 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_65\">\r\n      <!-- 74 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 185.429386)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_59\">\r\n     <g id=\"line2d_65\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 173.506755 \r\nL 701.264063 173.506755 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_66\">\r\n      <!-- 75 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 177.443552)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_60\">\r\n     <g id=\"line2d_66\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 165.520921 \r\nL 701.264063 165.520921 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_67\">\r\n      <!-- 76 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 169.457718)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_61\">\r\n     <g id=\"line2d_67\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 157.535087 \r\nL 701.264063 157.535087 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_68\">\r\n      <!-- 77 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 161.471884)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_62\">\r\n     <g id=\"line2d_68\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 149.549253 \r\nL 701.264063 149.549253 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_69\">\r\n      <!-- 78 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 153.48605)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_63\">\r\n     <g id=\"line2d_69\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 141.563419 \r\nL 701.264063 141.563419 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_70\">\r\n      <!-- 79 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 145.500216)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_64\">\r\n     <g id=\"line2d_70\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 133.577585 \r\nL 701.264063 133.577585 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_71\">\r\n      <!-- 80 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 137.514382)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_65\">\r\n     <g id=\"line2d_71\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 125.591751 \r\nL 701.264063 125.591751 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_72\">\r\n      <!-- 81 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 129.528548)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_66\">\r\n     <g id=\"line2d_72\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 117.605917 \r\nL 701.264063 117.605917 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_73\">\r\n      <!-- 82 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 121.542714)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_67\">\r\n     <g id=\"line2d_73\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 109.620083 \r\nL 701.264063 109.620083 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_74\">\r\n      <!-- 83 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 113.55688)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_68\">\r\n     <g id=\"line2d_74\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 101.634249 \r\nL 701.264063 101.634249 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_75\">\r\n      <!-- 84 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 105.571046)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_69\">\r\n     <g id=\"line2d_75\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 93.648415 \r\nL 701.264063 93.648415 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_76\">\r\n      <!-- 85 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 97.585212)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_70\">\r\n     <g id=\"line2d_76\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 85.662581 \r\nL 701.264063 85.662581 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_77\">\r\n      <!-- 86 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 89.599378)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_71\">\r\n     <g id=\"line2d_77\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 77.676747 \r\nL 701.264063 77.676747 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_78\">\r\n      <!-- 87 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 81.613544)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_72\">\r\n     <g id=\"line2d_78\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 69.690913 \r\nL 701.264063 69.690913 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_79\">\r\n      <!-- 88 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 73.62771)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_73\">\r\n     <g id=\"line2d_79\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 61.705079 \r\nL 701.264063 61.705079 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_80\">\r\n      <!-- 89 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 65.641875)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_74\">\r\n     <g id=\"line2d_80\">\r\n      <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 53.719245 \r\nL 701.264063 53.719245 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_81\">\r\n      <!-- 91 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 57.656041)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-57\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 639.080881 \r\nL 186.802476 639.080881 \r\nL 186.802476 634.28938 \r\nL 28.934063 634.28938 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 631.095047 \r\nL 30.19701 631.095047 \r\nL 30.19701 626.303546 \r\nL 28.934063 626.303546 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 623.109213 \r\nL 37.774694 623.109213 \r\nL 37.774694 618.317712 \r\nL 28.934063 618.317712 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 615.123379 \r\nL 33.985852 615.123379 \r\nL 33.985852 610.331878 \r\nL 28.934063 610.331878 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 607.137544 \r\nL 35.248799 607.137544 \r\nL 35.248799 602.346044 \r\nL 28.934063 602.346044 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 599.15171 \r\nL 35.248799 599.15171 \r\nL 35.248799 594.36021 \r\nL 28.934063 594.36021 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 591.165876 \r\nL 39.037641 591.165876 \r\nL 39.037641 586.374376 \r\nL 28.934063 586.374376 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 583.180042 \r\nL 41.563536 583.180042 \r\nL 41.563536 578.388542 \r\nL 28.934063 578.388542 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 575.194208 \r\nL 40.300588 575.194208 \r\nL 40.300588 570.402708 \r\nL 28.934063 570.402708 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 567.208374 \r\nL 35.248799 567.208374 \r\nL 35.248799 562.416874 \r\nL 28.934063 562.416874 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 559.22254 \r\nL 39.037641 559.22254 \r\nL 39.037641 554.43104 \r\nL 28.934063 554.43104 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 551.236706 \r\nL 45.352378 551.236706 \r\nL 45.352378 546.445206 \r\nL 28.934063 546.445206 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 543.250872 \r\nL 44.08943 543.250872 \r\nL 44.08943 538.459372 \r\nL 28.934063 538.459372 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 535.265038 \r\nL 37.774694 535.265038 \r\nL 37.774694 530.473538 \r\nL 28.934063 530.473538 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_17\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 527.279204 \r\nL 39.037641 527.279204 \r\nL 39.037641 522.487703 \r\nL 28.934063 522.487703 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_18\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 519.29337 \r\nL 42.826483 519.29337 \r\nL 42.826483 514.501869 \r\nL 28.934063 514.501869 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_19\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 511.307536 \r\nL 33.985852 511.307536 \r\nL 33.985852 506.516035 \r\nL 28.934063 506.516035 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_20\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 503.321702 \r\nL 42.826483 503.321702 \r\nL 42.826483 498.530201 \r\nL 28.934063 498.530201 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_21\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 495.335868 \r\nL 42.826483 495.335868 \r\nL 42.826483 490.544367 \r\nL 28.934063 490.544367 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_22\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 487.350034 \r\nL 45.352378 487.350034 \r\nL 45.352378 482.558533 \r\nL 28.934063 482.558533 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_23\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 479.3642 \r\nL 47.878272 479.3642 \r\nL 47.878272 474.572699 \r\nL 28.934063 474.572699 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_24\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 471.378366 \r\nL 55.455956 471.378366 \r\nL 55.455956 466.586865 \r\nL 28.934063 466.586865 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_25\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 463.392531 \r\nL 42.826483 463.392531 \r\nL 42.826483 458.601031 \r\nL 28.934063 458.601031 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_26\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 455.406697 \r\nL 55.455956 455.406697 \r\nL 55.455956 450.615197 \r\nL 28.934063 450.615197 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_27\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 447.420863 \r\nL 55.455956 447.420863 \r\nL 55.455956 442.629363 \r\nL 28.934063 442.629363 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_28\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 439.435029 \r\nL 50.404167 439.435029 \r\nL 50.404167 434.643529 \r\nL 28.934063 434.643529 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_29\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 431.449195 \r\nL 52.930061 431.449195 \r\nL 52.930061 426.657695 \r\nL 28.934063 426.657695 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_30\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 423.463361 \r\nL 68.085429 423.463361 \r\nL 68.085429 418.671861 \r\nL 28.934063 418.671861 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_31\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 415.477527 \r\nL 57.981851 415.477527 \r\nL 57.981851 410.686027 \r\nL 28.934063 410.686027 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_32\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 407.491693 \r\nL 84.503744 407.491693 \r\nL 84.503744 402.700193 \r\nL 28.934063 402.700193 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_33\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 399.505859 \r\nL 94.607323 399.505859 \r\nL 94.607323 394.714359 \r\nL 28.934063 394.714359 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_34\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 391.520025 \r\nL 89.555533 391.520025 \r\nL 89.555533 386.728525 \r\nL 28.934063 386.728525 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_35\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 383.534191 \r\nL 90.818481 383.534191 \r\nL 90.818481 378.742691 \r\nL 28.934063 378.742691 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_36\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 375.548357 \r\nL 112.288585 375.548357 \r\nL 112.288585 370.756856 \r\nL 28.934063 370.756856 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_37\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 367.562523 \r\nL 93.344375 367.562523 \r\nL 93.344375 362.771022 \r\nL 28.934063 362.771022 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_38\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 359.576689 \r\nL 119.866269 359.576689 \r\nL 119.866269 354.785188 \r\nL 28.934063 354.785188 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_39\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 351.590855 \r\nL 114.81448 351.590855 \r\nL 114.81448 346.799354 \r\nL 28.934063 346.799354 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_40\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 343.605021 \r\nL 141.336373 343.605021 \r\nL 141.336373 338.81352 \r\nL 28.934063 338.81352 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_41\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 335.619187 \r\nL 118.603321 335.619187 \r\nL 118.603321 330.827686 \r\nL 28.934063 330.827686 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_42\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 327.633353 \r\nL 137.547531 327.633353 \r\nL 137.547531 322.841852 \r\nL 28.934063 322.841852 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_43\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 319.647519 \r\nL 118.603321 319.647519 \r\nL 118.603321 314.856018 \r\nL 28.934063 314.856018 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_44\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 311.661684 \r\nL 123.655111 311.661684 \r\nL 123.655111 306.870184 \r\nL 28.934063 306.870184 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_45\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 303.67585 \r\nL 137.547531 303.67585 \r\nL 137.547531 298.88435 \r\nL 28.934063 298.88435 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_46\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 295.690016 \r\nL 157.754688 295.690016 \r\nL 157.754688 290.898516 \r\nL 28.934063 290.898516 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_47\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 287.704182 \r\nL 177.961845 287.704182 \r\nL 177.961845 282.912682 \r\nL 28.934063 282.912682 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_48\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 279.718348 \r\nL 161.54353 279.718348 \r\nL 161.54353 274.926848 \r\nL 28.934063 274.926848 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_49\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 271.732514 \r\nL 155.228793 271.732514 \r\nL 155.228793 266.941014 \r\nL 28.934063 266.941014 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_50\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 263.74668 \r\nL 153.965846 263.74668 \r\nL 153.965846 258.95518 \r\nL 28.934063 258.95518 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_51\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 255.760846 \r\nL 152.702899 255.760846 \r\nL 152.702899 250.969346 \r\nL 28.934063 250.969346 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_52\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 247.775012 \r\nL 195.643107 247.775012 \r\nL 195.643107 242.983512 \r\nL 28.934063 242.983512 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_53\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 239.789178 \r\nL 156.491741 239.789178 \r\nL 156.491741 234.997678 \r\nL 28.934063 234.997678 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_54\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 231.803344 \r\nL 180.48774 231.803344 \r\nL 180.48774 227.011844 \r\nL 28.934063 227.011844 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_55\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 223.81751 \r\nL 180.48774 223.81751 \r\nL 180.48774 219.026009 \r\nL 28.934063 219.026009 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_56\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 215.831676 \r\nL 164.069425 215.831676 \r\nL 164.069425 211.040175 \r\nL 28.934063 211.040175 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_57\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 207.845842 \r\nL 176.698898 207.845842 \r\nL 176.698898 203.054341 \r\nL 28.934063 203.054341 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_58\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 199.860008 \r\nL 150.177004 199.860008 \r\nL 150.177004 195.068507 \r\nL 28.934063 195.068507 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_59\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 191.874174 \r\nL 175.43595 191.874174 \r\nL 175.43595 187.082673 \r\nL 28.934063 187.082673 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_60\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 183.88834 \r\nL 183.013634 183.88834 \r\nL 183.013634 179.096839 \r\nL 28.934063 179.096839 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_61\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 175.902506 \r\nL 213.32437 175.902506 \r\nL 213.32437 171.111005 \r\nL 28.934063 171.111005 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_62\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 167.916672 \r\nL 200.694897 167.916672 \r\nL 200.694897 163.125171 \r\nL 28.934063 163.125171 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_63\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 159.930837 \r\nL 193.117213 159.930837 \r\nL 193.117213 155.139337 \r\nL 28.934063 155.139337 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_64\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 151.945003 \r\nL 180.48774 151.945003 \r\nL 180.48774 147.153503 \r\nL 28.934063 147.153503 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_65\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 143.959169 \r\nL 213.32437 143.959169 \r\nL 213.32437 139.167669 \r\nL 28.934063 139.167669 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_66\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 135.973335 \r\nL 218.376159 135.973335 \r\nL 218.376159 131.181835 \r\nL 28.934063 131.181835 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_67\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 127.987501 \r\nL 217.113212 127.987501 \r\nL 217.113212 123.196001 \r\nL 28.934063 123.196001 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_68\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 120.001667 \r\nL 219.639106 120.001667 \r\nL 219.639106 115.210167 \r\nL 28.934063 115.210167 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_69\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 112.015833 \r\nL 209.535528 112.015833 \r\nL 209.535528 107.224333 \r\nL 28.934063 107.224333 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_70\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 104.029999 \r\nL 196.906055 104.029999 \r\nL 196.906055 99.238499 \r\nL 28.934063 99.238499 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_71\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 96.044165 \r\nL 213.32437 96.044165 \r\nL 213.32437 91.252665 \r\nL 28.934063 91.252665 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_72\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 88.058331 \r\nL 231.005632 88.058331 \r\nL 231.005632 83.266831 \r\nL 28.934063 83.266831 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_73\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 80.072497 \r\nL 181.750687 80.072497 \r\nL 181.750687 75.280996 \r\nL 28.934063 75.280996 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_74\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 72.086663 \r\nL 194.38016 72.086663 \r\nL 194.38016 67.295162 \r\nL 28.934063 67.295162 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_75\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 64.100829 \r\nL 153.965846 64.100829 \r\nL 153.965846 59.309328 \r\nL 28.934063 59.309328 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_76\">\r\n    <path clip-path=\"url(#paaa87ee38e)\" d=\"M 28.934063 56.114995 \r\nL 669.248348 56.114995 \r\nL 669.248348 51.323494 \r\nL 28.934063 51.323494 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_77\">\r\n    <path d=\"M 28.934063 668.46875 \r\nL 28.934063 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_78\">\r\n    <path d=\"M 701.264063 668.46875 \r\nL 701.264063 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_79\">\r\n    <path d=\"M 28.934063 668.46875 \r\nL 701.264062 668.46875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_80\">\r\n    <path d=\"M 28.934063 21.935625 \r\nL 701.264062 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_82\">\r\n    <!-- Comparison of anchor_age labels -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(275.384063 15.935625)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 58.796875 25.09375 \r\nL 68.265625 22.703125 \r\nQ 65.28125 11.03125 57.546875 4.90625 \r\nQ 49.8125 -1.21875 38.625 -1.21875 \r\nQ 27.046875 -1.21875 19.796875 3.484375 \r\nQ 12.546875 8.203125 8.765625 17.140625 \r\nQ 4.984375 26.078125 4.984375 36.328125 \r\nQ 4.984375 47.515625 9.25 55.828125 \r\nQ 13.53125 64.15625 21.40625 68.46875 \r\nQ 29.296875 72.796875 38.765625 72.796875 \r\nQ 49.515625 72.796875 56.828125 67.328125 \r\nQ 64.15625 61.859375 67.046875 51.953125 \r\nL 57.71875 49.75 \r\nQ 55.21875 57.5625 50.484375 61.125 \r\nQ 45.75 64.703125 38.578125 64.703125 \r\nQ 30.328125 64.703125 24.78125 60.734375 \r\nQ 19.234375 56.78125 16.984375 50.109375 \r\nQ 14.75 43.453125 14.75 36.375 \r\nQ 14.75 27.25 17.40625 20.4375 \r\nQ 20.0625 13.625 25.671875 10.25 \r\nQ 31.296875 6.890625 37.84375 6.890625 \r\nQ 45.796875 6.890625 51.3125 11.46875 \r\nQ 56.84375 16.0625 58.796875 25.09375 \r\nz\r\n\" id=\"ArialMT-67\"/>\r\n      <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.5 51.859375 \r\nL 14.5 44.484375 \r\nQ 20.21875 53.03125 31 53.03125 \r\nQ 35.6875 53.03125 39.625 51.34375 \r\nQ 43.5625 49.65625 45.515625 46.921875 \r\nQ 47.46875 44.1875 48.25 40.4375 \r\nQ 48.734375 37.984375 48.734375 31.890625 \r\nL 48.734375 0 \r\nL 39.9375 0 \r\nL 39.9375 31.546875 \r\nQ 39.9375 36.921875 38.90625 39.578125 \r\nQ 37.890625 42.234375 35.28125 43.8125 \r\nQ 32.671875 45.40625 29.15625 45.40625 \r\nQ 23.53125 45.40625 19.453125 41.84375 \r\nQ 15.375 38.28125 15.375 28.328125 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-110\"/>\r\n      <path d=\"M 40.4375 19 \r\nL 49.078125 17.875 \r\nQ 47.65625 8.9375 41.8125 3.875 \r\nQ 35.984375 -1.171875 27.484375 -1.171875 \r\nQ 16.84375 -1.171875 10.375 5.78125 \r\nQ 3.90625 12.75 3.90625 25.734375 \r\nQ 3.90625 34.125 6.6875 40.421875 \r\nQ 9.46875 46.734375 15.15625 49.875 \r\nQ 20.84375 53.03125 27.546875 53.03125 \r\nQ 35.984375 53.03125 41.359375 48.75 \r\nQ 46.734375 44.484375 48.25 36.625 \r\nL 39.703125 35.296875 \r\nQ 38.484375 40.53125 35.375 43.15625 \r\nQ 32.28125 45.796875 27.875 45.796875 \r\nQ 21.234375 45.796875 17.078125 41.03125 \r\nQ 12.9375 36.28125 12.9375 25.984375 \r\nQ 12.9375 15.53125 16.9375 10.796875 \r\nQ 20.953125 6.0625 27.390625 6.0625 \r\nQ 32.5625 6.0625 36.03125 9.234375 \r\nQ 39.5 12.40625 40.4375 19 \r\nz\r\n\" id=\"ArialMT-99\"/>\r\n      <path d=\"M 4.984375 -4.296875 \r\nL 13.53125 -5.5625 \r\nQ 14.0625 -9.515625 16.5 -11.328125 \r\nQ 19.78125 -13.765625 25.4375 -13.765625 \r\nQ 31.546875 -13.765625 34.859375 -11.328125 \r\nQ 38.1875 -8.890625 39.359375 -4.5 \r\nQ 40.046875 -1.8125 39.984375 6.78125 \r\nQ 34.234375 0 25.640625 0 \r\nQ 14.9375 0 9.078125 7.71875 \r\nQ 3.21875 15.4375 3.21875 26.21875 \r\nQ 3.21875 33.640625 5.90625 39.90625 \r\nQ 8.59375 46.1875 13.6875 49.609375 \r\nQ 18.796875 53.03125 25.6875 53.03125 \r\nQ 34.859375 53.03125 40.828125 45.609375 \r\nL 40.828125 51.859375 \r\nL 48.921875 51.859375 \r\nL 48.921875 7.03125 \r\nQ 48.921875 -5.078125 46.453125 -10.125 \r\nQ 44 -15.1875 38.640625 -18.109375 \r\nQ 33.296875 -21.046875 25.484375 -21.046875 \r\nQ 16.21875 -21.046875 10.5 -16.875 \r\nQ 4.78125 -12.703125 4.984375 -4.296875 \r\nz\r\nM 12.25 26.859375 \r\nQ 12.25 16.65625 16.296875 11.96875 \r\nQ 20.359375 7.28125 26.46875 7.28125 \r\nQ 32.515625 7.28125 36.609375 11.9375 \r\nQ 40.71875 16.609375 40.71875 26.5625 \r\nQ 40.71875 36.078125 36.5 40.90625 \r\nQ 32.28125 45.75 26.3125 45.75 \r\nQ 20.453125 45.75 16.34375 40.984375 \r\nQ 12.25 36.234375 12.25 26.859375 \r\nz\r\n\" id=\"ArialMT-103\"/>\r\n     </defs>\r\n     <use xlink:href=\"#ArialMT-67\"/>\r\n     <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"211.132812\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"355.664062\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"377.880859\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"427.880859\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"539.111328\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"566.894531\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"622.509766\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"650.292969\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"678.076172\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"733.691406\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"789.306641\" xlink:href=\"#ArialMT-99\"/>\r\n     <use x=\"839.306641\" xlink:href=\"#ArialMT-104\"/>\r\n     <use x=\"894.921875\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"950.537109\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"983.837891\" xlink:href=\"#ArialMT-95\"/>\r\n     <use x=\"1039.453125\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"1095.068359\" xlink:href=\"#ArialMT-103\"/>\r\n     <use x=\"1150.683594\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1206.298828\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1234.082031\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1256.298828\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"1311.914062\" xlink:href=\"#ArialMT-98\"/>\r\n     <use x=\"1367.529297\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1423.144531\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1445.361328\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"paaa87ee38e\">\r\n   <rect height=\"646.533125\" width=\"672.33\" x=\"28.934063\" y=\"21.935625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "plot_los_groupby('anchor_age', size=(10,10))"
   ]
  },
  {
   "source": [
    "Because of the discrete-like distribution of data on the extremes of age (0 and >89), it could be useful to convert all ages into the categories of **newborn, young adult, middle adult, and senior** for use in the prediction model."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "SENIOR          155448\n",
       "MIDDLE_ADULT     88480\n",
       "YOUNG_ADULT      52875\n",
       "NEWBORN          38454\n",
       "Name: anchor_age, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 147
    }
   ],
   "source": [
    "age_ranges = [(0, 13), (14, 36), (37, 56), (57, 100)]\n",
    "for num, cat_range in enumerate(age_ranges):\n",
    "    admits_patients_diag['anchor_age'] = np.where(admits_patients_diag['anchor_age'].between(cat_range[0],cat_range[1]), num, admits_patients_diag['anchor_age'])\n",
    "\n",
    "age_dict = {0: 'NEWBORN', 1: 'YOUNG_ADULT', 2: 'MIDDLE_ADULT', 3: 'SENIOR'}\n",
    "admits_patients_diag['anchor_age'] = admits_patients_diag['anchor_age'].replace(age_dict)\n",
    "admits_patients_diag.anchor_age.value_counts()"
   ]
  },
  {
   "source": [
