cobra_tutorial.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": "3.8.5-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.5 64-bit ('general_env': conda)",
   "metadata": {
    "interpreter": {
     "hash": "7cf08beb86ac02e39d4376f163fca71d656db7034e7b5a265cbf20dedc16403a"
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# Cobra tutorial\n",
    "\n",
    "Cobra is a python package for rapid development of predictive models. Cobra focuses on interpretability and its methodology is based on our long experience with statistical modelling.\n",
    "\n",
    "Official GitHub repository - https://github.com/PythonPredictions/cobra\n",
    "\n",
    "Documentation - https://pythonpredictions.github.io/cobra.io/index.html\n",
    "\n",
    "How to use Cobra?\n",
    "\n",
    "  * install the package `pip install -U pythonpredictions-cobra` and you are good to go!\n",
    "\n",
    "Dataset:\n",
    "\n",
    "  * survey of adults and their earnings\n",
    "  * target: \n",
    "    * 1 = income > 50k USD\n",
    "    * 0 = income <= 50k USD\n",
    "  * source: https://archive.ics.uci.edu/ml/datasets/Adult"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "import json\n",
    "# preprocessing\n",
    "from cobra.preprocessing import PreProcessor\n",
    "# feature preselection\n",
    "from cobra.model_building import univariate_selection\n",
    "from cobra.evaluation import plot_univariate_predictor_quality\n",
    "from cobra.evaluation import plot_correlation_matrix\n",
    "# modelling\n",
    "from cobra.model_building import ForwardFeatureSelection\n",
    "from cobra.evaluation import plot_performance_curves\n",
    "from cobra.evaluation import plot_variable_importance\n",
    "# evaluation & PIGs\n",
    "from cobra.evaluation import Evaluator\n",
    "from cobra.evaluation import generate_pig_tables\n",
    "from cobra.evaluation import plot_incidence\n",
    "\n",
    "# Pandas settings\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.width', 1000)"
   ]
  },
  {
   "source": [
    "## Load data"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   ID  age          workclass  fnlwgt   education  education-num       marital-status          occupation    relationship    race      sex  capital-gain  capital-loss  hours-per-week  native-country  TARGET\n",
       "0   1   39          State-gov   77516   Bachelors             13        Never-married        Adm-clerical   Not-in-family   White     Male          2174             0              40   United-States       0\n",
       "1   2   50   Self-emp-not-inc   83311   Bachelors             13   Married-civ-spouse     Exec-managerial         Husband   White     Male             0             0              13   United-States       0\n",
       "2   3   38            Private  215646     HS-grad              9             Divorced   Handlers-cleaners   Not-in-family   White     Male             0             0              40   United-States       0\n",
       "3   4   53            Private  234721        11th              7   Married-civ-spouse   Handlers-cleaners         Husband   Black     Male             0             0              40   United-States       0\n",
       "4   5   28            Private  338409   Bachelors             13   Married-civ-spouse      Prof-specialty            Wife   Black   Female             0             0              40            Cuba       0"
      ],
      "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>ID</th>\n      <th>age</th>\n      <th>workclass</th>\n      <th>fnlwgt</th>\n      <th>education</th>\n      <th>education-num</th>\n      <th>marital-status</th>\n      <th>occupation</th>\n      <th>relationship</th>\n      <th>race</th>\n      <th>sex</th>\n      <th>capital-gain</th>\n      <th>capital-loss</th>\n      <th>hours-per-week</th>\n      <th>native-country</th>\n      <th>TARGET</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>39</td>\n      <td>State-gov</td>\n      <td>77516</td>\n      <td>Bachelors</td>\n      <td>13</td>\n      <td>Never-married</td>\n      <td>Adm-clerical</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Male</td>\n      <td>2174</td>\n      <td>0</td>\n      <td>40</td>\n      <td>United-States</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>50</td>\n      <td>Self-emp-not-inc</td>\n      <td>83311</td>\n      <td>Bachelors</td>\n      <td>13</td>\n      <td>Married-civ-spouse</td>\n      <td>Exec-managerial</td>\n      <td>Husband</td>\n      <td>White</td>\n      <td>Male</td>\n      <td>0</td>\n      <td>0</td>\n      <td>13</td>\n      <td>United-States</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>38</td>\n      <td>Private</td>\n      <td>215646</td>\n      <td>HS-grad</td>\n      <td>9</td>\n      <td>Divorced</td>\n      <td>Handlers-cleaners</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Male</td>\n      <td>0</td>\n      <td>0</td>\n      <td>40</td>\n      <td>United-States</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>53</td>\n      <td>Private</td>\n      <td>234721</td>\n      <td>11th</td>\n      <td>7</td>\n      <td>Married-civ-spouse</td>\n      <td>Handlers-cleaners</td>\n      <td>Husband</td>\n      <td>Black</td>\n      <td>Male</td>\n      <td>0</td>\n      <td>0</td>\n      <td>40</td>\n      <td>United-States</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>28</td>\n      <td>Private</td>\n      <td>338409</td>\n      <td>Bachelors</td>\n      <td>13</td>\n      <td>Married-civ-spouse</td>\n      <td>Prof-specialty</td>\n      <td>Wife</td>\n      <td>Black</td>\n      <td>Female</td>\n      <td>0</td>\n      <td>0</td>\n      <td>40</td>\n      <td>Cuba</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "source": [
    "ROOT = Path.cwd()\n",
    "pth_to_data = ROOT/'earnings_dataset.csv'\n",
    "\n",
    "df = pd.read_csv(pth_to_data, sep=';')\n",
    "\n",
    "df.head(n=5)"
   ]
  },
  {
   "source": [
    "## Preprocessing\n",
    "\n",
    "The first part focusses on preparing the predictors for modelling by:\n",
    "\n",
    "  * Splitting the dataset into training, selection and validation datasets.\n",
    "  * Binning continuous variables into discrete intervals.\n",
    "  * Replacing missing values of both categorical and continuous variables (which are now binned) with an additional \"Missing\" bin/category.\n",
    "  * Regrouping categories in new category \"other\".\n",
    "  * Replacing bins/categories with their corresponding incidence rate per category/bin.\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      ID  age      workclass  fnlwgt   education  education-num       marital-status        occupation    relationship    race      sex  capital-gain  capital-loss  hours-per-week  native-country  TARGET  split\n",
       "0   1935   37        Private  193106   Bachelors             13        Never-married             Sales   Not-in-family   White   Female             0             0              30   United-States       0  train\n",
       "1  18592   56   Self-emp-inc  216636        12th              8   Married-civ-spouse   Exec-managerial         Husband   White     Male             0          1651              40   United-States       0  train\n",
       "2  12563   53        Private  126977     HS-grad              9            Separated      Craft-repair   Not-in-family   White     Male             0             0              35   United-States       0  train\n",
       "3    553   72        Private  205343        11th              7              Widowed      Adm-clerical       Unmarried   White   Female             0             0              40   United-States       0  train\n",
       "4   3480   46      State-gov  106705     Masters             14        Never-married   Exec-managerial   Not-in-family   White   Female             0             0              38   United-States       0  train"
      ],
      "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>ID</th>\n      <th>age</th>\n      <th>workclass</th>\n      <th>fnlwgt</th>\n      <th>education</th>\n      <th>education-num</th>\n      <th>marital-status</th>\n      <th>occupation</th>\n      <th>relationship</th>\n      <th>race</th>\n      <th>sex</th>\n      <th>capital-gain</th>\n      <th>capital-loss</th>\n      <th>hours-per-week</th>\n      <th>native-country</th>\n      <th>TARGET</th>\n      <th>split</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1935</td>\n      <td>37</td>\n      <td>Private</td>\n      <td>193106</td>\n      <td>Bachelors</td>\n      <td>13</td>\n      <td>Never-married</td>\n      <td>Sales</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Female</td>\n      <td>0</td>\n      <td>0</td>\n      <td>30</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>18592</td>\n      <td>56</td>\n      <td>Self-emp-inc</td>\n      <td>216636</td>\n      <td>12th</td>\n      <td>8</td>\n      <td>Married-civ-spouse</td>\n      <td>Exec-managerial</td>\n      <td>Husband</td>\n      <td>White</td>\n      <td>Male</td>\n      <td>0</td>\n      <td>1651</td>\n      <td>40</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12563</td>\n      <td>53</td>\n      <td>Private</td>\n      <td>126977</td>\n      <td>HS-grad</td>\n      <td>9</td>\n      <td>Separated</td>\n      <td>Craft-repair</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Male</td>\n      <td>0</td>\n      <td>0</td>\n      <td>35</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>553</td>\n      <td>72</td>\n      <td>Private</td>\n      <td>205343</td>\n      <td>11th</td>\n      <td>7</td>\n      <td>Widowed</td>\n      <td>Adm-clerical</td>\n      <td>Unmarried</td>\n      <td>White</td>\n      <td>Female</td>\n      <td>0</td>\n      <td>0</td>\n      <td>40</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>3480</td>\n      <td>46</td>\n      <td>State-gov</td>\n      <td>106705</td>\n      <td>Masters</td>\n      <td>14</td>\n      <td>Never-married</td>\n      <td>Exec-managerial</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Female</td>\n      <td>0</td>\n      <td>0</td>\n      <td>38</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "# create instance of PreProcessor from parameters\n",
    "preprocessor = PreProcessor.from_params(\n",
    "        n_bins=10,\n",
    "        strategy=\"quantile\",\n",
    "        serialization_path=ROOT/'pipeline.json')\n",
    "\n",
    "# split data into train-selection-validation set\n",
    "basetable = preprocessor.train_selection_validation_split(\n",
    "                data=df,\n",
    "                target_column_name='TARGET',\n",
    "                train_prop=0.8,\n",
    "                selection_prop=0.1,\n",
    "                validation_prop=0.1)\n",
    "\n",
    "basetable.head(n=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We need to create a list of variables by their datatype\n",
    "continuous_vars = ['age', 'education-num', 'capital-gain',\n",
    "                   'capital-loss', 'hours-per-week']\n",
    "\n",
    "discrete_vars = ['workclass', 'fnlwgt', 'education',\n",
    "                 'marital-status', 'occupation',\n",
    "                 'relationship', 'race', 'sex',\n",
    "                 'native-country']\n",
    "\n",
    "target_column_name = 'TARGET'                 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "The number of actual bins for predictor 'education-num' is 6 which is smaller than the requested number of bins 10\n",
      "Only 1 bin was found for predictor 'capital-gain' so it will be ignored in computation\n",
      "Only 1 bin was found for predictor 'capital-loss' so it will be ignored in computation\n",
      "The number of actual bins for predictor 'hours-per-week' is 6 which is smaller than the requested number of bins 10\n",
      "DataFrame has no column 'capital-gain_bin', so it will be skipped in fitting\n",
      "DataFrame has no column 'capital-loss_bin', so it will be skipped in fitting\n",
      "Unknown column 'capital-gain_bin' will be skipped\n",
      "Unknown column 'capital-loss_bin' will be skipped\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      ID  age      workclass  fnlwgt   education  education-num       marital-status        occupation    relationship    race      sex  capital-gain  capital-loss  hours-per-week  native-country  TARGET  split      age_bin education-num_bin hours-per-week_bin workclass_processed fnlwgt_processed education_processed marital-status_processed occupation_processed relationship_processed race_processed sex_processed native-country_processed  workclass_enc  fnlwgt_enc  education_enc  marital-status_enc  occupation_enc  relationship_enc  race_enc   sex_enc  native-country_enc   age_enc  education-num_enc  hours-per-week_enc\n",
       "0   1935   37        Private  193106   Bachelors             13        Never-married             Sales   Not-in-family   White   Female             0             0              30   United-States       0  train  33.0 - 37.0       11.0 - 13.0        24.0 - 35.0             Private            Other           Bachelors            Never-married                Sales          Not-in-family          Other        Female                    Other       0.217162    0.235991       0.413544            0.045656        0.271924          0.102276  0.253332  0.108657            0.244963  0.286853           0.387529            0.093495\n",
       "1  18592   56   Self-emp-inc  216636        12th              8   Married-civ-spouse   Exec-managerial         Husband   White     Male             0          1651              40   United-States       0  train  50.0 - 58.0         7.0 - 9.0        35.0 - 40.0        Self-emp-inc            Other                12th       Married-civ-spouse      Exec-managerial                Husband          Other          Male                    Other       0.548056    0.235991       0.071429            0.444599        0.472512          0.446909  0.253332  0.303668            0.244963  0.371879           0.154644            0.210125\n",
       "2  12563   53        Private  126977     HS-grad              9            Separated      Craft-repair   Not-in-family   White     Male             0             0              35   United-States       0  train  50.0 - 58.0         7.0 - 9.0        24.0 - 35.0             Private            Other             HS-grad                Separated                Other          Not-in-family          Other          Male                    Other       0.217162    0.235991       0.158162            0.060016        0.221666          0.102276  0.253332  0.303668            0.244963  0.371879           0.154644            0.093495\n",
       "3    553   72        Private  205343        11th              7              Widowed      Adm-clerical       Unmarried   White   Female             0             0              40   United-States       0  train  58.0 - 90.0         1.0 - 7.0        35.0 - 40.0             Private            Other                11th                  Widowed         Adm-clerical              Unmarried          Other        Female                    Other       0.217162    0.235991       0.050310            0.086460        0.136811          0.059946  0.253332  0.108657            0.244963  0.256250           0.053155            0.210125\n",
       "4   3480   46      State-gov  106705     Masters             14        Never-married   Exec-managerial   Not-in-family   White   Female             0             0              38   United-States       0  train  45.0 - 50.0       13.0 - 16.0        35.0 - 40.0               Other            Other             Masters            Never-married      Exec-managerial          Not-in-family          Other        Female                    Other       0.267214    0.235991       0.550446            0.045656        0.472512          0.102276  0.253332  0.108657            0.244963  0.400843           0.618506            0.210125"
      ],
      "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>ID</th>\n      <th>age</th>\n      <th>workclass</th>\n      <th>fnlwgt</th>\n      <th>education</th>\n      <th>education-num</th>\n      <th>marital-status</th>\n      <th>occupation</th>\n      <th>relationship</th>\n      <th>race</th>\n      <th>sex</th>\n      <th>capital-gain</th>\n      <th>capital-loss</th>\n      <th>hours-per-week</th>\n      <th>native-country</th>\n      <th>TARGET</th>\n      <th>split</th>\n      <th>age_bin</th>\n      <th>education-num_bin</th>\n      <th>hours-per-week_bin</th>\n      <th>workclass_processed</th>\n      <th>fnlwgt_processed</th>\n      <th>education_processed</th>\n      <th>marital-status_processed</th>\n      <th>occupation_processed</th>\n      <th>relationship_processed</th>\n      <th>race_processed</th>\n      <th>sex_processed</th>\n      <th>native-country_processed</th>\n      <th>workclass_enc</th>\n      <th>fnlwgt_enc</th>\n      <th>education_enc</th>\n      <th>marital-status_enc</th>\n      <th>occupation_enc</th>\n      <th>relationship_enc</th>\n      <th>race_enc</th>\n      <th>sex_enc</th>\n      <th>native-country_enc</th>\n      <th>age_enc</th>\n      <th>education-num_enc</th>\n      <th>hours-per-week_enc</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1935</td>\n      <td>37</td>\n      <td>Private</td>\n      <td>193106</td>\n      <td>Bachelors</td>\n      <td>13</td>\n      <td>Never-married</td>\n      <td>Sales</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Female</td>\n      <td>0</td>\n      <td>0</td>\n      <td>30</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n      <td>33.0 - 37.0</td>\n      <td>11.0 - 13.0</td>\n      <td>24.0 - 35.0</td>\n      <td>Private</td>\n      <td>Other</td>\n      <td>Bachelors</td>\n      <td>Never-married</td>\n      <td>Sales</td>\n      <td>Not-in-family</td>\n      <td>Other</td>\n      <td>Female</td>\n      <td>Other</td>\n      <td>0.217162</td>\n      <td>0.235991</td>\n      <td>0.413544</td>\n      <td>0.045656</td>\n      <td>0.271924</td>\n      <td>0.102276</td>\n      <td>0.253332</td>\n      <td>0.108657</td>\n      <td>0.244963</td>\n      <td>0.286853</td>\n      <td>0.387529</td>\n      <td>0.093495</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>18592</td>\n      <td>56</td>\n      <td>Self-emp-inc</td>\n      <td>216636</td>\n      <td>12th</td>\n      <td>8</td>\n      <td>Married-civ-spouse</td>\n      <td>Exec-managerial</td>\n      <td>Husband</td>\n      <td>White</td>\n      <td>Male</td>\n      <td>0</td>\n      <td>1651</td>\n      <td>40</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n      <td>50.0 - 58.0</td>\n      <td>7.0 - 9.0</td>\n      <td>35.0 - 40.0</td>\n      <td>Self-emp-inc</td>\n      <td>Other</td>\n      <td>12th</td>\n      <td>Married-civ-spouse</td>\n      <td>Exec-managerial</td>\n      <td>Husband</td>\n      <td>Other</td>\n      <td>Male</td>\n      <td>Other</td>\n      <td>0.548056</td>\n      <td>0.235991</td>\n      <td>0.071429</td>\n      <td>0.444599</td>\n      <td>0.472512</td>\n      <td>0.446909</td>\n      <td>0.253332</td>\n      <td>0.303668</td>\n      <td>0.244963</td>\n      <td>0.371879</td>\n      <td>0.154644</td>\n      <td>0.210125</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12563</td>\n      <td>53</td>\n      <td>Private</td>\n      <td>126977</td>\n      <td>HS-grad</td>\n      <td>9</td>\n      <td>Separated</td>\n      <td>Craft-repair</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Male</td>\n      <td>0</td>\n      <td>0</td>\n      <td>35</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n      <td>50.0 - 58.0</td>\n      <td>7.0 - 9.0</td>\n      <td>24.0 - 35.0</td>\n      <td>Private</td>\n      <td>Other</td>\n      <td>HS-grad</td>\n      <td>Separated</td>\n      <td>Other</td>\n      <td>Not-in-family</td>\n      <td>Other</td>\n      <td>Male</td>\n      <td>Other</td>\n      <td>0.217162</td>\n      <td>0.235991</td>\n      <td>0.158162</td>\n      <td>0.060016</td>\n      <td>0.221666</td>\n      <td>0.102276</td>\n      <td>0.253332</td>\n      <td>0.303668</td>\n      <td>0.244963</td>\n      <td>0.371879</td>\n      <td>0.154644</td>\n      <td>0.093495</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>553</td>\n      <td>72</td>\n      <td>Private</td>\n      <td>205343</td>\n      <td>11th</td>\n      <td>7</td>\n      <td>Widowed</td>\n      <td>Adm-clerical</td>\n      <td>Unmarried</td>\n      <td>White</td>\n      <td>Female</td>\n      <td>0</td>\n      <td>0</td>\n      <td>40</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n      <td>58.0 - 90.0</td>\n      <td>1.0 - 7.0</td>\n      <td>35.0 - 40.0</td>\n      <td>Private</td>\n      <td>Other</td>\n      <td>11th</td>\n      <td>Widowed</td>\n      <td>Adm-clerical</td>\n      <td>Unmarried</td>\n      <td>Other</td>\n      <td>Female</td>\n      <td>Other</td>\n      <td>0.217162</td>\n      <td>0.235991</td>\n      <td>0.050310</td>\n      <td>0.086460</td>\n      <td>0.136811</td>\n      <td>0.059946</td>\n      <td>0.253332</td>\n      <td>0.108657</td>\n      <td>0.244963</td>\n      <td>0.256250</td>\n      <td>0.053155</td>\n      <td>0.210125</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>3480</td>\n      <td>46</td>\n      <td>State-gov</td>\n      <td>106705</td>\n      <td>Masters</td>\n      <td>14</td>\n      <td>Never-married</td>\n      <td>Exec-managerial</td>\n      <td>Not-in-family</td>\n      <td>White</td>\n      <td>Female</td>\n      <td>0</td>\n      <td>0</td>\n      <td>38</td>\n      <td>United-States</td>\n      <td>0</td>\n      <td>train</td>\n      <td>45.0 - 50.0</td>\n      <td>13.0 - 16.0</td>\n      <td>35.0 - 40.0</td>\n      <td>Other</td>\n      <td>Other</td>\n      <td>Masters</td>\n      <td>Never-married</td>\n      <td>Exec-managerial</td>\n      <td>Not-in-family</td>\n      <td>Other</td>\n      <td>Female</td>\n      <td>Other</td>\n      <td>0.267214</td>\n      <td>0.235991</td>\n      <td>0.550446</td>\n      <td>0.045656</td>\n      <td>0.472512</td>\n      <td>0.102276</td>\n      <td>0.253332</td>\n      <td>0.108657</td>\n      <td>0.244963</td>\n      <td>0.400843</td>\n      <td>0.618506</td>\n      <td>0.210125</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "# fit the pipeline\n",
    "preprocessor.fit(basetable[basetable[\"split\"]==\"train\"],\n",
    "                 continuous_vars=continuous_vars,\n",
    "                 discrete_vars=discrete_vars,\n",
    "                 target_column_name=target_column_name)\n",
    "\n",
    "# transform the data (e.g. perform discretisation, incidence replacement, ...)\n",
    "basetable = preprocessor.transform(basetable,\n",
    "                                   continuous_vars=continuous_vars,\n",
    "                                   discrete_vars=discrete_vars)    \n",
    "\n",
    "basetable.head(n=5)                                              "
   ]
  },
  {
   "source": [
    "## Feature preselection\n",
    "Once we have the data prepared, we need to select the right variables. Thus, we perform a univariate preselection to rule out any predictor with little to no predictive power.\n",
    "\n",
    "This preselection is based on an AUC threshold of a univariate model on the train and selection datasets.\n",
    "\n",
    "We select all variables with `preselect_auc_threshold` > 0.5 and to avoid overfitting, we drop all variables where _(auc_train - auc_selection) >= 0.05_.\n",
    "\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessed_predictors = [col for col in basetable.columns.tolist()\n",
    "                           if '_enc' in col]\n",
    "\n",
    "df_auc = univariate_selection.compute_univariate_preselection(\n",
    "    target_enc_train_data=basetable[basetable[\"split\"] == \"train\"],\n",
    "    target_enc_selection_data=basetable[basetable[\"split\"] == \"selection\"],\n",
    "    predictors=preprocessed_predictors,\n",
    "    target_column=target_column_name,\n",
    "    preselect_auc_threshold=0.53,     \n",
    "    preselect_overtrain_threshold=0.05)\n",
    "\n",
    "# get a list of predictors selected by the univariate selection\n",
    "preselected_predictors = (univariate_selection\n",
    "                          .get_preselected_predictors(df_auc))       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 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=\"495.81375pt\" version=\"1.1\" viewBox=\"0 0 776.1125 495.81375\" width=\"776.1125pt\" 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>2021-02-05T12:51:26.389597</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 495.81375 \r\nL 776.1125 495.81375 \r\nL 776.1125 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 99.3125 456.823125 \r\nL 768.9125 456.823125 \r\nL 768.9125 21.943125 \r\nL 99.3125 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      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 6 \r\n\" id=\"m9ca9539390\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(92.3625 473.480937)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"180.496074\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 0.1 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(173.546074 473.480937)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"261.679648\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(254.729648 473.480937)scale(0.1 -0.1)\">\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-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"342.863222\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 0.3 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(335.913222 473.480937)scale(0.1 -0.1)\">\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-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"424.046796\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(417.096796 473.480937)scale(0.1 -0.1)\">\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-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"505.23037\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 0.5 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(498.28037 473.480937)scale(0.1 -0.1)\">\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-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"586.413944\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(579.463944 473.480937)scale(0.1 -0.1)\">\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-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"667.597518\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0.7 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(660.647518 473.480937)scale(0.1 -0.1)\">\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-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"748.781092\" xlink:href=\"#m9ca9539390\" y=\"456.823125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.831092 473.480937)scale(0.1 -0.1)\">\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-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_10\">\r\n     <!-- AUC -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(423.555469 486.62625)scale(0.1 -0.1)\">\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 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 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-65\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-85\"/>\r\n      <use x=\"138.916016\" xlink:href=\"#ArialMT-67\"/>\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      <defs>\r\n       <path d=\"M 0 0 \r\nL -6 0 \r\n\" id=\"m10f6e231d7\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"43.687125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- relationship -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(38.673438 47.266031)scale(0.1 -0.1)\">\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 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 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 6.640625 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 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 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 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 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       </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-108\"/>\r\n       <use x=\"111.132812\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"166.748047\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"272.363281\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"327.978516\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"377.978516\" xlink:href=\"#ArialMT-104\"/>\r\n       <use x=\"433.59375\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"455.810547\" xlink:href=\"#ArialMT-112\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"87.175125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- marital-status -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(29.801563 90.754031)scale(0.1 -0.1)\">\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 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 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       </defs>\r\n       <use xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"83.300781\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"172.216797\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"194.433594\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"222.216797\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"277.832031\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"300.048828\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"333.349609\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"383.349609\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"411.132812\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"466.748047\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"494.53125\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"550.146484\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"130.663125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- occupation -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(41.446875 134.242031)scale(0.1 -0.1)\">\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-111\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"155.615234\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"211.230469\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"266.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"350.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"372.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"428.076172\" xlink:href=\"#ArialMT-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"174.151125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- education -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(46.446875 177.730031)scale(0.1 -0.1)\">\r\n       <defs>\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       </defs>\r\n       <use xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"300.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"378.076172\" xlink:href=\"#ArialMT-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"217.639125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- education-num -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(23.665625 221.218031)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"300.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"378.076172\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"433.691406\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"466.992188\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"522.607422\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"578.222656\" xlink:href=\"#ArialMT-109\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"261.127125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- age -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(73.129688 264.647437)scale(0.1 -0.1)\">\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       </defs>\r\n       <use xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"304.615125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- hours-per-week -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.345313 308.194031)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 16.15625 0 \r\nL 0.296875 51.859375 \r\nL 9.375 51.859375 \r\nL 17.625 21.921875 \r\nL 20.703125 10.796875 \r\nQ 20.90625 11.625 23.390625 21.484375 \r\nL 31.640625 51.859375 \r\nL 40.671875 51.859375 \r\nL 48.4375 21.78125 \r\nL 51.03125 11.859375 \r\nL 54 21.875 \r\nL 62.890625 51.859375 \r\nL 71.4375 51.859375 \r\nL 55.21875 0 \r\nL 46.09375 0 \r\nL 37.84375 31.0625 \r\nL 35.84375 39.890625 \r\nL 25.34375 0 \r\nz\r\n\" id=\"ArialMT-119\"/>\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       </defs>\r\n       <use xlink:href=\"#ArialMT-104\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"200.146484\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"250.146484\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"283.447266\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"339.0625\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"394.677734\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"427.978516\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"461.279297\" xlink:href=\"#ArialMT-119\"/>\r\n       <use x=\"533.496094\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"589.111328\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"644.726562\" xlink:href=\"#ArialMT-107\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"348.103125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- sex -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(74.251563 351.682031)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 0.734375 0 \r\nL 19.671875 26.953125 \r\nL 2.15625 51.859375 \r\nL 13.140625 51.859375 \r\nL 21.09375 39.703125 \r\nQ 23.34375 36.234375 24.703125 33.890625 \r\nQ 26.859375 37.109375 28.65625 39.59375 \r\nL 37.40625 51.859375 \r\nL 47.90625 51.859375 \r\nL 29.984375 27.4375 \r\nL 49.265625 0 \r\nL 38.484375 0 \r\nL 27.828125 16.109375 \r\nL 25 20.453125 \r\nL 11.375 0 \r\nz\r\n\" id=\"ArialMT-120\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"50\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-120\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"391.591125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- workclass -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(45.917188 395.170031)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-119\"/>\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-107\"/>\r\n       <use x=\"211.132812\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"261.132812\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"283.349609\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"338.964844\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"388.964844\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m10f6e231d7\" y=\"435.079125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- race -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(70.360938 438.658031)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"33.300781\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"88.916016\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_21\">\r\n     <!-- predictor -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(14.357813 258.834687)rotate(-90)scale(0.1 -0.1)\">\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-100\"/>\r\n      <use x=\"200.146484\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"222.363281\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"272.363281\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"300.146484\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"355.761719\" xlink:href=\"#ArialMT-114\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 26.291925 \r\nL 732.042694 26.291925 \r\nL 732.042694 43.687125 \r\nL 99.3125 43.687125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 69.779925 \r\nL 723.994891 69.779925 \r\nL 723.994891 87.175125 \r\nL 99.3125 87.175125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 113.267925 \r\nL 692.422624 113.267925 \r\nL 692.422624 130.663125 \r\nL 99.3125 130.663125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 156.755925 \r\nL 682.247768 156.755925 \r\nL 682.247768 174.151125 \r\nL 99.3125 174.151125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 200.243925 \r\nL 678.763705 200.243925 \r\nL 678.763705 217.639125 \r\nL 99.3125 217.639125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 243.731925 \r\nL 673.937326 243.731925 \r\nL 673.937326 261.127125 \r\nL 99.3125 261.127125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 287.219925 \r\nL 645.95572 287.219925 \r\nL 645.95572 304.615125 \r\nL 99.3125 304.615125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 330.707925 \r\nL 601.418222 330.707925 \r\nL 601.418222 348.103125 \r\nL 99.3125 348.103125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 374.195925 \r\nL 574.771013 374.195925 \r\nL 574.771013 391.591125 \r\nL 99.3125 391.591125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 417.683925 \r\nL 533.306376 417.683925 \r\nL 533.306376 435.079125 \r\nL 99.3125 435.079125 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 43.687125 \r\nL 737.026786 43.687125 \r\nL 737.026786 61.082325 \r\nL 99.3125 61.082325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 87.175125 \r\nL 728.431618 87.175125 \r\nL 728.431618 104.570325 \r\nL 99.3125 104.570325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 130.663125 \r\nL 693.099812 130.663125 \r\nL 693.099812 148.058325 \r\nL 99.3125 148.058325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 174.151125 \r\nL 678.304885 174.151125 \r\nL 678.304885 191.546325 \r\nL 99.3125 191.546325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_17\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 217.639125 \r\nL 675.222858 217.639125 \r\nL 675.222858 235.034325 \r\nL 99.3125 235.034325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_18\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 261.127125 \r\nL 668.453408 261.127125 \r\nL 668.453408 278.522325 \r\nL 99.3125 278.522325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_19\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 304.615125 \r\nL 643.94487 304.615125 \r\nL 643.94487 322.010325 \r\nL 99.3125 322.010325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_20\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 348.103125 \r\nL 600.627404 348.103125 \r\nL 600.627404 365.498325 \r\nL 99.3125 365.498325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_21\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 391.591125 \r\nL 572.693997 391.591125 \r\nL 572.693997 408.986325 \r\nL 99.3125 408.986325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"patch_22\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 99.3125 435.079125 \r\nL 532.821216 435.079125 \r\nL 532.821216 452.474325 \r\nL 99.3125 452.474325 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n   </g>\r\n   <g id=\"line2d_20\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_21\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_22\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_23\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_24\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_25\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_26\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_27\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_28\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_29\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_30\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_31\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_32\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_33\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_34\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_35\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_36\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_37\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_38\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_39\">\r\n    <path clip-path=\"url(#pe123c8e0fc)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"patch_23\">\r\n    <path d=\"M 99.3125 456.823125 \r\nL 99.3125 21.943125 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_24\">\r\n    <path d=\"M 99.3125 456.823125 \r\nL 768.9125 456.823125 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_22\">\r\n    <!-- Univariate Quality of Predictors -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(351.4175 15.943125)scale(0.12 -0.12)\">\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      <path id=\"ArialMT-32\"/>\r\n      <path d=\"M 61.96875 7.671875 \r\nQ 68.5625 3.125 74.125 1.03125 \r\nL 71.34375 -5.5625 \r\nQ 63.625 -2.78125 55.953125 3.21875 \r\nQ 48 -1.21875 38.375 -1.21875 \r\nQ 28.65625 -1.21875 20.75 3.46875 \r\nQ 12.84375 8.15625 8.5625 16.640625 \r\nQ 4.296875 25.140625 4.296875 35.796875 \r\nQ 4.296875 46.390625 8.59375 55.078125 \r\nQ 12.890625 63.765625 20.828125 68.3125 \r\nQ 28.765625 72.859375 38.578125 72.859375 \r\nQ 48.484375 72.859375 56.4375 68.140625 \r\nQ 64.40625 63.421875 68.578125 54.953125 \r\nQ 72.75 46.484375 72.75 35.84375 \r\nQ 72.75 27 70.0625 19.9375 \r\nQ 67.390625 12.890625 61.96875 7.671875 \r\nz\r\nM 41.109375 19.78125 \r\nQ 49.3125 17.484375 54.640625 12.9375 \r\nQ 62.984375 20.5625 62.984375 35.84375 \r\nQ 62.984375 44.53125 60.03125 51.015625 \r\nQ 57.078125 57.515625 51.390625 61.109375 \r\nQ 45.703125 64.703125 38.625 64.703125 \r\nQ 28.03125 64.703125 21.046875 57.453125 \r\nQ 14.0625 50.203125 14.0625 35.796875 \r\nQ 14.0625 21.828125 20.96875 14.359375 \r\nQ 27.875 6.890625 38.625 6.890625 \r\nQ 43.703125 6.890625 48.1875 8.796875 \r\nQ 43.75 11.671875 38.8125 12.890625 \r\nz\r\n\" id=\"ArialMT-81\"/>\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      <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 7.71875 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     </defs>\r\n     <use xlink:href=\"#ArialMT-85\"/>\r\n     <use x=\"72.216797\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"150.048828\" xlink:href=\"#ArialMT-118\"/>\r\n     <use x=\"200.048828\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"255.664062\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"288.964844\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"311.181641\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"366.796875\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"394.580078\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"450.195312\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"477.978516\" xlink:href=\"#ArialMT-81\"/>\r\n     <use x=\"555.761719\" xlink:href=\"#ArialMT-117\"/>\r\n     <use x=\"611.376953\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"666.992188\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"689.208984\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"711.425781\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"739.208984\" xlink:href=\"#ArialMT-121\"/>\r\n     <use x=\"789.208984\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"816.992188\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"872.607422\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"900.390625\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"928.173828\" xlink:href=\"#ArialMT-80\"/>\r\n     <use x=\"994.873047\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"1028.173828\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"1083.789062\" xlink:href=\"#ArialMT-100\"/>\r\n     <use x=\"1139.404297\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"1161.621094\" xlink:href=\"#ArialMT-99\"/>\r\n     <use x=\"1211.621094\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"1239.404297\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"1295.019531\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"1328.320312\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"text_23\">\r\n     <!-- split -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(705.342188 417.545)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"50\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"105.615234\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"150.048828\" xlink:href=\"#ArialMT-116\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"patch_25\">\r\n     <path d=\"M 668.554688 431.690312 \r\nL 688.554688 431.690312 \r\nL 688.554688 424.690312 \r\nL 668.554688 424.690312 \r\nz\r\n\" style=\"fill:#3274a1;\"/>\r\n    </g>\r\n    <g id=\"text_24\">\r\n     <!-- AUC train -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(696.554688 431.690312)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#ArialMT-65\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-85\"/>\r\n      <use x=\"138.916016\" xlink:href=\"#ArialMT-67\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"238.916016\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"266.699219\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"300\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"355.615234\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"377.832031\" xlink:href=\"#ArialMT-110\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"patch_26\">\r\n     <path d=\"M 668.554688 445.835625 \r\nL 688.554688 445.835625 \r\nL 688.554688 438.835625 \r\nL 668.554688 438.835625 \r\nz\r\n\" style=\"fill:#e1812c;\"/>\r\n    </g>\r\n    <g id=\"text_25\">\r\n     <!-- AUC selection -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(696.554688 445.835625)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#ArialMT-65\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-85\"/>\r\n      <use x=\"138.916016\" xlink:href=\"#ArialMT-67\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"238.916016\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"288.916016\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"344.53125\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"366.748047\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"422.363281\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"472.363281\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"500.146484\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"522.363281\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"577.978516\" xlink:href=\"#ArialMT-110\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pe123c8e0fc\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"99.3125\" y=\"21.943125\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "# univariate feature importance\n",