    "Now, let's analyze the diagnosis in correlation to our target LOS."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 504x360 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"335.616094pt\" version=\"1.1\" viewBox=\"0 0 478.088594 335.616094\" width=\"478.088594pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-07-19T02:14:27.492643</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 335.616094 \r\nL 478.088594 335.616094 \r\nL 478.088594 0 \r\nL 0 0 \r\nz\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 80.288594 293.735625 \r\nL 470.888594 293.735625 \r\nL 470.888594 21.935625 \r\nL 80.288594 21.935625 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 293.735625 \r\nL 80.288594 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(77.230078 311.109219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 35.296875 \r\nQ 4.15625 48 6.765625 55.734375 \r\nQ 9.375 63.484375 14.515625 67.671875 \r\nQ 19.671875 71.875 27.484375 71.875 \r\nQ 33.25 71.875 37.59375 69.546875 \r\nQ 41.9375 67.234375 44.765625 62.859375 \r\nQ 47.609375 58.5 49.21875 52.21875 \r\nQ 50.828125 45.953125 50.828125 35.296875 \r\nQ 50.828125 22.703125 48.234375 14.96875 \r\nQ 45.65625 7.234375 40.5 3 \r\nQ 35.359375 -1.21875 27.484375 -1.21875 \r\nQ 17.140625 -1.21875 11.234375 6.203125 \r\nQ 4.15625 15.140625 4.15625 35.296875 \r\nz\r\nM 13.1875 35.296875 \r\nQ 13.1875 17.671875 17.3125 11.828125 \r\nQ 21.4375 6 27.484375 6 \r\nQ 33.546875 6 37.671875 11.859375 \r\nQ 41.796875 17.71875 41.796875 35.296875 \r\nQ 41.796875 52.984375 37.671875 58.78125 \r\nQ 33.546875 64.59375 27.390625 64.59375 \r\nQ 21.34375 64.59375 17.71875 59.46875 \r\nQ 13.1875 52.9375 13.1875 35.296875 \r\nz\r\n\" id=\"ArialMT-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 126.83514 293.735625 \r\nL 126.83514 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 250 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(117.659593 311.109219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 50.34375 8.453125 \r\nL 50.34375 0 \r\nL 3.03125 0 \r\nQ 2.9375 3.171875 4.046875 6.109375 \r\nQ 5.859375 10.9375 9.828125 15.625 \r\nQ 13.8125 20.3125 21.34375 26.46875 \r\nQ 33.015625 36.03125 37.109375 41.625 \r\nQ 41.21875 47.21875 41.21875 52.203125 \r\nQ 41.21875 57.421875 37.46875 61 \r\nQ 33.734375 64.59375 27.734375 64.59375 \r\nQ 21.390625 64.59375 17.578125 60.78125 \r\nQ 13.765625 56.984375 13.71875 50.25 \r\nL 4.6875 51.171875 \r\nQ 5.609375 61.28125 11.65625 66.578125 \r\nQ 17.71875 71.875 27.9375 71.875 \r\nQ 38.234375 71.875 44.234375 66.15625 \r\nQ 50.25 60.453125 50.25 52 \r\nQ 50.25 47.703125 48.484375 43.546875 \r\nQ 46.734375 39.40625 42.65625 34.8125 \r\nQ 38.578125 30.21875 29.109375 22.21875 \r\nQ 21.1875 15.578125 18.9375 13.203125 \r\nQ 16.703125 10.84375 15.234375 8.453125 \r\nz\r\n\" id=\"ArialMT-50\"/>\r\n        <path d=\"M 4.15625 18.75 \r\nL 13.375 19.53125 \r\nQ 14.40625 12.796875 18.140625 9.390625 \r\nQ 21.875 6 27.15625 6 \r\nQ 33.5 6 37.890625 10.78125 \r\nQ 42.28125 15.578125 42.28125 23.484375 \r\nQ 42.28125 31 38.0625 35.34375 \r\nQ 33.84375 39.703125 27 39.703125 \r\nQ 22.75 39.703125 19.328125 37.765625 \r\nQ 15.921875 35.84375 13.96875 32.765625 \r\nL 5.71875 33.84375 \r\nL 12.640625 70.609375 \r\nL 48.25 70.609375 \r\nL 48.25 62.203125 \r\nL 19.671875 62.203125 \r\nL 15.828125 42.96875 \r\nQ 22.265625 47.46875 29.34375 47.46875 \r\nQ 38.71875 47.46875 45.15625 40.96875 \r\nQ 51.609375 34.46875 51.609375 24.265625 \r\nQ 51.609375 14.546875 45.953125 7.46875 \r\nQ 39.0625 -1.21875 27.15625 -1.21875 \r\nQ 17.390625 -1.21875 11.203125 4.25 \r\nQ 5.03125 9.71875 4.15625 18.75 \r\nz\r\n\" id=\"ArialMT-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 173.381687 293.735625 \r\nL 173.381687 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 500 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(164.20614 311.109219)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 219.928233 293.735625 \r\nL 219.928233 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 750 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(210.752687 311.109219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.734375 62.203125 \r\nL 4.734375 70.65625 \r\nL 51.078125 70.65625 \r\nL 51.078125 63.8125 \r\nQ 44.234375 56.546875 37.515625 44.484375 \r\nQ 30.8125 32.421875 27.15625 19.671875 \r\nQ 24.515625 10.6875 23.78125 0 \r\nL 14.75 0 \r\nQ 14.890625 8.453125 18.0625 20.40625 \r\nQ 21.234375 32.375 27.171875 43.484375 \r\nQ 33.109375 54.59375 39.796875 62.203125 \r\nz\r\n\" id=\"ArialMT-55\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 266.47478 293.735625 \r\nL 266.47478 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 1000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(254.240717 311.109219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 37.25 0 \r\nL 28.46875 0 \r\nL 28.46875 56 \r\nQ 25.296875 52.984375 20.140625 49.953125 \r\nQ 14.984375 46.921875 10.890625 45.40625 \r\nL 10.890625 53.90625 \r\nQ 18.265625 57.375 23.78125 62.296875 \r\nQ 29.296875 67.234375 31.59375 71.875 \r\nL 37.25 71.875 \r\nz\r\n\" id=\"ArialMT-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 313.021326 293.735625 \r\nL 313.021326 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 1250 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(300.787264 311.109219)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 359.567873 293.735625 \r\nL 359.567873 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 1500 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(347.333811 311.109219)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 406.11442 293.735625 \r\nL 406.11442 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 1750 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(393.880357 311.109219)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 452.660966 293.735625 \r\nL 452.660966 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(440.426904 311.109219)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_10\">\r\n     <!-- Sum of people Died_at_the_Hospital -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(177.863594 326.031094)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 4.5 23 \r\nL 13.421875 23.78125 \r\nQ 14.0625 18.40625 16.375 14.96875 \r\nQ 18.703125 11.53125 23.578125 9.40625 \r\nQ 28.46875 7.28125 34.578125 7.28125 \r\nQ 39.984375 7.28125 44.140625 8.890625 \r\nQ 48.296875 10.5 50.3125 13.296875 \r\nQ 52.34375 16.109375 52.34375 19.4375 \r\nQ 52.34375 22.796875 50.390625 25.3125 \r\nQ 48.4375 27.828125 43.953125 29.546875 \r\nQ 41.0625 30.671875 31.203125 33.03125 \r\nQ 21.34375 35.40625 17.390625 37.5 \r\nQ 12.25 40.1875 9.734375 44.15625 \r\nQ 7.234375 48.140625 7.234375 53.078125 \r\nQ 7.234375 58.5 10.296875 63.203125 \r\nQ 13.375 67.921875 19.28125 70.359375 \r\nQ 25.203125 72.796875 32.421875 72.796875 \r\nQ 40.375 72.796875 46.453125 70.234375 \r\nQ 52.546875 67.671875 55.8125 62.6875 \r\nQ 59.078125 57.71875 59.328125 51.421875 \r\nL 50.25 50.734375 \r\nQ 49.515625 57.515625 45.28125 60.984375 \r\nQ 41.0625 64.453125 32.8125 64.453125 \r\nQ 24.21875 64.453125 20.28125 61.296875 \r\nQ 16.359375 58.15625 16.359375 53.71875 \r\nQ 16.359375 49.859375 19.140625 47.359375 \r\nQ 21.875 44.875 33.421875 42.265625 \r\nQ 44.96875 39.65625 49.265625 37.703125 \r\nQ 55.515625 34.8125 58.484375 30.390625 \r\nQ 61.46875 25.984375 61.46875 20.21875 \r\nQ 61.46875 14.5 58.203125 9.4375 \r\nQ 54.9375 4.390625 48.796875 1.578125 \r\nQ 42.671875 -1.21875 35.015625 -1.21875 \r\nQ 25.296875 -1.21875 18.71875 1.609375 \r\nQ 12.15625 4.4375 8.421875 10.125 \r\nQ 4.6875 15.828125 4.5 23 \r\nz\r\n\" id=\"ArialMT-83\"/>\r\n       <path d=\"M 40.578125 0 \r\nL 40.578125 7.625 \r\nQ 34.515625 -1.171875 24.125 -1.171875 \r\nQ 19.53125 -1.171875 15.546875 0.578125 \r\nQ 11.578125 2.34375 9.640625 5 \r\nQ 7.71875 7.671875 6.9375 11.53125 \r\nQ 6.390625 14.109375 6.390625 19.734375 \r\nL 6.390625 51.859375 \r\nL 15.1875 51.859375 \r\nL 15.1875 23.09375 \r\nQ 15.1875 16.21875 15.71875 13.8125 \r\nQ 16.546875 10.359375 19.234375 8.375 \r\nQ 21.921875 6.390625 25.875 6.390625 \r\nQ 29.828125 6.390625 33.296875 8.421875 \r\nQ 36.765625 10.453125 38.203125 13.9375 \r\nQ 39.65625 17.4375 39.65625 24.078125 \r\nL 39.65625 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 0 \r\nz\r\n\" id=\"ArialMT-117\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.453125 51.859375 \r\nL 14.453125 44.578125 \r\nQ 16.890625 48.390625 20.9375 50.703125 \r\nQ 25 53.03125 30.171875 53.03125 \r\nQ 35.9375 53.03125 39.625 50.640625 \r\nQ 43.3125 48.25 44.828125 43.953125 \r\nQ 50.984375 53.03125 60.84375 53.03125 \r\nQ 68.5625 53.03125 72.703125 48.75 \r\nQ 76.859375 44.484375 76.859375 35.59375 \r\nL 76.859375 0 \r\nL 68.109375 0 \r\nL 68.109375 32.671875 \r\nQ 68.109375 37.9375 67.25 40.25 \r\nQ 66.40625 42.578125 64.15625 43.984375 \r\nQ 61.921875 45.40625 58.890625 45.40625 \r\nQ 53.421875 45.40625 49.796875 41.765625 \r\nQ 46.1875 38.140625 46.1875 30.125 \r\nL 46.1875 0 \r\nL 37.40625 0 \r\nL 37.40625 33.6875 \r\nQ 37.40625 39.546875 35.25 42.46875 \r\nQ 33.109375 45.40625 28.21875 45.40625 \r\nQ 24.515625 45.40625 21.359375 43.453125 \r\nQ 18.21875 41.5 16.796875 37.734375 \r\nQ 15.375 33.984375 15.375 26.90625 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-109\"/>\r\n       <path id=\"ArialMT-32\"/>\r\n       <path d=\"M 3.328125 25.921875 \r\nQ 3.328125 40.328125 11.328125 47.265625 \r\nQ 18.015625 53.03125 27.640625 53.03125 \r\nQ 38.328125 53.03125 45.109375 46.015625 \r\nQ 51.90625 39.015625 51.90625 26.65625 \r\nQ 51.90625 16.65625 48.90625 10.90625 \r\nQ 45.90625 5.171875 40.15625 2 \r\nQ 34.421875 -1.171875 27.640625 -1.171875 \r\nQ 16.75 -1.171875 10.03125 5.8125 \r\nQ 3.328125 12.796875 3.328125 25.921875 \r\nz\r\nM 12.359375 25.921875 \r\nQ 12.359375 15.96875 16.703125 11.015625 \r\nQ 21.046875 6.0625 27.640625 6.0625 \r\nQ 34.1875 6.0625 38.53125 11.03125 \r\nQ 42.875 16.015625 42.875 26.21875 \r\nQ 42.875 35.84375 38.5 40.796875 \r\nQ 34.125 45.75 27.640625 45.75 \r\nQ 21.046875 45.75 16.703125 40.8125 \r\nQ 12.359375 35.890625 12.359375 25.921875 \r\nz\r\n\" id=\"ArialMT-111\"/>\r\n       <path d=\"M 8.6875 0 \r\nL 8.6875 45.015625 \r\nL 0.921875 45.015625 \r\nL 0.921875 51.859375 \r\nL 8.6875 51.859375 \r\nL 8.6875 57.375 \r\nQ 8.6875 62.59375 9.625 65.140625 \r\nQ 10.890625 68.5625 14.078125 70.671875 \r\nQ 17.28125 72.796875 23.046875 72.796875 \r\nQ 26.765625 72.796875 31.25 71.921875 \r\nL 29.9375 64.265625 \r\nQ 27.203125 64.75 24.75 64.75 \r\nQ 20.75 64.75 19.09375 63.03125 \r\nQ 17.4375 61.328125 17.4375 56.640625 \r\nL 17.4375 51.859375 \r\nL 27.546875 51.859375 \r\nL 27.546875 45.015625 \r\nL 17.4375 45.015625 \r\nL 17.4375 0 \r\nz\r\n\" id=\"ArialMT-102\"/>\r\n       <path d=\"M 6.59375 -19.875 \r\nL 6.59375 51.859375 \r\nL 14.59375 51.859375 \r\nL 14.59375 45.125 \r\nQ 17.4375 49.078125 21 51.046875 \r\nQ 24.5625 53.03125 29.640625 53.03125 \r\nQ 36.28125 53.03125 41.359375 49.609375 \r\nQ 46.4375 46.1875 49.015625 39.953125 \r\nQ 51.609375 33.734375 51.609375 26.3125 \r\nQ 51.609375 18.359375 48.75 11.984375 \r\nQ 45.90625 5.609375 40.453125 2.21875 \r\nQ 35.015625 -1.171875 29 -1.171875 \r\nQ 24.609375 -1.171875 21.109375 0.6875 \r\nQ 17.625 2.546875 15.375 5.375 \r\nL 15.375 -19.875 \r\nz\r\nM 14.546875 25.640625 \r\nQ 14.546875 15.625 18.59375 10.84375 \r\nQ 22.65625 6.0625 28.421875 6.0625 \r\nQ 34.28125 6.0625 38.453125 11.015625 \r\nQ 42.625 15.96875 42.625 26.375 \r\nQ 42.625 36.28125 38.546875 41.203125 \r\nQ 34.46875 46.140625 28.8125 46.140625 \r\nQ 23.1875 46.140625 18.859375 40.890625 \r\nQ 14.546875 35.640625 14.546875 25.640625 \r\nz\r\n\" id=\"ArialMT-112\"/>\r\n       <path d=\"M 42.09375 16.703125 \r\nL 51.171875 15.578125 \r\nQ 49.03125 7.625 43.21875 3.21875 \r\nQ 37.40625 -1.171875 28.375 -1.171875 \r\nQ 17 -1.171875 10.328125 5.828125 \r\nQ 3.65625 12.84375 3.65625 25.484375 \r\nQ 3.65625 38.578125 10.390625 45.796875 \r\nQ 17.140625 53.03125 27.875 53.03125 \r\nQ 38.28125 53.03125 44.875 45.953125 \r\nQ 51.46875 38.875 51.46875 26.03125 \r\nQ 51.46875 25.25 51.421875 23.6875 \r\nL 12.75 23.6875 \r\nQ 13.234375 15.140625 17.578125 10.59375 \r\nQ 21.921875 6.0625 28.421875 6.0625 \r\nQ 33.25 6.0625 36.671875 8.59375 \r\nQ 40.09375 11.140625 42.09375 16.703125 \r\nz\r\nM 13.234375 30.90625 \r\nL 42.1875 30.90625 \r\nQ 41.609375 37.453125 38.875 40.71875 \r\nQ 34.671875 45.796875 27.984375 45.796875 \r\nQ 21.921875 45.796875 17.796875 41.75 \r\nQ 13.671875 37.703125 13.234375 30.90625 \r\nz\r\n\" id=\"ArialMT-101\"/>\r\n       <path d=\"M 6.390625 0 \r\nL 6.390625 71.578125 \r\nL 15.1875 71.578125 \r\nL 15.1875 0 \r\nz\r\n\" id=\"ArialMT-108\"/>\r\n       <path d=\"M 7.71875 0 \r\nL 7.71875 71.578125 \r\nL 32.375 71.578125 \r\nQ 40.71875 71.578125 45.125 70.5625 \r\nQ 51.265625 69.140625 55.609375 65.4375 \r\nQ 61.28125 60.640625 64.078125 53.1875 \r\nQ 66.890625 45.75 66.890625 36.1875 \r\nQ 66.890625 28.03125 64.984375 21.734375 \r\nQ 63.09375 15.4375 60.109375 11.296875 \r\nQ 57.125 7.171875 53.578125 4.796875 \r\nQ 50.046875 2.4375 45.046875 1.21875 \r\nQ 40.046875 0 33.546875 0 \r\nz\r\nM 17.1875 8.453125 \r\nL 32.46875 8.453125 \r\nQ 39.546875 8.453125 43.578125 9.765625 \r\nQ 47.609375 11.078125 50 13.484375 \r\nQ 53.375 16.84375 55.25 22.53125 \r\nQ 57.125 28.21875 57.125 36.328125 \r\nQ 57.125 47.5625 53.4375 53.59375 \r\nQ 49.75 59.625 44.484375 61.671875 \r\nQ 40.671875 63.140625 32.234375 63.140625 \r\nL 17.1875 63.140625 \r\nz\r\n\" id=\"ArialMT-68\"/>\r\n       <path d=\"M 6.640625 61.46875 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 61.46875 \r\nz\r\nM 6.640625 0 \r\nL 6.640625 51.859375 \r\nL 15.4375 51.859375 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-105\"/>\r\n       <path d=\"M 40.234375 0 \r\nL 40.234375 6.546875 \r\nQ 35.296875 -1.171875 25.734375 -1.171875 \r\nQ 19.53125 -1.171875 14.328125 2.25 \r\nQ 9.125 5.671875 6.265625 11.796875 \r\nQ 3.421875 17.921875 3.421875 25.875 \r\nQ 3.421875 33.640625 6 39.96875 \r\nQ 8.59375 46.296875 13.765625 49.65625 \r\nQ 18.953125 53.03125 25.34375 53.03125 \r\nQ 30.03125 53.03125 33.6875 51.046875 \r\nQ 37.359375 49.078125 39.65625 45.90625 \r\nL 39.65625 71.578125 \r\nL 48.390625 71.578125 \r\nL 48.390625 0 \r\nz\r\nM 12.453125 25.875 \r\nQ 12.453125 15.921875 16.640625 10.984375 \r\nQ 20.84375 6.0625 26.5625 6.0625 \r\nQ 32.328125 6.0625 36.34375 10.765625 \r\nQ 40.375 15.484375 40.375 25.140625 \r\nQ 40.375 35.796875 36.265625 40.765625 \r\nQ 32.171875 45.75 26.171875 45.75 \r\nQ 20.3125 45.75 16.375 40.96875 \r\nQ 12.453125 36.1875 12.453125 25.875 \r\nz\r\n\" id=\"ArialMT-100\"/>\r\n       <path d=\"M -1.515625 -19.875 \r\nL -1.515625 -13.53125 \r\nL 56.734375 -13.53125 \r\nL 56.734375 -19.875 \r\nz\r\n\" id=\"ArialMT-95\"/>\r\n       <path d=\"M 40.4375 6.390625 \r\nQ 35.546875 2.25 31.03125 0.53125 \r\nQ 26.515625 -1.171875 21.34375 -1.171875 \r\nQ 12.796875 -1.171875 8.203125 3 \r\nQ 3.609375 7.171875 3.609375 13.671875 \r\nQ 3.609375 17.484375 5.34375 20.625 \r\nQ 7.078125 23.78125 9.890625 25.6875 \r\nQ 12.703125 27.59375 16.21875 28.5625 \r\nQ 18.796875 29.25 24.03125 29.890625 \r\nQ 34.671875 31.15625 39.703125 32.90625 \r\nQ 39.75 34.71875 39.75 35.203125 \r\nQ 39.75 40.578125 37.25 42.78125 \r\nQ 33.890625 45.75 27.25 45.75 \r\nQ 21.046875 45.75 18.09375 43.578125 \r\nQ 15.140625 41.40625 13.71875 35.890625 \r\nL 5.125 37.0625 \r\nQ 6.296875 42.578125 8.984375 45.96875 \r\nQ 11.671875 49.359375 16.75 51.1875 \r\nQ 21.828125 53.03125 28.515625 53.03125 \r\nQ 35.15625 53.03125 39.296875 51.46875 \r\nQ 43.453125 49.90625 45.40625 47.53125 \r\nQ 47.359375 45.171875 48.140625 41.546875 \r\nQ 48.578125 39.3125 48.578125 33.453125 \r\nL 48.578125 21.734375 \r\nQ 48.578125 9.46875 49.140625 6.21875 \r\nQ 49.703125 2.984375 51.375 0 \r\nL 42.1875 0 \r\nQ 40.828125 2.734375 40.4375 6.390625 \r\nz\r\nM 39.703125 26.03125 \r\nQ 34.90625 24.078125 25.34375 22.703125 \r\nQ 19.921875 21.921875 17.671875 20.9375 \r\nQ 15.4375 19.96875 14.203125 18.09375 \r\nQ 12.984375 16.21875 12.984375 13.921875 \r\nQ 12.984375 10.40625 15.640625 8.0625 \r\nQ 18.3125 5.71875 23.4375 5.71875 \r\nQ 28.515625 5.71875 32.46875 7.9375 \r\nQ 36.421875 10.15625 38.28125 14.015625 \r\nQ 39.703125 17 39.703125 22.796875 \r\nz\r\n\" id=\"ArialMT-97\"/>\r\n       <path d=\"M 25.78125 7.859375 \r\nL 27.046875 0.09375 \r\nQ 23.34375 -0.6875 20.40625 -0.6875 \r\nQ 15.625 -0.6875 12.984375 0.828125 \r\nQ 10.359375 2.34375 9.28125 4.8125 \r\nQ 8.203125 7.28125 8.203125 15.1875 \r\nL 8.203125 45.015625 \r\nL 1.765625 45.015625 \r\nL 1.765625 51.859375 \r\nL 8.203125 51.859375 \r\nL 8.203125 64.703125 \r\nL 16.9375 69.96875 \r\nL 16.9375 51.859375 \r\nL 25.78125 51.859375 \r\nL 25.78125 45.015625 \r\nL 16.9375 45.015625 \r\nL 16.9375 14.703125 \r\nQ 16.9375 10.9375 17.40625 9.859375 \r\nQ 17.875 8.796875 18.921875 8.15625 \r\nQ 19.96875 7.515625 21.921875 7.515625 \r\nQ 23.390625 7.515625 25.78125 7.859375 \r\nz\r\n\" id=\"ArialMT-116\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 71.578125 \r\nL 15.375 71.578125 \r\nL 15.375 45.90625 \r\nQ 21.53125 53.03125 30.90625 53.03125 \r\nQ 36.671875 53.03125 40.921875 50.75 \r\nQ 45.171875 48.484375 47 44.484375 \r\nQ 48.828125 40.484375 48.828125 32.859375 \r\nL 48.828125 0 \r\nL 40.046875 0 \r\nL 40.046875 32.859375 \r\nQ 40.046875 39.453125 37.1875 42.453125 \r\nQ 34.328125 45.453125 29.109375 45.453125 \r\nQ 25.203125 45.453125 21.75 43.421875 \r\nQ 18.3125 41.40625 16.84375 37.9375 \r\nQ 15.375 34.46875 15.375 28.375 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-104\"/>\r\n       <path d=\"M 8.015625 0 \r\nL 8.015625 71.578125 \r\nL 17.484375 71.578125 \r\nL 17.484375 42.1875 \r\nL 54.6875 42.1875 \r\nL 54.6875 71.578125 \r\nL 64.15625 71.578125 \r\nL 64.15625 0 \r\nL 54.6875 0 \r\nL 54.6875 33.734375 \r\nL 17.484375 33.734375 \r\nL 17.484375 0 \r\nz\r\n\" id=\"ArialMT-72\"/>\r\n       <path d=\"M 3.078125 15.484375 \r\nL 11.765625 16.84375 \r\nQ 12.5 11.625 15.84375 8.84375 \r\nQ 19.1875 6.0625 25.203125 6.0625 \r\nQ 31.25 6.0625 34.171875 8.515625 \r\nQ 37.109375 10.984375 37.109375 14.3125 \r\nQ 37.109375 17.28125 34.515625 19 \r\nQ 32.71875 20.171875 25.53125 21.96875 \r\nQ 15.875 24.421875 12.140625 26.203125 \r\nQ 8.40625 27.984375 6.46875 31.125 \r\nQ 4.546875 34.28125 4.546875 38.09375 \r\nQ 4.546875 41.546875 6.125 44.5 \r\nQ 7.71875 47.46875 10.453125 49.421875 \r\nQ 12.5 50.921875 16.03125 51.96875 \r\nQ 19.578125 53.03125 23.640625 53.03125 \r\nQ 29.734375 53.03125 34.34375 51.265625 \r\nQ 38.96875 49.515625 41.15625 46.5 \r\nQ 43.359375 43.5 44.1875 38.484375 \r\nL 35.59375 37.3125 \r\nQ 35.015625 41.3125 32.203125 43.546875 \r\nQ 29.390625 45.796875 24.265625 45.796875 \r\nQ 18.21875 45.796875 15.625 43.796875 \r\nQ 13.03125 41.796875 13.03125 39.109375 \r\nQ 13.03125 37.40625 14.109375 36.03125 \r\nQ 15.1875 34.625 17.484375 33.6875 \r\nQ 18.796875 33.203125 25.25 31.453125 \r\nQ 34.578125 28.953125 38.25 27.359375 \r\nQ 41.9375 25.78125 44.03125 22.75 \r\nQ 46.140625 19.734375 46.140625 15.234375 \r\nQ 46.140625 10.84375 43.578125 6.953125 \r\nQ 41.015625 3.078125 36.171875 0.953125 \r\nQ 31.34375 -1.171875 25.25 -1.171875 \r\nQ 15.140625 -1.171875 9.84375 3.03125 \r\nQ 4.546875 7.234375 3.078125 15.484375 \r\nz\r\n\" id=\"ArialMT-115\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-83\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"205.615234\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"233.398438\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"289.013672\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"316.796875\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"344.580078\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"400.195312\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"455.810547\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"511.425781\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"567.041016\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"589.257812\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"644.873047\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"672.65625\" xlink:href=\"#ArialMT-68\"/>\r\n      <use x=\"744.873047\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"767.089844\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"822.705078\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"878.320312\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"933.935547\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"989.550781\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1017.333984\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1072.949219\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1100.732422\" xlink:href=\"#ArialMT-104\"/>\r\n      <use x=\"1156.347656\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"1211.962891\" xlink:href=\"#ArialMT-95\"/>\r\n      <use x=\"1267.578125\" xlink:href=\"#ArialMT-72\"/>\r\n      <use x=\"1339.794922\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"1395.410156\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"1445.410156\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"1501.025391\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"1523.242188\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1551.025391\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"1606.640625\" xlink:href=\"#ArialMT-108\"/>\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_10\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 275.497963 \r\nL 470.888594 275.497963 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- skin -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(51.2275 279.43476)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 6.640625 0 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 30.765625 \r\nL 36.234375 51.859375 \r\nL 47.609375 51.859375 \r\nL 27.78125 32.625 \r\nL 49.609375 0 \r\nL 38.765625 0 \r\nL 21.625 26.515625 \r\nL 15.4375 20.5625 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-107\"/>\r\n        <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.5 51.859375 \r\nL 14.5 44.484375 \r\nQ 20.21875 53.03125 31 53.03125 \r\nQ 35.6875 53.03125 39.625 51.34375 \r\nQ 43.5625 49.65625 45.515625 46.921875 \r\nQ 47.46875 44.1875 48.25 40.4375 \r\nQ 48.734375 37.984375 48.734375 31.890625 \r\nL 48.734375 0 \r\nL 39.9375 0 \r\nL 39.9375 31.546875 \r\nQ 39.9375 36.921875 38.90625 39.578125 \r\nQ 37.890625 42.234375 35.28125 43.8125 \r\nQ 32.671875 45.40625 29.15625 45.40625 \r\nQ 23.53125 45.40625 19.453125 41.84375 \r\nQ 15.375 38.28125 15.375 28.328125 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-110\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"50\" xlink:href=\"#ArialMT-107\"/>\r\n       <use x=\"100\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"122.216797\" xlink:href=\"#ArialMT-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 260.79017 \r\nL 470.888594 260.79017 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- infectious -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.320469 264.726967)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 40.4375 19 \r\nL 49.078125 17.875 \r\nQ 47.65625 8.9375 41.8125 3.875 \r\nQ 35.984375 -1.171875 27.484375 -1.171875 \r\nQ 16.84375 -1.171875 10.375 5.78125 \r\nQ 3.90625 12.75 3.90625 25.734375 \r\nQ 3.90625 34.125 6.6875 40.421875 \r\nQ 9.46875 46.734375 15.15625 49.875 \r\nQ 20.84375 53.03125 27.546875 53.03125 \r\nQ 35.984375 53.03125 41.359375 48.75 \r\nQ 46.734375 44.484375 48.25 36.625 \r\nL 39.703125 35.296875 \r\nQ 38.484375 40.53125 35.375 43.15625 \r\nQ 32.28125 45.796875 27.875 45.796875 \r\nQ 21.234375 45.796875 17.078125 41.03125 \r\nQ 12.9375 36.28125 12.9375 25.984375 \r\nQ 12.9375 15.53125 16.9375 10.796875 \r\nQ 20.953125 6.0625 27.390625 6.0625 \r\nQ 32.5625 6.0625 36.03125 9.234375 \r\nQ 39.5 12.40625 40.4375 19 \r\nz\r\n\" id=\"ArialMT-99\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"22.216797\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"77.832031\" xlink:href=\"#ArialMT-102\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"161.230469\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"211.230469\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"239.013672\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"261.230469\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"316.845703\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"372.460938\" xlink:href=\"#ArialMT-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_12\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 246.082378 \r\nL 470.888594 246.082378 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- misc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(48.181875 250.019175)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"83.300781\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"105.517578\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"155.517578\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_13\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 231.374586 \r\nL 470.888594 231.374586 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- genitourinary -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 235.311383)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.984375 -4.296875 \r\nL 13.53125 -5.5625 \r\nQ 14.0625 -9.515625 16.5 -11.328125 \r\nQ 19.78125 -13.765625 25.4375 -13.765625 \r\nQ 31.546875 -13.765625 34.859375 -11.328125 \r\nQ 38.1875 -8.890625 39.359375 -4.5 \r\nQ 40.046875 -1.8125 39.984375 6.78125 \r\nQ 34.234375 0 25.640625 0 \r\nQ 14.9375 0 9.078125 7.71875 \r\nQ 3.21875 15.4375 3.21875 26.21875 \r\nQ 3.21875 33.640625 5.90625 39.90625 \r\nQ 8.59375 46.1875 13.6875 49.609375 \r\nQ 18.796875 53.03125 25.6875 53.03125 \r\nQ 34.859375 53.03125 40.828125 45.609375 \r\nL 40.828125 51.859375 \r\nL 48.921875 51.859375 \r\nL 48.921875 7.03125 \r\nQ 48.921875 -5.078125 46.453125 -10.125 \r\nQ 44 -15.1875 38.640625 -18.109375 \r\nQ 33.296875 -21.046875 25.484375 -21.046875 \r\nQ 16.21875 -21.046875 10.5 -16.875 \r\nQ 4.78125 -12.703125 4.984375 -4.296875 \r\nz\r\nM 12.25 26.859375 \r\nQ 12.25 16.65625 16.296875 11.96875 \r\nQ 20.359375 7.28125 26.46875 7.28125 \r\nQ 32.515625 7.28125 36.609375 11.9375 \r\nQ 40.71875 16.609375 40.71875 26.5625 \r\nQ 40.71875 36.078125 36.5 40.90625 \r\nQ 32.28125 45.75 26.3125 45.75 \r\nQ 20.453125 45.75 16.34375 40.984375 \r\nQ 12.25 36.234375 12.25 26.859375 \r\nz\r\n\" id=\"ArialMT-103\"/>\r\n        <path d=\"M 6.5 0 \r\nL 6.5 51.859375 \r\nL 14.40625 51.859375 \r\nL 14.40625 44 \r\nQ 17.4375 49.515625 20 51.265625 \r\nQ 22.5625 53.03125 25.640625 53.03125 \r\nQ 30.078125 53.03125 34.671875 50.203125 \r\nL 31.640625 42.046875 \r\nQ 28.421875 43.953125 25.203125 43.953125 \r\nQ 22.3125 43.953125 20.015625 42.21875 \r\nQ 17.71875 40.484375 16.75 37.40625 \r\nQ 15.28125 32.71875 15.28125 27.15625 \r\nL 15.28125 0 \r\nz\r\n\" id=\"ArialMT-114\"/>\r\n        <path d=\"M 6.203125 -19.96875 \r\nL 5.21875 -11.71875 \r\nQ 8.109375 -12.5 10.25 -12.5 \r\nQ 13.1875 -12.5 14.9375 -11.515625 \r\nQ 16.703125 -10.546875 17.828125 -8.796875 \r\nQ 18.65625 -7.46875 20.515625 -2.25 \r\nQ 20.75 -1.515625 21.296875 -0.09375 \r\nL 1.609375 51.859375 \r\nL 11.078125 51.859375 \r\nL 21.875 21.828125 \r\nQ 23.96875 16.109375 25.640625 9.8125 \r\nQ 27.15625 15.875 29.25 21.625 \r\nL 40.328125 51.859375 \r\nL 49.125 51.859375 \r\nL 29.390625 -0.875 \r\nQ 26.21875 -9.421875 24.46875 -12.640625 \r\nQ 22.125 -17 19.09375 -19.015625 \r\nQ 16.0625 -21.046875 11.859375 -21.046875 \r\nQ 9.328125 -21.046875 6.203125 -19.96875 \r\nz\r\n\" id=\"ArialMT-121\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"189.0625\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"328.076172\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"361.376953\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"383.59375\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"439.208984\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"494.824219\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"528.125\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_14\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 