    "plot_univariate_predictor_quality(df_auc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 with 2 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=\"548.977812pt\" version=\"1.1\" viewBox=\"0 0 712.786813 548.977812\" width=\"712.786813pt\" 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>2021-02-05T12:51:27.279108</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 548.977812 \r\nL 712.786813 548.977812 \r\nL 712.786813 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 91.779688 457.198125 \r\nL 627.459688 457.198125 \r\nL 627.459688 22.318125 \r\nL 91.779688 22.318125 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"QuadMesh_1\">\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 22.318125 \r\nL 136.419688 22.318125 \r\nL 136.419688 58.558125 \r\nL 91.779688 58.558125 \r\nL 91.779688 22.318125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 22.318125 \r\nL 181.059687 22.318125 \r\nL 181.059687 58.558125 \r\nL 136.419688 58.558125 \r\nL 136.419688 22.318125 \r\n\" style=\"fill:#eaf2fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 22.318125 \r\nL 225.699688 22.318125 \r\nL 225.699688 58.558125 \r\nL 181.059687 58.558125 \r\nL 181.059687 22.318125 \r\n\" style=\"fill:#d0e1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 22.318125 \r\nL 270.339688 22.318125 \r\nL 270.339688 58.558125 \r\nL 225.699688 58.558125 \r\nL 225.699688 22.318125 \r\n\" style=\"fill:#d4e4f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 22.318125 \r\nL 314.979688 22.318125 \r\nL 314.979688 58.558125 \r\nL 270.339688 58.558125 \r\nL 270.339688 22.318125 \r\n\" style=\"fill:#b7d4ea;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 22.318125 \r\nL 359.619688 22.318125 \r\nL 359.619688 58.558125 \r\nL 314.979688 58.558125 \r\nL 314.979688 22.318125 \r\n\" style=\"fill:#d3e3f3;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 22.318125 \r\nL 404.259688 22.318125 \r\nL 404.259688 58.558125 \r\nL 359.619688 58.558125 \r\nL 359.619688 22.318125 \r\n\" style=\"fill:#ebf3fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 22.318125 \r\nL 448.899688 22.318125 \r\nL 448.899688 58.558125 \r\nL 404.259688 58.558125 \r\nL 404.259688 22.318125 \r\n\" style=\"fill:#ddeaf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 22.318125 \r\nL 493.539688 22.318125 \r\nL 493.539688 58.558125 \r\nL 448.899688 58.558125 \r\nL 448.899688 22.318125 \r\n\" style=\"fill:#e8f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 22.318125 \r\nL 538.179688 22.318125 \r\nL 538.179688 58.558125 \r\nL 493.539688 58.558125 \r\nL 493.539688 22.318125 \r\n\" style=\"fill:#cbdef1;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 22.318125 \r\nL 582.819687 22.318125 \r\nL 582.819687 58.558125 \r\nL 538.179688 58.558125 \r\nL 538.179688 22.318125 \r\n\" style=\"fill:#d0e2f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 22.318125 \r\nL 627.459688 22.318125 \r\nL 627.459688 58.558125 \r\nL 582.819687 58.558125 \r\nL 582.819687 22.318125 \r\n\" style=\"fill:#cfe1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 58.558125 \r\nL 136.419688 58.558125 \r\nL 136.419688 94.798125 \r\nL 91.779688 94.798125 \r\nL 91.779688 58.558125 \r\n\" style=\"fill:#eaf2fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 58.558125 \r\nL 181.059687 58.558125 \r\nL 181.059687 94.798125 \r\nL 136.419688 94.798125 \r\nL 136.419688 58.558125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 58.558125 \r\nL 225.699688 58.558125 \r\nL 225.699688 94.798125 \r\nL 181.059687 94.798125 \r\nL 181.059687 58.558125 \r\n\" style=\"fill:#e7f0fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 58.558125 \r\nL 270.339688 58.558125 \r\nL 270.339688 94.798125 \r\nL 225.699688 94.798125 \r\nL 225.699688 58.558125 \r\n\" style=\"fill:#e6f0f9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 58.558125 \r\nL 314.979688 58.558125 \r\nL 314.979688 94.798125 \r\nL 270.339688 94.798125 \r\nL 270.339688 58.558125 \r\n\" style=\"fill:#e7f0fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 58.558125 \r\nL 359.619688 58.558125 \r\nL 359.619688 94.798125 \r\nL 314.979688 94.798125 \r\nL 314.979688 58.558125 \r\n\" style=\"fill:#e6f0f9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 58.558125 \r\nL 404.259688 58.558125 \r\nL 404.259688 94.798125 \r\nL 359.619688 94.798125 \r\nL 359.619688 58.558125 \r\n\" style=\"fill:#ebf3fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 58.558125 \r\nL 448.899688 58.558125 \r\nL 448.899688 94.798125 \r\nL 404.259688 94.798125 \r\nL 404.259688 58.558125 \r\n\" style=\"fill:#e6f0f9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 58.558125 \r\nL 493.539688 58.558125 \r\nL 493.539688 94.798125 \r\nL 448.899688 94.798125 \r\nL 448.899688 58.558125 \r\n\" style=\"fill:#eef5fc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 58.558125 \r\nL 538.179688 58.558125 \r\nL 538.179688 94.798125 \r\nL 493.539688 94.798125 \r\nL 493.539688 58.558125 \r\n\" style=\"fill:#e3eef9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 58.558125 \r\nL 582.819687 58.558125 \r\nL 582.819687 94.798125 \r\nL 538.179688 94.798125 \r\nL 538.179688 58.558125 \r\n\" style=\"fill:#e7f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 58.558125 \r\nL 627.459688 58.558125 \r\nL 627.459688 94.798125 \r\nL 582.819687 94.798125 \r\nL 582.819687 58.558125 \r\n\" style=\"fill:#e7f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 94.798125 \r\nL 136.419688 94.798125 \r\nL 136.419688 131.038125 \r\nL 91.779688 131.038125 \r\nL 91.779688 94.798125 \r\n\" style=\"fill:#d0e1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 94.798125 \r\nL 181.059687 94.798125 \r\nL 181.059687 131.038125 \r\nL 136.419688 131.038125 \r\nL 136.419688 94.798125 \r\n\" style=\"fill:#e7f0fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 94.798125 \r\nL 225.699688 94.798125 \r\nL 225.699688 131.038125 \r\nL 181.059687 131.038125 \r\nL 181.059687 94.798125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 94.798125 \r\nL 270.339688 94.798125 \r\nL 270.339688 131.038125 \r\nL 225.699688 131.038125 \r\nL 225.699688 94.798125 \r\n\" style=\"fill:#d9e8f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 94.798125 \r\nL 314.979688 94.798125 \r\nL 314.979688 131.038125 \r\nL 270.339688 131.038125 \r\nL 270.339688 94.798125 \r\n\" style=\"fill:#5fa6d1;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 94.798125 \r\nL 359.619688 94.798125 \r\nL 359.619688 131.038125 \r\nL 314.979688 131.038125 \r\nL 314.979688 94.798125 \r\n\" style=\"fill:#d5e5f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 94.798125 \r\nL 404.259688 94.798125 \r\nL 404.259688 131.038125 \r\nL 359.619688 131.038125 \r\nL 359.619688 94.798125 \r\n\" style=\"fill:#dfebf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 94.798125 \r\nL 448.899688 94.798125 \r\nL 448.899688 131.038125 \r\nL 404.259688 131.038125 \r\nL 404.259688 94.798125 \r\n\" style=\"fill:#e8f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 94.798125 \r\nL 493.539688 94.798125 \r\nL 493.539688 131.038125 \r\nL 448.899688 131.038125 \r\nL 448.899688 94.798125 \r\n\" style=\"fill:#d4e4f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 94.798125 \r\nL 538.179688 94.798125 \r\nL 538.179688 131.038125 \r\nL 493.539688 131.038125 \r\nL 493.539688 94.798125 \r\n\" style=\"fill:#cfe1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 94.798125 \r\nL 582.819687 94.798125 \r\nL 582.819687 131.038125 \r\nL 538.179688 131.038125 \r\nL 538.179688 94.798125 \r\n\" style=\"fill:#083776;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 94.798125 \r\nL 627.459688 94.798125 \r\nL 627.459688 131.038125 \r\nL 582.819687 131.038125 \r\nL 582.819687 94.798125 \r\n\" style=\"fill:#c9ddf0;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 131.038125 \r\nL 136.419688 131.038125 \r\nL 136.419688 167.278125 \r\nL 91.779688 167.278125 \r\nL 91.779688 131.038125 \r\n\" style=\"fill:#d4e4f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 131.038125 \r\nL 181.059687 131.038125 \r\nL 181.059687 167.278125 \r\nL 136.419688 167.278125 \r\nL 136.419688 131.038125 \r\n\" style=\"fill:#e6f0f9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 131.038125 \r\nL 225.699688 131.038125 \r\nL 225.699688 167.278125 \r\nL 181.059687 167.278125 \r\nL 181.059687 131.038125 \r\n\" style=\"fill:#d9e8f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 131.038125 \r\nL 270.339688 131.038125 \r\nL 270.339688 167.278125 \r\nL 225.699688 167.278125 \r\nL 225.699688 131.038125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 131.038125 \r\nL 314.979688 131.038125 \r\nL 314.979688 167.278125 \r\nL 270.339688 167.278125 \r\nL 270.339688 131.038125 \r\n\" style=\"fill:#ccdff1;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 131.038125 \r\nL 359.619688 131.038125 \r\nL 359.619688 167.278125 \r\nL 314.979688 167.278125 \r\nL 314.979688 131.038125 \r\n\" style=\"fill:#083776;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 131.038125 \r\nL 404.259688 131.038125 \r\nL 404.259688 167.278125 \r\nL 359.619688 167.278125 \r\nL 359.619688 131.038125 \r\n\" style=\"fill:#d8e7f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 131.038125 \r\nL 448.899688 131.038125 \r\nL 448.899688 167.278125 \r\nL 404.259688 167.278125 \r\nL 404.259688 131.038125 \r\n\" style=\"fill:#84bcdb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 131.038125 \r\nL 493.539688 131.038125 \r\nL 493.539688 167.278125 \r\nL 448.899688 167.278125 \r\nL 448.899688 131.038125 \r\n\" style=\"fill:#eef5fc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 131.038125 \r\nL 538.179688 131.038125 \r\nL 538.179688 167.278125 \r\nL 493.539688 167.278125 \r\nL 493.539688 131.038125 \r\n\" style=\"fill:#85bcdc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 131.038125 \r\nL 582.819687 131.038125 \r\nL 582.819687 167.278125 \r\nL 538.179688 167.278125 \r\nL 538.179688 131.038125 \r\n\" style=\"fill:#dbe9f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 131.038125 \r\nL 627.459688 131.038125 \r\nL 627.459688 167.278125 \r\nL 582.819687 167.278125 \r\nL 582.819687 131.038125 \r\n\" style=\"fill:#bfd8ed;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 167.278125 \r\nL 136.419688 167.278125 \r\nL 136.419688 203.518125 \r\nL 91.779688 203.518125 \r\nL 91.779688 167.278125 \r\n\" style=\"fill:#b7d4ea;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 167.278125 \r\nL 181.059687 167.278125 \r\nL 181.059687 203.518125 \r\nL 136.419688 203.518125 \r\nL 136.419688 167.278125 \r\n\" style=\"fill:#e7f0fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 167.278125 \r\nL 225.699688 167.278125 \r\nL 225.699688 203.518125 \r\nL 181.059687 203.518125 \r\nL 181.059687 167.278125 \r\n\" style=\"fill:#5fa6d1;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 167.278125 \r\nL 270.339688 167.278125 \r\nL 270.339688 203.518125 \r\nL 225.699688 203.518125 \r\nL 225.699688 167.278125 \r\n\" style=\"fill:#ccdff1;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 167.278125 \r\nL 314.979688 167.278125 \r\nL 314.979688 203.518125 \r\nL 270.339688 203.518125 \r\nL 270.339688 167.278125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 167.278125 \r\nL 359.619688 167.278125 \r\nL 359.619688 203.518125 \r\nL 314.979688 203.518125 \r\nL 314.979688 167.278125 \r\n\" style=\"fill:#c8dcf0;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 167.278125 \r\nL 404.259688 167.278125 \r\nL 404.259688 203.518125 \r\nL 359.619688 203.518125 \r\nL 359.619688 167.278125 \r\n\" style=\"fill:#dce9f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 167.278125 \r\nL 448.899688 167.278125 \r\nL 448.899688 203.518125 \r\nL 404.259688 203.518125 \r\nL 404.259688 167.278125 \r\n\" style=\"fill:#ddeaf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 167.278125 \r\nL 493.539688 167.278125 \r\nL 493.539688 203.518125 \r\nL 448.899688 203.518125 \r\nL 448.899688 167.278125 \r\n\" style=\"fill:#dae8f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 167.278125 \r\nL 538.179688 167.278125 \r\nL 538.179688 203.518125 \r\nL 493.539688 203.518125 \r\nL 493.539688 167.278125 \r\n\" style=\"fill:#c7dcef;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 167.278125 \r\nL 582.819687 167.278125 \r\nL 582.819687 203.518125 \r\nL 538.179688 203.518125 \r\nL 538.179688 167.278125 \r\n\" style=\"fill:#60a7d2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 167.278125 \r\nL 627.459688 167.278125 \r\nL 627.459688 203.518125 \r\nL 582.819687 203.518125 \r\nL 582.819687 167.278125 \r\n\" style=\"fill:#b9d6ea;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 203.518125 \r\nL 136.419688 203.518125 \r\nL 136.419688 239.758125 \r\nL 91.779688 239.758125 \r\nL 91.779688 203.518125 \r\n\" style=\"fill:#d3e3f3;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 203.518125 \r\nL 181.059687 203.518125 \r\nL 181.059687 239.758125 \r\nL 136.419688 239.758125 \r\nL 136.419688 203.518125 \r\n\" style=\"fill:#e6f0f9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 203.518125 \r\nL 225.699688 203.518125 \r\nL 225.699688 239.758125 \r\nL 181.059687 239.758125 \r\nL 181.059687 203.518125 \r\n\" style=\"fill:#d5e5f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 203.518125 \r\nL 270.339688 203.518125 \r\nL 270.339688 239.758125 \r\nL 225.699688 239.758125 \r\nL 225.699688 203.518125 \r\n\" style=\"fill:#083776;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 203.518125 \r\nL 314.979688 203.518125 \r\nL 314.979688 239.758125 \r\nL 270.339688 239.758125 \r\nL 270.339688 203.518125 \r\n\" style=\"fill:#c8dcf0;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 203.518125 \r\nL 359.619688 203.518125 \r\nL 359.619688 239.758125 \r\nL 314.979688 239.758125 \r\nL 314.979688 203.518125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 203.518125 \r\nL 404.259688 203.518125 \r\nL 404.259688 239.758125 \r\nL 359.619688 239.758125 \r\nL 359.619688 203.518125 \r\n\" style=\"fill:#d8e7f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 203.518125 \r\nL 448.899688 203.518125 \r\nL 448.899688 239.758125 \r\nL 404.259688 239.758125 \r\nL 404.259688 203.518125 \r\n\" style=\"fill:#84bcdb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 203.518125 \r\nL 493.539688 203.518125 \r\nL 493.539688 239.758125 \r\nL 448.899688 239.758125 \r\nL 448.899688 203.518125 \r\n\" style=\"fill:#ecf4fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 203.518125 \r\nL 538.179688 203.518125 \r\nL 538.179688 239.758125 \r\nL 493.539688 239.758125 \r\nL 493.539688 203.518125 \r\n\" style=\"fill:#84bcdb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 203.518125 \r\nL 582.819687 203.518125 \r\nL 582.819687 239.758125 \r\nL 538.179688 239.758125 \r\nL 538.179688 203.518125 \r\n\" style=\"fill:#d6e6f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 203.518125 \r\nL 627.459688 203.518125 \r\nL 627.459688 239.758125 \r\nL 582.819687 239.758125 \r\nL 582.819687 203.518125 \r\n\" style=\"fill:#b9d6ea;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 239.758125 \r\nL 136.419688 239.758125 \r\nL 136.419688 275.998125 \r\nL 91.779688 275.998125 \r\nL 91.779688 239.758125 \r\n\" style=\"fill:#ebf3fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 239.758125 \r\nL 181.059687 239.758125 \r\nL 181.059687 275.998125 \r\nL 136.419688 275.998125 \r\nL 136.419688 239.758125 \r\n\" style=\"fill:#ebf3fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 239.758125 \r\nL 225.699688 239.758125 \r\nL 225.699688 275.998125 \r\nL 181.059687 275.998125 \r\nL 181.059687 239.758125 \r\n\" style=\"fill:#dfebf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 239.758125 \r\nL 270.339688 239.758125 \r\nL 270.339688 275.998125 \r\nL 225.699688 275.998125 \r\nL 225.699688 239.758125 \r\n\" style=\"fill:#d8e7f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 239.758125 \r\nL 314.979688 239.758125 \r\nL 314.979688 275.998125 \r\nL 270.339688 275.998125 \r\nL 270.339688 239.758125 \r\n\" style=\"fill:#dce9f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 239.758125 \r\nL 359.619688 239.758125 \r\nL 359.619688 275.998125 \r\nL 314.979688 275.998125 \r\nL 314.979688 239.758125 \r\n\" style=\"fill:#d8e7f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 239.758125 \r\nL 404.259688 239.758125 \r\nL 404.259688 275.998125 \r\nL 359.619688 275.998125 \r\nL 359.619688 239.758125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 239.758125 \r\nL 448.899688 239.758125 \r\nL 448.899688 275.998125 \r\nL 404.259688 275.998125 \r\nL 404.259688 239.758125 \r\n\" style=\"fill:#dae8f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 239.758125 \r\nL 493.539688 239.758125 \r\nL 493.539688 275.998125 \r\nL 448.899688 275.998125 \r\nL 448.899688 239.758125 \r\n\" style=\"fill:#f7fbff;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 239.758125 \r\nL 538.179688 239.758125 \r\nL 538.179688 275.998125 \r\nL 493.539688 275.998125 \r\nL 493.539688 239.758125 \r\n\" style=\"fill:#eff6fc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 239.758125 \r\nL 582.819687 239.758125 \r\nL 582.819687 275.998125 \r\nL 538.179688 275.998125 \r\nL 538.179688 239.758125 \r\n\" style=\"fill:#dfecf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 239.758125 \r\nL 627.459688 239.758125 \r\nL 627.459688 275.998125 \r\nL 582.819687 275.998125 \r\nL 582.819687 239.758125 \r\n\" style=\"fill:#e0ecf8;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 275.998125 \r\nL 136.419688 275.998125 \r\nL 136.419688 312.238125 \r\nL 91.779688 312.238125 \r\nL 91.779688 275.998125 \r\n\" style=\"fill:#ddeaf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 275.998125 \r\nL 181.059687 275.998125 \r\nL 181.059687 312.238125 \r\nL 136.419688 312.238125 \r\nL 136.419688 275.998125 \r\n\" style=\"fill:#e6f0f9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 275.998125 \r\nL 225.699688 275.998125 \r\nL 225.699688 312.238125 \r\nL 181.059687 312.238125 \r\nL 181.059687 275.998125 \r\n\" style=\"fill:#e8f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 275.998125 \r\nL 270.339688 275.998125 \r\nL 270.339688 312.238125 \r\nL 225.699688 312.238125 \r\nL 225.699688 275.998125 \r\n\" style=\"fill:#84bcdb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 275.998125 \r\nL 314.979688 275.998125 \r\nL 314.979688 312.238125 \r\nL 270.339688 312.238125 \r\nL 270.339688 275.998125 \r\n\" style=\"fill:#ddeaf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 275.998125 \r\nL 359.619688 275.998125 \r\nL 359.619688 312.238125 \r\nL 314.979688 312.238125 \r\nL 314.979688 275.998125 \r\n\" style=\"fill:#84bcdb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 275.998125 \r\nL 404.259688 275.998125 \r\nL 404.259688 312.238125 \r\nL 359.619688 312.238125 \r\nL 359.619688 275.998125 \r\n\" style=\"fill:#dae8f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 275.998125 \r\nL 448.899688 275.998125 \r\nL 448.899688 312.238125 \r\nL 404.259688 312.238125 \r\nL 404.259688 275.998125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 275.998125 \r\nL 493.539688 275.998125 \r\nL 493.539688 312.238125 \r\nL 448.899688 312.238125 \r\nL 448.899688 275.998125 \r\n\" style=\"fill:#f2f7fd;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 275.998125 \r\nL 538.179688 275.998125 \r\nL 538.179688 312.238125 \r\nL 493.539688 312.238125 \r\nL 493.539688 275.998125 \r\n\" style=\"fill:#d9e8f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 275.998125 \r\nL 582.819687 275.998125 \r\nL 582.819687 312.238125 \r\nL 538.179688 312.238125 \r\nL 538.179688 275.998125 \r\n\" style=\"fill:#eaf3fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 275.998125 \r\nL 627.459688 275.998125 \r\nL 627.459688 312.238125 \r\nL 582.819687 312.238125 \r\nL 