216.666794 \r\nL 470.888594 216.666794 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- neoplasms -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(17.596719 220.603591)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"244.677734\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"300.292969\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"350.292969\" xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"433.59375\" xlink:href=\"#ArialMT-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_15\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 201.959002 \r\nL 470.888594 201.959002 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- blood -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(43.876406 205.895798)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 14.703125 0 \r\nL 6.546875 0 \r\nL 6.546875 71.578125 \r\nL 15.328125 71.578125 \r\nL 15.328125 46.046875 \r\nQ 20.90625 53.03125 29.546875 53.03125 \r\nQ 34.328125 53.03125 38.59375 51.09375 \r\nQ 42.875 49.171875 45.625 45.671875 \r\nQ 48.390625 42.1875 49.953125 37.25 \r\nQ 51.515625 32.328125 51.515625 26.703125 \r\nQ 51.515625 13.375 44.921875 6.09375 \r\nQ 38.328125 -1.171875 29.109375 -1.171875 \r\nQ 19.921875 -1.171875 14.703125 6.5 \r\nz\r\nM 14.59375 26.3125 \r\nQ 14.59375 17 17.140625 12.84375 \r\nQ 21.296875 6.0625 28.375 6.0625 \r\nQ 34.125 6.0625 38.328125 11.0625 \r\nQ 42.53125 16.0625 42.53125 25.984375 \r\nQ 42.53125 36.140625 38.5 40.96875 \r\nQ 34.46875 45.796875 28.765625 45.796875 \r\nQ 23 45.796875 18.796875 40.796875 \r\nQ 14.59375 35.796875 14.59375 26.3125 \r\nz\r\n\" id=\"ArialMT-98\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-98\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"77.832031\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"133.447266\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"189.0625\" xlink:href=\"#ArialMT-100\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_16\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 187.251209 \r\nL 470.888594 187.251209 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- respiratory -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(18.8325 191.188006)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"33.300781\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"88.916016\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"250.048828\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"305.664062\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"333.447266\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"389.0625\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"422.363281\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_17\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 172.543417 \r\nL 470.888594 172.543417 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- congenital -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.642344 176.480214)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"50\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"161.230469\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"328.076172\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"350.292969\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"378.076172\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"433.691406\" xlink:href=\"#ArialMT-108\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_18\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 157.835625 \r\nL 470.888594 157.835625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- nervous -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(31.657813 161.772422)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 21 0 \r\nL 1.265625 51.859375 \r\nL 10.546875 51.859375 \r\nL 21.6875 20.796875 \r\nQ 23.484375 15.765625 25 10.359375 \r\nQ 26.171875 14.453125 28.265625 20.21875 \r\nL 39.796875 51.859375 \r\nL 48.828125 51.859375 \r\nL 29.203125 0 \r\nz\r\n\" id=\"ArialMT-118\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"144.53125\" xlink:href=\"#ArialMT-118\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"250.146484\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"305.761719\" xlink:href=\"#ArialMT-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_19\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 143.127833 \r\nL 470.888594 143.127833 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- muscular -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.168125 147.06463)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"83.300781\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"188.916016\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"238.916016\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"294.53125\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"316.748047\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"372.363281\" xlink:href=\"#ArialMT-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_20\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 128.420041 \r\nL 470.888594 128.420041 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- digestive -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(27.376406 132.356837)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"77.832031\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"133.447266\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"189.0625\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"239.0625\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"266.845703\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"289.0625\" xlink:href=\"#ArialMT-118\"/>\r\n       <use x=\"339.0625\" xlink:href=\"#ArialMT-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_21\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 113.712248 \r\nL 470.888594 113.712248 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- mental -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(37.774844 117.649045)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"83.300781\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"222.314453\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"277.929688\" xlink:href=\"#ArialMT-108\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_22\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 99.004456 \r\nL 470.888594 99.004456 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- endocrine -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(22.479688 102.941253)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"305.761719\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"327.978516\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"383.59375\" xlink:href=\"#ArialMT-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_23\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 84.296664 \r\nL 470.888594 84.296664 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- injury -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(44.50375 88.233461)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 6.546875 61.375 \r\nL 6.546875 71.578125 \r\nL 15.328125 71.578125 \r\nL 15.328125 61.375 \r\nz\r\nM -4.59375 -20.125 \r\nL -2.9375 -12.640625 \r\nQ -0.296875 -13.328125 1.21875 -13.328125 \r\nQ 3.90625 -13.328125 5.21875 -11.546875 \r\nQ 6.546875 -9.765625 6.546875 -2.640625 \r\nL 6.546875 51.859375 \r\nL 15.328125 51.859375 \r\nL 15.328125 -2.828125 \r\nQ 15.328125 -12.40625 12.84375 -16.15625 \r\nQ 9.671875 -21.046875 2.296875 -21.046875 \r\nQ -1.265625 -21.046875 -4.59375 -20.125 \r\nz\r\n\" id=\"ArialMT-106\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"22.216797\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"77.832031\" xlink:href=\"#ArialMT-106\"/>\r\n       <use x=\"100.048828\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"155.664062\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"188.964844\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_24\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 69.588872 \r\nL 470.888594 69.588872 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- circulatory -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.668125 73.525669)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"50\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"105.517578\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"155.517578\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"211.132812\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"233.349609\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"288.964844\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"316.748047\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"372.363281\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"405.664062\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_25\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 54.88108 \r\nL 470.888594 54.88108 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- prenatal -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(31.040781 58.817876)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"88.916016\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"144.53125\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"200.146484\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"283.544922\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"339.160156\" xlink:href=\"#ArialMT-108\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_26\">\r\n      <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 40.173287 \r\nL 470.888594 40.173287 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- pregnancy -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(19.42375 44.045631)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"88.916016\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"144.53125\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"200.146484\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"416.992188\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 281.38108 \r\nL 158.486792 281.38108 \r\nL 158.486792 269.614846 \r\nL 80.288594 269.614846 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 266.673287 \r\nL 407.231537 266.673287 \r\nL 407.231537 254.907054 \r\nL 80.288594 254.907054 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 251.965495 \r\nL 435.531837 251.965495 \r\nL 435.531837 240.199261 \r\nL 80.288594 240.199261 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 237.257703 \r\nL 452.288594 237.257703 \r\nL 452.288594 225.491469 \r\nL 80.288594 225.491469 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 222.549911 \r\nL 252.510816 222.549911 \r\nL 252.510816 210.783677 \r\nL 80.288594 210.783677 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 207.842119 \r\nL 378.000305 207.842119 \r\nL 378.000305 196.075885 \r\nL 80.288594 196.075885 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 193.134326 \r\nL 379.862167 193.134326 \r\nL 379.862167 181.368093 \r\nL 80.288594 181.368093 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 178.426534 \r\nL 108.961266 178.426534 \r\nL 108.961266 166.6603 \r\nL 80.288594 166.6603 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 163.718742 \r\nL 371.856161 163.718742 \r\nL 371.856161 151.952508 \r\nL 80.288594 151.952508 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 149.01095 \r\nL 271.315621 149.01095 \r\nL 271.315621 137.244716 \r\nL 80.288594 137.244716 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 134.303157 \r\nL 332.012317 134.303157 \r\nL 332.012317 122.536924 \r\nL 80.288594 122.536924 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 119.595365 \r\nL 352.678984 119.595365 \r\nL 352.678984 107.829131 \r\nL 80.288594 107.829131 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 104.887573 \r\nL 342.811116 104.887573 \r\nL 342.811116 93.121339 \r\nL 80.288594 93.121339 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 90.179781 \r\nL 227.375681 90.179781 \r\nL 227.375681 78.413547 \r\nL 80.288594 78.413547 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_17\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 75.471989 \r\nL 261.261567 75.471989 \r\nL 261.261567 63.705755 \r\nL 80.288594 63.705755 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_18\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 60.764196 \r\nL 225.513819 60.764196 \r\nL 225.513819 48.997963 \r\nL 80.288594 48.997963 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_19\">\r\n    <path clip-path=\"url(#p9eb517c30c)\" d=\"M 80.288594 46.056404 \r\nL 81.033338 46.056404 \r\nL 81.033338 34.29017 \r\nL 80.288594 34.29017 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_20\">\r\n    <path d=\"M 80.288594 293.735625 \r\nL 80.288594 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_21\">\r\n    <path d=\"M 470.888594 293.735625 \r\nL 470.888594 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_22\">\r\n    <path d=\"M 80.288594 293.735625 \r\nL 470.888594 293.735625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_23\">\r\n    <path d=\"M 80.288594 21.935625 \r\nL 470.888594 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_28\">\r\n    <!-- Comparison of Diagnoses -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(206.557656 15.935625)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 58.796875 25.09375 \r\nL 68.265625 22.703125 \r\nQ 65.28125 11.03125 57.546875 4.90625 \r\nQ 49.8125 -1.21875 38.625 -1.21875 \r\nQ 27.046875 -1.21875 19.796875 3.484375 \r\nQ 12.546875 8.203125 8.765625 17.140625 \r\nQ 4.984375 26.078125 4.984375 36.328125 \r\nQ 4.984375 47.515625 9.25 55.828125 \r\nQ 13.53125 64.15625 21.40625 68.46875 \r\nQ 29.296875 72.796875 38.765625 72.796875 \r\nQ 49.515625 72.796875 56.828125 67.328125 \r\nQ 64.15625 61.859375 67.046875 51.953125 \r\nL 57.71875 49.75 \r\nQ 55.21875 57.5625 50.484375 61.125 \r\nQ 45.75 64.703125 38.578125 64.703125 \r\nQ 30.328125 64.703125 24.78125 60.734375 \r\nQ 19.234375 56.78125 16.984375 50.109375 \r\nQ 14.75 43.453125 14.75 36.375 \r\nQ 14.75 27.25 17.40625 20.4375 \r\nQ 20.0625 13.625 25.671875 10.25 \r\nQ 31.296875 6.890625 37.84375 6.890625 \r\nQ 45.796875 6.890625 51.3125 11.46875 \r\nQ 56.84375 16.0625 58.796875 25.09375 \r\nz\r\n\" id=\"ArialMT-67\"/>\r\n     </defs>\r\n     <use xlink:href=\"#ArialMT-67\"/>\r\n     <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"211.132812\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"355.664062\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"377.880859\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"427.880859\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"539.111328\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"566.894531\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"622.509766\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"650.292969\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"678.076172\" xlink:href=\"#ArialMT-68\"/>\r\n     <use x=\"750.292969\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"772.509766\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"828.125\" xlink:href=\"#ArialMT-103\"/>\r\n     <use x=\"883.740234\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"939.355469\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"994.970703\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"1044.970703\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1100.585938\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p9eb517c30c\">\r\n   <rect height=\"271.8\" width=\"390.6\" x=\"80.288594\" y=\"21.935625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# Look at the median LOS by diagnosis category\n",
    "diag_cat_list = ['skin', 'infectious',  'misc', 'genitourinary', 'neoplasms', 'blood', 'respiratory', \n",
    "                  'congenital','nervous', 'muscular', 'digestive', 'mental', 'endocrine', 'injury',\n",
    "                 'circulatory', 'prenatal',  'pregnancy']\n",
    "\n",
    "results = []\n",
    "for variable in diag_cat_list:\n",
    "    results.append(admits_patients_diag[[variable, 'died_at_the_hospital']].groupby(variable).sum().reset_index().values[1][1])\n",
    "\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "ind = range(len(results))\n",
    "ax.barh(ind, results, color = '#55a868', alpha=0.8)\n",
    "ax.set_yticks(ind)\n",
    "ax.set_yticklabels(diag_cat_list)\n",
    "ax.set_xlabel('Sum of people Died_at_the_Hospital')\n",
    "ax.tick_params(left=False, right=False, top=False) \n",
    "ax.set_title('Comparison of Diagnoses'.format(variable))\n",
    "plt.show();"
   ]
  },
  {
   "source": [
    "We can have interesting insights from this plot: \n",
    "- the biggest number of deaths in hospital is for people diagnosed in the category **genitourinary**\n",
    "- the lowest number of deaths in hospital (0 in the subset considered) is for people in **pregnancy**"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### ICUSTAYS table data extraction\n",
    "\n",
    "The data in the ICUSTAYS table could be useful because indicates if a patient during an admission was in an ICU (Intensive Care Unit). This of course could be a factor that could determine the death of the patient at the hospital."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   subject_id   hadm_id   stay_id       first_careunit        last_careunit  \\\n",
       "0    17867402  24528534  31793211  Trauma SICU (TSICU)  Trauma SICU (TSICU)   \n",
       "1    14435996  28960964  31983544  Trauma SICU (TSICU)  Trauma SICU (TSICU)   \n",
       "2    17609946  27385897  33183475  Trauma SICU (TSICU)  Trauma SICU (TSICU)   \n",
       "3    18966770  23483021  34131444  Trauma SICU (TSICU)  Trauma SICU (TSICU)   \n",
       "4    12776735  20817525  34547665       Neuro Stepdown       Neuro Stepdown   \n",
       "\n",
       "                intime              outtime       los  \n",
       "0  2154-03-03 04:11:00  2154-03-04 18:16:56  1.587454  \n",
       "1  2150-06-19 17:57:00  2150-06-22 18:33:54  3.025625  \n",
       "2  2138-02-05 18:54:00  2138-02-15 12:42:05  9.741725  \n",
       "3  2123-10-25 10:35:00  2123-10-25 18:59:47  0.350544  \n",
       "4  2200-07-12 00:33:00  2200-07-13 16:44:40  1.674769  "
      ],
      "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>subject_id</th>\n      <th>hadm_id</th>\n      <th>stay_id</th>\n      <th>first_careunit</th>\n      <th>last_careunit</th>\n      <th>intime</th>\n      <th>outtime</th>\n      <th>los</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>17867402</td>\n      <td>24528534</td>\n      <td>31793211</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>2154-03-03 04:11:00</td>\n      <td>2154-03-04 18:16:56</td>\n      <td>1.587454</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>14435996</td>\n      <td>28960964</td>\n      <td>31983544</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>2150-06-19 17:57:00</td>\n      <td>2150-06-22 18:33:54</td>\n      <td>3.025625</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>17609946</td>\n      <td>27385897</td>\n      <td>33183475</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>2138-02-05 18:54:00</td>\n      <td>2138-02-15 12:42:05</td>\n      <td>9.741725</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>18966770</td>\n      <td>23483021</td>\n      <td>34131444</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>Trauma SICU (TSICU)</td>\n      <td>2123-10-25 10:35:00</td>\n      <td>2123-10-25 18:59:47</td>\n      <td>0.350544</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12776735</td>\n      <td>20817525</td>\n      <td>34547665</td>\n      <td>Neuro Stepdown</td>\n      <td>Neuro Stepdown</td>\n      <td>2200-07-12 00:33:00</td>\n      <td>2200-07-13 16:44:40</td>\n      <td>1.674769</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 149
    }
   ],
   "source": [
    "mimic4_path = '../../mimic-iv-1.0/'\n",
    "\n",
    "# read icustays table\n",
    "def read_icustays_table(mimic4_path):\n",
    "    icustays = pd.read_csv(mimic4_path + 'icu/icustays.csv')\n",
    "    return icustays\n",
    "\n",
    "icustays = read_icustays_table(mimic4_path)\n",
    "icustays.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "    hadm_id                                           category\n",
       "0  20000094                         [Coronary Care Unit (CCU)]\n",
       "1  20000147                         [Coronary Care Unit (CCU)]\n",
       "2  20000351  [Medical/Surgical Intensive Care Unit (MICU/SI...\n",
       "3  20000397                         [Coronary Care Unit (CCU)]\n",
       "4  20000808  [Surgical Intensive Care Unit (SICU), Surgical..."
      ],
      "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>hadm_id</th>\n      <th>category</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>20000094</td>\n      <td>[Coronary Care Unit (CCU)]</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>20000147</td>\n      <td>[Coronary Care Unit (CCU)]</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>20000351</td>\n      <td>[Medical/Surgical Intensive Care Unit (MICU/SI...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>20000397</td>\n      <td>[Coronary Care Unit (CCU)]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>20000808</td>\n      <td>[Surgical Intensive Care Unit (SICU), Surgical...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 150
    }
   ],
   "source": [
    "icustays['category'] = icustays['first_careunit']\n",
    "icu_list = icustays.groupby('hadm_id')['category'].apply(list).reset_index()\n",
    "icu_list.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Medical Intensive Care Unit (MICU)                  16729\n",
       "Medical/Surgical Intensive Care Unit (MICU/SICU)    13421\n",
       "Cardiac Vascular Intensive Care Unit (CVICU)        12169\n",
       "Surgical Intensive Care Unit (SICU)                 11765\n",
       "Trauma SICU (TSICU)                                  9165\n",
       "Coronary Care Unit (CCU)                             8746\n",
       "Neuro Surgical Intensive Care Unit (Neuro SICU)      1851\n",
       "Neuro Intermediate                                   1823\n",
       "Neuro Stepdown                                        871\n",
       "Name: first_careunit, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 151
    }
   ],
   "source": [
    "icustays['first_careunit'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   Cardiac Vascular Intensive Care Unit (CVICU)  Coronary Care Unit (CCU)  \\\n",
       "0                                             0                         1   \n",
       "1                                             0                         1   \n",
       "2                                             0                         0   \n",
       "3                                             0                         1   \n",
       "4                                             0                         0   \n",
       "\n",
       "   Medical Intensive Care Unit (MICU)  \\\n",
       "0                                   0   \n",
       "1                                   0   \n",
       "2                                   0   \n",
       "3                                   0   \n",
       "4                                   0   \n",
       "\n",
       "   Medical/Surgical Intensive Care Unit (MICU/SICU)  Neuro Intermediate  \\\n",
       "0                                                 0                   0   \n",
       "1                                                 0                   0   \n",
       "2                                                 1                   0   \n",
       "3                                                 0                   0   \n",
       "4                                                 0                   0   \n",
       "\n",
       "   Neuro Stepdown  Neuro Surgical Intensive Care Unit (Neuro SICU)  \\\n",
       "0               0                                                0   \n",
       "1               0                                                0   \n",
       "2               0                                                0   \n",
       "3               0                                                0   \n",
       "4               0                                                0   \n",
       "\n",
       "   Surgical Intensive Care Unit (SICU)  Trauma SICU (TSICU)   hadm_id  \n",
       "0                                    0                    0  20000094  \n",
       "1                                    0                    0  20000147  \n",
       "2                                    0                    0  20000351  \n",
       "3                                    0                    0  20000397  \n",
       "4                                    1                    0  20000808  "
      ],
      "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>Cardiac Vascular Intensive Care Unit (CVICU)</th>\n      <th>Coronary Care Unit (CCU)</th>\n      <th>Medical Intensive Care Unit (MICU)</th>\n      <th>Medical/Surgical Intensive Care Unit (MICU/SICU)</th>\n      <th>Neuro Intermediate</th>\n      <th>Neuro Stepdown</th>\n      <th>Neuro Surgical Intensive Care Unit (Neuro SICU)</th>\n      <th>Surgical Intensive Care Unit (SICU)</th>\n      <th>Trauma SICU (TSICU)</th>\n      <th>hadm_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>20000094</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>20000147</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>20000351</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>20000397</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>20000808</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 152
    }
   ],
   "source": [
    "# Create admission-ICU matrix\n",
    "icu_item = pd.get_dummies(icu_list['category'].apply(pd.Series).stack()).sum(level=0)\n",
    "icu_item[icu_item >= 1] = 1\n",
    "icu_item = icu_item.join(icu_list['hadm_id'], how=\"outer\")\n",
    "icu_item.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   Unnamed: 0  subject_id   hadm_id           admittime           dischtime  \\\n",
       "0         0.0  14679932.0  21038362 2139-09-26 14:16:00 2139-09-28 11:30:00   \n",
       "1         1.0  15585972.0  24941086 2123-10-07 23:56:00 2123-10-12 11:22:00   \n",
       "2         2.0  15078341.0  23272159 2122-08-28 08:48:00 2122-08-30 12:32:00   \n",
       "3         3.0  17301855.0  29732723 2140-06-06 14:23:00 2140-06-08 14:25:00   \n",
       "4         4.0  17991012.0  24298836 2181-07-10 20:28:00 2181-07-12 15:49:00   \n",
       "\n",
       "  deathtime admission_type insurance               ethnicity  \\\n",
       "0       NaT       ELECTIVE     Other           OTHER/UNKNOWN   \n",
       "1       NaT       ELECTIVE     Other                   WHITE   \n",
       "2       NaT       ELECTIVE     Other  BLACK/AFRICAN AMERICAN   \n",
       "3       NaT       ELECTIVE     Other                   WHITE   \n",
       "4       NaT       ELECTIVE     Other                   WHITE   \n",
       "\n",
       "   died_at_the_hospital  ...       los  \\\n",
       "0                   0.0  ...  1.884722   \n",
       "1                   0.0  ...  4.476389   \n",
       "2                   0.0  ...  2.155556   \n",
       "3                   0.0  ...  2.001389   \n",
       "4                   0.0  ...  1.806250   \n",
       "\n",
       "  Cardiac Vascular Intensive Care Unit (CVICU) Coronary Care Unit (CCU)  \\\n",
       "0                                          NaN                      NaN   \n",
       "1                                          NaN                      NaN   \n",
       "2                                          NaN                      NaN   \n",
       "3                                          NaN                      NaN   \n",
       "4                                          NaN                      NaN   \n",
       "\n",
       "   Medical Intensive Care Unit (MICU)  \\\n",
       "0                                 NaN   \n",
       "1                                 NaN   \n",
       "2                                 NaN   \n",
       "3                                 NaN   \n",
       "4                                 NaN   \n",
       "\n",
       "   Medical/Surgical Intensive Care Unit (MICU/SICU)  Neuro Intermediate  \\\n",
       "0                                               NaN                 NaN   \n",
       "1                                               NaN                 NaN   \n",
       "2                                               NaN                 NaN   \n",
       "3                                               NaN                 NaN   \n",
       "4                                               NaN                 NaN   \n",
       "\n",
       "   Neuro Stepdown  Neuro Surgical Intensive Care Unit (Neuro SICU)  \\\n",
       "0             NaN                                              NaN   \n",
       "1             NaN                                              NaN   \n",
       "2             NaN                                              NaN   \n",
       "3             NaN                                              NaN   \n",
       "4             NaN                                              NaN   \n",
       "\n",
       "   Surgical Intensive Care Unit (SICU)  Trauma SICU (TSICU)  \n",
       "0                                  NaN                  NaN  \n",
       "1                                  NaN                  NaN  \n",
       "2                                  NaN                  NaN  \n",
       "3                                  NaN                  NaN  \n",
       "4                                  NaN                  NaN  \n",
       "\n",
       "[5 rows x 40 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>Unnamed: 0</th>\n      <th>subject_id</th>\n      <th>hadm_id</th>\n      <th>admittime</th>\n      <th>dischtime</th>\n      <th>deathtime</th>\n      <th>admission_type</th>\n      <th>insurance</th>\n      <th>ethnicity</th>\n      <th>died_at_the_hospital</th>\n      <th>...</th>\n      <th>los</th>\n      <th>Cardiac Vascular Intensive Care Unit (CVICU)</th>\n      <th>Coronary Care Unit (CCU)</th>\n      <th>Medical Intensive Care Unit (MICU)</th>\n      <th>Medical/Surgical Intensive Care Unit (MICU/SICU)</th>\n      <th>Neuro Intermediate</th>\n      <th>Neuro Stepdown</th>\n      <th>Neuro Surgical Intensive Care Unit (Neuro SICU)</th>\n      <th>Surgical Intensive Care Unit (SICU)</th>\n      <th>Trauma SICU (TSICU)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.0</td>\n      <td>14679932.0</td>\n      <td>21038362</td>\n      <td>2139-09-26 14:16:00</td>\n      <td>2139-09-28 11:30:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>OTHER/UNKNOWN</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>1.884722</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1.0</td>\n      <td>15585972.0</td>\n      <td>24941086</td>\n      <td>2123-10-07 23:56:00</td>\n      <td>2123-10-12 11:22:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>4.476389</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2.0</td>\n      <td>15078341.0</td>\n      <td>23272159</td>\n      <td>2122-08-28 08:48:00</td>\n      <td>2122-08-30 12:32:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>BLACK/AFRICAN AMERICAN</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>2.155556</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3.0</td>\n      <td>17301855.0</td>\n      <td>29732723</td>\n      <td>2140-06-06 14:23:00</td>\n      <td>2140-06-08 14:25:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>2.001389</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4.0</td>\n      <td>17991012.0</td>\n      <td>24298836</td>\n      <td>2181-07-10 20:28:00</td>\n      <td>2181-07-12 15:49:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>1.806250</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 40 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 153
    }
   ],
   "source": [
    "# Merge ICU data with main dataFrame\n",
    "final_df = admits_patients_diag.merge(icu_item, how='outer', on='hadm_id')\n",
    "final_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace NaNs with 0\n",
    "final_df['Cardiac Vascular Intensive Care Unit (CVICU)'].fillna(value=0, inplace=True)\n",
    "final_df['Coronary Care Unit (CCU)'].fillna(value=0, inplace=True)\n",
    "final_df['Medical Intensive Care Unit (MICU)'].fillna(value=0, inplace=True)\n",
    "final_df['Medical/Surgical Intensive Care Unit (MICU/SICU)'].fillna(value=0, inplace=True)\n",
    "final_df['Neuro Intermediate'].fillna(value=0, inplace=True)\n",
    "final_df['Neuro Stepdown'].fillna(value=0, inplace=True)\n",
    "final_df['Neuro Surgical Intensive Care Unit (Neuro SICU)'].fillna(value=0, inplace=True)\n",
    "final_df['Surgical Intensive Care Unit (SICU)'].fillna(value=0, inplace=True)\n",
    "final_df['Trauma SICU (TSICU)'].fillna(value=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   Unnamed: 0  subject_id   hadm_id           admittime           dischtime  \\\n",
       "0         0.0  14679932.0  21038362 2139-09-26 14:16:00 2139-09-28 11:30:00   \n",
       "1         1.0  15585972.0  24941086 2123-10-07 23:56:00 2123-10-12 11:22:00   \n",
       "2         2.0  15078341.0  23272159 2122-08-28 08:48:00 2122-08-30 12:32:00   \n",
       "3         3.0  17301855.0  29732723 2140-06-06 14:23:00 2140-06-08 14:25:00   \n",
       "4         4.0  17991012.0  24298836 2181-07-10 20:28:00 2181-07-12 15:49:00   \n",
       "\n",
       "  deathtime admission_type insurance               ethnicity  \\\n",
       "0       NaT       ELECTIVE     Other           OTHER/UNKNOWN   \n",
       "1       NaT       ELECTIVE     Other                   WHITE   \n",
       "2       NaT       ELECTIVE     Other  BLACK/AFRICAN AMERICAN   \n",
       "3       NaT       ELECTIVE     Other                   WHITE   \n",
       "4       NaT       ELECTIVE     Other                   WHITE   \n",
       "\n",
       "   died_at_the_hospital  ...       los  \\\n",
       "0                   0.0  ...  1.884722   \n",
       "1                   0.0  ...  4.476389   \n",
       "2                   0.0  ...  2.155556   \n",
       "3                   0.0  ...  2.001389   \n",
       "4                   0.0  ...  1.806250   \n",
       "\n",
       "  Cardiac Vascular Intensive Care Unit (CVICU) Coronary Care Unit (CCU)  \\\n",
       "0                                          0.0                      0.0   \n",
       "1                                          0.0                      0.0   \n",
       "2                                          0.0                      0.0   \n",
       "3                                          0.0                      0.0   \n",
       "4                                          0.0                      0.0   \n",
       "\n",
       "   Medical Intensive Care Unit (MICU)  \\\n",
       "0                                 0.0   \n",
       "1                                 0.0   \n",
       "2                                 0.0   \n",
       "3                                 0.0   \n",
       "4                                 0.0   \n",
       "\n",
       "   Medical/Surgical Intensive Care Unit (MICU/SICU)  Neuro Intermediate  \\\n",
       "0                                               0.0                 0.0   \n",
       "1                                               0.0                 0.0   \n",
       "2                                               0.0                 0.0   \n",
       "3                                               0.0                 0.0   \n",
       "4                                               0.0                 0.0   \n",
       "\n",
       "   Neuro Stepdown  Neuro Surgical Intensive Care Unit (Neuro SICU)  \\\n",
       "0             0.0                                              0.0   \n",
       "1             0.0                                              0.0   \n",
       "2             0.0                                              0.0   \n",
       "3             0.0                                              0.0   \n",
       "4             0.0                                              0.0   \n",
       "\n",
       "   Surgical Intensive Care Unit (SICU)  Trauma SICU (TSICU)  \n",
       "0                                  0.0                  0.0  \n",
       "1                                  0.0                  0.0  \n",
       "2                                  0.0                  0.0  \n",
       "3                                  0.0                  0.0  \n",
       "4                                  0.0                  0.0  \n",
       "\n",
       "[5 rows x 40 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>Unnamed: 0</th>\n      <th>subject_id</th>\n      <th>hadm_id</th>\n      <th>admittime</th>\n      <th>dischtime</th>\n      <th>deathtime</th>\n      <th>admission_type</th>\n      <th>insurance</th>\n      <th>ethnicity</th>\n      <th>died_at_the_hospital</th>\n      <th>...</th>\n      <th>los</th>\n      <th>Cardiac Vascular Intensive Care Unit (CVICU)</th>\n      <th>Coronary Care Unit (CCU)</th>\n      <th>Medical Intensive Care Unit (MICU)</th>\n      <th>Medical/Surgical Intensive Care Unit (MICU/SICU)</th>\n      <th>Neuro Intermediate</th>\n      <th>Neuro Stepdown</th>\n      <th>Neuro Surgical Intensive Care Unit (Neuro SICU)</th>\n      <th>Surgical Intensive Care Unit (SICU)</th>\n      <th>Trauma SICU (TSICU)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.0</td>\n      <td>14679932.0</td>\n      <td>21038362</td>\n      <td>2139-09-26 14:16:00</td>\n      <td>2139-09-28 11:30:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>OTHER/UNKNOWN</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>1.884722</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1.0</td>\n      <td>15585972.0</td>\n      <td>24941086</td>\n      <td>2123-10-07 23:56:00</td>\n      <td>2123-10-12 11:22:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>4.476389</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2.0</td>\n      <td>15078341.0</td>\n      <td>23272159</td>\n      <td>2122-08-28 08:48:00</td>\n      <td>2122-08-30 12:32:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>BLACK/AFRICAN AMERICAN</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>2.155556</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3.0</td>\n      <td>17301855.0</td>\n      <td>29732723</td>\n      <td>2140-06-06 14:23:00</td>\n      <td>2140-06-08 14:25:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>2.001389</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4.0</td>\n      <td>17991012.0</td>\n      <td>24298836</td>\n      <td>2181-07-10 20:28:00</td>\n      <td>2181-07-12 15:49:00</td>\n      <td>NaT</td>\n      <td>ELECTIVE</td>\n      <td>Other</td>\n      <td>WHITE</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>1.806250</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 40 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 155
    }
   ],
   "source": [
    "final_df.head()"
   ]
  },
  {
   "source": [
    "## 5.Data Cleaning"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 362995 entries, 0 to 362994\nData columns (total 40 columns):\n #   Column                                            Non-Null Count   Dtype         \n---  ------                                            --------------   -----         \n 0   Unnamed: 0                                        335257 non-null  float64       \n 1   subject_id                                        335257 non-null  float64       \n 2   hadm_id                                           362995 non-null  int64         \n 3   admittime                                         335257 non-null  datetime64[ns]\n 4   dischtime                                         335257 non-null  datetime64[ns]\n 5   deathtime                                         5605 non-null    datetime64[ns]\n 6   admission_type                                    335257 non-null  object        \n 7   insurance                                         335257 non-null  object        \n 8   ethnicity                                         335257 non-null  object        \n 9   died_at_the_hospital                              335257 non-null  float64       \n 10  gender                                            335257 non-null  object        \n 11  anchor_age                                        335257 non-null  object        \n 12  dod                                               24581 non-null   object        \n 13  blood                                             335257 non-null  float64       \n 14  circulatory                                       335257 non-null  float64       \n 15  congenital                                        335257 non-null  float64       \n 16  digestive                                         335257 non-null  float64       \n 17  endocrine                                         335257 non-null  float64       \n 18  genitourinary                                     335257 non-null  float64       \n 19  infectious                                        335257 non-null  float64       \n 20  injury                                            335257 non-null  float64       \n 21  mental                                            335257 non-null  float64       \n 22  misc                                              335257 non-null  float64       \n 23  muscular                                          335257 non-null  float64       \n 24  neoplasms                                         335257 non-null  float64       \n 25  nervous                                           335257 non-null  float64       \n 26  pregnancy                                         335257 non-null  float64       \n 27  prenatal                                          335257 non-null  float64       \n 28  respiratory                                       335257 non-null  float64       \n 29  skin                                              335257 non-null  float64       \n 30  los                                               335257 non-null  float64       \n 31  Cardiac Vascular Intensive Care Unit (CVICU)      362995 non-null  float64       \n 32  Coronary Care Unit (CCU)                          362995 non-null  float64       \n 33  Medical Intensive Care Unit (MICU)                362995 non-null  float64       \n 34  Medical/Surgical Intensive Care Unit (MICU/SICU)  362995 non-null  float64       \n 35  Neuro Intermediate                                362995 non-null  float64       \n 36  Neuro Stepdown                                    362995 non-null  float64       \n 37  Neuro Surgical Intensive Care Unit (Neuro SICU)   362995 non-null  float64       \n 38  Surgical Intensive Care Unit (SICU)               362995 non-null  float64       \n 39  Trauma SICU (TSICU)                               362995 non-null  float64       \ndtypes: datetime64[ns](3), float64(30), int64(1), object(6)\nmemory usage: 113.5+ MB\n"
     ]
    }
   ],
   "source": [
    "final_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 362995 entries, 0 to 362994\nData columns (total 32 columns):\n #   Column                                            Non-Null Count   Dtype  \n---  ------                                            --------------   -----  \n 0   admission_type                                    335257 non-null  object \n 1   insurance                                         335257 non-null  object \n 2   ethnicity                                         335257 non-null  object \n 3   died_at_the_hospital                              335257 non-null  float64\n 4   gender                                            335257 non-null  object \n 5   anchor_age                                        335257 non-null  object \n 6   blood                                             335257 non-null  float64\n 7   circulatory                                       335257 non-null  float64\n 8   congenital                                        335257 non-null  float64\n 9   digestive                                         335257 non-null  float64\n 10  endocrine                                         335257 non-null  float64\n 11  genitourinary                                     335257 non-null  float64\n 12  infectious                                        335257 non-null  float64\n 13  injury                                            335257 non-null  float64\n 14  mental                                            335257 non-null  float64\n 15  misc                                              335257 non-null  float64\n 16  muscular                                          335257 non-null  float64\n 17  neoplasms                                         335257 non-null  float64\n 18  nervous                                           335257 non-null  float64\n 19  pregnancy                                         335257 non-null  float64\n 20  prenatal                                          335257 non-null  float64\n 21  respiratory                                       335257 non-null  float64\n 22  skin                                              335257 non-null  float64\n 23  Cardiac Vascular Intensive Care Unit (CVICU)      362995 non-null  float64\n 24  Coronary Care Unit (CCU)                          362995 non-null  float64\n 25  Medical Intensive Care Unit (MICU)                362995 non-null  float64\n 26  Medical/Surgical Intensive Care Unit (MICU/SICU)  362995 non-null  float64\n 27  Neuro Intermediate                                362995 non-null  float64\n 28  Neuro Stepdown                                    362995 non-null  float64\n 29  Neuro Surgical Intensive Care Unit (Neuro SICU)   362995 non-null  float64\n 30  Surgical Intensive Care Unit (SICU)               362995 non-null  float64\n 31  Trauma SICU (TSICU)                               362995 non-null  float64\ndtypes: float64(27), object(5)\nmemory usage: 91.4+ MB\n"
     ]
    }
   ],
   "source": [
    "# Drop unused or no longer needed columns\n",
    "final_df.drop(columns=['Unnamed: 0', 'subject_id', 'hadm_id', 'admittime', 'dischtime', 'deathtime','dod', 'los'], inplace=True)\n",
    "\n",
    "final_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 362995 entries, 0 to 362994\nData columns (total 44 columns):\n #   Column                                            Non-Null Count   Dtype  \n---  ------                                            --------------   -----  \n 0   died_at_the_hospital                              335257 non-null  float64\n 1   gender                                            335257 non-null  object \n 2   blood                                             335257 non-null  float64\n 3   circulatory                                       335257 non-null  float64\n 4   congenital                                        335257 non-null  float64\n 5   digestive                                         335257 non-null  float64\n 6   endocrine                                         335257 non-null  float64\n 7   genitourinary                                     335257 non-null  float64\n 8   infectious                                        335257 non-null  float64\n 9   injury                                            335257 non-null  float64\n 10  mental                                            335257 non-null  float64\n 11  misc                                              335257 non-null  float64\n 12  muscular                                          335257 non-null  float64\n 13  neoplasms                                         335257 non-null  float64\n 14  nervous                                           335257 non-null  float64\n 15  pregnancy                                         335257 non-null  float64\n 16  prenatal                                          335257 non-null  float64\n 17  respiratory                                       335257 non-null  float64\n 18  skin                                              335257 non-null  float64\n 19  Cardiac Vascular Intensive Care Unit (CVICU)      362995 non-null  float64\n 20  Coronary Care Unit (CCU)                          362995 non-null  float64\n 21  Medical Intensive Care Unit (MICU)                362995 non-null  float64\n 22  Medical/Surgical Intensive Care Unit (MICU/SICU)  362995 non-null  float64\n 23  Neuro Intermediate                                362995 non-null  float64\n 24  Neuro Stepdown                                    362995 non-null  float64\n 25  Neuro Surgical Intensive Care Unit (Neuro SICU)   362995 non-null  float64\n 26  Surgical Intensive Care Unit (SICU)               362995 non-null  float64\n 27  Trauma SICU (TSICU)                               362995 non-null  float64\n 28  ADM_ELECTIVE                                      362995 non-null  uint8  \n 29  ADM_EMERGENCY                                     362995 non-null  uint8  \n 30  ADM_OBSERVATION                                   362995 non-null  uint8  \n 31  ADM_SURGICAL SAME DAY ADMISSION                   362995 non-null  uint8  \n 32  INS_Medicaid                                      362995 non-null  uint8  \n 33  INS_Medicare                                      362995 non-null  uint8  \n 34  INS_Other                                         362995 non-null  uint8  \n 35  ETH_ASIAN                                         362995 non-null  uint8  \n 36  ETH_BLACK/AFRICAN AMERICAN                        362995 non-null  uint8  \n 37  ETH_HISPANIC/LATINO                               362995 non-null  uint8  \n 38  ETH_OTHER/UNKNOWN                                 362995 non-null  uint8  \n 39  ETH_WHITE                                         362995 non-null  uint8  \n 40  AGE_MIDDLE_ADULT                                  362995 non-null  uint8  \n 41  AGE_NEWBORN                                       362995 non-null  uint8  \n 42  AGE_SENIOR                                        362995 non-null  uint8  \n 43  AGE_YOUNG_ADULT                                   362995 non-null  uint8  \ndtypes: float64(27), object(1), uint8(16)\nmemory usage: 85.9+ MB\n"
     ]
    }
   ],
   "source": [
    "# Create dummy columns for categorical variables\n",
    "prefix_cols = ['ADM', 'INS', 'ETH', 'AGE']\n",
    "dummy_cols = ['admission_type', 'insurance','ethnicity', 'anchor_age']\n",
    "df_cleaned = pd.get_dummies(final_df, prefix=prefix_cols, columns=dummy_cols)\n",
    "df_cleaned.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop rows that contain NaN values\n",
    "df_cleaned.dropna(axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "metadata": {},
     "execution_count": 175
    }
   ],
   "source": [
    "# Check for any remaining NaNs\n",
    "df_cleaned.isnull().values.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "died_at_the_hospital                                0\n",
       "gender                                              0\n",
       "blood                                               0\n",
       "circulatory                                         0\n",
       "congenital                                          0\n",
       "digestive                                           0\n",
       "endocrine                                           0\n",
       "genitourinary                                       0\n",
       "infectious                                          0\n",
       "injury                                              0\n",
       "mental                                              0\n",
       "misc                                                0\n",
       "muscular                                            0\n",
       "neoplasms                                           0\n",
       "nervous                                             0\n",
       "pregnancy                                           0\n",
       "prenatal                                            0\n",
       "respiratory                                         0\n",
       "skin                                                0\n",
       "Cardiac Vascular Intensive Care Unit (CVICU)        0\n",
       "Coronary Care Unit (CCU)                            0\n",
       "Medical Intensive Care Unit (MICU)                  0\n",
       "Medical/Surgical Intensive Care Unit (MICU/SICU)    0\n",
       "Neuro Intermediate                                  0\n",
       "Neuro Stepdown                                      0\n",
       "Neuro Surgical Intensive Care Unit (Neuro SICU)     0\n",
       "Surgical Intensive Care Unit (SICU)                 0\n",
       "Trauma SICU (TSICU)                                 0\n",
       "ADM_ELECTIVE                                        0\n",
       "ADM_EMERGENCY                                       0\n",
       "ADM_OBSERVATION                                     0\n",
       "ADM_SURGICAL SAME DAY ADMISSION                     0\n",
       "INS_Medicaid                                        0\n",
       "INS_Medicare                                        0\n",
       "INS_Other                                           0\n",
       "ETH_ASIAN                                           0\n",
       "ETH_BLACK/AFRICAN AMERICAN                          0\n",
       "ETH_HISPANIC/LATINO                                 0\n",
       "ETH_OTHER/UNKNOWN                                   0\n",
       "ETH_WHITE                                           0\n",
       "AGE_MIDDLE_ADULT                                    0\n",
       "AGE_NEWBORN                                         0\n",
       "AGE_SENIOR                                          0\n",
       "AGE_YOUNG_ADULT                                     0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 173
    }
   ],
   "source": [
    "df_cleaned.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   died_at_the_hospital  gender  blood  circulatory  congenital  digestive  \\\n",
       "0                   0.0       1    0.0          0.0         1.0        0.0   \n",
       "1                   0.0       1    0.0          0.0         0.0        0.0   \n",
       "2                   0.0       0    0.0          0.0         0.0        0.0   \n",
       "3                   0.0       1    0.0          0.0         0.0        0.0   \n",
       "4                   0.0       0    0.0          0.0         0.0        0.0   \n",
       "\n",
       "   endocrine  genitourinary  infectious  injury  ...  INS_Other  ETH_ASIAN  \\\n",
       "0        0.0            0.0         0.0     2.0  ...          1          0   \n",