582.819687 275.998125 \r\n\" style=\"fill:#bed8ec;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 312.238125 \r\nL 136.419688 312.238125 \r\nL 136.419688 348.478125 \r\nL 91.779688 348.478125 \r\nL 91.779688 312.238125 \r\n\" style=\"fill:#e8f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 312.238125 \r\nL 181.059687 312.238125 \r\nL 181.059687 348.478125 \r\nL 136.419688 348.478125 \r\nL 136.419688 312.238125 \r\n\" style=\"fill:#eef5fc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 312.238125 \r\nL 225.699688 312.238125 \r\nL 225.699688 348.478125 \r\nL 181.059687 348.478125 \r\nL 181.059687 312.238125 \r\n\" style=\"fill:#d4e4f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 312.238125 \r\nL 270.339688 312.238125 \r\nL 270.339688 348.478125 \r\nL 225.699688 348.478125 \r\nL 225.699688 312.238125 \r\n\" style=\"fill:#eef5fc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 312.238125 \r\nL 314.979688 312.238125 \r\nL 314.979688 348.478125 \r\nL 270.339688 348.478125 \r\nL 270.339688 312.238125 \r\n\" style=\"fill:#dae8f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 312.238125 \r\nL 359.619688 312.238125 \r\nL 359.619688 348.478125 \r\nL 314.979688 348.478125 \r\nL 314.979688 312.238125 \r\n\" style=\"fill:#ecf4fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 312.238125 \r\nL 404.259688 312.238125 \r\nL 404.259688 348.478125 \r\nL 359.619688 348.478125 \r\nL 359.619688 312.238125 \r\n\" style=\"fill:#f7fbff;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 312.238125 \r\nL 448.899688 312.238125 \r\nL 448.899688 348.478125 \r\nL 404.259688 348.478125 \r\nL 404.259688 312.238125 \r\n\" style=\"fill:#f2f7fd;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 312.238125 \r\nL 493.539688 312.238125 \r\nL 493.539688 348.478125 \r\nL 448.899688 348.478125 \r\nL 448.899688 312.238125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 312.238125 \r\nL 538.179688 312.238125 \r\nL 538.179688 348.478125 \r\nL 493.539688 348.478125 \r\nL 493.539688 312.238125 \r\n\" style=\"fill:#e9f2fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 312.238125 \r\nL 582.819687 312.238125 \r\nL 582.819687 348.478125 \r\nL 538.179688 348.478125 \r\nL 538.179688 312.238125 \r\n\" style=\"fill:#d5e5f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 312.238125 \r\nL 627.459688 312.238125 \r\nL 627.459688 348.478125 \r\nL 582.819687 348.478125 \r\nL 582.819687 312.238125 \r\n\" style=\"fill:#e9f2fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 348.478125 \r\nL 136.419688 348.478125 \r\nL 136.419688 384.718125 \r\nL 91.779688 384.718125 \r\nL 91.779688 348.478125 \r\n\" style=\"fill:#cbdef1;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 348.478125 \r\nL 181.059687 348.478125 \r\nL 181.059687 384.718125 \r\nL 136.419688 384.718125 \r\nL 136.419688 348.478125 \r\n\" style=\"fill:#e3eef9;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 348.478125 \r\nL 225.699688 348.478125 \r\nL 225.699688 384.718125 \r\nL 181.059687 384.718125 \r\nL 181.059687 348.478125 \r\n\" style=\"fill:#cfe1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 348.478125 \r\nL 270.339688 348.478125 \r\nL 270.339688 384.718125 \r\nL 225.699688 384.718125 \r\nL 225.699688 348.478125 \r\n\" style=\"fill:#85bcdc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 348.478125 \r\nL 314.979688 348.478125 \r\nL 314.979688 384.718125 \r\nL 270.339688 384.718125 \r\nL 270.339688 348.478125 \r\n\" style=\"fill:#c7dcef;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 348.478125 \r\nL 359.619688 348.478125 \r\nL 359.619688 384.718125 \r\nL 314.979688 384.718125 \r\nL 314.979688 348.478125 \r\n\" style=\"fill:#84bcdb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 348.478125 \r\nL 404.259688 348.478125 \r\nL 404.259688 384.718125 \r\nL 359.619688 384.718125 \r\nL 359.619688 348.478125 \r\n\" style=\"fill:#eff6fc;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 348.478125 \r\nL 448.899688 348.478125 \r\nL 448.899688 384.718125 \r\nL 404.259688 384.718125 \r\nL 404.259688 348.478125 \r\n\" style=\"fill:#d9e8f5;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 348.478125 \r\nL 493.539688 348.478125 \r\nL 493.539688 384.718125 \r\nL 448.899688 384.718125 \r\nL 448.899688 348.478125 \r\n\" style=\"fill:#e9f2fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 348.478125 \r\nL 538.179688 348.478125 \r\nL 538.179688 384.718125 \r\nL 493.539688 384.718125 \r\nL 493.539688 348.478125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 348.478125 \r\nL 582.819687 348.478125 \r\nL 582.819687 384.718125 \r\nL 538.179688 384.718125 \r\nL 538.179688 348.478125 \r\n\" style=\"fill:#cfe1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 348.478125 \r\nL 627.459688 348.478125 \r\nL 627.459688 384.718125 \r\nL 582.819687 384.718125 \r\nL 582.819687 348.478125 \r\n\" style=\"fill:#bcd7eb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 384.718125 \r\nL 136.419688 384.718125 \r\nL 136.419688 420.958125 \r\nL 91.779688 420.958125 \r\nL 91.779688 384.718125 \r\n\" style=\"fill:#d0e2f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 384.718125 \r\nL 181.059687 384.718125 \r\nL 181.059687 420.958125 \r\nL 136.419688 420.958125 \r\nL 136.419688 384.718125 \r\n\" style=\"fill:#e7f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 384.718125 \r\nL 225.699688 384.718125 \r\nL 225.699688 420.958125 \r\nL 181.059687 420.958125 \r\nL 181.059687 384.718125 \r\n\" style=\"fill:#083776;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 384.718125 \r\nL 270.339688 384.718125 \r\nL 270.339688 420.958125 \r\nL 225.699688 420.958125 \r\nL 225.699688 384.718125 \r\n\" style=\"fill:#dbe9f6;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 384.718125 \r\nL 314.979688 384.718125 \r\nL 314.979688 420.958125 \r\nL 270.339688 420.958125 \r\nL 270.339688 384.718125 \r\n\" style=\"fill:#60a7d2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 384.718125 \r\nL 359.619688 384.718125 \r\nL 359.619688 420.958125 \r\nL 314.979688 420.958125 \r\nL 314.979688 384.718125 \r\n\" style=\"fill:#d6e6f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 384.718125 \r\nL 404.259688 384.718125 \r\nL 404.259688 420.958125 \r\nL 359.619688 420.958125 \r\nL 359.619688 384.718125 \r\n\" style=\"fill:#dfecf7;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 384.718125 \r\nL 448.899688 384.718125 \r\nL 448.899688 420.958125 \r\nL 404.259688 420.958125 \r\nL 404.259688 384.718125 \r\n\" style=\"fill:#eaf3fb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 384.718125 \r\nL 493.539688 384.718125 \r\nL 493.539688 420.958125 \r\nL 448.899688 420.958125 \r\nL 448.899688 384.718125 \r\n\" style=\"fill:#d5e5f4;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 384.718125 \r\nL 538.179688 384.718125 \r\nL 538.179688 420.958125 \r\nL 493.539688 420.958125 \r\nL 493.539688 384.718125 \r\n\" style=\"fill:#cfe1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 384.718125 \r\nL 582.819687 384.718125 \r\nL 582.819687 420.958125 \r\nL 538.179688 420.958125 \r\nL 538.179688 384.718125 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 384.718125 \r\nL 627.459688 384.718125 \r\nL 627.459688 420.958125 \r\nL 582.819687 420.958125 \r\nL 582.819687 384.718125 \r\n\" style=\"fill:#caddf0;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 91.779688 420.958125 \r\nL 136.419688 420.958125 \r\nL 136.419688 457.198125 \r\nL 91.779688 457.198125 \r\nL 91.779688 420.958125 \r\n\" style=\"fill:#cfe1f2;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 136.419688 420.958125 \r\nL 181.059687 420.958125 \r\nL 181.059687 457.198125 \r\nL 136.419688 457.198125 \r\nL 136.419688 420.958125 \r\n\" style=\"fill:#e7f1fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 181.059687 420.958125 \r\nL 225.699688 420.958125 \r\nL 225.699688 457.198125 \r\nL 181.059687 457.198125 \r\nL 181.059687 420.958125 \r\n\" style=\"fill:#c9ddf0;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 225.699688 420.958125 \r\nL 270.339688 420.958125 \r\nL 270.339688 457.198125 \r\nL 225.699688 457.198125 \r\nL 225.699688 420.958125 \r\n\" style=\"fill:#bfd8ed;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 270.339688 420.958125 \r\nL 314.979688 420.958125 \r\nL 314.979688 457.198125 \r\nL 270.339688 457.198125 \r\nL 270.339688 420.958125 \r\n\" style=\"fill:#b9d6ea;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 314.979688 420.958125 \r\nL 359.619688 420.958125 \r\nL 359.619688 457.198125 \r\nL 314.979688 457.198125 \r\nL 314.979688 420.958125 \r\n\" style=\"fill:#b9d6ea;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 359.619688 420.958125 \r\nL 404.259688 420.958125 \r\nL 404.259688 457.198125 \r\nL 359.619688 457.198125 \r\nL 359.619688 420.958125 \r\n\" style=\"fill:#e0ecf8;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 404.259688 420.958125 \r\nL 448.899688 420.958125 \r\nL 448.899688 457.198125 \r\nL 404.259688 457.198125 \r\nL 404.259688 420.958125 \r\n\" style=\"fill:#bed8ec;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 448.899688 420.958125 \r\nL 493.539688 420.958125 \r\nL 493.539688 457.198125 \r\nL 448.899688 457.198125 \r\nL 448.899688 420.958125 \r\n\" style=\"fill:#e9f2fa;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 493.539688 420.958125 \r\nL 538.179688 420.958125 \r\nL 538.179688 457.198125 \r\nL 493.539688 457.198125 \r\nL 493.539688 420.958125 \r\n\" style=\"fill:#bcd7eb;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 538.179688 420.958125 \r\nL 582.819687 420.958125 \r\nL 582.819687 457.198125 \r\nL 538.179688 457.198125 \r\nL 538.179688 420.958125 \r\n\" style=\"fill:#caddf0;\"/>\r\n    <path clip-path=\"url(#p8bb2275701)\" d=\"M 582.819687 420.958125 \r\nL 627.459688 420.958125 \r\nL 627.459688 457.198125 \r\nL 582.819687 457.198125 \r\nL 582.819687 420.958125 \r\n\" style=\"fill:#08306b;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m0c205b3657\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.099688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- workclass -->\r\n      <g transform=\"translate(116.859063 513.22)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.203125 54.6875 \r\nL 13.1875 54.6875 \r\nL 24.421875 12.015625 \r\nL 35.59375 54.6875 \r\nL 46.1875 54.6875 \r\nL 57.421875 12.015625 \r\nL 68.609375 54.6875 \r\nL 77.59375 54.6875 \r\nL 63.28125 0 \r\nL 52.6875 0 \r\nL 40.921875 44.828125 \r\nL 29.109375 0 \r\nL 18.5 0 \r\nz\r\n\" id=\"DejaVuSans-119\"/>\r\n        <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n        <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n        <path d=\"M 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 31.109375 \r\nL 44.921875 54.6875 \r\nL 56.390625 54.6875 \r\nL 27.390625 29.109375 \r\nL 57.625 0 \r\nL 45.90625 0 \r\nL 18.109375 26.703125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nz\r\n\" id=\"DejaVuSans-107\"/>\r\n        <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n        <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n        <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n        <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-119\"/>\r\n       <use x=\"81.787109\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"142.96875\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"184.082031\" xlink:href=\"#DejaVuSans-107\"/>\r\n       <use x=\"241.992188\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"296.972656\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"324.755859\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"386.035156\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"438.134766\" xlink:href=\"#DejaVuSans-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"158.739688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- fnlwgt -->\r\n      <g transform=\"translate(161.499063 495.280937)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-102\"/>\r\n        <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n        <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n        <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-102\"/>\r\n       <use x=\"35.205078\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"98.583984\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"126.367188\" xlink:href=\"#DejaVuSans-119\"/>\r\n       <use x=\"208.154297\" xlink:href=\"#DejaVuSans-103\"/>\r\n       <use x=\"271.630859\" xlink:href=\"#DejaVuSans-116\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"203.379687\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- education -->\r\n      <g transform=\"translate(206.139062 513.818437)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n        <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n        <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n        <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"61.523438\" xlink:href=\"#DejaVuSans-100\"/>\r\n       <use x=\"125\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"243.359375\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"304.638672\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"343.847656\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"371.630859\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"432.8125\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"248.019688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- marital-status -->\r\n      <g transform=\"translate(250.779063 534.115312)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n        <path d=\"M 4.890625 31.390625 \r\nL 31.203125 31.390625 \r\nL 31.203125 23.390625 \r\nL 4.890625 23.390625 \r\nz\r\n\" id=\"DejaVuSans-45\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-109\"/>\r\n       <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"158.691406\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"227.587891\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"266.796875\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"328.076172\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"355.859375\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"391.943359\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"444.042969\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"483.251953\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"544.53125\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"583.740234\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"647.119141\" xlink:href=\"#DejaVuSans-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.659688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- occupation -->\r\n      <g transform=\"translate(295.419062 519.2825)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"61.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"116.162109\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"171.142578\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"234.521484\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"297.998047\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"359.277344\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"398.486328\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"426.269531\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"487.451172\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"337.299688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- relationship -->\r\n      <g transform=\"translate(340.059062 522.971562)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"38.863281\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"100.386719\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"128.169922\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"189.449219\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"228.658203\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"256.441406\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"317.623047\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"381.001953\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"433.101562\" xlink:href=\"#DejaVuSans-104\"/>\r\n       <use x=\"496.480469\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"524.263672\" xlink:href=\"#DejaVuSans-112\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"381.939688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- race -->\r\n      <g transform=\"translate(384.699063 486.08875)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"41.113281\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"102.392578\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"157.373047\" xlink:href=\"#DejaVuSans-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"426.579688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- sex -->\r\n      <g transform=\"translate(429.339063 481.304375)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 54.890625 54.6875 \r\nL 35.109375 28.078125 \r\nL 55.90625 0 \r\nL 45.3125 0 \r\nL 29.390625 21.484375 \r\nL 13.484375 0 \r\nL 2.875 0 \r\nL 24.125 28.609375 \r\nL 4.6875 54.6875 \r\nL 15.28125 54.6875 \r\nL 29.78125 35.203125 \r\nL 44.28125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-120\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"111.873047\" xlink:href=\"#DejaVuSans-120\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"471.219688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- native-country -->\r\n      <g transform=\"translate(473.979062 537.284062)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n        <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"124.658203\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"163.867188\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"191.650391\" xlink:href=\"#DejaVuSans-118\"/>\r\n       <use x=\"250.830078\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"312.353516\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"348.4375\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"403.417969\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"464.599609\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"527.978516\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"591.357422\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"630.566406\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"671.679688\" xlink:href=\"#DejaVuSans-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"515.859687\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- age -->\r\n      <g transform=\"translate(518.619062 482.827812)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-103\"/>\r\n       <use x=\"124.755859\" xlink:href=\"#DejaVuSans-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_11\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"560.499688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- education-num -->\r\n      <g transform=\"translate(563.259063 539.841875)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"61.523438\" xlink:href=\"#DejaVuSans-100\"/>\r\n       <use x=\"125\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"243.359375\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"304.638672\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"343.847656\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"371.630859\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"432.8125\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"496.191406\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"532.275391\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"595.654297\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"659.033203\" xlink:href=\"#DejaVuSans-109\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_12\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"605.139688\" xlink:href=\"#m0c205b3657\" y=\"457.198125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- hours-per-week -->\r\n      <g transform=\"translate(607.899063 541.777812)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-104\"/>\r\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"229.052734\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"281.152344\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"317.236328\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"380.712891\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"442.236328\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"476.974609\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"513.058594\" xlink:href=\"#DejaVuSans-119\"/>\r\n       <use x=\"594.845703\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"656.369141\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"717.892578\" xlink:href=\"#DejaVuSans-107\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_13\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m54734d146d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"40.438125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- workclass -->\r\n      <g transform=\"translate(35.757813 44.237344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-119\"/>\r\n       <use x=\"81.787109\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"142.96875\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"184.082031\" xlink:href=\"#DejaVuSans-107\"/>\r\n       <use x=\"241.992188\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"296.972656\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"324.755859\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"386.035156\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"438.134766\" xlink:href=\"#DejaVuSans-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"76.678125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- fnlwgt -->\r\n      <g transform=\"translate(53.696875 80.477344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-102\"/>\r\n       <use x=\"35.205078\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"98.583984\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"126.367188\" xlink:href=\"#DejaVuSans-119\"/>\r\n       <use x=\"208.154297\" xlink:href=\"#DejaVuSans-103\"/>\r\n       <use x=\"271.630859\" xlink:href=\"#DejaVuSans-116\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"112.918125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- education -->\r\n      <g transform=\"translate(35.159375 116.717344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"61.523438\" xlink:href=\"#DejaVuSans-100\"/>\r\n       <use x=\"125\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"243.359375\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"304.638672\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"343.847656\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"371.630859\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"432.8125\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"149.