       "1        0.0            0.0         0.0     2.0  ...          1          0   \n",
       "2        0.0            0.0         0.0     3.0  ...          1          0   \n",
       "3        0.0            0.0         0.0     2.0  ...          1          0   \n",
       "4        0.0            0.0         0.0     2.0  ...          1          0   \n",
       "\n",
       "   ETH_BLACK/AFRICAN AMERICAN  ETH_HISPANIC/LATINO  ETH_OTHER/UNKNOWN  \\\n",
       "0                           0                    0                  1   \n",
       "1                           0                    0                  0   \n",
       "2                           1                    0                  0   \n",
       "3                           0                    0                  0   \n",
       "4                           0                    0                  0   \n",
       "\n",
       "   ETH_WHITE  AGE_MIDDLE_ADULT  AGE_NEWBORN  AGE_SENIOR  AGE_YOUNG_ADULT  \n",
       "0          0                 0            1           0                0  \n",
       "1          1                 0            1           0                0  \n",
       "2          0                 0            1           0                0  \n",
       "3          1                 0            1           0                0  \n",
       "4          1                 0            1           0                0  \n",
       "\n",
       "[5 rows x 44 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>died_at_the_hospital</th>\n      <th>gender</th>\n      <th>blood</th>\n      <th>circulatory</th>\n      <th>congenital</th>\n      <th>digestive</th>\n      <th>endocrine</th>\n      <th>genitourinary</th>\n      <th>infectious</th>\n      <th>injury</th>\n      <th>...</th>\n      <th>INS_Other</th>\n      <th>ETH_ASIAN</th>\n      <th>ETH_BLACK/AFRICAN AMERICAN</th>\n      <th>ETH_HISPANIC/LATINO</th>\n      <th>ETH_OTHER/UNKNOWN</th>\n      <th>ETH_WHITE</th>\n      <th>AGE_MIDDLE_ADULT</th>\n      <th>AGE_NEWBORN</th>\n      <th>AGE_SENIOR</th>\n      <th>AGE_YOUNG_ADULT</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.0</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.0</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>3.0</td>\n      <td>...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.0</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 44 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 176
    }
   ],
   "source": [
    "# Convert gender into numeric boolean attribute\n",
    "df_cleaned['gender'].replace({'M': 0, 'F':1}, inplace=True)\n",
    "df_cleaned.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cleaned = df_cleaned.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "metadata": {},
     "execution_count": 178
    }
   ],
   "source": [
    "# Check for any remaining NaNs\n",
    "df_cleaned.isnull().values.sum()"
   ]
  },
  {
   "source": [
    "## 6. Prediction Model\n",
    "\n",
    "We use a **Supervised Learning ML model**. First of all what is it?\n",
    "Supervised learning is defined by its use of labeled datasets to train algorithms that to classify data or predict outcomes accurately. It uses a training set to teach models to yield the desired output. This training dataset includes inputs and correct outputs, which allow the model to learn over time. The algorithm measures its accuracy through the loss function, adjusting until the error has been sufficiently minimized. \n",
    "\n",
    "**Why do we choose it?** Because in our case we have the corret output for each dataset entry: \"Died_at_the_Hospital\" (Yes or No) and we want to create a model that predicts this output for new entries, in other words that it \"generalize well\".\n",
    "\n",
    "We will implement the supervised learning prediction model using the **Scikit-Learn** machine learning library.\n",
    "\n",
    "To implement the prediction model, our dataset is splitted into training and test sets at an 80:20 ratio using the scikit-learn *train_test_split* function.\n",
    "\n",
    "**Why split in training and test set?** Because to detect a machine learning model behavior, we need to use observations that aren’t used in the training process. Otherwise, the evaluation of the model would be biased as a matter of fact when we build a predictive model, we want the model to work well on data that the model has never seen, so that's the reason why we use a training set to train the model and a test set to evaulate the model accuaracy.\n",
    "\n",
    "Searching on the Internet for the best train-test ratio, the first answer is 80:20. This means we use 80% of the observations for training and the rest for testing. This approach is taken in this case.\n",
    "zability)\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Target Variable (died_at_the_hospital)\n",
    "HOSP_MORT = df_cleaned['died_at_the_hospital'].values\n",
    "# Prediction Features\n",
    "features = df_cleaned.drop(columns=['died_at_the_hospital'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Training set has 268205 samples.\nTesting set has 67052 samples.\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Split into training set 80% and test set 20%\n",
    "X_train, X_test, y_train, y_test = train_test_split(features, \n",
    "                                                    HOSP_MORT, \n",
    "                                                    test_size = .20, \n",
    "                                                    random_state = 0)\n",
    "\n",
    "# Show the results of the split\n",
    "print(\"Training set has {} samples.\".format(X_train.shape[0]))\n",
    "print(\"Testing set has {} samples.\".format(X_test.shape[0]))"
   ]
  },
  {
   "source": [
    "Using the training set, we'll four five different classification models (from the scikit-learn library) using default settings."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "GradientBoostingRegressor done.\n",
      "LinearRegression done.\n",
      "KNeighborsRegressor done.\n",
      "RandomForestRegressor done.\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "\n",
    "# Regression models used from scikit-learn for comparison\n",
    "models = [GradientBoostingRegressor(random_state = 0), \n",
    "          LinearRegression(),\n",
    "          KNeighborsRegressor(),\n",
    "          RandomForestRegressor(random_state = 0)]\n",
    "\n",
    "results = {}\n",
    "\n",
    "for model in models:\n",
    "    # Instantiate and fit Regressor Model\n",
    "    reg_model = model\n",
    "    reg_model.fit(X_train, y_train)\n",
    "    \n",
    "    # Make predictions with model\n",
    "    y_test_preds = reg_model.predict(X_test)\n",
    "    \n",
    "    # Grab model name and store results associated with model\n",
    "    name = str(model).split(\"(\")[0]\n",
    "\n",
    "    results[name] = r2_score(y_test, y_test_preds)\n",
    "    print('{} done.'.format(name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"281.109844pt\" version=\"1.1\" viewBox=\"0 0 500.287872 281.109844\" width=\"500.287872pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-07-19T11:14:40.746597</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 281.109844 \r\nL 500.287872 281.109844 \r\nL 500.287872 0 \r\nL 0 0 \r\nz\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 152.429688 239.375625 \r\nL 487.229688 239.375625 \r\nL 487.229688 21.935625 \r\nL 152.429688 21.935625 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 239.375625 \r\nL 152.429688 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0.00 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(141.726172 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 35.296875 \r\nQ 4.15625 48 6.765625 55.734375 \r\nQ 9.375 63.484375 14.515625 67.671875 \r\nQ 19.671875 71.875 27.484375 71.875 \r\nQ 33.25 71.875 37.59375 69.546875 \r\nQ 41.9375 67.234375 44.765625 62.859375 \r\nQ 47.609375 58.5 49.21875 52.21875 \r\nQ 50.828125 45.953125 50.828125 35.296875 \r\nQ 50.828125 22.703125 48.234375 14.96875 \r\nQ 45.65625 7.234375 40.5 3 \r\nQ 35.359375 -1.21875 27.484375 -1.21875 \r\nQ 17.140625 -1.21875 11.234375 6.203125 \r\nQ 4.15625 15.140625 4.15625 35.296875 \r\nz\r\nM 13.1875 35.296875 \r\nQ 13.1875 17.671875 17.3125 11.828125 \r\nQ 21.4375 6 27.484375 6 \r\nQ 33.546875 6 37.671875 11.859375 \r\nQ 41.796875 17.71875 41.796875 35.296875 \r\nQ 41.796875 52.984375 37.671875 58.78125 \r\nQ 33.546875 64.59375 27.390625 64.59375 \r\nQ 21.34375 64.59375 17.71875 59.46875 \r\nQ 13.1875 52.9375 13.1875 35.296875 \r\nz\r\n\" id=\"ArialMT-48\"/>\r\n        <path d=\"M 9.078125 0 \r\nL 9.078125 10.015625 \r\nL 19.09375 10.015625 \r\nL 19.09375 0 \r\nz\r\n\" id=\"ArialMT-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 199.566069 239.375625 \r\nL 199.566069 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 0.02 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(188.862553 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 50.34375 8.453125 \r\nL 50.34375 0 \r\nL 3.03125 0 \r\nQ 2.9375 3.171875 4.046875 6.109375 \r\nQ 5.859375 10.9375 9.828125 15.625 \r\nQ 13.8125 20.3125 21.34375 26.46875 \r\nQ 33.015625 36.03125 37.109375 41.625 \r\nQ 41.21875 47.21875 41.21875 52.203125 \r\nQ 41.21875 57.421875 37.46875 61 \r\nQ 33.734375 64.59375 27.734375 64.59375 \r\nQ 21.390625 64.59375 17.578125 60.78125 \r\nQ 13.765625 56.984375 13.71875 50.25 \r\nL 4.6875 51.171875 \r\nQ 5.609375 61.28125 11.65625 66.578125 \r\nQ 17.71875 71.875 27.9375 71.875 \r\nQ 38.234375 71.875 44.234375 66.15625 \r\nQ 50.25 60.453125 50.25 52 \r\nQ 50.25 47.703125 48.484375 43.546875 \r\nQ 46.734375 39.40625 42.65625 34.8125 \r\nQ 38.578125 30.21875 29.109375 22.21875 \r\nQ 21.1875 15.578125 18.9375 13.203125 \r\nQ 16.703125 10.84375 15.234375 8.453125 \r\nz\r\n\" id=\"ArialMT-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 246.70245 239.375625 \r\nL 246.70245 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 0.04 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(235.998934 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 32.328125 0 \r\nL 32.328125 17.140625 \r\nL 1.265625 17.140625 \r\nL 1.265625 25.203125 \r\nL 33.9375 71.578125 \r\nL 41.109375 71.578125 \r\nL 41.109375 25.203125 \r\nL 50.78125 25.203125 \r\nL 50.78125 17.140625 \r\nL 41.109375 17.140625 \r\nL 41.109375 0 \r\nz\r\nM 32.328125 25.203125 \r\nL 32.328125 57.46875 \r\nL 9.90625 25.203125 \r\nz\r\n\" id=\"ArialMT-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 293.838831 239.375625 \r\nL 293.838831 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 0.06 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(283.135316 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 49.75 54.046875 \r\nL 41.015625 53.375 \r\nQ 39.84375 58.546875 37.703125 60.890625 \r\nQ 34.125 64.65625 28.90625 64.65625 \r\nQ 24.703125 64.65625 21.53125 62.3125 \r\nQ 17.390625 59.28125 14.984375 53.46875 \r\nQ 12.59375 47.65625 12.5 36.921875 \r\nQ 15.671875 41.75 20.265625 44.09375 \r\nQ 24.859375 46.4375 29.890625 46.4375 \r\nQ 38.671875 46.4375 44.84375 39.96875 \r\nQ 51.03125 33.5 51.03125 23.25 \r\nQ 51.03125 16.5 48.125 10.71875 \r\nQ 45.21875 4.9375 40.140625 1.859375 \r\nQ 35.0625 -1.21875 28.609375 -1.21875 \r\nQ 17.625 -1.21875 10.6875 6.859375 \r\nQ 3.765625 14.9375 3.765625 33.5 \r\nQ 3.765625 54.25 11.421875 63.671875 \r\nQ 18.109375 71.875 29.4375 71.875 \r\nQ 37.890625 71.875 43.28125 67.140625 \r\nQ 48.6875 62.40625 49.75 54.046875 \r\nz\r\nM 13.875 23.1875 \r\nQ 13.875 18.65625 15.796875 14.5 \r\nQ 17.71875 10.359375 21.1875 8.171875 \r\nQ 24.65625 6 28.46875 6 \r\nQ 34.03125 6 38.03125 10.484375 \r\nQ 42.046875 14.984375 42.046875 22.703125 \r\nQ 42.046875 30.125 38.078125 34.390625 \r\nQ 34.125 38.671875 28.125 38.671875 \r\nQ 22.171875 38.671875 18.015625 34.390625 \r\nQ 13.875 30.125 13.875 23.1875 \r\nz\r\n\" id=\"ArialMT-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 340.975213 239.375625 \r\nL 340.975213 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 0.08 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(330.271697 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 17.671875 38.8125 \r\nQ 12.203125 40.828125 9.5625 44.53125 \r\nQ 6.9375 48.25 6.9375 53.421875 \r\nQ 6.9375 61.234375 12.546875 66.546875 \r\nQ 18.171875 71.875 27.484375 71.875 \r\nQ 36.859375 71.875 42.578125 66.421875 \r\nQ 48.296875 60.984375 48.296875 53.171875 \r\nQ 48.296875 48.1875 45.671875 44.5 \r\nQ 43.0625 40.828125 37.75 38.8125 \r\nQ 44.34375 36.671875 47.78125 31.875 \r\nQ 51.21875 27.09375 51.21875 20.453125 \r\nQ 51.21875 11.28125 44.71875 5.03125 \r\nQ 38.234375 -1.21875 27.640625 -1.21875 \r\nQ 17.046875 -1.21875 10.546875 5.046875 \r\nQ 4.046875 11.328125 4.046875 20.703125 \r\nQ 4.046875 27.6875 7.59375 32.390625 \r\nQ 11.140625 37.109375 17.671875 38.8125 \r\nz\r\nM 15.921875 53.71875 \r\nQ 15.921875 48.640625 19.1875 45.40625 \r\nQ 22.46875 42.1875 27.6875 42.1875 \r\nQ 32.765625 42.1875 36.015625 45.375 \r\nQ 39.265625 48.578125 39.265625 53.21875 \r\nQ 39.265625 58.0625 35.90625 61.359375 \r\nQ 32.5625 64.65625 27.59375 64.65625 \r\nQ 22.5625 64.65625 19.234375 61.421875 \r\nQ 15.921875 58.203125 15.921875 53.71875 \r\nz\r\nM 13.09375 20.65625 \r\nQ 13.09375 16.890625 14.875 13.375 \r\nQ 16.65625 9.859375 20.171875 7.921875 \r\nQ 23.6875 6 27.734375 6 \r\nQ 34.03125 6 38.125 10.046875 \r\nQ 42.234375 14.109375 42.234375 20.359375 \r\nQ 42.234375 26.703125 38.015625 30.859375 \r\nQ 33.796875 35.015625 27.4375 35.015625 \r\nQ 21.234375 35.015625 17.15625 30.90625 \r\nQ 13.09375 26.8125 13.09375 20.65625 \r\nz\r\n\" id=\"ArialMT-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 388.111594 239.375625 \r\nL 388.111594 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 0.10 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(377.408078 256.749219)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 37.25 0 \r\nL 28.46875 0 \r\nL 28.46875 56 \r\nQ 25.296875 52.984375 20.140625 49.953125 \r\nQ 14.984375 46.921875 10.890625 45.40625 \r\nL 10.890625 53.90625 \r\nQ 18.265625 57.375 23.78125 62.296875 \r\nQ 29.296875 67.234375 31.59375 71.875 \r\nL 37.25 71.875 \r\nz\r\n\" id=\"ArialMT-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 435.247975 239.375625 \r\nL 435.247975 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0.12 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(424.54446 256.749219)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 482.384357 239.375625 \r\nL 482.384357 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0.14 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(471.680841 256.749219)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_9\">\r\n     <!-- R-squared score -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(275.480312 271.524844)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 7.859375 0 \r\nL 7.859375 71.578125 \r\nL 39.59375 71.578125 \r\nQ 49.171875 71.578125 54.140625 69.640625 \r\nQ 59.125 67.71875 62.109375 62.828125 \r\nQ 65.09375 57.953125 65.09375 52.046875 \r\nQ 65.09375 44.4375 60.15625 39.203125 \r\nQ 55.21875 33.984375 44.921875 32.5625 \r\nQ 48.6875 30.765625 50.640625 29 \r\nQ 54.78125 25.203125 58.5 19.484375 \r\nL 70.953125 0 \r\nL 59.03125 0 \r\nL 49.5625 14.890625 \r\nQ 45.40625 21.34375 42.71875 24.75 \r\nQ 40.046875 28.171875 37.921875 29.53125 \r\nQ 35.796875 30.90625 33.59375 31.453125 \r\nQ 31.984375 31.78125 28.328125 31.78125 \r\nL 17.328125 31.78125 \r\nL 17.328125 0 \r\nz\r\nM 17.328125 39.984375 \r\nL 37.703125 39.984375 \r\nQ 44.1875 39.984375 47.84375 41.328125 \r\nQ 51.515625 42.671875 53.421875 45.625 \r\nQ 55.328125 48.578125 55.328125 52.046875 \r\nQ 55.328125 57.125 51.640625 60.390625 \r\nQ 47.953125 63.671875 39.984375 63.671875 \r\nL 17.328125 63.671875 \r\nz\r\n\" id=\"ArialMT-82\"/>\r\n       <path d=\"M 3.171875 21.484375 \r\nL 3.171875 30.328125 \r\nL 30.171875 30.328125 \r\nL 30.171875 21.484375 \r\nz\r\n\" id=\"ArialMT-45\"/>\r\n       <path d=\"M 3.078125 15.484375 \r\nL 11.765625 16.84375 \r\nQ 12.5 11.625 15.84375 8.84375 \r\nQ 19.1875 6.0625 25.203125 6.0625 \r\nQ 31.25 6.0625 34.171875 8.515625 \r\nQ 37.109375 10.984375 37.109375 14.3125 \r\nQ 37.109375 17.28125 34.515625 19 \r\nQ 32.71875 20.171875 25.53125 21.96875 \r\nQ 15.875 24.421875 12.140625 26.203125 \r\nQ 8.40625 27.984375 6.46875 31.125 \r\nQ 4.546875 34.28125 4.546875 38.09375 \r\nQ 4.546875 41.546875 6.125 44.5 \r\nQ 7.71875 47.46875 10.453125 49.421875 \r\nQ 12.5 50.921875 16.03125 51.96875 \r\nQ 19.578125 53.03125 23.640625 53.03125 \r\nQ 29.734375 53.03125 34.34375 51.265625 \r\nQ 38.96875 49.515625 41.15625 46.5 \r\nQ 43.359375 43.5 44.1875 38.484375 \r\nL 35.59375 37.3125 \r\nQ 35.015625 41.3125 32.203125 43.546875 \r\nQ 29.390625 45.796875 24.265625 45.796875 \r\nQ 18.21875 45.796875 15.625 43.796875 \r\nQ 13.03125 41.796875 13.03125 39.109375 \r\nQ 13.03125 37.40625 14.109375 36.03125 \r\nQ 15.1875 34.625 17.484375 33.6875 \r\nQ 18.796875 33.203125 25.25 31.453125 \r\nQ 34.578125 28.953125 38.25 27.359375 \r\nQ 41.9375 25.78125 44.03125 22.75 \r\nQ 46.140625 19.734375 46.140625 15.234375 \r\nQ 46.140625 10.84375 43.578125 6.953125 \r\nQ 41.015625 3.078125 36.171875 0.953125 \r\nQ 31.34375 -1.171875 25.25 -1.171875 \r\nQ 15.140625 -1.171875 9.84375 3.03125 \r\nQ 4.546875 7.234375 3.078125 15.484375 \r\nz\r\n\" id=\"ArialMT-115\"/>\r\n       <path d=\"M 39.65625 -19.875 \r\nL 39.65625 5.515625 \r\nQ 37.59375 2.640625 33.90625 0.734375 \r\nQ 30.21875 -1.171875 26.078125 -1.171875 \r\nQ 16.84375 -1.171875 10.171875 6.203125 \r\nQ 3.515625 13.578125 3.515625 26.421875 \r\nQ 3.515625 34.234375 6.21875 40.421875 \r\nQ 8.9375 46.625 14.078125 49.828125 \r\nQ 19.234375 53.03125 25.390625 53.03125 \r\nQ 35.015625 53.03125 40.53125 44.921875 \r\nL 40.53125 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 -19.875 \r\nz\r\nM 12.546875 26.078125 \r\nQ 12.546875 16.0625 16.75 11.0625 \r\nQ 20.953125 6.0625 26.8125 6.0625 \r\nQ 32.421875 6.0625 36.46875 10.8125 \r\nQ 40.53125 15.578125 40.53125 25.296875 \r\nQ 40.53125 35.640625 36.25 40.859375 \r\nQ 31.984375 46.09375 26.21875 46.09375 \r\nQ 20.515625 46.09375 16.53125 41.234375 \r\nQ 12.546875 36.375 12.546875 26.078125 \r\nz\r\n\" id=\"ArialMT-113\"/>\r\n       <path d=\"M 40.578125 0 \r\nL 40.578125 7.625 \r\nQ 34.515625 -1.171875 24.125 -1.171875 \r\nQ 19.53125 -1.171875 15.546875 0.578125 \r\nQ 11.578125 2.34375 9.640625 5 \r\nQ 7.71875 7.671875 6.9375 11.53125 \r\nQ 6.390625 14.109375 6.390625 19.734375 \r\nL 6.390625 51.859375 \r\nL 15.1875 51.859375 \r\nL 15.1875 23.09375 \r\nQ 15.1875 16.21875 15.71875 13.8125 \r\nQ 16.546875 10.359375 19.234375 8.375 \r\nQ 21.921875 6.390625 25.875 6.390625 \r\nQ 29.828125 6.390625 33.296875 8.421875 \r\nQ 36.765625 10.453125 38.203125 13.9375 \r\nQ 39.65625 17.4375 39.65625 24.078125 \r\nL 39.65625 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 0 \r\nz\r\n\" id=\"ArialMT-117\"/>\r\n       <path d=\"M 40.4375 6.390625 \r\nQ 35.546875 2.25 31.03125 0.53125 \r\nQ 26.515625 -1.171875 21.34375 -1.171875 \r\nQ 12.796875 -1.171875 8.203125 3 \r\nQ 3.609375 7.171875 3.609375 13.671875 \r\nQ 3.609375 17.484375 5.34375 20.625 \r\nQ 7.078125 23.78125 9.890625 25.6875 \r\nQ 12.703125 27.59375 16.21875 28.5625 \r\nQ 18.796875 29.25 24.03125 29.890625 \r\nQ 34.671875 31.15625 39.703125 32.90625 \r\nQ 39.75 34.71875 39.75 35.203125 \r\nQ 39.75 40.578125 37.25 42.78125 \r\nQ 33.890625 45.75 27.25 45.75 \r\nQ 21.046875 45.75 18.09375 43.578125 \r\nQ 15.140625 41.40625 13.71875 35.890625 \r\nL 5.125 37.0625 \r\nQ 6.296875 42.578125 8.984375 45.96875 \r\nQ 11.671875 49.359375 16.75 51.1875 \r\nQ 21.828125 53.03125 28.515625 53.03125 \r\nQ 35.15625 53.03125 39.296875 51.46875 \r\nQ 43.453125 49.90625 45.40625 47.53125 \r\nQ 47.359375 45.171875 48.140625 41.546875 \r\nQ 48.578125 39.3125 48.578125 33.453125 \r\nL 48.578125 21.734375 \r\nQ 48.578125 9.46875 49.140625 6.21875 \r\nQ 49.703125 2.984375 51.375 0 \r\nL 42.1875 0 \r\nQ 40.828125 2.734375 40.4375 6.390625 \r\nz\r\nM 39.703125 26.03125 \r\nQ 34.90625 24.078125 25.34375 22.703125 \r\nQ 19.921875 21.921875 17.671875 20.9375 \r\nQ 15.4375 19.96875 14.203125 18.09375 \r\nQ 12.984375 16.21875 12.984375 13.921875 \r\nQ 12.984375 10.40625 15.640625 8.0625 \r\nQ 18.3125 5.71875 23.4375 5.71875 \r\nQ 28.515625 5.71875 32.46875 7.9375 \r\nQ 36.421875 10.15625 38.28125 14.015625 \r\nQ 39.703125 17 39.703125 22.796875 \r\nz\r\n\" id=\"ArialMT-97\"/>\r\n       <path d=\"M 6.5 0 \r\nL 6.5 51.859375 \r\nL 14.40625 51.859375 \r\nL 14.40625 44 \r\nQ 17.4375 49.515625 20 51.265625 \r\nQ 22.5625 53.03125 25.640625 53.03125 \r\nQ 30.078125 53.03125 34.671875 50.203125 \r\nL 31.640625 42.046875 \r\nQ 28.421875 43.953125 25.203125 43.953125 \r\nQ 22.3125 43.953125 20.015625 42.21875 \r\nQ 17.71875 40.484375 16.75 37.40625 \r\nQ 15.28125 32.71875 15.28125 27.15625 \r\nL 15.28125 0 \r\nz\r\n\" id=\"ArialMT-114\"/>\r\n       <path d=\"M 42.09375 16.703125 \r\nL 51.171875 15.578125 \r\nQ 49.03125 7.625 43.21875 3.21875 \r\nQ 37.40625 -1.171875 28.375 -1.171875 \r\nQ 17 -1.171875 10.328125 5.828125 \r\nQ 3.65625 12.84375 3.65625 25.484375 \r\nQ 3.65625 38.578125 10.390625 45.796875 \r\nQ 17.140625 53.03125 27.875 53.03125 \r\nQ 38.28125 53.03125 44.875 45.953125 \r\nQ 51.46875 38.875 51.46875 26.03125 \r\nQ 51.46875 25.25 51.421875 23.6875 \r\nL 12.75 23.6875 \r\nQ 13.234375 15.140625 17.578125 10.59375 \r\nQ 21.921875 6.0625 28.421875 6.0625 \r\nQ 33.25 6.0625 36.671875 8.59375 \r\nQ 40.09375 11.140625 42.09375 16.703125 \r\nz\r\nM 13.234375 30.90625 \r\nL 42.1875 30.90625 \r\nQ 41.609375 37.453125 38.875 40.71875 \r\nQ 34.671875 45.796875 27.984375 45.796875 \r\nQ 21.921875 45.796875 17.796875 41.75 \r\nQ 13.671875 37.703125 13.234375 30.90625 \r\nz\r\n\" id=\"ArialMT-101\"/>\r\n       <path d=\"M 40.234375 0 \r\nL 40.234375 6.546875 \r\nQ 35.296875 -1.171875 25.734375 -1.171875 \r\nQ 19.53125 -1.171875 14.328125 2.25 \r\nQ 9.125 5.671875 6.265625 11.796875 \r\nQ 3.421875 17.921875 3.421875 25.875 \r\nQ 3.421875 33.640625 6 39.96875 \r\nQ 8.59375 46.296875 13.765625 49.65625 \r\nQ 18.953125 53.03125 25.34375 53.03125 \r\nQ 30.03125 53.03125 33.6875 51.046875 \r\nQ 37.359375 49.078125 39.65625 45.90625 \r\nL 39.65625 71.578125 \r\nL 48.390625 71.578125 \r\nL 48.390625 0 \r\nz\r\nM 12.453125 25.875 \r\nQ 12.453125 15.921875 16.640625 10.984375 \r\nQ 20.84375 6.0625 26.5625 6.0625 \r\nQ 32.328125 6.0625 36.34375 10.765625 \r\nQ 40.375 15.484375 40.375 25.140625 \r\nQ 40.375 35.796875 36.265625 40.765625 \r\nQ 32.171875 45.75 26.171875 45.75 \r\nQ 20.3125 45.75 16.375 40.96875 \r\nQ 12.453125 36.1875 12.453125 25.875 \r\nz\r\n\" id=\"ArialMT-100\"/>\r\n       <path id=\"ArialMT-32\"/>\r\n       <path d=\"M 40.4375 19 \r\nL 49.078125 17.875 \r\nQ 47.65625 8.9375 41.8125 3.875 \r\nQ 35.984375 -1.171875 27.484375 -1.171875 \r\nQ 16.84375 -1.171875 10.375 5.78125 \r\nQ 3.90625 12.75 3.90625 25.734375 \r\nQ 3.90625 34.125 6.6875 40.421875 \r\nQ 9.46875 46.734375 15.15625 49.875 \r\nQ 20.84375 53.03125 27.546875 53.03125 \r\nQ 35.984375 53.03125 41.359375 48.75 \r\nQ 46.734375 44.484375 48.25 36.625 \r\nL 39.703125 35.296875 \r\nQ 38.484375 40.53125 35.375 43.15625 \r\nQ 32.28125 45.796875 27.875 45.796875 \r\nQ 21.234375 45.796875 17.078125 41.03125 \r\nQ 12.9375 36.28125 12.9375 25.984375 \r\nQ 12.9375 15.53125 16.9375 10.796875 \r\nQ 20.953125 6.0625 27.390625 6.0625 \r\nQ 32.5625 6.0625 36.03125 9.234375 \r\nQ 39.5 12.40625 40.4375 19 \r\nz\r\n\" id=\"ArialMT-99\"/>\r\n       <path d=\"M 3.328125 25.921875 \r\nQ 3.328125 40.328125 11.328125 47.265625 \r\nQ 18.015625 53.03125 27.640625 53.03125 \r\nQ 38.328125 53.03125 45.109375 46.015625 \r\nQ 51.90625 39.015625 51.90625 26.65625 \r\nQ 51.90625 16.65625 48.90625 10.90625 \r\nQ 45.90625 5.171875 40.15625 2 \r\nQ 34.421875 -1.171875 27.640625 -1.171875 \r\nQ 16.75 -1.171875 10.03125 5.8125 \r\nQ 3.328125 12.796875 3.328125 25.921875 \r\nz\r\nM 12.359375 25.921875 \r\nQ 12.359375 15.96875 16.703125 11.015625 \r\nQ 21.046875 6.0625 27.640625 6.0625 \r\nQ 34.1875 6.0625 38.53125 11.03125 \r\nQ 42.875 16.015625 42.875 26.21875 \r\nQ 42.875 35.84375 38.5 40.796875 \r\nQ 34.125 45.75 27.640625 45.75 \r\nQ 21.046875 45.75 16.703125 40.8125 \r\nQ 12.359375 35.890625 12.359375 25.921875 \r\nz\r\n\" id=\"ArialMT-111\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-82\"/>\r\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-45\"/>\r\n      <use x=\"105.517578\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"155.517578\" xlink:href=\"#ArialMT-113\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"355.664062\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"411.279297\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"466.894531\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"494.677734\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"544.677734\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"594.677734\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"650.292969\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"683.59375\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 208.684333 \r\nL 487.229688 208.684333 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- GradientBoostingRegressor -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 212.688161)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 41.21875 28.078125 \r\nL 41.21875 36.46875 \r\nL 71.53125 36.53125 \r\nL 71.53125 9.96875 \r\nQ 64.546875 4.390625 57.125 1.578125 \r\nQ 49.703125 -1.21875 41.890625 -1.21875 \r\nQ 31.34375 -1.21875 22.71875 3.296875 \r\nQ 14.109375 7.8125 9.71875 16.359375 \r\nQ 5.328125 24.90625 5.328125 35.453125 \r\nQ 5.328125 45.90625 9.6875 54.953125 \r\nQ 14.0625 64.015625 22.265625 68.40625 \r\nQ 30.46875 72.796875 41.15625 72.796875 \r\nQ 48.921875 72.796875 55.1875 70.28125 \r\nQ 61.46875 67.78125 65.03125 63.28125 \r\nQ 68.609375 58.796875 70.453125 51.5625 \r\nL 61.921875 49.21875 \r\nQ 60.296875 54.6875 57.90625 57.8125 \r\nQ 55.515625 60.9375 51.0625 62.8125 \r\nQ 46.625 64.703125 41.21875 64.703125 \r\nQ 34.71875 64.703125 29.984375 62.71875 \r\nQ 25.25 60.75 22.34375 57.515625 \r\nQ 19.4375 54.296875 17.828125 50.4375 \r\nQ 15.09375 43.796875 15.09375 36.03125 \r\nQ 15.09375 26.46875 18.390625 20.015625 \r\nQ 21.6875 13.578125 27.984375 10.453125 \r\nQ 34.28125 7.328125 41.359375 7.328125 \r\nQ 47.515625 7.328125 53.375 9.6875 \r\nQ 59.234375 12.0625 62.25 14.75 \r\nL 62.25 28.078125 \r\nz\r\n\" id=\"ArialMT-71\"/>\r\n        <path d=\"M 6.640625 61.46875 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 61.46875 \r\nz\r\nM 6.640625 0 \r\nL 6.640625 51.859375 \r\nL 15.4375 51.859375 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-105\"/>\r\n        <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.5 51.859375 \r\nL 14.5 44.484375 \r\nQ 20.21875 53.03125 31 53.03125 \r\nQ 35.6875 53.03125 39.625 51.34375 \r\nQ 43.5625 49.65625 45.515625 46.921875 \r\nQ 47.46875 44.1875 48.25 40.4375 \r\nQ 48.734375 37.984375 48.734375 31.890625 \r\nL 48.734375 0 \r\nL 39.9375 0 \r\nL 39.9375 31.546875 \r\nQ 39.9375 36.921875 38.90625 39.578125 \r\nQ 37.890625 42.234375 35.28125 43.8125 \r\nQ 32.671875 45.40625 29.15625 45.40625 \r\nQ 23.53125 45.40625 19.453125 41.84375 \r\nQ 15.375 38.28125 15.375 28.328125 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-110\"/>\r\n        <path d=\"M 25.78125 7.859375 \r\nL 27.046875 0.09375 \r\nQ 23.34375 -0.6875 20.40625 -0.6875 \r\nQ 15.625 -0.6875 12.984375 0.828125 \r\nQ 10.359375 2.34375 9.28125 4.8125 \r\nQ 8.203125 7.28125 8.203125 15.1875 \r\nL 8.203125 45.015625 \r\nL 1.765625 45.015625 \r\nL 1.765625 51.859375 \r\nL 8.203125 51.859375 \r\nL 8.203125 64.703125 \r\nL 16.9375 69.96875 \r\nL 16.9375 51.859375 \r\nL 25.78125 51.859375 \r\nL 25.78125 45.015625 \r\nL 16.9375 45.015625 \r\nL 16.9375 14.703125 \r\nQ 16.9375 10.9375 17.40625 9.859375 \r\nQ 17.875 8.796875 18.921875 8.15625 \r\nQ 19.96875 7.515625 21.921875 7.515625 \r\nQ 23.390625 7.515625 25.78125 7.859375 \r\nz\r\n\" id=\"ArialMT-116\"/>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 34.1875 71.578125 \r\nQ 42.390625 71.578125 47.34375 69.40625 \r\nQ 52.296875 67.234375 55.09375 62.71875 \r\nQ 57.90625 58.203125 57.90625 53.265625 \r\nQ 57.90625 48.6875 55.421875 44.625 \r\nQ 52.9375 40.578125 47.90625 38.09375 \r\nQ 54.390625 36.1875 57.875 31.59375 \r\nQ 61.375 27 61.375 20.75 \r\nQ 61.375 15.71875 59.25 11.390625 \r\nQ 57.125 7.078125 54 4.734375 \r\nQ 50.875 2.390625 46.15625 1.1875 \r\nQ 41.453125 0 34.625 0 \r\nz\r\nM 16.796875 41.5 \r\nL 32.28125 41.5 \r\nQ 38.578125 41.5 41.3125 42.328125 \r\nQ 44.921875 43.40625 46.75 45.890625 \r\nQ 48.578125 48.390625 48.578125 52.15625 \r\nQ 48.578125 55.71875 46.875 58.421875 \r\nQ 45.171875 61.140625 41.984375 62.140625 \r\nQ 38.8125 63.140625 31.109375 63.140625 \r\nL 16.796875 63.140625 \r\nz\r\nM 16.796875 8.453125 \r\nL 34.625 8.453125 \r\nQ 39.203125 8.453125 41.0625 8.796875 \r\nQ 44.34375 9.375 46.53125 10.734375 \r\nQ 48.734375 12.109375 50.140625 14.71875 \r\nQ 51.5625 17.328125 51.5625 20.75 \r\nQ 51.5625 24.75 49.515625 27.703125 \r\nQ 47.46875 30.671875 43.828125 31.859375 \r\nQ 40.1875 33.0625 33.34375 33.0625 \r\nL 16.796875 33.0625 \r\nz\r\n\" id=\"ArialMT-66\"/>\r\n        <path d=\"M 4.984375 -4.296875 \r\nL 13.53125 -5.5625 \r\nQ 14.0625 -9.515625 16.5 -11.328125 \r\nQ 19.78125 -13.765625 25.4375 -13.765625 \r\nQ 31.546875 -13.765625 34.859375 -11.328125 \r\nQ 38.1875 -8.890625 39.359375 -4.5 \r\nQ 40.046875 -1.8125 39.984375 6.78125 \r\nQ 34.234375 0 25.640625 0 \r\nQ 14.9375 0 9.078125 7.71875 \r\nQ 3.21875 15.4375 3.21875 26.21875 \r\nQ 3.21875 33.640625 5.90625 39.90625 \r\nQ 8.59375 46.1875 13.6875 49.609375 \r\nQ 18.796875 53.03125 25.6875 53.03125 \r\nQ 34.859375 53.03125 40.828125 45.609375 \r\nL 40.828125 51.859375 \r\nL 48.921875 51.859375 \r\nL 48.921875 7.03125 \r\nQ 48.921875 -5.078125 46.453125 -10.125 \r\nQ 44 -15.1875 38.640625 -18.109375 \r\nQ 33.296875 -21.046875 25.484375 -21.046875 \r\nQ 16.21875 -21.046875 10.5 -16.875 \r\nQ 4.78125 -12.703125 4.984375 -4.296875 \r\nz\r\nM 12.25 26.859375 \r\nQ 12.25 16.65625 16.296875 11.96875 \r\nQ 20.359375 7.28125 26.46875 7.28125 \r\nQ 32.515625 7.28125 36.609375 11.9375 \r\nQ 40.71875 16.609375 40.71875 26.5625 \r\nQ 40.71875 36.078125 36.5 40.90625 \r\nQ 32.28125 45.75 26.3125 45.75 \r\nQ 20.453125 45.75 16.34375 40.984375 \r\nQ 12.25 36.234375 12.25 26.859375 \r\nz\r\n\" id=\"ArialMT-103\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-71\"/>\r\n       <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"222.314453\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"244.53125\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"300.146484\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"355.761719\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"383.544922\" xlink:href=\"#ArialMT-66\"/>\r\n       <use x=\"450.244141\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"505.859375\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"561.474609\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"611.474609\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"639.257812\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"661.474609\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"717.089844\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"772.705078\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"844.921875\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"900.537109\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"956.152344\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"989.453125\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"1045.068359\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"1095.068359\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"1145.068359\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"1200.683594\" xlink:href=\"#ArialMT-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_10\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 156.665194 \r\nL 487.229688 156.665194 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- LinearRegression -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(56.718906 160.601991)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 16.796875 71.578125 \r\nL 16.796875 8.453125 \r\nL 52.046875 8.453125 \r\nL 52.046875 0 \r\nz\r\n\" id=\"ArialMT-76\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-76\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"77.832031\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"133.447266\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"189.0625\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"244.677734\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"277.978516\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"350.195312\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"405.810547\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"461.425781\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"494.726562\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"550.341797\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"600.341797\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"650.341797\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"672.558594\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"728.173828\" xlink:href=\"#ArialMT-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 104.646056 \r\nL 487.229688 104.646056 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- KNeighborsRegressor -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(34.718906 108.582852)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 16.796875 71.578125 \r\nL 16.796875 36.078125 \r\nL 52.34375 71.578125 \r\nL 65.1875 71.578125 \r\nL 35.15625 42.578125 \r\nL 66.5 0 \r\nL 54 0 \r\nL 28.515625 36.234375 \r\nL 16.796875 24.8125 \r\nL 16.796875 0 \r\nz\r\n\" id=\"ArialMT-75\"/>\r\n        <path d=\"M 7.625 0 \r\nL 7.625 71.578125 \r\nL 17.328125 71.578125 \r\nL 54.9375 15.375 \r\nL 54.9375 71.578125 \r\nL 64.015625 71.578125 \r\nL 64.015625 0 \r\nL 54.296875 0 \r\nL 16.703125 56.25 \r\nL 16.703125 0 \r\nz\r\n\" id=\"ArialMT-78\"/>\r\n        <path d=\"M 6.59375 0 \r\nL 6.59375 71.578125 \r\nL 15.375 71.578125 \r\nL 15.375 45.90625 \r\nQ 21.53125 53.03125 30.90625 53.03125 \r\nQ 36.671875 53.03125 40.921875 50.75 \r\nQ 45.171875 48.484375 47 44.484375 \r\nQ 48.828125 40.484375 48.828125 32.859375 \r\nL 48.828125 0 \r\nL 40.046875 0 \r\nL 40.046875 32.859375 \r\nQ 40.046875 39.453125 37.1875 42.453125 \r\nQ 34.328125 45.453125 29.109375 45.453125 \r\nQ 25.203125 45.453125 21.75 43.421875 \r\nQ 18.3125 41.40625 16.84375 37.9375 \r\nQ 15.375 34.46875 15.375 28.375 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-104\"/>\r\n        <path d=\"M 14.703125 0 \r\nL 6.546875 0 \r\nL 6.546875 71.578125 \r\nL 15.328125 71.578125 \r\nL 15.328125 46.046875 \r\nQ 20.90625 53.03125 29.546875 53.03125 \r\nQ 34.328125 53.03125 38.59375 51.09375 \r\nQ 42.875 49.171875 45.625 45.671875 \r\nQ 48.390625 42.1875 49.953125 37.25 \r\nQ 51.515625 32.328125 51.515625 26.703125 \r\nQ 51.515625 13.375 44.921875 6.09375 \r\nQ 38.328125 -1.171875 29.109375 -1.171875 \r\nQ 19.921875 -1.171875 14.703125 6.5 \r\nz\r\nM 14.59375 26.3125 \r\nQ 14.59375 17 17.140625 12.84375 \r\nQ 21.296875 6.0625 28.375 6.0625 \r\nQ 34.125 6.0625 38.328125 11.0625 \r\nQ 42.53125 16.0625 42.53125 25.984375 \r\nQ 42.53125 36.140625 38.5 40.96875 \r\nQ 34.46875 45.796875 28.765625 45.796875 \r\nQ 23 45.796875 18.796875 40.796875 \r\nQ 14.59375 35.796875 14.59375 26.3125 \r\nz\r\n\" id=\"ArialMT-98\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-75\"/>\r\n       <use x=\"66.699219\" xlink:href=\"#ArialMT-78\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"272.363281\" xlink:href=\"#ArialMT-104\"/>\r\n       <use x=\"327.978516\" xlink:href=\"#ArialMT-98\"/>\r\n       <use x=\"383.59375\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"439.208984\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"472.509766\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"522.509766\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"594.726562\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"650.341797\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"705.957031\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"739.257812\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"794.873047\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"844.873047\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"894.873047\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"950.488281\" xlink:href=\"#ArialMT-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_12\">\r\n      <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 52.626917 \r\nL 487.229688 52.626917 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- RandomForestRegressor -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(19.446094 56.563714)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.453125 51.859375 \r\nL 14.453125 44.578125 \r\nQ 16.890625 48.390625 20.9375 50.703125 \r\nQ 25 53.03125 30.171875 53.03125 \r\nQ 35.9375 53.03125 39.625 50.640625 \r\nQ 43.3125 48.25 44.828125 43.953125 \r\nQ 50.984375 53.03125 60.84375 53.03125 \r\nQ 68.5625 53.03125 72.703125 48.75 \r\nQ 76.859375 44.484375 76.859375 35.59375 \r\nL 76.859375 0 \r\nL 68.109375 0 \r\nL 68.109375 32.671875 \r\nQ 68.109375 37.9375 67.25 40.25 \r\nQ 66.40625 42.578125 64.15625 43.984375 \r\nQ 61.921875 45.40625 58.890625 45.40625 \r\nQ 53.421875 45.40625 49.796875 41.765625 \r\nQ 46.1875 38.140625 46.1875 30.125 \r\nL 46.1875 0 \r\nL 37.40625 0 \r\nL 37.40625 33.6875 \r\nQ 37.40625 39.546875 35.25 42.46875 \r\nQ 33.109375 45.40625 28.21875 45.40625 \r\nQ 24.515625 45.40625 21.359375 43.453125 \r\nQ 18.21875 41.5 16.796875 37.734375 \r\nQ 15.375 33.984375 15.375 26.90625 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-109\"/>\r\n        <path d=\"M 8.203125 0 \r\nL 8.203125 71.578125 \r\nL 56.5 71.578125 \r\nL 56.5 63.140625 \r\nL 17.671875 63.140625 \r\nL 17.671875 40.96875 \r\nL 51.265625 40.96875 \r\nL 51.265625 32.515625 \r\nL 17.671875 32.515625 \r\nL 17.671875 0 \r\nz\r\n\" id=\"ArialMT-70\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"183.447266\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"239.0625\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"294.677734\" xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"377.978516\" xlink:href=\"#ArialMT-70\"/>\r\n       <use x=\"439.0625\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"494.677734\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"527.978516\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"583.59375\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"633.59375\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"661.376953\" xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"733.59375\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"789.208984\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"844.824219\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"878.125\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"933.740234\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"983.740234\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"1033.740234\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"1089.355469\" xlink:href=\"#ArialMT-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 229.491989 \r\nL 471.28683 229.491989 \r\nL 471.28683 187.876678 \r\nL 152.429688 187.876678 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 177.47285 \r\nL 380.658782 177.47285 \r\nL 380.658782 135.857539 \r\nL 152.429688 135.857539 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 125.453711 \r\nL 166.016762 125.453711 \r\nL 166.016762 83.8384 \r\nL 152.429688 83.8384 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#pfaf2dbe2a9)\" d=\"M 152.429688 73.434572 \r\nL 348.211757 73.434572 \r\nL 348.211757 31.819261 \r\nL 152.429688 31.819261 \r\nz\r\n\" style=\"fill:#55a868;opacity:0.8;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path d=\"M 152.429688 239.375625 \r\nL 152.429688 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 487.229688 239.375625 \r\nL 487.229688 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 152.429688 239.375625 \r\nL 487.229688 239.375625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 152.429688 21.935625 \r\nL 487.229688 21.935625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_14\">\r\n    <!-- Comparison of Regression Models -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(227.793437 15.935625)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 58.796875 25.09375 \r\nL 68.265625 22.703125 \r\nQ 65.28125 11.03125 57.546875 4.90625 \r\nQ 49.8125 -1.21875 38.625 -1.21875 \r\nQ 27.046875 -1.21875 19.796875 3.484375 \r\nQ 12.546875 8.203125 8.765625 17.140625 \r\nQ 4.984375 26.078125 4.984375 36.328125 \r\nQ 4.984375 47.515625 9.25 55.828125 \r\nQ 13.53125 64.15625 21.40625 68.46875 \r\nQ 29.296875 72.796875 38.765625 72.796875 \r\nQ 49.515625 72.796875 56.828125 67.328125 \r\nQ 64.15625 61.859375 67.046875 51.953125 \r\nL 57.71875 49.75 \r\nQ 55.21875 57.5625 50.484375 61.125 \r\nQ 45.75 64.703125 38.578125 64.703125 \r\nQ 30.328125 64.703125 24.78125 60.734375 \r\nQ 19.234375 56.78125 16.984375 50.109375 \r\nQ 14.75 43.453125 14.75 36.375 \r\nQ 14.75 27.25 17.40625 20.4375 \r\nQ 20.0625 13.625 25.671875 10.25 \r\nQ 31.296875 6.890625 37.84375 6.890625 \r\nQ 45.796875 6.890625 51.3125 11.46875 \r\nQ 56.84375 16.0625 58.796875 25.09375 \r\nz\r\n\" id=\"ArialMT-67\"/>\r\n      <path d=\"M 6.59375 -19.875 \r\nL 6.59375 51.859375 \r\nL 14.59375 51.859375 \r\nL 14.59375 45.125 \r\nQ 17.4375 49.078125 21 51.046875 \r\nQ 24.5625 53.03125 29.640625 53.03125 \r\nQ 36.28125 53.03125 41.359375 49.609375 \r\nQ 46.4375 46.1875 49.015625 39.953125 \r\nQ 51.609375 33.734375 51.609375 26.3125 \r\nQ 51.609375 18.359375 48.75 11.984375 \r\nQ 45.90625 5.609375 40.453125 2.21875 \r\nQ 35.015625 -1.171875 29 -1.171875 \r\nQ 24.609375 -1.171875 21.109375 0.6875 \r\nQ 17.625 2.546875 15.375 5.375 \r\nL 15.375 -19.875 \r\nz\r\nM 14.546875 25.640625 \r\nQ 14.546875 15.625 18.59375 10.84375 \r\nQ 22.65625 6.0625 28.421875 6.0625 \r\nQ 34.28125 6.0625 38.453125 11.015625 \r\nQ 42.625 15.96875 42.625 26.375 \r\nQ 42.625 36.28125 38.546875 41.203125 \r\nQ 34.46875 46.140625 28.8125 46.140625 \r\nQ 23.1875 46.140625 18.859375 40.890625 \r\nQ 14.546875 35.640625 14.546875 25.640625 \r\nz\r\n\" id=\"ArialMT-112\"/>\r\n      <path d=\"M 8.6875 0 \r\nL 8.6875 45.015625 \r\nL 0.921875 45.015625 \r\nL 0.921875 51.859375 \r\nL 8.6875 51.859375 \r\nL 8.6875 57.375 \r\nQ 8.6875 62.59375 9.625 65.140625 \r\nQ 10.890625 68.5625 14.078125 70.671875 \r\nQ 17.28125 72.796875 23.046875 72.796875 \r\nQ 26.765625 72.796875 31.25 71.921875 \r\nL 29.9375 64.265625 \r\nQ 27.203125 64.75 24.75 64.75 \r\nQ 20.75 64.75 19.09375 63.03125 \r\nQ 17.4375 61.328125 17.4375 56.640625 \r\nL 17.4375 51.859375 \r\nL 27.546875 51.859375 \r\nL 27.546875 45.015625 \r\nL 17.4375 45.015625 \r\nL 17.4375 0 \r\nz\r\n\" id=\"ArialMT-102\"/>\r\n      <path d=\"M 7.421875 0 \r\nL 7.421875 71.578125 \r\nL 21.6875 71.578125 \r\nL 38.625 20.90625 \r\nQ 40.96875 13.8125 42.046875 10.296875 \r\nQ 43.265625 14.203125 45.84375 21.78125 \r\nL 62.984375 71.578125 \r\nL 75.734375 71.578125 \r\nL 75.734375 0 \r\nL 66.609375 0 \r\nL 66.609375 59.90625 \r\nL 45.796875 0 \r\nL 37.25 0 \r\nL 16.546875 60.9375 \r\nL 16.546875 0 \r\nz\r\n\" id=\"ArialMT-77\"/>\r\n      <path d=\"M 6.390625 0 \r\nL 6.390625 71.578125 \r\nL 15.1875 71.578125 \r\nL 15.1875 0 \r\nz\r\n\" id=\"ArialMT-108\"/>\r\n     </defs>\r\n     <use xlink:href=\"#ArialMT-67\"/>\r\n     <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"211.132812\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"355.664062\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"377.880859\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"427.880859\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"539.111328\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"566.894531\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"622.509766\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"650.292969\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"678.076172\" xlink:href=\"#ArialMT-82\"/>\r\n     <use x=\"750.292969\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"805.908203\" xlink:href=\"#ArialMT-103\"/>\r\n     <use x=\"861.523438\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"894.824219\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"950.439453\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"1000.439453\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"1050.439453\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"1072.65625\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"1128.271484\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"1183.886719\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1211.669922\" xlink:href=\"#ArialMT-77\"/>\r\n     <use x=\"1294.970703\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"1350.585938\" xlink:href=\"#ArialMT-100\"/>\r\n     <use x=\"1406.201172\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1461.816406\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"1484.033203\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pfaf2dbe2a9\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"152.429688\" y=\"21.935625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "# R2 score results\n",
    "fig, ax = plt.subplots()\n",
    "ind = range(len(results))\n",
    "ax.barh(ind, list(results.values()), align='center', \n",
    "        color = '#55a868', alpha=0.8)\n",
    "ax.set_yticks(ind)\n",
    "ax.set_yticklabels(results.keys())\n",
    "ax.set_xlabel('R-squared score')\n",
    "ax.tick_params(left=False, top=False, right=False) \n",
    "ax.set_title('Comparison of Regression Models')\n",
    "fig.savefig('images/compare_models_dinh_mimic4.png', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "R2 score is: 0.135291\n"
     ]
    }
   ],
   "source": [
    "# GradientBoostingRegressor will be used as the In-Hospital mortality prediction model\n",
    "# GradientBoostingRegressor will be used as the LOS prediction model\n",
    "reg_model = GradientBoostingRegressor(random_state=0)   \n",
    "reg_model.fit(X_train, y_train)\n",
    "y_test_preds = reg_model.predict(X_test)\n",
    "r2_not_refined = r2_score(y_test, y_test_preds)\n",
    "print(\"R2 score is: {:2f}\".format(r2_not_refined))"
   ]
  },
  {
   "source": [
    "The GradientBoostingRegressor has the best R2 score of ~13% so we focus on refining this particular model."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "## 7. Parameter Tuning"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "To refine the GradientBoostingRegressor model, **GridSearchCV** function from scikit-learn is used to test out various permutations of parameters such as *n_estimators, max_depth, and loss*. It helps to loop through predefined hyperparameters and fit your estimator (model) on your training set. So, in the end, we could select the best parameters from the listed hyperparameters."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Fitting 3 folds for each of 8 candidates, totalling 24 fits\n",
      "0.14951616540043464\n",
      "GradientBoostingRegressor(max_depth=4, n_estimators=200)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "# Split into train 80% and test 20%\n",
    "X_train, X_test, y_train, y_test = train_test_split(features, \n",
    "                                                    HOSP_MORT, \n",
    "                                                    test_size = .20, \n",
    "                                                    random_state = 42)\n",
    "                                                    \n",
    "# Set the parameters by cross-validation\n",
    "#tuned_parameters = [{'n_estimators': [100, 200, 300],\n",
    "#                     'max_depth' : [2, 3, 4],\n",
    "#                     'loss': ['ls', 'lad', 'huber']}]\n",
    "tuned_parameters = [{'n_estimators': [200, 300],\n",
    "                     'max_depth' : [3, 4],\n",
    "                     'loss': ['ls', 'lad']}]\n",
    "\n",
    "# create and fit a ridge regression model, testing each alpha\n",
    "reg_model = GradientBoostingRegressor()  \n",
    "grid = GridSearchCV(reg_model, tuned_parameters, cv=3, verbose = 1, n_jobs = -1)\n",
    "grid.fit(X_train, y_train)\n",
    "reg_model_optimized = grid.best_estimator_\n",
    "\n",
    "# summarize the results of the grid search\n",
    "print(grid.best_score_)\n",
    "print(grid.best_estimator_)"
   ]
  },
  {
   "source": [
    "**Tuned Paramters**\n",
    "- *n_estimators*: The number of boosting stages to perform.\n",
    "- *max_depth*: maximum depth of the individual regression estimators. The maximum depth limits the number of nodes in the tree.\n",
    "- *loss*: loss function to be optimized. ‘ls’ refers to least squares regression. ‘lad’ (least absolute deviation) is a highly robust loss function solely based on order information of the input variables. ‘huber’ is a combination of the two. "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "The best estimator result from GridSearchCV was n_estimators=200, max_depth=4, loss = ls."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Optimized R2 score is: 0.143552\n"
     ]
    }
   ],
   "source": [
    "y_test_preds = reg_model_optimized.predict(X_test)\n",
    "r2_optimized = r2_score(y_test, y_test_preds)\n",
    "print(\"Optimized R2 score is: {:2f}\".format(r2_optimized))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Parameter tuning improved R2 score by 0.0083\n"
     ]
    }
   ],
   "source": [
    "print('Parameter tuning improved R2 score by {:.4f}'.format(r2_optimized-r2_not_refined))"
   ]
  },
  {
   "source": [
    "## 8. Model evaluation and result Discussion\n",
    "\n",
    "We could look at what features were most important in predicting in-hospital mortality when using the gradient boosting regression model."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                                  importance\n",
       "respiratory                                         0.212500\n",
       "Medical Intensive Care Unit (MICU)                  0.086784\n",
       "Surgical Intensive Care Unit (SICU)                 0.076962\n",
       "Medical/Surgical Intensive Care Unit (MICU/SICU)    0.076263\n",
       "neoplasms                                           0.068504\n",
       "infectious                                          0.053728\n",
       "genitourinary                                       0.049491\n",
       "Coronary Care Unit (CCU)                            0.042526\n",
       "circulatory                                         0.040123\n",
       "Trauma SICU (TSICU)                                 0.036257\n",
       "misc                                                0.033244\n",
       "digestive                                           0.028575\n",
       "blood                                               0.024942\n",
       "injury                                              0.022731\n",
       "ETH_OTHER/UNKNOWN                                   0.021645\n",
       "nervous                                             0.019831\n",
       "AGE_SENIOR                                          0.019813\n",
       "ADM_EMERGENCY                                       0.015731\n",
       "mental                                              0.011016\n",
       "endocrine                                           0.008235"
      ],
      "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>importance</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>respiratory</th>\n      <td>0.212500</td>\n    </tr>\n    <tr>\n      <th>Medical Intensive Care Unit (MICU)</th>\n      <td>0.086784</td>\n    </tr>\n    <tr>\n      <th>Surgical Intensive Care Unit (SICU)</th>\n      <td>0.076962</td>\n    </tr>\n    <tr>\n      <th>Medical/Surgical Intensive Care Unit (MICU/SICU)</th>\n      <td>0.076263</td>\n    </tr>\n    <tr>\n      <th>neoplasms</th>\n      <td>0.068504</td>\n    </tr>\n    <tr>\n      <th>infectious</th>\n      <td>0.053728</td>\n    </tr>\n    <tr>\n      <th>genitourinary</th>\n      <td>0.049491</td>\n    </tr>\n    <tr>\n      <th>Coronary Care Unit (CCU)</th>\n      <td>0.042526</td>\n    </tr>\n    <tr>\n      <th>circulatory</th>\n      <td>0.040123</td>\n    </tr>\n    <tr>\n      <th>Trauma SICU (TSICU)</th>\n      <td>0.036257</td>\n    </tr>\n    <tr>\n      <th>misc</th>\n      <td>0.033244</td>\n    </tr>\n    <tr>\n      <th>digestive</th>\n      <td>0.028575</td>\n    </tr>\n    <tr>\n      <th>blood</th>\n      <td>0.024942</td>\n    </tr>\n    <tr>\n      <th>injury</th>\n      <td>0.022731</td>\n    </tr>\n    <tr>\n      <th>ETH_OTHER/UNKNOWN</th>\n      <td>0.021645</td>\n    </tr>\n    <tr>\n      <th>nervous</th>\n      <td>0.019831</td>\n    </tr>\n    <tr>\n      <th>AGE_SENIOR</th>\n      <td>0.019813</td>\n    </tr>\n    <tr>\n      <th>ADM_EMERGENCY</th>\n      <td>0.015731</td>\n    </tr>\n    <tr>\n      <th>mental</th>\n      <td>0.011016</td>\n    </tr>\n    <tr>\n      <th>endocrine</th>\n      <td>0.008235</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 200
    }
   ],
   "source": [
    "feature_imp = pd.DataFrame(reg_model_optimized.feature_importances_,\n",
    "                                   index = X_train.columns,\n",
    "                                   columns=['importance']).sort_values('importance', ascending=False)\n",
    "\n",