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- marital-status -->\r\n      <g transform=\"translate(14.8625 152.957344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-109\"/>\r\n       <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"158.691406\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"227.587891\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"266.796875\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"328.076172\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"355.859375\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"391.943359\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"444.042969\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"483.251953\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"544.53125\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"583.740234\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"647.119141\" xlink:href=\"#DejaVuSans-115\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"185.398125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- occupation -->\r\n      <g transform=\"translate(29.695313 189.197344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"61.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"116.162109\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"171.142578\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"234.521484\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"297.998047\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"359.277344\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"398.486328\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"426.269531\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"487.451172\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"221.638125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- relationship -->\r\n      <g transform=\"translate(26.00625 225.437344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"38.863281\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"100.386719\" xlink:href=\"#DejaVuSans-108\"/>\r\n       <use x=\"128.169922\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"189.449219\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"228.658203\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"256.441406\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"317.623047\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"381.001953\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"433.101562\" xlink:href=\"#DejaVuSans-104\"/>\r\n       <use x=\"496.480469\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"524.263672\" xlink:href=\"#DejaVuSans-112\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"257.878125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- race -->\r\n      <g transform=\"translate(62.889063 261.677344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"41.113281\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"102.392578\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"157.373047\" xlink:href=\"#DejaVuSans-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"294.118125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- sex -->\r\n      <g transform=\"translate(67.673438 297.917344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"111.873047\" xlink:href=\"#DejaVuSans-120\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"330.358125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- native-country -->\r\n      <g transform=\"translate(11.69375 334.157344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"124.658203\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"163.867188\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"191.650391\" xlink:href=\"#DejaVuSans-118\"/>\r\n       <use x=\"250.830078\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"312.353516\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"348.4375\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"403.417969\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"464.599609\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"527.978516\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"591.357422\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"630.566406\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"671.679688\" xlink:href=\"#DejaVuSans-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"366.598125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- age -->\r\n      <g transform=\"translate(66.15 370.397344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-103\"/>\r\n       <use x=\"124.755859\" xlink:href=\"#DejaVuSans-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"402.838125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- education-num -->\r\n      <g transform=\"translate(9.135938 406.637344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"61.523438\" xlink:href=\"#DejaVuSans-100\"/>\r\n       <use x=\"125\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"243.359375\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"304.638672\" xlink:href=\"#DejaVuSans-116\"/>\r\n       <use x=\"343.847656\" xlink:href=\"#DejaVuSans-105\"/>\r\n       <use x=\"371.630859\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"432.8125\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"496.191406\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"532.275391\" xlink:href=\"#DejaVuSans-110\"/>\r\n       <use x=\"595.654297\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"659.033203\" xlink:href=\"#DejaVuSans-109\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.779688\" xlink:href=\"#m54734d146d\" y=\"439.078125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- hours-per-week -->\r\n      <g transform=\"translate(7.2 442.877344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-104\"/>\r\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"229.052734\" xlink:href=\"#DejaVuSans-115\"/>\r\n       <use x=\"281.152344\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"317.236328\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"380.712891\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"442.236328\" xlink:href=\"#DejaVuSans-114\"/>\r\n       <use x=\"476.974609\" xlink:href=\"#DejaVuSans-45\"/>\r\n       <use x=\"513.058594\" xlink:href=\"#DejaVuSans-119\"/>\r\n       <use x=\"594.845703\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"656.369141\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"717.892578\" xlink:href=\"#DejaVuSans-107\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_25\">\r\n    <!-- Correlation Matrix -->\r\n    <g transform=\"translate(305.739688 16.318125)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 64.40625 67.28125 \r\nL 64.40625 56.890625 \r\nQ 59.421875 61.53125 53.78125 63.8125 \r\nQ 48.140625 66.109375 41.796875 66.109375 \r\nQ 29.296875 66.109375 22.65625 58.46875 \r\nQ 16.015625 50.828125 16.015625 36.375 \r\nQ 16.015625 21.96875 22.65625 14.328125 \r\nQ 29.296875 6.6875 41.796875 6.6875 \r\nQ 48.140625 6.6875 53.78125 8.984375 \r\nQ 59.421875 11.28125 64.40625 15.921875 \r\nL 64.40625 5.609375 \r\nQ 59.234375 2.09375 53.4375 0.328125 \r\nQ 47.65625 -1.421875 41.21875 -1.421875 \r\nQ 24.65625 -1.421875 15.125 8.703125 \r\nQ 5.609375 18.84375 5.609375 36.375 \r\nQ 5.609375 53.953125 15.125 64.078125 \r\nQ 24.65625 74.21875 41.21875 74.21875 \r\nQ 47.75 74.21875 53.53125 72.484375 \r\nQ 59.328125 70.75 64.40625 67.28125 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n      <path id=\"DejaVuSans-32\"/>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 24.515625 72.90625 \r\nL 43.109375 23.296875 \r\nL 61.8125 72.90625 \r\nL 76.515625 72.90625 \r\nL 76.515625 0 \r\nL 66.890625 0 \r\nL 66.890625 64.015625 \r\nL 48.09375 14.015625 \r\nL 38.1875 14.015625 \r\nL 19.390625 64.015625 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-77\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"69.824219\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"131.005859\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"170.369141\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"209.232422\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"270.755859\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"298.539062\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"359.818359\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"399.027344\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"426.810547\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"487.992188\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"551.371094\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"583.158203\" xlink:href=\"#DejaVuSans-77\"/>\r\n     <use x=\"669.4375\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"730.716797\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"769.925781\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"811.039062\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"838.822266\" xlink:href=\"#DejaVuSans-120\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#pec069ca23a)\" d=\"M 660.939688 457.198125 \r\nL 660.939688 455.499375 \r\nL 660.939688 24.016875 \r\nL 660.939688 22.318125 \r\nL 682.683688 22.318125 \r\nL 682.683688 24.016875 \r\nL 682.683688 455.499375 \r\nL 682.683688 457.198125 \r\nz\r\n\" style=\"fill:#ffffff;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.01;\"/>\r\n   </g>\r\n   <image height=\"435\" id=\"image916aa4e09b\" transform=\"scale(1 -1)translate(0 -435)\" width=\"22\" x=\"661\" xlink:href=\"data:image/png;base64,\r\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\" y=\"-21\"/>\r\n   <g id=\"matplotlib.axis_3\"/>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_25\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 3.5 0 \r\n\" id=\"mb52c2e89fd\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"682.683688\" xlink:href=\"#mb52c2e89fd\" y=\"440.850322\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- 0.0 -->\r\n      <g transform=\"translate(689.683688 444.649541)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n        <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"682.683688\" xlink:href=\"#mb52c2e89fd\" y=\"357.143883\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- 0.2 -->\r\n      <g transform=\"translate(689.683688 360.943102)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"682.683688\" xlink:href=\"#mb52c2e89fd\" y=\"273.437443\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 0.4 -->\r\n      <g transform=\"translate(689.683688 277.236662)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"682.683688\" xlink:href=\"#mb52c2e89fd\" y=\"189.731004\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- 0.6 -->\r\n      <g transform=\"translate(689.683688 193.530223)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"682.683688\" xlink:href=\"#mb52c2e89fd\" y=\"106.024564\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 0.8 -->\r\n      <g transform=\"translate(689.683688 109.823783)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"682.683688\" xlink:href=\"#mb52c2e89fd\" y=\"22.318125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_31\">\r\n      <!-- 1.0 -->\r\n      <g transform=\"translate(689.683688 26.117344)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 660.939688 457.198125 \r\nL 660.939688 455.499375 \r\nL 660.939688 24.016875 \r\nL 660.939688 22.318125 \r\nL 682.683688 22.318125 \r\nL 682.683688 24.016875 \r\nL 682.683688 455.499375 \r\nL 682.683688 457.198125 \r\nz\r\n\" style=\"fill:none;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p8bb2275701\">\r\n   <rect height=\"434.88\" width=\"535.68\" x=\"91.779688\" y=\"22.318125\"/>\r\n  </clipPath>\r\n  <clipPath id=\"pec069ca23a\">\r\n   <rect height=\"434.88\" width=\"21.744\" x=\"660.939688\" y=\"22.318125\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# compute correlations between preprocessed predictors\n",
    "df_corr = (univariate_selection\n",
    "           .compute_correlations(basetable[basetable[\"split\"] == \"train\"],\n",
    "                                 preprocessed_predictors))\n",
    "\n",
    "plot_correlation_matrix(df_corr)"
   ]
  },
  {
   "source": [
    "## Modelling\n",
    "After having preselected the features, we can start modelling using forward feature selection.\n",
    "\n",
    "Since we use target encoding on all our predictors, we will only consider models with positive coefficients (no sign flip should occur) as this makes the model more interpretable.\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "forward_selection = ForwardFeatureSelection(max_predictors=30,\n",
    "                                            pos_only=True)\n",
    "\n",
    "forward_selection.fit(basetable[basetable[\"split\"] == \"train\"],\n",
    "                      target_column_name,\n",
    "                      preselected_predictors)\n",
    "\n",
    "performances = (forward_selection\n",
    "                .compute_model_performances(basetable, target_column_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 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=\"575.975806pt\" version=\"1.1\" viewBox=\"0 0 720.228125 575.975806\" width=\"720.228125pt\" 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>2021-02-05T12:51:32.077524</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 575.975806 \r\nL 720.228125 575.975806 \r\nL 720.228125 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 43.428125 499.68 \r\nL 713.028125 499.68 \r\nL 713.028125 64.8 \r\nL 43.428125 64.8 \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(#pcdb1f86751)\" d=\"M 73.864489 499.68 \r\nL 73.864489 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_2\"/>\r\n     <g id=\"text_1\">\r\n      <!-- relationship_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(16.802156 555.472201)rotate(-40)scale(0.1 -0.1)\">\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 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 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 6.640625 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 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 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 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 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 -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 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-114\"/>\r\n       <use x=\"33.300781\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"88.916016\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"111.132812\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"166.748047\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"272.363281\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"327.978516\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"377.978516\" xlink:href=\"#ArialMT-104\"/>\r\n       <use x=\"433.59375\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"455.810547\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"511.425781\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"567.041016\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"622.65625\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"678.271484\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 141.500852 499.68 \r\nL 141.500852 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_4\"/>\r\n     <g id=\"text_2\">\r\n      <!-- education_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(90.393318 550.475532)rotate(-40)scale(0.1 -0.1)\">\r\n       <defs>\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 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       </defs>\r\n       <use xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"300.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"378.076172\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"433.691406\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"489.306641\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"544.921875\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"600.537109\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 209.137216 499.68 \r\nL 209.137216 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_6\"/>\r\n     <g id=\"text_3\">\r\n      <!-- age_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(178.394575 533.23438)rotate(-40)scale(0.1 -0.1)\">\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       </defs>\r\n       <use xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"278.076172\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"333.691406\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 276.77358 499.68 \r\nL 276.77358 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_8\"/>\r\n     <g id=\"text_4\">\r\n      <!-- occupation_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(221.835823 553.68947)rotate(-40)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"155.615234\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"211.230469\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"266.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"350.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"372.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"428.076172\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"483.691406\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"539.306641\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"594.921875\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"650.537109\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 344.409943 499.68 \r\nL 344.409943 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_10\"/>\r\n     <g id=\"text_5\">\r\n      <!-- hours-per-week_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(273.307452 567.253293)rotate(-40)scale(0.1 -0.1)\">\r\n       <defs>\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 16.15625 0 \r\nL 0.296875 51.859375 \r\nL 9.375 51.859375 \r\nL 17.625 21.921875 \r\nL 20.703125 10.796875 \r\nQ 20.90625 11.625 23.390625 21.484375 \r\nL 31.640625 51.859375 \r\nL 40.671875 51.859375 \r\nL 48.4375 21.78125 \r\nL 51.03125 11.859375 \r\nL 54 21.875 \r\nL 62.890625 51.859375 \r\nL 71.4375 51.859375 \r\nL 55.21875 0 \r\nL 46.09375 0 \r\nL 37.84375 31.0625 \r\nL 35.84375 39.890625 \r\nL 25.34375 0 \r\nz\r\n\" id=\"ArialMT-119\"/>\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       </defs>\r\n       <use xlink:href=\"#ArialMT-104\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"200.146484\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"250.146484\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"283.447266\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"339.0625\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"394.677734\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"427.978516\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"461.279297\" xlink:href=\"#ArialMT-119\"/>\r\n       <use x=\"533.496094\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"589.111328\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"644.726562\" xlink:href=\"#ArialMT-107\"/>\r\n       <use x=\"694.726562\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"750.341797\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"805.957031\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"861.572266\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 412.046307 499.68 \r\nL 412.046307 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_12\"/>\r\n     <g id=\"text_6\">\r\n      <!-- marital-status_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(348.187723 561.174933)rotate(-40)scale(0.1 -0.1)\">\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       </defs>\r\n       <use xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"83.300781\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"172.216797\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"194.433594\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"222.216797\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"277.832031\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"300.048828\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"333.349609\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"383.349609\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"411.132812\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"466.748047\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"494.53125\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"550.146484\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"600.146484\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"655.761719\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"711.376953\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"766.992188\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_13\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 479.68267 499.68 \r\nL 479.68267 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_14\"/>\r\n     <g id=\"text_7\">\r\n      <!-- workclass_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(428.169372 550.816009)rotate(-40)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-119\"/>\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-107\"/>\r\n       <use x=\"211.132812\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"261.132812\" xlink:href=\"#ArialMT-108\"/>\r\n       <use x=\"283.349609\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"338.964844\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"388.964844\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"438.964844\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"494.580078\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"550.195312\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"605.810547\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_15\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 547.319034 499.68 \r\nL 547.319034 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_16\"/>\r\n     <g id=\"text_8\">\r\n      <!