    "feature_imp.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 504x360 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"348.631969pt\" version=\"1.1\" viewBox=\"0 0 659.616094 348.631969\" width=\"659.616094pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-07-19T11:14:05.293928</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 348.631969 \r\nL 659.616094 348.631969 \r\nL 659.616094 0 \r\nL 0 0 \r\nz\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 261.816094 293.743125 \r\nL 652.416094 293.743125 \r\nL 652.416094 21.943125 \r\nL 261.816094 21.943125 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 293.743125 \r\nL 261.816094 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0.000 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(248.054062 311.116719)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.15625 35.296875 \r\nQ 4.15625 48 6.765625 55.734375 \r\nQ 9.375 63.484375 14.515625 67.671875 \r\nQ 19.671875 71.875 27.484375 71.875 \r\nQ 33.25 71.875 37.59375 69.546875 \r\nQ 41.9375 67.234375 44.765625 62.859375 \r\nQ 47.609375 58.5 49.21875 52.21875 \r\nQ 50.828125 45.953125 50.828125 35.296875 \r\nQ 50.828125 22.703125 48.234375 14.96875 \r\nQ 45.65625 7.234375 40.5 3 \r\nQ 35.359375 -1.21875 27.484375 -1.21875 \r\nQ 17.140625 -1.21875 11.234375 6.203125 \r\nQ 4.15625 15.140625 4.15625 35.296875 \r\nz\r\nM 13.1875 35.296875 \r\nQ 13.1875 17.671875 17.3125 11.828125 \r\nQ 21.4375 6 27.484375 6 \r\nQ 33.546875 6 37.671875 11.859375 \r\nQ 41.796875 17.71875 41.796875 35.296875 \r\nQ 41.796875 52.984375 37.671875 58.78125 \r\nQ 33.546875 64.59375 27.390625 64.59375 \r\nQ 21.34375 64.59375 17.71875 59.46875 \r\nQ 13.1875 52.9375 13.1875 35.296875 \r\nz\r\n\" id=\"ArialMT-48\"/>\r\n        <path d=\"M 9.078125 0 \r\nL 9.078125 10.015625 \r\nL 19.09375 10.015625 \r\nL 19.09375 0 \r\nz\r\n\" id=\"ArialMT-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 305.580813 293.743125 \r\nL 305.580813 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 0.025 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(291.818782 311.116719)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 50.34375 8.453125 \r\nL 50.34375 0 \r\nL 3.03125 0 \r\nQ 2.9375 3.171875 4.046875 6.109375 \r\nQ 5.859375 10.9375 9.828125 15.625 \r\nQ 13.8125 20.3125 21.34375 26.46875 \r\nQ 33.015625 36.03125 37.109375 41.625 \r\nQ 41.21875 47.21875 41.21875 52.203125 \r\nQ 41.21875 57.421875 37.46875 61 \r\nQ 33.734375 64.59375 27.734375 64.59375 \r\nQ 21.390625 64.59375 17.578125 60.78125 \r\nQ 13.765625 56.984375 13.71875 50.25 \r\nL 4.6875 51.171875 \r\nQ 5.609375 61.28125 11.65625 66.578125 \r\nQ 17.71875 71.875 27.9375 71.875 \r\nQ 38.234375 71.875 44.234375 66.15625 \r\nQ 50.25 60.453125 50.25 52 \r\nQ 50.25 47.703125 48.484375 43.546875 \r\nQ 46.734375 39.40625 42.65625 34.8125 \r\nQ 38.578125 30.21875 29.109375 22.21875 \r\nQ 21.1875 15.578125 18.9375 13.203125 \r\nQ 16.703125 10.84375 15.234375 8.453125 \r\nz\r\n\" id=\"ArialMT-50\"/>\r\n        <path d=\"M 4.15625 18.75 \r\nL 13.375 19.53125 \r\nQ 14.40625 12.796875 18.140625 9.390625 \r\nQ 21.875 6 27.15625 6 \r\nQ 33.5 6 37.890625 10.78125 \r\nQ 42.28125 15.578125 42.28125 23.484375 \r\nQ 42.28125 31 38.0625 35.34375 \r\nQ 33.84375 39.703125 27 39.703125 \r\nQ 22.75 39.703125 19.328125 37.765625 \r\nQ 15.921875 35.84375 13.96875 32.765625 \r\nL 5.71875 33.84375 \r\nL 12.640625 70.609375 \r\nL 48.25 70.609375 \r\nL 48.25 62.203125 \r\nL 19.671875 62.203125 \r\nL 15.828125 42.96875 \r\nQ 22.265625 47.46875 29.34375 47.46875 \r\nQ 38.71875 47.46875 45.15625 40.96875 \r\nQ 51.609375 34.46875 51.609375 24.265625 \r\nQ 51.609375 14.546875 45.953125 7.46875 \r\nQ 39.0625 -1.21875 27.15625 -1.21875 \r\nQ 17.390625 -1.21875 11.203125 4.25 \r\nQ 5.03125 9.71875 4.15625 18.75 \r\nz\r\n\" id=\"ArialMT-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 349.345532 293.743125 \r\nL 349.345532 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 0.050 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(335.583501 311.116719)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 393.110251 293.743125 \r\nL 393.110251 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 0.075 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(379.34822 311.116719)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.734375 62.203125 \r\nL 4.734375 70.65625 \r\nL 51.078125 70.65625 \r\nL 51.078125 63.8125 \r\nQ 44.234375 56.546875 37.515625 44.484375 \r\nQ 30.8125 32.421875 27.15625 19.671875 \r\nQ 24.515625 10.6875 23.78125 0 \r\nL 14.75 0 \r\nQ 14.890625 8.453125 18.0625 20.40625 \r\nQ 21.234375 32.375 27.171875 43.484375 \r\nQ 33.109375 54.59375 39.796875 62.203125 \r\nz\r\n\" id=\"ArialMT-55\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 436.87497 293.743125 \r\nL 436.87497 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 0.100 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(423.112939 311.116719)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 37.25 0 \r\nL 28.46875 0 \r\nL 28.46875 56 \r\nQ 25.296875 52.984375 20.140625 49.953125 \r\nQ 14.984375 46.921875 10.890625 45.40625 \r\nL 10.890625 53.90625 \r\nQ 18.265625 57.375 23.78125 62.296875 \r\nQ 29.296875 67.234375 31.59375 71.875 \r\nL 37.25 71.875 \r\nz\r\n\" id=\"ArialMT-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 480.639689 293.743125 \r\nL 480.639689 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 0.125 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(466.877658 311.116719)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 524.404408 293.743125 \r\nL 524.404408 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0.150 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(510.642377 311.116719)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 568.169127 293.743125 \r\nL 568.169127 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0.175 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(554.407096 311.116719)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 611.933846 293.743125 \r\nL 611.933846 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0.200 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(598.171815 311.116719)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_10\">\r\n     <!-- Feature Importance Coefficient  -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(373.186406 326.038594)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 8.203125 0 \r\nL 8.203125 71.578125 \r\nL 56.5 71.578125 \r\nL 56.5 63.140625 \r\nL 17.671875 63.140625 \r\nL 17.671875 40.96875 \r\nL 51.265625 40.96875 \r\nL 51.265625 32.515625 \r\nL 17.671875 32.515625 \r\nL 17.671875 0 \r\nz\r\n\" id=\"ArialMT-70\"/>\r\n       <path d=\"M 42.09375 16.703125 \r\nL 51.171875 15.578125 \r\nQ 49.03125 7.625 43.21875 3.21875 \r\nQ 37.40625 -1.171875 28.375 -1.171875 \r\nQ 17 -1.171875 10.328125 5.828125 \r\nQ 3.65625 12.84375 3.65625 25.484375 \r\nQ 3.65625 38.578125 10.390625 45.796875 \r\nQ 17.140625 53.03125 27.875 53.03125 \r\nQ 38.28125 53.03125 44.875 45.953125 \r\nQ 51.46875 38.875 51.46875 26.03125 \r\nQ 51.46875 25.25 51.421875 23.6875 \r\nL 12.75 23.6875 \r\nQ 13.234375 15.140625 17.578125 10.59375 \r\nQ 21.921875 6.0625 28.421875 6.0625 \r\nQ 33.25 6.0625 36.671875 8.59375 \r\nQ 40.09375 11.140625 42.09375 16.703125 \r\nz\r\nM 13.234375 30.90625 \r\nL 42.1875 30.90625 \r\nQ 41.609375 37.453125 38.875 40.71875 \r\nQ 34.671875 45.796875 27.984375 45.796875 \r\nQ 21.921875 45.796875 17.796875 41.75 \r\nQ 13.671875 37.703125 13.234375 30.90625 \r\nz\r\n\" id=\"ArialMT-101\"/>\r\n       <path d=\"M 40.4375 6.390625 \r\nQ 35.546875 2.25 31.03125 0.53125 \r\nQ 26.515625 -1.171875 21.34375 -1.171875 \r\nQ 12.796875 -1.171875 8.203125 3 \r\nQ 3.609375 7.171875 3.609375 13.671875 \r\nQ 3.609375 17.484375 5.34375 20.625 \r\nQ 7.078125 23.78125 9.890625 25.6875 \r\nQ 12.703125 27.59375 16.21875 28.5625 \r\nQ 18.796875 29.25 24.03125 29.890625 \r\nQ 34.671875 31.15625 39.703125 32.90625 \r\nQ 39.75 34.71875 39.75 35.203125 \r\nQ 39.75 40.578125 37.25 42.78125 \r\nQ 33.890625 45.75 27.25 45.75 \r\nQ 21.046875 45.75 18.09375 43.578125 \r\nQ 15.140625 41.40625 13.71875 35.890625 \r\nL 5.125 37.0625 \r\nQ 6.296875 42.578125 8.984375 45.96875 \r\nQ 11.671875 49.359375 16.75 51.1875 \r\nQ 21.828125 53.03125 28.515625 53.03125 \r\nQ 35.15625 53.03125 39.296875 51.46875 \r\nQ 43.453125 49.90625 45.40625 47.53125 \r\nQ 47.359375 45.171875 48.140625 41.546875 \r\nQ 48.578125 39.3125 48.578125 33.453125 \r\nL 48.578125 21.734375 \r\nQ 48.578125 9.46875 49.140625 6.21875 \r\nQ 49.703125 2.984375 51.375 0 \r\nL 42.1875 0 \r\nQ 40.828125 2.734375 40.4375 6.390625 \r\nz\r\nM 39.703125 26.03125 \r\nQ 34.90625 24.078125 25.34375 22.703125 \r\nQ 19.921875 21.921875 17.671875 20.9375 \r\nQ 15.4375 19.96875 14.203125 18.09375 \r\nQ 12.984375 16.21875 12.984375 13.921875 \r\nQ 12.984375 10.40625 15.640625 8.0625 \r\nQ 18.3125 5.71875 23.4375 5.71875 \r\nQ 28.515625 5.71875 32.46875 7.9375 \r\nQ 36.421875 10.15625 38.28125 14.015625 \r\nQ 39.703125 17 39.703125 22.796875 \r\nz\r\n\" id=\"ArialMT-97\"/>\r\n       <path d=\"M 25.78125 7.859375 \r\nL 27.046875 0.09375 \r\nQ 23.34375 -0.6875 20.40625 -0.6875 \r\nQ 15.625 -0.6875 12.984375 0.828125 \r\nQ 10.359375 2.34375 9.28125 4.8125 \r\nQ 8.203125 7.28125 8.203125 15.1875 \r\nL 8.203125 45.015625 \r\nL 1.765625 45.015625 \r\nL 1.765625 51.859375 \r\nL 8.203125 51.859375 \r\nL 8.203125 64.703125 \r\nL 16.9375 69.96875 \r\nL 16.9375 51.859375 \r\nL 25.78125 51.859375 \r\nL 25.78125 45.015625 \r\nL 16.9375 45.015625 \r\nL 16.9375 14.703125 \r\nQ 16.9375 10.9375 17.40625 9.859375 \r\nQ 17.875 8.796875 18.921875 8.15625 \r\nQ 19.96875 7.515625 21.921875 7.515625 \r\nQ 23.390625 7.515625 25.78125 7.859375 \r\nz\r\n\" id=\"ArialMT-116\"/>\r\n       <path d=\"M 40.578125 0 \r\nL 40.578125 7.625 \r\nQ 34.515625 -1.171875 24.125 -1.171875 \r\nQ 19.53125 -1.171875 15.546875 0.578125 \r\nQ 11.578125 2.34375 9.640625 5 \r\nQ 7.71875 7.671875 6.9375 11.53125 \r\nQ 6.390625 14.109375 6.390625 19.734375 \r\nL 6.390625 51.859375 \r\nL 15.1875 51.859375 \r\nL 15.1875 23.09375 \r\nQ 15.1875 16.21875 15.71875 13.8125 \r\nQ 16.546875 10.359375 19.234375 8.375 \r\nQ 21.921875 6.390625 25.875 6.390625 \r\nQ 29.828125 6.390625 33.296875 8.421875 \r\nQ 36.765625 10.453125 38.203125 13.9375 \r\nQ 39.65625 17.4375 39.65625 24.078125 \r\nL 39.65625 51.859375 \r\nL 48.4375 51.859375 \r\nL 48.4375 0 \r\nz\r\n\" id=\"ArialMT-117\"/>\r\n       <path d=\"M 6.5 0 \r\nL 6.5 51.859375 \r\nL 14.40625 51.859375 \r\nL 14.40625 44 \r\nQ 17.4375 49.515625 20 51.265625 \r\nQ 22.5625 53.03125 25.640625 53.03125 \r\nQ 30.078125 53.03125 34.671875 50.203125 \r\nL 31.640625 42.046875 \r\nQ 28.421875 43.953125 25.203125 43.953125 \r\nQ 22.3125 43.953125 20.015625 42.21875 \r\nQ 17.71875 40.484375 16.75 37.40625 \r\nQ 15.28125 32.71875 15.28125 27.15625 \r\nL 15.28125 0 \r\nz\r\n\" id=\"ArialMT-114\"/>\r\n       <path id=\"ArialMT-32\"/>\r\n       <path d=\"M 9.328125 0 \r\nL 9.328125 71.578125 \r\nL 18.796875 71.578125 \r\nL 18.796875 0 \r\nz\r\n\" id=\"ArialMT-73\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.453125 51.859375 \r\nL 14.453125 44.578125 \r\nQ 16.890625 48.390625 20.9375 50.703125 \r\nQ 25 53.03125 30.171875 53.03125 \r\nQ 35.9375 53.03125 39.625 50.640625 \r\nQ 43.3125 48.25 44.828125 43.953125 \r\nQ 50.984375 53.03125 60.84375 53.03125 \r\nQ 68.5625 53.03125 72.703125 48.75 \r\nQ 76.859375 44.484375 76.859375 35.59375 \r\nL 76.859375 0 \r\nL 68.109375 0 \r\nL 68.109375 32.671875 \r\nQ 68.109375 37.9375 67.25 40.25 \r\nQ 66.40625 42.578125 64.15625 43.984375 \r\nQ 61.921875 45.40625 58.890625 45.40625 \r\nQ 53.421875 45.40625 49.796875 41.765625 \r\nQ 46.1875 38.140625 46.1875 30.125 \r\nL 46.1875 0 \r\nL 37.40625 0 \r\nL 37.40625 33.6875 \r\nQ 37.40625 39.546875 35.25 42.46875 \r\nQ 33.109375 45.40625 28.21875 45.40625 \r\nQ 24.515625 45.40625 21.359375 43.453125 \r\nQ 18.21875 41.5 16.796875 37.734375 \r\nQ 15.375 33.984375 15.375 26.90625 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-109\"/>\r\n       <path d=\"M 6.59375 -19.875 \r\nL 6.59375 51.859375 \r\nL 14.59375 51.859375 \r\nL 14.59375 45.125 \r\nQ 17.4375 49.078125 21 51.046875 \r\nQ 24.5625 53.03125 29.640625 53.03125 \r\nQ 36.28125 53.03125 41.359375 49.609375 \r\nQ 46.4375 46.1875 49.015625 39.953125 \r\nQ 51.609375 33.734375 51.609375 26.3125 \r\nQ 51.609375 18.359375 48.75 11.984375 \r\nQ 45.90625 5.609375 40.453125 2.21875 \r\nQ 35.015625 -1.171875 29 -1.171875 \r\nQ 24.609375 -1.171875 21.109375 0.6875 \r\nQ 17.625 2.546875 15.375 5.375 \r\nL 15.375 -19.875 \r\nz\r\nM 14.546875 25.640625 \r\nQ 14.546875 15.625 18.59375 10.84375 \r\nQ 22.65625 6.0625 28.421875 6.0625 \r\nQ 34.28125 6.0625 38.453125 11.015625 \r\nQ 42.625 15.96875 42.625 26.375 \r\nQ 42.625 36.28125 38.546875 41.203125 \r\nQ 34.46875 46.140625 28.8125 46.140625 \r\nQ 23.1875 46.140625 18.859375 40.890625 \r\nQ 14.546875 35.640625 14.546875 25.640625 \r\nz\r\n\" id=\"ArialMT-112\"/>\r\n       <path d=\"M 3.328125 25.921875 \r\nQ 3.328125 40.328125 11.328125 47.265625 \r\nQ 18.015625 53.03125 27.640625 53.03125 \r\nQ 38.328125 53.03125 45.109375 46.015625 \r\nQ 51.90625 39.015625 51.90625 26.65625 \r\nQ 51.90625 16.65625 48.90625 10.90625 \r\nQ 45.90625 5.171875 40.15625 2 \r\nQ 34.421875 -1.171875 27.640625 -1.171875 \r\nQ 16.75 -1.171875 10.03125 5.8125 \r\nQ 3.328125 12.796875 3.328125 25.921875 \r\nz\r\nM 12.359375 25.921875 \r\nQ 12.359375 15.96875 16.703125 11.015625 \r\nQ 21.046875 6.0625 27.640625 6.0625 \r\nQ 34.1875 6.0625 38.53125 11.03125 \r\nQ 42.875 16.015625 42.875 26.21875 \r\nQ 42.875 35.84375 38.5 40.796875 \r\nQ 34.125 45.75 27.640625 45.75 \r\nQ 21.046875 45.75 16.703125 40.8125 \r\nQ 12.359375 35.890625 12.359375 25.921875 \r\nz\r\n\" id=\"ArialMT-111\"/>\r\n       <path d=\"M 6.59375 0 \r\nL 6.59375 51.859375 \r\nL 14.5 51.859375 \r\nL 14.5 44.484375 \r\nQ 20.21875 53.03125 31 53.03125 \r\nQ 35.6875 53.03125 39.625 51.34375 \r\nQ 43.5625 49.65625 45.515625 46.921875 \r\nQ 47.46875 44.1875 48.25 40.4375 \r\nQ 48.734375 37.984375 48.734375 31.890625 \r\nL 48.734375 0 \r\nL 39.9375 0 \r\nL 39.9375 31.546875 \r\nQ 39.9375 36.921875 38.90625 39.578125 \r\nQ 37.890625 42.234375 35.28125 43.8125 \r\nQ 32.671875 45.40625 29.15625 45.40625 \r\nQ 23.53125 45.40625 19.453125 41.84375 \r\nQ 15.375 38.28125 15.375 28.328125 \r\nL 15.375 0 \r\nz\r\n\" id=\"ArialMT-110\"/>\r\n       <path d=\"M 40.4375 19 \r\nL 49.078125 17.875 \r\nQ 47.65625 8.9375 41.8125 3.875 \r\nQ 35.984375 -1.171875 27.484375 -1.171875 \r\nQ 16.84375 -1.171875 10.375 5.78125 \r\nQ 3.90625 12.75 3.90625 25.734375 \r\nQ 3.90625 34.125 6.6875 40.421875 \r\nQ 9.46875 46.734375 15.15625 49.875 \r\nQ 20.84375 53.03125 27.546875 53.03125 \r\nQ 35.984375 53.03125 41.359375 48.75 \r\nQ 46.734375 44.484375 48.25 36.625 \r\nL 39.703125 35.296875 \r\nQ 38.484375 40.53125 35.375 43.15625 \r\nQ 32.28125 45.796875 27.875 45.796875 \r\nQ 21.234375 45.796875 17.078125 41.03125 \r\nQ 12.9375 36.28125 12.9375 25.984375 \r\nQ 12.9375 15.53125 16.9375 10.796875 \r\nQ 20.953125 6.0625 27.390625 6.0625 \r\nQ 32.5625 6.0625 36.03125 9.234375 \r\nQ 39.5 12.40625 40.4375 19 \r\nz\r\n\" id=\"ArialMT-99\"/>\r\n       <path d=\"M 58.796875 25.09375 \r\nL 68.265625 22.703125 \r\nQ 65.28125 11.03125 57.546875 4.90625 \r\nQ 49.8125 -1.21875 38.625 -1.21875 \r\nQ 27.046875 -1.21875 19.796875 3.484375 \r\nQ 12.546875 8.203125 8.765625 17.140625 \r\nQ 4.984375 26.078125 4.984375 36.328125 \r\nQ 4.984375 47.515625 9.25 55.828125 \r\nQ 13.53125 64.15625 21.40625 68.46875 \r\nQ 29.296875 72.796875 38.765625 72.796875 \r\nQ 49.515625 72.796875 56.828125 67.328125 \r\nQ 64.15625 61.859375 67.046875 51.953125 \r\nL 57.71875 49.75 \r\nQ 55.21875 57.5625 50.484375 61.125 \r\nQ 45.75 64.703125 38.578125 64.703125 \r\nQ 30.328125 64.703125 24.78125 60.734375 \r\nQ 19.234375 56.78125 16.984375 50.109375 \r\nQ 14.75 43.453125 14.75 36.375 \r\nQ 14.75 27.25 17.40625 20.4375 \r\nQ 20.0625 13.625 25.671875 10.25 \r\nQ 31.296875 6.890625 37.84375 6.890625 \r\nQ 45.796875 6.890625 51.3125 11.46875 \r\nQ 56.84375 16.0625 58.796875 25.09375 \r\nz\r\n\" id=\"ArialMT-67\"/>\r\n       <path d=\"M 8.6875 0 \r\nL 8.6875 45.015625 \r\nL 0.921875 45.015625 \r\nL 0.921875 51.859375 \r\nL 8.6875 51.859375 \r\nL 8.6875 57.375 \r\nQ 8.6875 62.59375 9.625 65.140625 \r\nQ 10.890625 68.5625 14.078125 70.671875 \r\nQ 17.28125 72.796875 23.046875 72.796875 \r\nQ 26.765625 72.796875 31.25 71.921875 \r\nL 29.9375 64.265625 \r\nQ 27.203125 64.75 24.75 64.75 \r\nQ 20.75 64.75 19.09375 63.03125 \r\nQ 17.4375 61.328125 17.4375 56.640625 \r\nL 17.4375 51.859375 \r\nL 27.546875 51.859375 \r\nL 27.546875 45.015625 \r\nL 17.4375 45.015625 \r\nL 17.4375 0 \r\nz\r\n\" id=\"ArialMT-102\"/>\r\n       <path d=\"M 6.640625 61.46875 \r\nL 6.640625 71.578125 \r\nL 15.4375 71.578125 \r\nL 15.4375 61.46875 \r\nz\r\nM 6.640625 0 \r\nL 6.640625 51.859375 \r\nL 15.4375 51.859375 \r\nL 15.4375 0 \r\nz\r\n\" id=\"ArialMT-105\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-70\"/>\r\n      <use x=\"61.083984\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"116.699219\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"172.314453\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"200.097656\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"255.712891\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"289.013672\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"344.628906\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"372.412109\" xlink:href=\"#ArialMT-73\"/>\r\n      <use x=\"400.195312\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"483.496094\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"539.111328\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"594.726562\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"628.027344\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"655.810547\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"711.425781\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"767.041016\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"817.041016\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"872.65625\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"900.439453\" xlink:href=\"#ArialMT-67\"/>\r\n      <use x=\"972.65625\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"1028.271484\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"1083.886719\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"1109.919922\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"1137.703125\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"1159.919922\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"1209.919922\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"1232.136719\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"1287.751953\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"1343.367188\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"1371.150391\" xlink:href=\"#ArialMT-32\"/>\r\n     </g>\r\n     <!-- (GradientBoostingRegressor) -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(379.086094 338.906344)scale(0.12 -0.12)\">\r\n      <defs>\r\n       <path d=\"M 23.390625 -21.046875 \r\nQ 16.109375 -11.859375 11.078125 0.4375 \r\nQ 6.0625 12.75 6.0625 25.921875 \r\nQ 6.0625 37.546875 9.8125 48.1875 \r\nQ 14.203125 60.546875 23.390625 72.796875 \r\nL 29.6875 72.796875 \r\nQ 23.78125 62.640625 21.875 58.296875 \r\nQ 18.890625 51.5625 17.1875 44.234375 \r\nQ 15.09375 35.109375 15.09375 25.875 \r\nQ 15.09375 2.390625 29.6875 -21.046875 \r\nz\r\n\" id=\"ArialMT-40\"/>\r\n       <path d=\"M 41.21875 28.078125 \r\nL 41.21875 36.46875 \r\nL 71.53125 36.53125 \r\nL 71.53125 9.96875 \r\nQ 64.546875 4.390625 57.125 1.578125 \r\nQ 49.703125 -1.21875 41.890625 -1.21875 \r\nQ 31.34375 -1.21875 22.71875 3.296875 \r\nQ 14.109375 7.8125 9.71875 16.359375 \r\nQ 5.328125 24.90625 5.328125 35.453125 \r\nQ 5.328125 45.90625 9.6875 54.953125 \r\nQ 14.0625 64.015625 22.265625 68.40625 \r\nQ 30.46875 72.796875 41.15625 72.796875 \r\nQ 48.921875 72.796875 55.1875 70.28125 \r\nQ 61.46875 67.78125 65.03125 63.28125 \r\nQ 68.609375 58.796875 70.453125 51.5625 \r\nL 61.921875 49.21875 \r\nQ 60.296875 54.6875 57.90625 57.8125 \r\nQ 55.515625 60.9375 51.0625 62.8125 \r\nQ 46.625 64.703125 41.21875 64.703125 \r\nQ 34.71875 64.703125 29.984375 62.71875 \r\nQ 25.25 60.75 22.34375 57.515625 \r\nQ 19.4375 54.296875 17.828125 50.4375 \r\nQ 15.09375 43.796875 15.09375 36.03125 \r\nQ 15.09375 26.46875 18.390625 20.015625 \r\nQ 21.6875 13.578125 27.984375 10.453125 \r\nQ 34.28125 7.328125 41.359375 7.328125 \r\nQ 47.515625 7.328125 53.375 9.6875 \r\nQ 59.234375 12.0625 62.25 14.75 \r\nL 62.25 28.078125 \r\nz\r\n\" id=\"ArialMT-71\"/>\r\n       <path d=\"M 40.234375 0 \r\nL 40.234375 6.546875 \r\nQ 35.296875 -1.171875 25.734375 -1.171875 \r\nQ 19.53125 -1.171875 14.328125 2.25 \r\nQ 9.125 5.671875 6.265625 11.796875 \r\nQ 3.421875 17.921875 3.421875 25.875 \r\nQ 3.421875 33.640625 6 39.96875 \r\nQ 8.59375 46.296875 13.765625 49.65625 \r\nQ 18.953125 53.03125 25.34375 53.03125 \r\nQ 30.03125 53.03125 33.6875 51.046875 \r\nQ 37.359375 49.078125 39.65625 45.90625 \r\nL 39.65625 71.578125 \r\nL 48.390625 71.578125 \r\nL 48.390625 0 \r\nz\r\nM 12.453125 25.875 \r\nQ 12.453125 15.921875 16.640625 10.984375 \r\nQ 20.84375 6.0625 26.5625 6.0625 \r\nQ 32.328125 6.0625 36.34375 10.765625 \r\nQ 40.375 15.484375 40.375 25.140625 \r\nQ 40.375 35.796875 36.265625 40.765625 \r\nQ 32.171875 45.75 26.171875 45.75 \r\nQ 20.3125 45.75 16.375 40.96875 \r\nQ 12.453125 36.1875 12.453125 25.875 \r\nz\r\n\" id=\"ArialMT-100\"/>\r\n       <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 34.1875 71.578125 \r\nQ 42.390625 71.578125 47.34375 69.40625 \r\nQ 52.296875 67.234375 55.09375 62.71875 \r\nQ 57.90625 58.203125 57.90625 53.265625 \r\nQ 57.90625 48.6875 55.421875 44.625 \r\nQ 52.9375 40.578125 47.90625 38.09375 \r\nQ 54.390625 36.1875 57.875 31.59375 \r\nQ 61.375 27 61.375 20.75 \r\nQ 61.375 15.71875 59.25 11.390625 \r\nQ 57.125 7.078125 54 4.734375 \r\nQ 50.875 2.390625 46.15625 1.1875 \r\nQ 41.453125 0 34.625 0 \r\nz\r\nM 16.796875 41.5 \r\nL 32.28125 41.5 \r\nQ 38.578125 41.5 41.3125 42.328125 \r\nQ 44.921875 43.40625 46.75 45.890625 \r\nQ 48.578125 48.390625 48.578125 52.15625 \r\nQ 48.578125 55.71875 46.875 58.421875 \r\nQ 45.171875 61.140625 41.984375 62.140625 \r\nQ 38.8125 63.140625 31.109375 63.140625 \r\nL 16.796875 63.140625 \r\nz\r\nM 16.796875 8.453125 \r\nL 34.625 8.453125 \r\nQ 39.203125 8.453125 41.0625 8.796875 \r\nQ 44.34375 9.375 46.53125 10.734375 \r\nQ 48.734375 12.109375 50.140625 14.71875 \r\nQ 51.5625 17.328125 51.5625 20.75 \r\nQ 51.5625 24.75 49.515625 27.703125 \r\nQ 47.46875 30.671875 43.828125 31.859375 \r\nQ 40.1875 33.0625 33.34375 33.0625 \r\nL 16.796875 33.0625 \r\nz\r\n\" id=\"ArialMT-66\"/>\r\n       <path d=\"M 3.078125 15.484375 \r\nL 11.765625 16.84375 \r\nQ 12.5 11.625 15.84375 8.84375 \r\nQ 19.1875 6.0625 25.203125 6.0625 \r\nQ 31.25 6.0625 34.171875 8.515625 \r\nQ 37.109375 10.984375 37.109375 14.3125 \r\nQ 37.109375 17.28125 34.515625 19 \r\nQ 32.71875 20.171875 25.53125 21.96875 \r\nQ 15.875 24.421875 12.140625 26.203125 \r\nQ 8.40625 27.984375 6.46875 31.125 \r\nQ 4.546875 34.28125 4.546875 38.09375 \r\nQ 4.546875 41.546875 6.125 44.5 \r\nQ 7.71875 47.46875 10.453125 49.421875 \r\nQ 12.5 50.921875 16.03125 51.96875 \r\nQ 19.578125 53.03125 23.640625 53.03125 \r\nQ 29.734375 53.03125 34.34375 51.265625 \r\nQ 38.96875 49.515625 41.15625 46.5 \r\nQ 43.359375 43.5 44.1875 38.484375 \r\nL 35.59375 37.3125 \r\nQ 35.015625 41.3125 32.203125 43.546875 \r\nQ 29.390625 45.796875 24.265625 45.796875 \r\nQ 18.21875 45.796875 15.625 43.796875 \r\nQ 13.03125 41.796875 13.03125 39.109375 \r\nQ 13.03125 37.40625 14.109375 36.03125 \r\nQ 15.1875 34.625 17.484375 33.6875 \r\nQ 18.796875 33.203125 25.25 31.453125 \r\nQ 34.578125 28.953125 38.25 27.359375 \r\nQ 41.9375 25.78125 44.03125 22.75 \r\nQ 46.140625 19.734375 46.140625 15.234375 \r\nQ 46.140625 10.84375 43.578125 6.953125 \r\nQ 41.015625 3.078125 36.171875 0.953125 \r\nQ 31.34375 -1.171875 25.25 -1.171875 \r\nQ 15.140625 -1.171875 9.84375 3.03125 \r\nQ 4.546875 7.234375 3.078125 15.484375 \r\nz\r\n\" id=\"ArialMT-115\"/>\r\n       <path d=\"M 4.984375 -4.296875 \r\nL 13.53125 -5.5625 \r\nQ 14.0625 -9.515625 16.5 -11.328125 \r\nQ 19.78125 -13.765625 25.4375 -13.765625 \r\nQ 31.546875 -13.765625 34.859375 -11.328125 \r\nQ 38.1875 -8.890625 39.359375 -4.5 \r\nQ 40.046875 -1.8125 39.984375 6.78125 \r\nQ 34.234375 0 25.640625 0 \r\nQ 14.9375 0 9.078125 7.71875 \r\nQ 3.21875 15.4375 3.21875 26.21875 \r\nQ 3.21875 33.640625 5.90625 39.90625 \r\nQ 8.59375 46.1875 13.6875 49.609375 \r\nQ 18.796875 53.03125 25.6875 53.03125 \r\nQ 34.859375 53.03125 40.828125 45.609375 \r\nL 40.828125 51.859375 \r\nL 48.921875 51.859375 \r\nL 48.921875 7.03125 \r\nQ 48.921875 -5.078125 46.453125 -10.125 \r\nQ 44 -15.1875 38.640625 -18.109375 \r\nQ 33.296875 -21.046875 25.484375 -21.046875 \r\nQ 16.21875 -21.046875 10.5 -16.875 \r\nQ 4.78125 -12.703125 4.984375 -4.296875 \r\nz\r\nM 12.25 26.859375 \r\nQ 12.25 16.65625 16.296875 11.96875 \r\nQ 20.359375 7.28125 26.46875 7.28125 \r\nQ 32.515625 7.28125 36.609375 11.9375 \r\nQ 40.71875 16.609375 40.71875 26.5625 \r\nQ 40.71875 36.078125 36.5 40.90625 \r\nQ 32.28125 45.75 26.3125 45.75 \r\nQ 20.453125 45.75 16.34375 40.984375 \r\nQ 12.25 36.234375 12.25 26.859375 \r\nz\r\n\" id=\"ArialMT-103\"/>\r\n       <path d=\"M 7.859375 0 \r\nL 7.859375 71.578125 \r\nL 39.59375 71.578125 \r\nQ 49.171875 71.578125 54.140625 69.640625 \r\nQ 59.125 67.71875 62.109375 62.828125 \r\nQ 65.09375 57.953125 65.09375 52.046875 \r\nQ 65.09375 44.4375 60.15625 39.203125 \r\nQ 55.21875 33.984375 44.921875 32.5625 \r\nQ 48.6875 30.765625 50.640625 29 \r\nQ 54.78125 25.203125 58.5 19.484375 \r\nL 70.953125 0 \r\nL 59.03125 0 \r\nL 49.5625 14.890625 \r\nQ 45.40625 21.34375 42.71875 24.75 \r\nQ 40.046875 28.171875 37.921875 29.53125 \r\nQ 35.796875 30.90625 33.59375 31.453125 \r\nQ 31.984375 31.78125 28.328125 31.78125 \r\nL 17.328125 31.78125 \r\nL 17.328125 0 \r\nz\r\nM 17.328125 39.984375 \r\nL 37.703125 39.984375 \r\nQ 44.1875 39.984375 47.84375 41.328125 \r\nQ 51.515625 42.671875 53.421875 45.625 \r\nQ 55.328125 48.578125 55.328125 52.046875 \r\nQ 55.328125 57.125 51.640625 60.390625 \r\nQ 47.953125 63.671875 39.984375 63.671875 \r\nL 17.328125 63.671875 \r\nz\r\n\" id=\"ArialMT-82\"/>\r\n       <path d=\"M 12.359375 -21.046875 \r\nL 6.0625 -21.046875 \r\nQ 20.65625 2.390625 20.65625 25.875 \r\nQ 20.65625 35.0625 18.5625 44.09375 \r\nQ 16.890625 51.421875 13.921875 58.15625 \r\nQ 12.015625 62.546875 6.0625 72.796875 \r\nL 12.359375 72.796875 \r\nQ 21.53125 60.546875 25.921875 48.1875 \r\nQ 29.6875 37.546875 29.6875 25.921875 \r\nQ 29.6875 12.75 24.625 0.4375 \r\nQ 19.578125 -11.859375 12.359375 -21.046875 \r\nz\r\n\" id=\"ArialMT-41\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-40\"/>\r\n      <use x=\"33.300781\" xlink:href=\"#ArialMT-71\"/>\r\n      <use x=\"111.083984\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"144.384766\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"200\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"255.615234\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"277.832031\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"333.447266\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"389.0625\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"416.845703\" xlink:href=\"#ArialMT-66\"/>\r\n      <use x=\"483.544922\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"539.160156\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"594.775391\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"644.775391\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"672.558594\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"694.775391\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"750.390625\" xlink:href=\"#ArialMT-103\"/>\r\n      <use x=\"806.005859\" xlink:href=\"#ArialMT-82\"/>\r\n      <use x=\"878.222656\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"933.837891\" xlink:href=\"#ArialMT-103\"/>\r\n      <use x=\"989.453125\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"1022.753906\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"1078.369141\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"1128.369141\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"1178.369141\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"1233.984375\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"1267.285156\" xlink:href=\"#ArialMT-41\"/>\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_10\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 