-- race_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(514.530734 535.103869)rotate(-40)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"33.300781\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"88.916016\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"138.916016\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"250.146484\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"305.761719\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"361.376953\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_17\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 614.955398 499.68 \r\nL 614.955398 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_18\"/>\r\n     <g id=\"text_9\">\r\n      <!-- sex_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(585.14749 532.603024)rotate(-40)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 0.734375 0 \r\nL 19.671875 26.953125 \r\nL 2.15625 51.859375 \r\nL 13.140625 51.859375 \r\nL 21.09375 39.703125 \r\nQ 23.34375 36.234375 24.703125 33.890625 \r\nQ 26.859375 37.109375 28.65625 39.59375 \r\nL 37.40625 51.859375 \r\nL 47.90625 51.859375 \r\nL 29.984375 27.4375 \r\nL 49.265625 0 \r\nL 38.484375 0 \r\nL 27.828125 16.109375 \r\nL 25 20.453125 \r\nL 11.375 0 \r\nz\r\n\" id=\"ArialMT-120\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"50\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-120\"/>\r\n       <use x=\"155.615234\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"211.230469\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"266.845703\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_19\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 682.591761 499.68 \r\nL 682.591761 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_20\"/>\r\n     <g id=\"text_10\">\r\n      <!-- education-num_enc -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(614.032777 565.119037)rotate(-40)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"300.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"378.076172\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"433.691406\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"466.992188\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"522.607422\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"578.222656\" xlink:href=\"#ArialMT-109\"/>\r\n       <use x=\"661.523438\" xlink:href=\"#ArialMT-95\"/>\r\n       <use x=\"717.138672\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"772.753906\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"828.369141\" xlink:href=\"#ArialMT-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_21\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 499.68 \r\nL 713.028125 499.68 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_22\"/>\r\n     <g id=\"text_11\">\r\n      <!-- 0.50 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 503.258906)scale(0.1 -0.1)\">\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        <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-53\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_23\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 445.32 \r\nL 713.028125 445.32 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_24\"/>\r\n     <g id=\"text_12\">\r\n      <!-- 0.55 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 448.898906)scale(0.1 -0.1)\">\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-53\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_25\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 390.96 \r\nL 713.028125 390.96 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_26\"/>\r\n     <g id=\"text_13\">\r\n      <!-- 0.60 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 394.538906)scale(0.1 -0.1)\">\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-54\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_27\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 336.6 \r\nL 713.028125 336.6 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_28\"/>\r\n     <g id=\"text_14\">\r\n      <!-- 0.65 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 340.178906)scale(0.1 -0.1)\">\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-54\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_29\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 282.24 \r\nL 713.028125 282.24 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_30\"/>\r\n     <g id=\"text_15\">\r\n      <!-- 0.70 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 285.818906)scale(0.1 -0.1)\">\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-55\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_31\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 227.88 \r\nL 713.028125 227.88 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_32\"/>\r\n     <g id=\"text_16\">\r\n      <!-- 0.75 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 231.458906)scale(0.1 -0.1)\">\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-55\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_33\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 173.52 \r\nL 713.028125 173.52 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_34\"/>\r\n     <g id=\"text_17\">\r\n      <!-- 0.80 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 177.098906)scale(0.1 -0.1)\">\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-56\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_35\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 119.16 \r\nL 713.028125 119.16 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_36\"/>\r\n     <g id=\"text_18\">\r\n      <!-- 0.85 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 122.738906)scale(0.1 -0.1)\">\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-56\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_37\">\r\n      <path clip-path=\"url(#pcdb1f86751)\" d=\"M 43.428125 64.8 \r\nL 713.028125 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_38\"/>\r\n     <g id=\"text_19\">\r\n      <!-- 0.90 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.467188 68.378906)scale(0.1 -0.1)\">\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-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-57\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_20\">\r\n     <!-- Model performance -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(14.479688 325.312656)rotate(-90)scale(0.1 -0.1)\">\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 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      </defs>\r\n      <use xlink:href=\"#ArialMT-77\"/>\r\n      <use x=\"83.300781\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"138.916016\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"194.53125\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"250.146484\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"272.363281\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"300.146484\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"355.761719\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"411.376953\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"444.677734\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"472.460938\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"528.076172\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"561.376953\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"644.677734\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"700.292969\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"755.908203\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"805.908203\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_39\">\r\n    <path clip-path=\"url(#pcdb1f86751)\" d=\"M 73.864489 195.935848 \r\nL 141.500852 109.612404 \r\nL 209.137216 95.565202 \r\nL 276.77358 86.639813 \r\nL 344.409943 81.681918 \r\nL 412.046307 81.321605 \r\nL 479.68267 81.167118 \r\nL 547.319034 81.047931 \r\nL 614.955398 80.99262 \r\nL 682.591761 80.980545 \r\n\" style=\"fill:none;stroke:#0099bf;stroke-linecap:round;stroke-width:3;\"/>\r\n    <defs>\r\n     <path d=\"M 0 5 \r\nC 1.326016 5 2.597899 4.473168 3.535534 3.535534 \r\nC 4.473168 2.597899 5 1.326016 5 0 \r\nC 5 -1.326016 4.473168 -2.597899 3.535534 -3.535534 \r\nC 2.597899 -4.473168 1.326016 -5 0 -5 \r\nC -1.326016 -5 -2.597899 -4.473168 -3.535534 -3.535534 \r\nC -4.473168 -2.597899 -5 -1.326016 -5 0 \r\nC -5 1.326016 -4.473168 2.597899 -3.535534 3.535534 \r\nC -2.597899 4.473168 -1.326016 5 0 5 \r\nz\r\n\" id=\"m263c454d2f\" style=\"stroke:#0099bf;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pcdb1f86751)\">\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"73.864489\" xlink:href=\"#m263c454d2f\" y=\"195.935848\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"141.500852\" xlink:href=\"#m263c454d2f\" y=\"109.612404\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"209.137216\" xlink:href=\"#m263c454d2f\" y=\"95.565202\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"276.77358\" xlink:href=\"#m263c454d2f\" y=\"86.639813\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"344.409943\" xlink:href=\"#m263c454d2f\" y=\"81.681918\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"412.046307\" xlink:href=\"#m263c454d2f\" y=\"81.321605\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"479.68267\" xlink:href=\"#m263c454d2f\" y=\"81.167118\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"547.319034\" xlink:href=\"#m263c454d2f\" y=\"81.047931\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"614.955398\" xlink:href=\"#m263c454d2f\" y=\"80.99262\"/>\r\n     <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"682.591761\" xlink:href=\"#m263c454d2f\" y=\"80.980545\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_40\">\r\n    <path clip-path=\"url(#pcdb1f86751)\" d=\"M 73.864489 189.261216 \r\nL 141.500852 105.386295 \r\nL 209.137216 94.77499 \r\nL 276.77358 85.043892 \r\nL 344.409943 79.343073 \r\nL 412.046307 79.196872 \r\nL 479.68267 78.872928 \r\nL 547.319034 78.845015 \r\nL 614.955398 78.844514 \r\nL 682.591761 78.851023 \r\n\" style=\"fill:none;stroke:#ff9500;stroke-linecap:round;stroke-width:3;\"/>\r\n    <defs>\r\n     <path d=\"M 0 5 \r\nC 1.326016 5 2.597899 4.473168 3.535534 3.535534 \r\nC 4.473168 2.597899 5 1.326016 5 0 \r\nC 5 -1.326016 4.473168 -2.597899 3.535534 -3.535534 \r\nC 2.597899 -4.473168 1.326016 -5 0 -5 \r\nC -1.326016 -5 -2.597899 -4.473168 -3.535534 -3.535534 \r\nC -4.473168 -2.597899 -5 -1.326016 -5 0 \r\nC -5 1.326016 -4.473168 2.597899 -3.535534 3.535534 \r\nC -2.597899 4.473168 -1.326016 5 0 5 \r\nz\r\n\" id=\"m15ed4244a1\" style=\"stroke:#ff9500;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pcdb1f86751)\">\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"73.864489\" xlink:href=\"#m15ed4244a1\" y=\"189.261216\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"141.500852\" xlink:href=\"#m15ed4244a1\" y=\"105.386295\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"209.137216\" xlink:href=\"#m15ed4244a1\" y=\"94.77499\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"276.77358\" xlink:href=\"#m15ed4244a1\" y=\"85.043892\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"344.409943\" xlink:href=\"#m15ed4244a1\" y=\"79.343073\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"412.046307\" xlink:href=\"#m15ed4244a1\" y=\"79.196872\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"479.68267\" xlink:href=\"#m15ed4244a1\" y=\"78.872928\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"547.319034\" xlink:href=\"#m15ed4244a1\" y=\"78.845015\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"614.955398\" xlink:href=\"#m15ed4244a1\" y=\"78.844514\"/>\r\n     <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"682.591761\" xlink:href=\"#m15ed4244a1\" y=\"78.851023\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_41\">\r\n    <path clip-path=\"url(#pcdb1f86751)\" d=\"M 73.864489 196.74166 \r\nL 141.500852 120.841079 \r\nL 209.137216 103.375442 \r\nL 276.77358 92.408473 \r\nL 344.409943 88.39392 \r\nL 412.046307 87.32862 \r\nL 479.68267 87.326994 \r\nL 547.319034 87.360906 \r\nL 614.955398 87.398197 \r\nL 682.591761 87.363909 \r\n\" style=\"fill:none;stroke:#8064a2;stroke-linecap:round;stroke-width:3;\"/>\r\n    <defs>\r\n     <path d=\"M 0 5 \r\nC 1.326016 5 2.597899 4.473168 3.535534 3.535534 \r\nC 4.473168 2.597899 5 1.326016 5 0 \r\nC 5 -1.326016 4.473168 -2.597899 3.535534 -3.535534 \r\nC 2.597899 -4.473168 1.326016 -5 0 -5 \r\nC -1.326016 -5 -2.597899 -4.473168 -3.535534 -3.535534 \r\nC -4.473168 -2.597899 -5 -1.326016 -5 0 \r\nC -5 1.326016 -4.473168 2.597899 -3.535534 3.535534 \r\nC -2.597899 4.473168 -1.326016 5 0 5 \r\nz\r\n\" id=\"m05ce219838\" style=\"stroke:#8064a2;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pcdb1f86751)\">\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"73.864489\" xlink:href=\"#m05ce219838\" y=\"196.74166\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"141.500852\" xlink:href=\"#m05ce219838\" y=\"120.841079\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"209.137216\" xlink:href=\"#m05ce219838\" y=\"103.375442\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"276.77358\" xlink:href=\"#m05ce219838\" y=\"92.408473\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"344.409943\" xlink:href=\"#m05ce219838\" y=\"88.39392\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"412.046307\" xlink:href=\"#m05ce219838\" y=\"87.32862\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"479.68267\" xlink:href=\"#m05ce219838\" y=\"87.326994\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"547.319034\" xlink:href=\"#m05ce219838\" y=\"87.360906\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"614.955398\" xlink:href=\"#m05ce219838\" y=\"87.398197\"/>\r\n     <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"682.591761\" xlink:href=\"#m05ce219838\" y=\"87.363909\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 43.428125 499.68 \r\nL 43.428125 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 713.028125 499.68 \r\nL 713.028125 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 43.428125 499.68 \r\nL 713.028125 499.68 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 43.428125 64.8 \r\nL 713.028125 64.8 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"line2d_42\">\r\n     <path d=\"M 609.8875 456.901875 \r\nL 629.8875 456.901875 \r\n\" style=\"fill:none;stroke:#0099bf;stroke-linecap:round;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_43\">\r\n     <g>\r\n      <use style=\"fill:#0099bf;stroke:#0099bf;\" x=\"619.8875\" xlink:href=\"#m263c454d2f\" y=\"456.901875\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_21\">\r\n     <!-- AUC train -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(637.8875 460.401875)scale(0.1 -0.1)\">\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 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 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-65\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-85\"/>\r\n      <use x=\"138.916016\" xlink:href=\"#ArialMT-67\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"238.916016\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"266.699219\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"300\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"355.615234\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"377.832031\" xlink:href=\"#ArialMT-110\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_44\">\r\n     <path d=\"M 609.8875 471.047187 \r\nL 629.8875 471.047187 \r\n\" style=\"fill:none;stroke:#ff9500;stroke-linecap:round;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_45\">\r\n     <g>\r\n      <use style=\"fill:#ff9500;stroke:#ff9500;\" x=\"619.8875\" xlink:href=\"#m15ed4244a1\" y=\"471.047187\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_22\">\r\n     <!-- AUC selection -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(637.8875 474.547187)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#ArialMT-65\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-85\"/>\r\n      <use x=\"138.916016\" xlink:href=\"#ArialMT-67\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"238.916016\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"288.916016\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"344.53125\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"366.748047\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"422.363281\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"472.363281\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"500.146484\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"522.363281\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"577.978516\" xlink:href=\"#ArialMT-110\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_46\">\r\n     <path d=\"M 609.8875 485.1925 \r\nL 629.8875 485.1925 \r\n\" style=\"fill:none;stroke:#8064a2;stroke-linecap:round;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_47\">\r\n     <g>\r\n      <use style=\"fill:#8064a2;stroke:#8064a2;\" x=\"619.8875\" xlink:href=\"#m05ce219838\" y=\"485.1925\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_23\">\r\n     <!-- AUC validation -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(637.8875 488.6925)scale(0.1 -0.1)\">\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-65\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-85\"/>\r\n      <use x=\"138.916016\" xlink:href=\"#ArialMT-67\"/>\r\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"238.916016\" xlink:href=\"#ArialMT-118\"/>\r\n      <use x=\"288.916016\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"344.53125\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"366.748047\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"388.964844\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"444.580078\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"500.195312\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"527.978516\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"550.195312\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"605.810547\" xlink:href=\"#ArialMT-110\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"text_24\">\r\n   <!-- Performance curves - forward feature selection -->\r\n   <g style=\"fill:#262626;\" transform=\"translate(159.576563 21.515625)scale(0.2 -0.2)\">\r\n    <defs>\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    </defs>\r\n    <use xlink:href=\"#ArialMT-80\"/>\r\n    <use x=\"66.699219\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\r\n    <use x=\"155.615234\" xlink:href=\"#ArialMT-102\"/>\r\n    <use x=\"183.398438\" xlink:href=\"#ArialMT-111\"/>\r\n    <use x=\"239.013672\" xlink:href=\"#ArialMT-114\"/>\r\n    <use x=\"272.314453\" xlink:href=\"#ArialMT-109\"/>\r\n    <use x=\"355.615234\" xlink:href=\"#ArialMT-97\"/>\r\n    <use x=\"411.230469\" xlink:href=\"#ArialMT-110\"/>\r\n    <use x=\"466.845703\" xlink:href=\"#ArialMT-99\"/>\r\n    <use x=\"516.845703\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"572.460938\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"600.244141\" xlink:href=\"#ArialMT-99\"/>\r\n    <use x=\"650.244141\" xlink:href=\"#ArialMT-117\"/>\r\n    <use x=\"705.859375\" xlink:href=\"#ArialMT-114\"/>\r\n    <use x=\"739.160156\" xlink:href=\"#ArialMT-118\"/>\r\n    <use x=\"789.160156\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"844.775391\" xlink:href=\"#ArialMT-115\"/>\r\n    <use x=\"894.775391\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"922.558594\" xlink:href=\"#ArialMT-45\"/>\r\n    <use x=\"955.859375\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"983.642578\" xlink:href=\"#ArialMT-102\"/>\r\n    <use x=\"1011.425781\" xlink:href=\"#ArialMT-111\"/>\r\n    <use x=\"1067.041016\" xlink:href=\"#ArialMT-114\"/>\r\n    <use x=\"1100.341797\" xlink:href=\"#ArialMT-119\"/>\r\n    <use x=\"1172.558594\" xlink:href=\"#ArialMT-97\"/>\r\n    <use x=\"1228.173828\" xlink:href=\"#ArialMT-114\"/>\r\n    <use x=\"1261.474609\" xlink:href=\"#ArialMT-100\"/>\r\n    <use x=\"1317.089844\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"1344.873047\" xlink:href=\"#ArialMT-102\"/>\r\n    <use x=\"1372.65625\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"1428.271484\" xlink:href=\"#ArialMT-97\"/>\r\n    <use x=\"1483.886719\" xlink:href=\"#ArialMT-116\"/>\r\n    <use x=\"1511.669922\" xlink:href=\"#ArialMT-117\"/>\r\n    <use x=\"1567.285156\" xlink:href=\"#ArialMT-114\"/>\r\n    <use x=\"1600.585938\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"1656.201172\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"1683.984375\" xlink:href=\"#ArialMT-115\"/>\r\n    <use x=\"1733.984375\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"1789.599609\" xlink:href=\"#ArialMT-108\"/>\r\n    <use x=\"1811.816406\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"1867.431641\" xlink:href=\"#ArialMT-99\"/>\r\n    <use x=\"1917.431641\" xlink:href=\"#ArialMT-116\"/>\r\n    <use x=\"1945.214844\" xlink:href=\"#ArialMT-105\"/>\r\n    <use x=\"1967.431641\" xlink:href=\"#ArialMT-111\"/>\r\n    <use x=\"2023.046875\" xlink:href=\"#ArialMT-110\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pcdb1f86751\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"43.428125\" y=\"64.8\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "# plot performance curves\n",