44.383014 \r\nL 652.416094 44.383014 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- respiratory -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(200.36 48.319811)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 6.203125 -19.96875 \r\nL 5.21875 -11.71875 \r\nQ 8.109375 -12.5 10.25 -12.5 \r\nQ 13.1875 -12.5 14.9375 -11.515625 \r\nQ 16.703125 -10.546875 17.828125 -8.796875 \r\nQ 18.65625 -7.46875 20.515625 -2.25 \r\nQ 20.75 -1.515625 21.296875 -0.09375 \r\nL 1.609375 51.859375 \r\nL 11.078125 51.859375 \r\nL 21.875 21.828125 \r\nQ 23.96875 16.109375 25.640625 9.8125 \r\nQ 27.15625 15.875 29.25 21.625 \r\nL 40.328125 51.859375 \r\nL 49.125 51.859375 \r\nL 29.390625 -0.875 \r\nQ 26.21875 -9.421875 24.46875 -12.640625 \r\nQ 22.125 -17 19.09375 -19.015625 \r\nQ 16.0625 -21.046875 11.859375 -21.046875 \r\nQ 9.328125 -21.046875 6.203125 -19.96875 \r\nz\r\n\" id=\"ArialMT-121\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"33.300781\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"88.916016\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"250.048828\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"305.664062\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"333.447266\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"389.0625\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"422.363281\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 69.596372 \r\nL 652.416094 69.596372 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- Medical Intensive Care Unit (MICU) -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(79.3325 73.6002)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 7.421875 0 \r\nL 7.421875 71.578125 \r\nL 21.6875 71.578125 \r\nL 38.625 20.90625 \r\nQ 40.96875 13.8125 42.046875 10.296875 \r\nQ 43.265625 14.203125 45.84375 21.78125 \r\nL 62.984375 71.578125 \r\nL 75.734375 71.578125 \r\nL 75.734375 0 \r\nL 66.609375 0 \r\nL 66.609375 59.90625 \r\nL 45.796875 0 \r\nL 37.25 0 \r\nL 16.546875 60.9375 \r\nL 16.546875 0 \r\nz\r\n\" id=\"ArialMT-77\"/>\r\n        <path d=\"M 6.390625 0 \r\nL 6.390625 71.578125 \r\nL 15.1875 71.578125 \r\nL 15.1875 0 \r\nz\r\n\" id=\"ArialMT-108\"/>\r\n        <path d=\"M 21 0 \r\nL 1.265625 51.859375 \r\nL 10.546875 51.859375 \r\nL 21.6875 20.796875 \r\nQ 23.484375 15.765625 25 10.359375 \r\nQ 26.171875 14.453125 28.265625 20.21875 \r\nL 39.796875 51.859375 \r\nL 48.828125 51.859375 \r\nL 29.203125 0 \r\nz\r\n\" id=\"ArialMT-118\"/>\r\n        <path d=\"M 54.6875 71.578125 \r\nL 64.15625 71.578125 \r\nL 64.15625 30.21875 \r\nQ 64.15625 19.4375 61.71875 13.078125 \r\nQ 59.28125 6.734375 52.90625 2.75 \r\nQ 46.53125 -1.21875 36.1875 -1.21875 \r\nQ 26.125 -1.21875 19.71875 2.25 \r\nQ 13.328125 5.71875 10.59375 12.28125 \r\nQ 7.859375 18.84375 7.859375 30.21875 \r\nL 7.859375 71.578125 \r\nL 17.328125 71.578125 \r\nL 17.328125 30.28125 \r\nQ 17.328125 20.953125 19.0625 16.53125 \r\nQ 20.796875 12.109375 25.015625 9.71875 \r\nQ 29.25 7.328125 35.359375 7.328125 \r\nQ 45.796875 7.328125 50.234375 12.0625 \r\nQ 54.6875 16.796875 54.6875 30.28125 \r\nz\r\n\" id=\"ArialMT-85\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"83.300781\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"322.363281\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"344.580078\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"372.363281\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"400.146484\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"455.761719\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"483.544922\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"539.160156\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"594.775391\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"644.775391\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"666.992188\" xlink:href=\"#ArialMT-118\"/>\r\n       <use x=\"716.992188\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"772.607422\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"800.390625\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"872.607422\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"928.222656\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"961.523438\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"1017.138672\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1044.921875\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"1117.138672\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"1172.753906\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"1194.970703\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"1222.753906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1250.537109\" xlink:href=\"#ArialMT-40\"/>\r\n       <use x=\"1283.837891\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"1367.138672\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"1394.921875\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"1467.138672\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"1539.355469\" xlink:href=\"#ArialMT-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_12\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 94.80973 \r\nL 652.416094 94.80973 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- Surgical Intensive Care Unit (SICU) -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(79.320469 98.813558)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 4.5 23 \r\nL 13.421875 23.78125 \r\nQ 14.0625 18.40625 16.375 14.96875 \r\nQ 18.703125 11.53125 23.578125 9.40625 \r\nQ 28.46875 7.28125 34.578125 7.28125 \r\nQ 39.984375 7.28125 44.140625 8.890625 \r\nQ 48.296875 10.5 50.3125 13.296875 \r\nQ 52.34375 16.109375 52.34375 19.4375 \r\nQ 52.34375 22.796875 50.390625 25.3125 \r\nQ 48.4375 27.828125 43.953125 29.546875 \r\nQ 41.0625 30.671875 31.203125 33.03125 \r\nQ 21.34375 35.40625 17.390625 37.5 \r\nQ 12.25 40.1875 9.734375 44.15625 \r\nQ 7.234375 48.140625 7.234375 53.078125 \r\nQ 7.234375 58.5 10.296875 63.203125 \r\nQ 13.375 67.921875 19.28125 70.359375 \r\nQ 25.203125 72.796875 32.421875 72.796875 \r\nQ 40.375 72.796875 46.453125 70.234375 \r\nQ 52.546875 67.671875 55.8125 62.6875 \r\nQ 59.078125 57.71875 59.328125 51.421875 \r\nL 50.25 50.734375 \r\nQ 49.515625 57.515625 45.28125 60.984375 \r\nQ 41.0625 64.453125 32.8125 64.453125 \r\nQ 24.21875 64.453125 20.28125 61.296875 \r\nQ 16.359375 58.15625 16.359375 53.71875 \r\nQ 16.359375 49.859375 19.140625 47.359375 \r\nQ 21.875 44.875 33.421875 42.265625 \r\nQ 44.96875 39.65625 49.265625 37.703125 \r\nQ 55.515625 34.8125 58.484375 30.390625 \r\nQ 61.46875 25.984375 61.46875 20.21875 \r\nQ 61.46875 14.5 58.203125 9.4375 \r\nQ 54.9375 4.390625 48.796875 1.578125 \r\nQ 42.671875 -1.21875 35.015625 -1.21875 \r\nQ 25.296875 -1.21875 18.71875 1.609375 \r\nQ 12.15625 4.4375 8.421875 10.125 \r\nQ 4.6875 15.828125 4.5 23 \r\nz\r\n\" id=\"ArialMT-83\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"66.699219\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"155.615234\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"211.230469\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"233.447266\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"283.447266\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"339.0625\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"361.279297\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"389.0625\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"416.845703\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"472.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"500.244141\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"555.859375\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"611.474609\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"661.474609\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"683.691406\" xlink:href=\"#ArialMT-118\"/>\r\n       <use x=\"733.691406\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"789.306641\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"817.089844\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"889.306641\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"944.921875\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"978.222656\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"1033.837891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1061.621094\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"1133.837891\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"1189.453125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"1211.669922\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"1239.453125\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1267.236328\" xlink:href=\"#ArialMT-40\"/>\r\n       <use x=\"1300.537109\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"1367.236328\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"1395.019531\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"1467.236328\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"1539.453125\" xlink:href=\"#ArialMT-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_13\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 120.023088 \r\nL 652.416094 120.023088 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- Medical/Surgical Intensive Care Unit (MICU/SICU) -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 124.026916)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 0 -1.21875 \r\nL 20.75 72.796875 \r\nL 27.78125 72.796875 \r\nL 7.078125 -1.21875 \r\nz\r\n\" id=\"ArialMT-47\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"83.300781\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"322.363281\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"344.580078\" xlink:href=\"#ArialMT-47\"/>\r\n       <use x=\"372.363281\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"439.0625\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"494.677734\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"527.978516\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"583.59375\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"605.810547\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"655.810547\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"711.425781\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"733.642578\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"761.425781\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"789.208984\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"844.824219\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"872.607422\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"928.222656\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"983.837891\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"1033.837891\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"1056.054688\" xlink:href=\"#ArialMT-118\"/>\r\n       <use x=\"1106.054688\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"1161.669922\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1189.453125\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"1261.669922\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"1317.285156\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"1350.585938\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"1406.201172\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1433.984375\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"1506.201172\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"1561.816406\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"1584.033203\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"1611.816406\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"1639.599609\" xlink:href=\"#ArialMT-40\"/>\r\n       <use x=\"1672.900391\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"1756.201172\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"1783.984375\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"1856.201172\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"1928.417969\" xlink:href=\"#ArialMT-47\"/>\r\n       <use x=\"1956.201172\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"2022.900391\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"2050.683594\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"2122.900391\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"2195.117188\" xlink:href=\"#ArialMT-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_14\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 145.236446 \r\nL 652.416094 145.236446 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- neoplasms -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(199.124219 149.173243)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"244.677734\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"300.292969\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"350.292969\" xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"433.59375\" xlink:href=\"#ArialMT-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_15\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 170.449804 \r\nL 652.416094 170.449804 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- infectious -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(205.847969 174.386601)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"22.216797\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"77.832031\" xlink:href=\"#ArialMT-102\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"161.230469\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"211.230469\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"239.013672\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"261.230469\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"316.845703\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"372.460938\" xlink:href=\"#ArialMT-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_16\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 195.663162 \r\nL 652.416094 195.663162 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- genitourinary -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(188.7275 199.599959)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"189.0625\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"328.076172\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"361.376953\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"383.59375\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"439.208984\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"494.824219\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"528.125\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_17\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 220.87652 \r\nL 652.416094 220.87652 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- Coronary Care Unit (CCU) -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(123.351406 224.880348)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"272.363281\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"327.978516\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"361.279297\" xlink:href=\"#ArialMT-121\"/>\r\n       <use x=\"411.279297\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"439.0625\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"511.279297\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"566.894531\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"600.195312\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"655.810547\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"683.59375\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"755.810547\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"811.425781\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"833.642578\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"861.425781\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"889.208984\" xlink:href=\"#ArialMT-40\"/>\r\n       <use x=\"922.509766\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"994.726562\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"1066.943359\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"1139.160156\" xlink:href=\"#ArialMT-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_18\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 246.089878 \r\nL 652.416094 246.089878 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- circulatory -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(202.195625 250.026675)scale(0.11 -0.11)\">\r\n       <use xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"50\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"105.517578\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"155.517578\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"211.132812\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"233.349609\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"288.964844\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"316.748047\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"372.363281\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"405.664062\" xlink:href=\"#ArialMT-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_19\">\r\n      <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 271.303236 \r\nL 652.416094 271.303236 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- Trauma SICU (TSICU) -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(142.115 275.307064)scale(0.11 -0.11)\">\r\n       <defs>\r\n        <path d=\"M 25.921875 0 \r\nL 25.921875 63.140625 \r\nL 2.34375 63.140625 \r\nL 2.34375 71.578125 \r\nL 59.078125 71.578125 \r\nL 59.078125 63.140625 \r\nL 35.40625 63.140625 \r\nL 35.40625 0 \r\nz\r\n\" id=\"ArialMT-84\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-84\"/>\r\n       <use x=\"57.333984\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"90.634766\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"146.25\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"201.865234\" xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"285.166016\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"340.78125\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"368.564453\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"435.263672\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"463.046875\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"535.263672\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"607.480469\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"635.263672\" xlink:href=\"#ArialMT-40\"/>\r\n       <use x=\"668.564453\" xlink:href=\"#ArialMT-84\"/>\r\n       <use x=\"729.648438\" xlink:href=\"#ArialMT-83\"/>\r\n       <use x=\"796.347656\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"824.130859\" xlink:href=\"#ArialMT-67\"/>\r\n       <use x=\"896.347656\" xlink:href=\"#ArialMT-85\"/>\r\n       <use x=\"968.564453\" xlink:href=\"#ArialMT-41\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 34.29767 \r\nL 633.816094 34.29767 \r\nL 633.816094 54.468357 \r\nL 261.816094 54.468357 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 59.511029 \r\nL 413.738323 59.511029 \r\nL 413.738323 79.681715 \r\nL 261.816094 79.681715 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 84.724387 \r\nL 396.5445 84.724387 \r\nL 396.5445 104.895073 \r\nL 261.816094 104.895073 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 109.937745 \r\nL 395.321672 109.937745 \r\nL 395.321672 130.108431 \r\nL 261.816094 130.108431 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 135.151103 \r\nL 381.73822 135.151103 \r\nL 381.73822 155.321789 \r\nL 261.816094 155.321789 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 160.364461 \r\nL 355.872219 160.364461 \r\nL 355.872219 180.535147 \r\nL 261.816094 180.535147 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 185.577819 \r\nL 348.453723 185.577819 \r\nL 348.453723 205.748505 \r\nL 261.816094 205.748505 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 210.791177 \r\nL 336.262236 210.791177 \r\nL 336.262236 230.961863 \r\nL 261.816094 230.961863 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 236.004535 \r\nL 332.055568 236.004535 \r\nL 332.055568 256.175221 \r\nL 261.816094 256.175221 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#p714a0f679d)\" d=\"M 261.816094 261.217893 \r\nL 325.287659 261.217893 \r\nL 325.287659 281.38858 \r\nL 261.816094 281.38858 \r\nz\r\n\" style=\"fill:#c44e52;opacity:0.9;stroke:#ffffff;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 261.816094 293.743125 \r\nL 261.816094 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path d=\"M 652.416094 293.743125 \r\nL 652.416094 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path d=\"M 261.816094 293.743125 \r\nL 652.416094 293.743125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path d=\"M 261.816094 21.943125 \r\nL 652.416094 21.943125 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_21\">\r\n    <!-- Top 10 features for predicting LOS -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(365.739844 15.943125)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 7.328125 0 \r\nL 7.328125 71.578125 \r\nL 16.796875 71.578125 \r\nL 16.796875 8.453125 \r\nL 52.046875 8.453125 \r\nL 52.046875 0 \r\nz\r\n\" id=\"ArialMT-76\"/>\r\n      <path d=\"M 4.828125 34.859375 \r\nQ 4.828125 52.6875 14.390625 62.765625 \r\nQ 23.96875 72.859375 39.109375 72.859375 \r\nQ 49.03125 72.859375 56.984375 68.109375 \r\nQ 64.9375 63.375 69.109375 54.90625 \r\nQ 73.296875 46.4375 73.296875 35.6875 \r\nQ 73.296875 24.8125 68.890625 16.21875 \r\nQ 64.5 7.625 56.4375 3.203125 \r\nQ 48.390625 -1.21875 39.0625 -1.21875 \r\nQ 28.953125 -1.21875 20.984375 3.65625 \r\nQ 13.03125 8.546875 8.921875 16.984375 \r\nQ 4.828125 25.4375 4.828125 34.859375 \r\nz\r\nM 14.59375 34.71875 \r\nQ 14.59375 21.78125 21.546875 14.328125 \r\nQ 28.515625 6.890625 39.015625 6.890625 \r\nQ 49.703125 6.890625 56.609375 14.40625 \r\nQ 63.53125 21.921875 63.53125 35.75 \r\nQ 63.53125 44.484375 60.578125 51 \r\nQ 57.625 57.515625 51.921875 61.109375 \r\nQ 46.234375 64.703125 39.15625 64.703125 \r\nQ 29.109375 64.703125 21.84375 57.78125 \r\nQ 14.59375 50.875 14.59375 34.71875 \r\nz\r\n\" id=\"ArialMT-79\"/>\r\n     </defs>\r\n     <use xlink:href=\"#ArialMT-84\"/>\r\n     <use x=\"49.958984\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"105.574219\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"161.189453\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"188.972656\" xlink:href=\"#ArialMT-49\"/>\r\n     <use x=\"244.587891\" xlink:href=\"#ArialMT-48\"/>\r\n     <use x=\"300.203125\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"327.986328\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"355.769531\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"411.384766\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"467\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"494.783203\" xlink:href=\"#ArialMT-117\"/>\r\n     <use x=\"550.398438\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"583.699219\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"639.314453\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"689.314453\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"717.097656\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"744.880859\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"800.496094\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"833.796875\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"861.580078\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"917.195312\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"950.496094\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1006.111328\" xlink:href=\"#ArialMT-100\"/>\r\n     <use x=\"1061.726562\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"1083.943359\" xlink:href=\"#ArialMT-99\"/>\r\n     <use x=\"1133.943359\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"1161.726562\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"1183.943359\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"1239.558594\" xlink:href=\"#ArialMT-103\"/>\r\n     <use x=\"1295.173828\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"1322.957031\" xlink:href=\"#ArialMT-76\"/>\r\n     <use x=\"1378.572266\" xlink:href=\"#ArialMT-79\"/>\r\n     <use x=\"1456.355469\" xlink:href=\"#ArialMT-83\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p714a0f679d\">\r\n   <rect height=\"271.8\" width=\"390.6\" x=\"261.816094\" y=\"21.943125\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "#Let's plot the top-10 feature importance\n",
    "feature_imp.index[0:10].tolist()\n",
    "# Plot feature importance\n",
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "ind = range(0,10)\n",
    "ax.barh(ind, feature_imp['importance'].values[0:10], \n",
    "        align='center', color='#c44e52', alpha=0.9)\n",
    "ax.set_yticks(ind)\n",
    "ax.set_yticklabels(feature_imp.index[0:10].tolist())\n",
    "ax.tick_params(left=False, top=False, right=False) \n",
    "ax.set_title(\"Top 10 features for predicting LOS\")\n",
    "ax.set_xlabel('Feature Importance Coefficient \\n(GradientBoostingRegressor)')\n",
    "plt.gca().invert_yaxis()\n",
    "fig.savefig('images/feature_importance_dinh_mimic4.png', bbox_inches = 'tight')"
   ]
  },
  {
   "source": [
    "- We could say that, first of all, one of the results is that the *ICD-9 diagnoses categories* and the admission to various type of ICU, are by far the most important features between the features analyzed.\n",
    "- We could notice how the diagnose belongig to **respiratory** category is the most important feature in determining **in-hospital-mortality** followe by the admission of the patient to MICU, SICU or both."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "Compute now other metric used for validation RMSE."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(y_test_preds.shape[0]):\n",
    "    ml_model = abs(y_test_preds[i] - y_test[i])\n",
    "    \n",
    "    ml_model_rms = (y_test_preds[i] - y_test[i])**2\n",
    "\n",
    "print(\"Prediction Model RMS {}\".format((ml_model_rms**0.5)/y_test_preds.shape[0]))"
   ]
  },
  {
   "source": [
    "## Conclusions for In-Hospital Mortality\n",
    "\n",
    "The development of methods for prediction of mortality rates in populations has been motivated primarily by the need to compare the efficacy of medications, care guidelines, surgery, and other interventions when, as is common, it is necessary to control for differences in diagnoses, age, and other factors. \n",
    "\n",
    "The prediction model achieved should be a \"friend\" of the doctor and not a substitute. In this case the model could help the doctor to adopt certain behaviors or to carry out different interventions depending on the expected probability of mortality in hospital.\n",
    "\n",
    "For example, for a patient who has a high probability of death during his hospital stay, the doctor may consider adopting some surgical interventions right away without waiting for further tests and therefore reduce the expected probability of death.\n",
    "\n",
    "Future Developments in this area could be analyzing other features of mimic dataset or also other datsets, for example the notes of doctors using Natural Language Processing and trying to have insights."
   ],
   "cell_type": "markdown",
   "metadata": {}
  }
 ]
}