    "plot_performance_curves(performances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 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=\"495.66pt\" version=\"1.1\" viewBox=\"0 0 776.1125 495.66\" width=\"776.1125pt\" 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>2021-02-05T12:51:32.551694</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 495.66 \r\nL 776.1125 495.66 \r\nL 776.1125 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 99.3125 456.669375 \r\nL 768.9125 456.669375 \r\nL 768.9125 21.789375 \r\nL 99.3125 21.789375 \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      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 6 \r\n\" id=\"m1354c72309\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(92.3625 473.327187)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"186.887414\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 0.1 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(179.937414 473.327187)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"274.462327\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(267.512327 473.327187)scale(0.1 -0.1)\">\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-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"362.037241\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 0.3 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(355.087241 473.327187)scale(0.1 -0.1)\">\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-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"449.612154\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(442.662154 473.327187)scale(0.1 -0.1)\">\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-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"537.187068\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 0.5 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(530.237068 473.327187)scale(0.1 -0.1)\">\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-48\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"624.761981\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(617.811981 473.327187)scale(0.1 -0.1)\">\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-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"712.336895\" xlink:href=\"#m1354c72309\" y=\"456.669375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0.7 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(705.386895 473.327187)scale(0.1 -0.1)\">\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-55\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_9\">\r\n     <!-- importance -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(409.380469 486.4725)scale(0.1 -0.1)\">\r\n      <defs>\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 14.453125 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 6.5 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 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 40.4375 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 6.59375 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 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      </defs>\r\n      <use xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"22.216797\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"105.517578\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"161.132812\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"216.748047\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"250.048828\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"277.832031\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"333.447266\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"389.0625\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"439.0625\" 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      <defs>\r\n       <path d=\"M 0 0 \r\nL -6 0 \r\n\" id=\"md315c3879e\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#md315c3879e\" y=\"65.277375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- relationship -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(38.673438 68.856281)scale(0.1 -0.1)\">\r\n       <defs>\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 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 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       </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-108\"/>\r\n       <use x=\"111.132812\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"166.748047\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"194.53125\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"216.748047\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"272.363281\" xlink:href=\"#ArialMT-110\"/>\r\n       <use x=\"327.978516\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"377.978516\" xlink:href=\"#ArialMT-104\"/>\r\n       <use x=\"433.59375\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"455.810547\" xlink:href=\"#ArialMT-112\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#md315c3879e\" y=\"152.253375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- education -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(46.446875 155.832281)scale(0.1 -0.1)\">\r\n       <defs>\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 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       </defs>\r\n       <use xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-100\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"216.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"272.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"300.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"378.076172\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#md315c3879e\" y=\"239.229375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- occupation -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(41.446875 242.808281)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"105.615234\" xlink:href=\"#ArialMT-99\"/>\r\n       <use x=\"155.615234\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"211.230469\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"266.845703\" xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"322.460938\" xlink:href=\"#ArialMT-116\"/>\r\n       <use x=\"350.244141\" xlink:href=\"#ArialMT-105\"/>\r\n       <use x=\"372.460938\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"428.076172\" xlink:href=\"#ArialMT-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#md315c3879e\" y=\"326.205375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- age -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(73.129688 329.725687)scale(0.1 -0.1)\">\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       </defs>\r\n       <use xlink:href=\"#ArialMT-97\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-103\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-101\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"99.3125\" xlink:href=\"#md315c3879e\" y=\"413.181375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- hours-per-week -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(20.345313 416.760281)scale(0.1 -0.1)\">\r\n       <defs>\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 16.15625 0 \r\nL 0.296875 51.859375 \r\nL 9.375 51.859375 \r\nL 17.625 21.921875 \r\nL 20.703125 10.796875 \r\nQ 20.90625 11.625 23.390625 21.484375 \r\nL 31.640625 51.859375 \r\nL 40.671875 51.859375 \r\nL 48.4375 21.78125 \r\nL 51.03125 11.859375 \r\nL 54 21.875 \r\nL 62.890625 51.859375 \r\nL 71.4375 51.859375 \r\nL 55.21875 0 \r\nL 46.09375 0 \r\nL 37.84375 31.0625 \r\nL 35.84375 39.890625 \r\nL 25.34375 0 \r\nz\r\n\" id=\"ArialMT-119\"/>\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       </defs>\r\n       <use xlink:href=\"#ArialMT-104\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\r\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"200.146484\" xlink:href=\"#ArialMT-115\"/>\r\n       <use x=\"250.146484\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"283.447266\" xlink:href=\"#ArialMT-112\"/>\r\n       <use x=\"339.0625\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"394.677734\" xlink:href=\"#ArialMT-114\"/>\r\n       <use x=\"427.978516\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"461.279297\" xlink:href=\"#ArialMT-119\"/>\r\n       <use x=\"533.496094\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"589.111328\" xlink:href=\"#ArialMT-101\"/>\r\n       <use x=\"644.726562\" xlink:href=\"#ArialMT-107\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- predictor -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(14.357813 258.680937)rotate(-90)scale(0.1 -0.1)\">\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-100\"/>\r\n      <use x=\"200.146484\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"222.363281\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"272.363281\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"300.146484\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"355.761719\" xlink:href=\"#ArialMT-114\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 99.3125 30.486975 \r\nL 737.026786 30.486975 \r\nL 737.026786 100.067775 \r\nL 99.3125 100.067775 \r\nz\r\n\" style=\"fill:#759adc;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 99.3125 117.462975 \r\nL 618.101541 117.462975 \r\nL 618.101541 187.043775 \r\nL 99.3125 187.043775 \r\nz\r\n\" style=\"fill:#759adc;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 99.3125 204.438975 \r\nL 592.841581 204.438975 \r\nL 592.841581 274.019775 \r\nL 99.3125 274.019775 \r\nz\r\n\" style=\"fill:#759adc;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 99.3125 291.414975 \r\nL 553.383401 291.414975 \r\nL 553.383401 360.995775 \r\nL 99.3125 360.995775 \r\nz\r\n\" style=\"fill:#759adc;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 99.3125 378.390975 \r\nL 481.827249 378.390975 \r\nL 481.827249 447.971775 \r\nL 99.3125 447.971775 \r\nz\r\n\" style=\"fill:#759adc;\"/>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_17\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"line2d_18\">\r\n    <path clip-path=\"url(#p9d8461d0aa)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#424242;stroke-linecap:round;stroke-width:2.7;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 99.3125 456.669375 \r\nL 99.3125 21.789375 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 99.3125 456.669375 \r\nL 768.9125 456.669375 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- Variable importance -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(381.197188 15.789375)scale(0.12 -0.12)\">\r\n     <defs>\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      <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     </defs>\r\n     <use xlink:href=\"#ArialMT-86\"/>\r\n     <use x=\"59.324219\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"114.939453\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"148.240234\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"170.457031\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"226.072266\" xlink:href=\"#ArialMT-98\"/>\r\n     <use x=\"281.6875\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"303.904297\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"359.519531\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"387.302734\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"409.519531\" xlink:href=\"#ArialMT-109\"/>\r\n     <use x=\"492.820312\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"548.435547\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"604.050781\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"637.351562\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"665.134766\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"720.75\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"776.365234\" xlink:href=\"#ArialMT-99\"/>\r\n     <use x=\"826.365234\" xlink:href=\"#ArialMT-101\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p9d8461d0aa\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"99.3125\" y=\"21.789375\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "# after plotting the performances and selecting the model,\n",
    "model = forward_selection.get_model_from_step(4)\n",
    "\n",
    "# we have chosen model with 5 variables, which we extract as follows\n",
    "final_predictors = model.predictors\n",
    "\n",
    "# we can also compute and plot the importance of each predictor in the model:\n",
    "variable_importance = model.compute_variable_importance(\n",
    "    basetable[basetable[\"split\"] == \"selection\"])\n",
    "\n",
    "# this is correlation of the model score and predictor    \n",
    "plot_variable_importance(variable_importance)"
   ]
  },
  {
   "source": [
    "## Evaluation\n",
    "\n",
    "Next step after modelling is to evaluate how well is our model performing"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get numpy array of True target labels and predicted scores\n",
    "y_true = basetable[basetable[\"split\"] == \"selection\"][target_column_name].values\n",
    "y_pred = model.score_model(basetable[basetable[\"split\"] == \"selection\"])\n",
    "\n",
    "evaluator = Evaluator()\n",
    "\n",
    "# automatically finds the best cut-off probability\n",
    "evaluator.fit(y_true, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "accuracy             0.801597\n",
       "AUC                  0.886623\n",
       "precision            0.559809\n",
       "recall               0.800684\n",
       "F1                   0.658923\n",
       "matthews_corrcoef    0.541860\n",
       "lift at  0.05        3.560000\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "source": [
    "# get various scalar metrics such as accuracy, AUC, precision, recall, ...\n",
    "evaluator.scalar_metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 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=\"502.172187pt\" version=\"1.1\" viewBox=\"0 0 721.920313 502.172187\" width=\"721.920313pt\" 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>2021-02-05T12:51:33.137018</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 502.172187 \r\nL 721.920313 502.172187 \r\nL 721.920313 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 45.120313 463.276875 \r\nL 714.720313 463.276875 \r\nL 714.720313 28.396875 \r\nL 45.120313 28.396875 \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(#p5140774314)\" d=\"M 75.556676 463.276875 \r\nL 75.556676 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_2\"/>\r\n     <g id=\"text_1\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(67.605114 474.375312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n        <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 197.302131 463.276875 \r\nL 197.302131 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_4\"/>\r\n     <g id=\"text_2\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(189.350568 474.375312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 319.047585 463.276875 \r\nL 319.047585 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_6\"/>\r\n     <g id=\"text_3\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(311.096023 474.375312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 440.79304 463.276875 \r\nL 440.79304 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_8\"/>\r\n     <g id=\"text_4\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(432.841477 474.375312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 562.538494 463.276875 \r\nL 562.538494 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_10\"/>\r\n     <g id=\"text_5\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(554.586932 474.375312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 684.283949 463.276875 \r\nL 684.283949 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_12\"/>\r\n     <g id=\"text_6\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(676.332386 474.375312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     <!-- False Positive Rate -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(310.220703 491.852656)scale(0.15 -0.15)\">\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 51.703125 72.90625 \r\nL 51.703125 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.109375 \r\nL 48.578125 43.109375 \r\nL 48.578125 34.8125 \r\nL 19.671875 34.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n       <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n       <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n       <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n       <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n       <path id=\"DejaVuSans-32\"/>\r\n       <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-80\"/>\r\n       <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n       <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n       <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n       <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n       <path d=\"M 44.390625 34.1875 \r\nQ 47.5625 33.109375 50.5625 29.59375 \r\nQ 53.5625 26.078125 56.59375 19.921875 \r\nL 66.609375 0 \r\nL 56 0 \r\nL 46.6875 18.703125 \r\nQ 43.0625 26.03125 39.671875 28.421875 \r\nQ 36.28125 30.8125 30.421875 30.8125 \r\nL 19.671875 30.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nL 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.578125 72.90625 50.734375 67.671875 \r\nQ 56.890625 62.453125 56.890625 51.90625 \r\nQ 56.890625 45.015625 53.6875 40.46875 \r\nQ 50.484375 35.9375 44.390625 34.1875 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 38.921875 \r\nL 32.078125 38.921875 \r\nQ 39.203125 38.921875 42.84375 42.21875 \r\nQ 46.484375 45.515625 46.484375 51.90625 \r\nQ 46.484375 58.296875 42.84375 61.546875 \r\nQ 39.203125 64.796875 32.078125 64.796875 \r\nz\r\n\" id=\"DejaVuSans-82\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"48.394531\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"109.673828\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"137.457031\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"189.556641\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"251.080078\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"282.867188\" xlink:href=\"#DejaVuSans-80\"/>\r\n      <use x=\"339.544922\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"400.726562\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"452.826172\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"480.609375\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"519.818359\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"547.601562\" xlink:href=\"#DejaVuSans-118\"/>\r\n      <use x=\"606.78125\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"668.304688\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"700.091797\" xlink:href=\"#DejaVuSans-82\"/>\r\n      <use x=\"767.324219\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"828.603516\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"867.8125\" xlink:href=\"#DejaVuSans-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_13\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 45.120313 443.509602 \r\nL 714.720313 443.509602 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_14\"/>\r\n     <g id=\"text_8\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.717188 447.308821)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_15\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 45.120313 364.440511 \r\nL 714.720313 364.440511 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_16\"/>\r\n     <g id=\"text_9\">\r\n      <!-- 0.2 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.717188 368.23973)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_17\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 45.120313 285.37142 \r\nL 714.720313 285.37142 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_18\"/>\r\n     <g id=\"text_10\">\r\n      <!-- 0.4 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.717188 289.170639)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_19\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 45.120313 206.30233 \r\nL 714.720313 206.30233 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_20\"/>\r\n     <g id=\"text_11\">\r\n      <!-- 0.6 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.717188 210.101548)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_21\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 45.120313 127.233239 \r\nL 714.720313 127.233239 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_22\"/>\r\n     <g id=\"text_12\">\r\n      <!-- 0.8 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.717188 131.032457)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_23\">\r\n      <path clip-path=\"url(#p5140774314)\" d=\"M 45.120313 48.164148 \r\nL 714.720313 48.164148 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_24\"/>\r\n     <g id=\"text_13\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.717188 51.963366)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_14\">\r\n     <!-- True Positive Rate -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(18.597656 312.631406)rotate(-90)scale(0.15 -0.15)\">\r\n      <defs>\r\n       <path d=\"M -0.296875 72.90625 \r\nL 61.375 72.90625 \r\nL 61.375 64.59375 \r\nL 35.5 64.59375 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 64.59375 \r\nL -0.296875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-84\"/>\r\n       <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n       <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-84\"/>\r\n      <use x=\"46.333984\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"87.447266\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"150.826172\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"212.349609\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"244.136719\" xlink:href=\"#DejaVuSans-80\"/>\r\n      <use x=\"300.814453\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"361.996094\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"414.095703\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"441.878906\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"481.087891\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"508.871094\" xlink:href=\"#DejaVuSans-118\"/>\r\n      <use x=\"568.050781\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"629.574219\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"661.361328\" xlink:href=\"#DejaVuSans-82\"/>\r\n      <use x=\"728.59375\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"789.873047\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"829.082031\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_25\">\r\n    <path clip-path=\"url(#p5140774314)\" d=\"M 75.556676 443.509602 \r\nL 75.556676 434.378441 \r\nL 75.720533 434.378441 \r\nL 75.720533 434.04025 \r\nL 75.884389 433.363868 \r\nL 75.884389 432.349294 \r\nL 76.048246 432.349294 \r\nL 76.048246 431.672912 \r\nL 76.212103 430.99653 \r\nL 76.212103 426.600045 \r\nL 76.375959 426.261854 \r\nL 76.375959 424.570898 \r\nL 76.539816 424.570898 \r\nL 76.539816 422.541751 \r\nL 76.703672 422.20356 \r\nL 76.867529 422.20356 \r\nL 76.867529 416.45431 \r\nL 77.031386 416.45431 \r\nL 77.031386 416.116119 \r\nL 77.359099 414.425163 \r\nL 77.359099 413.748781 \r\nL 77.686812 413.41059 \r\nL 77.686812 410.705061 \r\nL 78.342238 410.705061 \r\nL 78.342238 409.690487 \r\nL 78.506095 409.690487 \r\nL 78.506095 409.352296 \r\nL 78.669952 409.352296 \r\nL 78.669952 407.323149 \r\nL 78.833808 407.323149 \r\nL 78.833808 406.646767 \r\nL 78.997665 406.646767 \r\nL 78.997665 405.294002 \r\nL 79.161521 405.294002 \r\nL 79.161521 403.264855 \r\nL 79.325378 403.264855 \r\nL 79.325378 395.82465 \r\nL 79.489235 395.82465 \r\nL 79.489235 395.486459 \r\nL 79.816948 395.486459 \r\nL 79.816948 393.795503 \r\nL 80.472374 391.089974 \r\nL 80.636231 389.737209 \r\nL 80.800087 389.737209 \r\nL 80.800087 380.606048 \r\nL 80.963944 380.606048 \r\nL 80.963944 378.576901 \r\nL 81.127801 377.900519 \r\nL 81.127801 376.885946 \r\nL 81.291657 375.533181 \r\nL 81.291657 374.180416 \r\nL 81.455514 374.180416 \r\nL 81.455514 371.136696 \r\nL 81.61937 371.136696 \r\nL 81.61937 368.092976 \r\nL 81.783227 368.092976 \r\nL 81.783227 366.40202 \r\nL 81.947084 366.063829 \r\nL 81.947084 358.961815 \r\nL 82.11094 358.623624 \r\nL 82.11094 357.270859 \r\nL 82.274797 357.270859 \r\nL 82.274797 356.932668 \r\nL 82.438653 355.241712 \r\nL 82.438653 353.212565 \r\nL 82.766367 352.536183 \r\nL 82.766367 352.197992 \r\nL 82.930223 351.859801 \r\nL 83.09408 351.859801 \r\nL 83.257936 351.521609 \r\nL 83.421793 350.168845 \r\nL 83.913363 349.830654 \r\nL 84.241076 349.830654 \r\nL 84.404933 349.492463 \r\nL 84.568789 349.492463 \r\nL 84.568789 349.154271 \r\nL 84.732646 348.477889 \r\nL 85.060359 348.477889 \r\nL 85.060359 347.801507 \r\nL 85.224216 347.463316 \r\nL 85.551929 346.448742 \r\nL 85.879642 343.405022 \r\nL 86.043499 343.405022 \r\nL 86.043499 343.066831 \r\nL 86.371212 342.390448 \r\nL 86.698925 342.390448 \r\nL 86.698925 342.052257 \r\nL 86.862782 342.052257 \r\nL 86.862782 340.699493 \r\nL 87.026638 340.699493 \r\nL 87.354351 339.684919 \r\nL 87.518208 339.684919 \r\nL 87.518208 339.008537 \r\nL 87.682065 339.008537 \r\nL 87.682065 337.317581 \r\nL 88.009778 337.317581 \r\nL 88.009778 334.612052 \r\nL 88.173634 334.612052 \r\nL 88.173634 332.582905 \r\nL 88.665204 330.553758 \r\nL 88.829061 330.553758 \r\nL 89.156774 327.848229 \r\nL 89.156774 325.819082 \r\nL 89.320631 324.804509 \r\nL 89.648344 324.804509 \r\nL 89.648344 324.466317 \r\nL 89.976057 324.466317 \r\nL 89.976057 322.098979 \r\nL 90.30377 322.098979 \r\nL 90.631483 321.084406 \r\nL 90.79534 321.084406 \r\nL 90.79534 320.746215 \r\nL 91.28691 320.746215 \r\nL 91.28691 317.702494 \r\nL 91.450766 317.702494 \r\nL 91.450766 317.026112 \r\nL 91.614623 317.026112 \r\nL 91.614623 316.34973 \r\nL 91.942336 315.673348 \r\nL 92.270049 315.673348 \r\nL 92.270049 314.996965 \r\nL 92.433906 314.996965 \r\nL 92.433906 314.658774 \r\nL 92.597763 314.658774 \r\nL 92.761619 314.320583 \r\nL 92.761619 312.629627 \r\nL 92.925476 312.629627 \r\nL 92.925476 311.615054 \r\nL 93.089332 311.615054 \r\nL 93.089332 310.938671 \r\nL 93.253189 310.938671 \r\nL 93.253189 310.60048 \r\nL 93.417046 310.60048 \r\nL 94.072472 306.542186 \r\nL 94.072472 305.189422 \r\nL 94.400185 305.189422 \r\nL 94.400185 302.145702 \r\nL 94.564042 301.80751 \r\nL 94.891755 301.80751 \r\nL 95.055612 300.792937 \r\nL 95.055612 299.778363 \r\nL 95.219468 299.440172 \r\nL 95.219468 297.749217 \r\nL 95.383325 297.749217 \r\nL 95.383325 295.72007 \r\nL 95.547181 295.72007 \r\nL 95.547181 295.381878 \r\nL 95.874895 292.676349 \r\nL 95.874895 291.323585 \r\nL 96.038751 291.323585 \r\nL 96.038751 290.985394 \r\nL 96.202608 290.647202 \r\nL 96.202608 290.309011 \r\nL 96.694178 290.309011 \r\nL 96.694178 289.97082 \r\nL 96.858034 288.956247 \r\nL 96.858034 288.279864 \r\nL 97.021891 287.265291 \r\nL 97.349604 287.265291 \r\nL 97.349604 286.9271 \r\nL 97.513461 286.588909 \r\nL 97.513461 285.912526 \r\nL 97.677317 285.912526 \r\nL 97.677317 285.236144 \r\nL 97.841174 285.236144 \r\nL 97.841174 284.897953 \r\nL 98.4966 284.897953 \r\nL 98.660457 284.221571 \r\nL 99.807453 284.221571 \r\nL 99.807453 281.854232 \r\nL 100.626736 281.854232 \r\nL 100.790593 280.839659 \r\nL 100.954449 280.839659 \r\nL 100.954449 280.501468 \r\nL 101.118306 280.501468 \r\nL 101.118306 280.163277 \r\nL 101.446019 280.163277 \r\nL 101.446019 279.148703 \r\nL 101.609876 278.472321 \r\nL 102.265302 277.457748 \r\nL 102.265302 276.781365 \r\nL 102.429159 276.443174 \r\nL 102.593015 276.443174 \r\nL 102.593015 275.766792 \r\nL 102.756872 275.766792 \r\nL 102.756872 273.399454 \r\nL 102.920729 273.061263 \r\nL 103.248442 273.061263 \r\nL 103.248442 272.723071 \r\nL 103.412298 272.723071 \r\nL 103.576155 272.38488 \r\nL 103.740012 272.38488 \r\nL 103.740012 271.370307 \r\nL 103.903868 271.370307 \r\nL 104.231581 270.355733 \r\nL 104.231581 269.34116 \r\nL 104.395438 268.664778 \r\nL 104.395438 265.959248 \r\nL 104.559295 265.282866 \r\nL 104.559295 264.606484 \r\nL 104.723151 264.606484 \r\nL 104.723151 264.268293 \r\nL 104.887008 264.268293 \r\nL 104.887008 262.915528 \r\nL 105.050864 262.915528 \r\nL 105.050864 262.577337 \r\nL 105.214721 262.239146 \r\nL 105.378578 262.239146 \r\nL 105.542434 261.900955 \r\nL 105.542434 261.562763 \r\nL 105.706291 261.224572 \r\nL 105.870147 261.224572 \r\nL 106.034004 259.871808 \r\nL 106.034004 258.180852 \r\nL 106.853287 258.180852 \r\nL 106.853287 257.842661 \r\nL 107.017144 257.50447 \r\nL 107.017144 257.166279 \r\nL 107.181 257.166279 \r\nL 107.181 256.489896 \r\nL 108.000283 256.489896 \r\nL 108.000283 255.475323 \r\nL 108.65571 255.137132 \r\nL 108.65571 254.79894 \r\nL 108.819566 254.79894 \r\nL 108.819566 254.460749 \r\nL 109.147279 254.460749 \r\nL 109.311136 254.122558 \r\nL 109.311136 253.784367 \r\nL 109.474993 253.784367 \r\nL 109.638849 253.446176 \r\nL 109.802706 253.446176 \r\nL 109.966562 253.107985 \r\nL 110.294276 253.107985 \r\nL 110.949702 251.417029 \r\nL 111.605128 251.417029 \r\nL 111.605128 250.740647 \r\nL 111.768985 250.402456 \r\nL 111.768985 247.696926 \r\nL 112.096698 247.696926 \r\nL 112.096698 246.344162 \r\nL 112.260555 246.005971 \r\nL 112.588268 245.667779 \r\nL 112.588268 244.991397 \r\nL 112.752125 244.991397 \r\nL 112.752125 244.653206 \r\nL 113.243694 244.653206 \r\nL 113.243694 242.96225 \r\nL 113.407551 242.624059 \r\nL 113.571408 242.624059 \r\nL 113.899121 242.285868 \r\nL 114.062977 241.947677 \r\nL 114.390691 241.947677 \r\nL 114.390691 241.609486 \r\nL 114.554547 241.271294 \r\nL 114.554547 240.594912 \r\nL 114.718404 239.91853 \r\nL 115.37383 238.903956 \r\nL 115.37383 237.889383 \r\nL 115.537687 237.551192 \r\nL 116.029257 237.551192 \r\nL 116.193113 237.213001 \r\nL 116.193113 236.536618 \r\nL 116.520826 235.860236 \r\nL 116.684683 235.860236 \r\nL 116.684683 235.522045 \r\nL 116.84854 235.522045 \r\nL 116.84854 235.183854 \r\nL 117.012396 234.507471 \r\nL 117.176253 234.507471 \r\nL 117.340109 234.16928 \r\nL 117.340109 233.831089 \r\nL 117.667823 233.831089 \r\nL 117.667823 233.492898 \r\nL 117.831679 233.492898 \r\nL 117.831679 231.801942 \r\nL 118.159392 231.463751 \r\nL 118.323249 231.463751 \r\nL 118.323249 230.787369 \r\nL 118.814819 230.787369 \r\nL 118.814819 230.110987 \r\nL 118.978675 230.110987 \r\nL 118.978675 229.434604 \r\nL 119.306389 229.434604 \r\nL 119.306389 229.096413 \r\nL 119.797958 229.096413 \r\nL 120.453385 228.758222 \r\nL 120.453385 228.420031 \r\nL 120.617241 228.420031 \r\nL 121.108811 228.08184 \r\nL 121.108811 227.405457 \r\nL 121.272668 227.405457 \r\nL 121.436524 227.067266 \r\nL 121.436524 226.390884 \r\nL 122.419664 226.390884 \r\nL 122.419664 226.052693 \r\nL 122.583521 225.714502 \r\nL 122.583521 225.37631 \r\nL 122.911234 224.361737 \r\nL 123.238947 224.361737 \r\nL 123.238947 224.023546 \r\nL 123.402804 224.023546 \r\nL 123.402804 223.008972 \r\nL 123.56666 223.008972 \r\nL 123.56666 222.33259 \r\nL 124.713656 221.994399 \r\nL 124.713656 221.656208 \r\nL 125.205226 221.656208 \r\nL 125.205226 221.318017 \r\nL 125.369083 220.303443 \r\nL 125.860653 220.303443 \r\nL 125.860653 219.627061 \r\nL 126.516079 219.627061 \r\nL 126.516079 217.597914 \r\nL 126.843792 216.921532 \r\nL 126.843792 216.245149 \r\nL 127.171505 216.245149 \r\nL 127.171505 215.906958 \r\nL 127.499219 215.906958 \r\nL 127.499219 215.230576 \r\nL 127.990788 215.230576 \r\nL 127.990788 213.877811 \r\nL 128.154645 213.877811 \r\nL 128.318502 213.201429 \r\nL 128.646215 213.201429 \r\nL 128.810071 212.863238 \r\nL 128.973928 212.863238 \r\nL 129.465498 212.186856 \r\nL 129.629354 212.186856 \r\nL 129.793211 211.510473 \r\nL 130.120924 211.510473 \r\nL 130.284781 211.172282 \r\nL 130.448637 211.172282 \r\nL 130.448637 210.834091 \r\nL 130.940207 209.819518 \r\nL 131.26792 209.819518 \r\nL 131.431777 209.481326 \r\nL 131.431777 209.143135 \r\nL 132.087203 209.143135 \r\nL 132.087203 208.466753 \r\nL 132.25106 208.466753 \r\nL 132.414917 208.128562 \r\nL 132.74263 208.128562 \r\nL 132.74263 207.790371 \r\nL 132.906486 207.113988 \r\nL 132.906486 206.437606 \r\nL 133.561913 206.437606 \r\nL 133.561913 205.761224 \r\nL 133.889626 205.423033 \r\nL 133.889626 204.74665 \r\nL 134.217339 204.74665 \r\nL 134.217339 203.732077 \r\nL 134.381196 203.732077 \r\nL 134.381196 203.393886 \r\nL 134.708909 203.055695 \r\nL 135.036622 203.055695 \r\nL 135.036622 202.379312 \r\nL 135.200479 202.379312 \r\nL 135.200479 201.364739 \r\nL 136.183619 201.364739 \r\nL 136.183619 200.011974 \r\nL 137.002902 200.011974 \r\nL 137.002902 199.673783 \r\nL 137.494471 197.982827 \r\nL 137.658328 197.644636 \r\nL 137.822185 197.644636 \r\nL 137.986041 196.630063 \r\nL 138.313754 196.630063 \r\nL 138.313754 195.95368 \r\nL 138.477611 195.615489 \r\nL 138.969181 193.924533 \r\nL 138.969181 193.248151 \r\nL 139.133037 193.248151 \r\nL 139.296894 192.90996 \r\nL 139.624607 192.90996 \r\nL 139.95232 192.571769 \r\nL 140.116177 192.571769 \r\nL 140.44389 192.233578 \r\nL 140.44389 191.895387 \r\nL 141.42703 191.895387 \r\nL 141.42703 190.880813 \r\nL 141.754743 190.880813 \r\nL 141.754743 190.204431 \r\nL 141.9186 189.189857 \r\nL 142.410169 189.189857 \r\nL 142.737883 188.175284 \r\nL 143.065596 188.175284 \r\nL 143.065596 187.498902 \r\nL 143.557166 187.498902 \r\nL 143.721022 187.16071 \r\nL 143.721022 186.822519 \r\nL 144.212592 186.822519 \r\nL 144.212592 186.484328 \r\nL 144.376449 186.146137 \r\nL 145.031875 185.807946 \r\nL 145.031875 185.131564 \r\nL 145.195732 185.131564 \r\nL 145.195732 184.455181 \r\nL 145.359588 184.455181 \r\nL 145.359588 184.11699 \r\nL 146.015015 183.778799 \r\nL 146.015015 182.426034 \r\nL 146.178871 182.087843 \r\nL 147.162011 182.087843 \r\nL 149.12829 180.735079 \r\nL 149.456003 180.735079 \r\nL 149.456003 179.382314 \r\nL 149.783716 179.382314 \r\nL 150.275286 177.353167 \r\nL 151.094569 177.014976 \r\nL 151.094569 176.676785 \r\nL 151.586139 176.338594 \r\nL 153.060848 176.338594 \r\nL 153.060848 176.000402 \r\nL 154.043988 176.000402 \r\nL 154.207845 175.662211 \r\nL 154.207845 174.647638 \r\nL 154.699414 174.647638 \r\nL 154.863271 174.309447 \r\nL 155.027128 174.309447 \r\nL 155.027128 172.956682 \r\nL 155.190984 172.956682 \r\nL 155.354841 171.942109 \r\nL 155.846411 171.942109 \r\nL 156.010267 171.603918 \r\nL 156.665694 171.603918 \r\nL 156.665694 171.265726 \r\nL 156.82955 171.265726 \r\nL 156.82955 170.589344 \r\nL 156.993407 170.589344 \r\nL 156.993407 169.236579 \r\nL 157.484977 169.236579 \r\nL 157.648833 168.898388 \r\nL 157.648833 168.560197 \r\nL 157.81269 168.222006 \r\nL 157.81269 167.883815 \r\nL 157.976546 167.545624 \r\nL 157.976546 167.207433 \r\nL 162.072961 164.501903 \r\nL 162.072961 163.825521 \r\nL 162.892244 163.48733 \r\nL 162.892244 163.149139 \r\nL 163.219958 163.149139 \r\nL 163.383814 162.810948 \r\nL 163.547671 162.810948 \r\nL 163.875384 162.472756 \r\nL 163.875384 162.134565 \r\nL 164.53081 162.134565 \r\nL 164.694667 161.796374 \r\nL 164.694667 161.458183 \r\nL 165.51395 161.458183 \r\nL 165.51395 161.119992 \r\nL 166.00552 161.119992 \r\nL 166.00552 160.781801 \r\nL 166.169376 160.781801 \r\nL 166.169376 160.105418 \r\nL 166.333233 160.105418 \r\nL 166.333233 159.090845 \r\nL 166.824803 159.090845 \r\nL 166.824803 158.752654 \r\nL 167.644086 158.752654 \r\nL 167.644086 158.414463 \r\nL 168.135656 158.414463 \r\nL 168.135656 157.73808 \r\nL 168.463369 157.73808 \r\nL 168.463369 157.399889 \r\nL 169.282652 157.399889 \r\nL 169.282652 156.723507 \r\nL 169.446509 156.723507 \r\nL 169.610365 156.385316 \r\nL 169.774222 156.385316 \r\nL 169.774222 156.047125 \r\nL 169.938078 156.047125 \r\nL 169.938078 155.370742 \r\nL 170.265792 155.370742 \r\nL 171.085075 154.69436 \r\nL 171.412788 154.69436 \r\nL 171.576644 154.356169 \r\nL 172.232071 154.356169 \r\nL 172.559784 153.679787 \r\nL 172.887497 153.679787 \r\nL 172.887497 153.341595 \r\nL 173.21521 153.341595 \r\nL 173.21521 152.665213 \r\nL 175.017633 150.974257 \r\nL 175.509203 150.974257 \r\nL 175.509203 150.297875 \r\nL 176.164629 150.297875 \r\nL 176.164629 149.959684 \r\nL 177.147769 149.283302 \r\nL 177.475482 149.283302 \r\nL 177.475482 148.606919 \r\nL 177.967052 148.606919 \r\nL 177.967052 148.268728 \r\nL 178.786335 148.268728 \r\nL 178.786335 147.930537 \r\nL 178.950191 147.930537 \r\nL 178.950191 147.592346 \r\nL 179.277905 147.592346 \r\nL 179.441761 147.254155 \r\nL 179.769474 147.254155 \r\nL 179.769474 146.915964 \r\nL 180.097188 146.915964 \r\nL 180.097188 146.239581 \r\nL 180.261044 146.239581 \r\nL 180.261044 145.90139 \r\nL 180.916471 145.90139 \r\nL 180.916471 144.210434 \r\nL 181.080327 144.210434 \r\nL 181.080327 143.872243 \r\nL 181.244184 143.872243 \r\nL 181.244184 143.534052 \r\nL 182.39118 143.534052 \r\nL 182.39118 142.85767 \r\nL 182.555037 142.85767 \r\nL 182.555037 142.519479 \r\nL 183.538176 142.519479 \r\nL 184.193603 141.843096 \r\nL 184.193603 141.504905 \r\nL 184.357459 141.166714 \r\nL 184.357459 140.152141 \r\nL 185.340599 139.137567 \r\nL 185.504455 139.137567 \r\nL 185.504455 138.799376 \r\nL 185.668312 138.799376 \r\nL 185.832169 138.461185 \r\nL 185.996025 138.461185 \r\nL 185.996025 138.122994 \r\nL 186.159882 137.784803 \r\nL 186.323738 137.784803 \r\nL 186.323738 137.10842 \r\nL 186.651452 137.10842 \r\nL 186.979165 136.770229 \r\nL 187.143021 136.432038 \r\nL 187.306878 136.432038 \r\nL 187.306878 136.093847 \r\nL 187.470735 136.093847 \r\nL 187.470735 135.417464 \r\nL 188.290018 135.417464 \r\nL 188.617731 134.741082 \r\nL 188.781587 134.741082 \r\nL 189.60087 134.402891 \r\nL 189.764727 134.0647 \r\nL 190.58401 134.0647 \r\nL 190.58401 131.697362 \r\nL 191.894863 131.697362 \r\nL 191.894863 131.359171 \r\nL 192.058719 131.02098 \r\nL 192.058719 130.682788 \r\nL 192.550289 130.682788 \r\nL 192.714146 130.006406 \r\nL 193.041859 129.330024 \r\nL 193.369572 129.330024 \r\nL 193.369572 128.653641 \r\nL 193.697285 128.31545 \r\nL 193.861142 128.31545 \r\nL 194.188855 127.977259 \r\nL 194.844282 127.977259 \r\nL 194.844282 127.300877 \r\nL 195.008138 127.300877 \r\nL 195.171995 126.962686 \r\nL 196.155134 126.962686 \r\nL 196.155134 125.948112 \r\nL 196.646704 124.933539 \r\nL 196.646704 124.257157 \r\nL 197.302131 123.580774 \r\nL 197.465987 122.904392 \r\nL 197.7937 122.904392 \r\nL 197.7937 122.566201 \r\nL 198.121414 122.566201 \r\nL 200.579263 122.22801 \r\nL 200.906976 121.889818 \r\nL 200.906976 121.551627 \r\nL 201.070833 121.551627 \r\nL 201.070833 121.213436 \r\nL 202.053972 121.213436 \r\nL 202.053972 120.537054 \r\nL 202.217829 120.198863 \r\nL 202.709399 120.198863 \r\nL 202.873255 119.860672 \r\nL 203.037112 119.860672 \r\nL 204.184108 119.184289 \r\nL 204.511821 119.184289 \r\nL 204.511821 118.846098 \r\nL 204.675678 118.846098 \r\nL 205.003391 118.507907 \r\nL 205.331104 118.507907 \r\nL 205.331104 118.169716 \r\nL 205.986531 118.169716 \r\nL 205.986531 117.831525 \r\nL 206.150387 117.831525 \r\nL 206.150387 117.493334 \r\nL 206.4781 117.493334 \r\nL 207.297383 117.155142 \r\nL 207.625097 117.155142 \r\nL 207.788953 116.816951 \r\nL 208.116666 116.816951 \r\nL 208.116666 116.140569 \r\nL 208.280523 116.140569 \r\nL 208.280523 115.802378 \r\nL 208.608236 115.802378 \r\nL 208.608236 115.464187 \r\nL 208.772093 114.449613 \r\nL 209.263663 114.449613 \r\nL 209.263663 114.111422 \r\nL 210.410659 114.111422 \r\nL 210.410659 113.773231 \r\nL 210.902229 113.773231 \r\nL 210.902229 112.420466 \r\nL 211.557655 112.420466 \r\nL 213.523934 111.405893 \r\nL 213.851647 111.405893 \r\nL 214.015504 111.067702 \r\nL 214.507074 111.067702 \r\nL 214.834787 110.391319 \r\nL 215.817927 110.391319 \r\nL 215.817927 109.714937 \r\nL 217.620349 109.714937 \r\nL 217.620349 109.038555 \r\nL 217.784206 109.038555 \r\nL 217.784206 108.700364 \r\nL 218.931202 108.700364 \r\nL 219.750485 108.023981 \r\nL 219.750485 107.68579 \r\nL 219.914342 107.68579 \r\nL 221.061338 107.347599 \r\nL 221.716764 107.347599 \r\nL 221.716764 107.009408 \r\nL 222.044477 107.009408 \r\nL 222.044477 106.671217 \r\nL 223.027617 106.671217 \r\nL 223.027617 105.994834 \r\nL 225.649323 105.994834 \r\nL 226.304749 105.656643 \r\nL 226.796319 105.656643 \r\nL 226.796319 105.318452 \r\nL 227.615602 105.318452 \r\nL 227.615602 104.980261 \r\nL 228.107172 104.980261 \r\nL 228.107172 104.303879 \r\nL 229.090311 104.303879 \r\nL 229.090311 103.627496 \r\nL 229.418024 103.627496 \r\nL 229.418024 103.289305 \r\nL 230.565021 103.289305 \r\nL 230.565021 102.612923 \r\nL 230.728877 102.274732 \r\nL 231.220447 102.274732 \r\nL 231.384304 101.936541 \r\nL 232.859013 99.569203 \r\nL 234.661436 98.89282 \r\nL 234.825292 98.554629 \r\nL 235.153006 98.554629 \r\nL 235.153006 98.216438 \r\nL 236.463858 98.216438 \r\nL 236.463858 97.878247 \r\nL 237.446998 97.878247 \r\nL 237.774711 97.540056 \r\nL 237.938568 97.540056 \r\nL 237.938568 96.863673 \r\nL 238.430138 96.863673 \r\nL 238.430138 96.525482 \r\nL 238.593994 96.187291 \r\nL 238.593994 95.8491 \r\nL 238.921707 95.8491 \r\nL 238.921707 95.510909 \r\nL 239.085564 94.834526 \r\nL 239.577134 94.834526 \r\nL 239.577134 94.496335 \r\nL 240.068704 93.819953 \r\nL 241.379556 93.819953 \r\nL 241.70727 93.481762 \r\nL 242.034983 93.481762 \r\nL 242.198839 93.143571 \r\nL 243.345836 93.143571 \r\nL 243.345836 91.790806 \r\nL 243.837405 91.790806 \r\nL 243.837405 91.452615 \r\nL 244.165119 91.452615 \r\nL 244.820545 91.114424 \r\nL 244.820545 89.761659 \r\nL 245.639828 89.761659 \r\nL 245.639828 89.423468 \r\nL 247.442251 89.423468 \r\nL 247.442251 88.747086 \r\nL 250.391669 88.747086 \r\nL 250.555526 88.408895 \r\nL 250.555526 87.732512 \r\nL 251.047096 87.732512 \r\nL 251.047096 87.394321 \r\nL 251.538666 87.394321 \r\nL 251.866379 87.05613 \r\nL 252.357949 87.05613 \r\nL 253.341088 86.379748 \r\nL 254.815798 86.041557 \r\nL 255.471224 86.041557 \r\nL 255.798937 85.365174 \r\nL 255.962794 85.365174 \r\nL 256.12665 85.026983 \r\nL 256.782077 85.026983 \r\nL 257.437503 84.688792 \r\nL 257.765216 84.688792 \r\nL 259.403782 83.674218 \r\nL 261.370062 83.674218 \r\nL 261.533918 83.336027 \r\nL 264.647194 83.336027 \r\nL 264.81105 82.997836 \r\nL 265.958047 82.997836 \r\nL 265.958047 82.321454 \r\nL 266.613473 82.321454 \r\nL 266.613473 81.983263 \r\nL 267.760469 81.983263 \r\nL 267.760469 81.645072 \r\nL 268.579752 81.645072 \r\nL 271.201458 80.292307 \r\nL 272.512311 80.292307 \r\nL 272.512311 79.277734 \r\nL 273.331594 79.277734 \r\nL 274.150877 78.939542 \r\nL 274.47859 78.939542 \r\nL 274.47859 78.601351 \r\nL 276.117156 78.601351 \r\nL 276.117156 78.26316 \r\nL 276.281012 77.924969 \r\nL 277.264152 77.924969 \r\nL 277.755722 77.248587 \r\nL 279.394288 77.248587 \r\nL 279.722001 76.910395 \r\nL 281.68828 76.910395 \r\nL 282.015993 76.234013 \r\nL 282.015993 75.895822 \r\nL 282.835276 75.895822 \r\nL 282.999133 75.557631 \r\nL 285.456982 75.557631 \r\nL 285.456982 75.21944 \r\nL 285.784695 75.21944 \r\nL 286.112408 74.881249 \r\nL 288.078688 74.881249 \r\nL 288.242544 74.543057 \r\nL 288.734114 74.543057 \r\nL 288.734114 74.204866 \r\nL 291.191963 74.204866 \r\nL 291.35582 73.866675 \r\nL 293.977525 73.866675 \r\nL 293.977525 73.528484 \r\nL 294.469095 73.528484 \r\nL 294.796808 72.852102 \r\nL 295.124521 72.852102 \r\nL 295.124521 72.513911 \r\nL 298.237797 72.513911 \r\nL 298.56551 72.175719 \r\nL 298.56551 71.837528 \r\nL 300.859503 71.837528 \r\nL 300.859503 71.499337 \r\nL 301.678786 71.499337 \r\nL 301.842642 70.484764 \r\nL 302.170355 70.484764 \r\nL 302.170355 70.146572 \r\nL 302.334212 70.146572 \r\nL 302.334212 69.808381 \r\nL 303.317352 69.808381 \r\nL 303.317352 69.47019 \r\nL 305.939057 69.47019 \r\nL 305.939057 68.793808 \r\nL 310.199329 68.793808 \r\nL 310.363185 68.455617 \r\nL 314.295744 68.455617 \r\nL 315.115027 68.117426 \r\nL 316.098166 68.117426 \r\nL 316.262023 67.779234 \r\nL 316.589736 67.441043 \r\nL 319.375298 67.441043 \r\nL 319.539155 67.102852 \r\nL 322.980144 67.102852 \r\nL 323.307857 66.764661 \r\nL 323.63557 66.764661 \r\nL 323.63557 66.088279 \r\nL 327.731985 66.088279 \r\nL 327.731985 65.750088 \r\nL 328.551268 65.750088 \r\nL 328.551268 65.411896 \r\nL 329.698264 65.411896 \r\nL 329.698264 65.073705 \r\nL 329.862121 65.073705 \r\nL 329.862121 64.735514 \r\nL 335.597102 64.735514 \r\nL 335.760959 64.397323 \r\nL 337.399525 64.397323 \r\nL 337.399525 63.720941 \r\nL 339.857374 63.720941 \r\nL 340.02123 63.382749 \r\nL 340.840513 63.382749 \r\nL 340.840513 63.044558 \r\nL 344.281502 63.044558 \r\nL 345.264641 62.706367 \r\nL 345.592355 62.706367 \r\nL 345.592355 62.368176 \r\nL 346.575494 62.368176 \r\nL 346.575494 62.029985 \r\nL 348.050204 62.029985 \r\nL 348.050204 61.691794 \r\nL 356.40689 61.691794 \r\nL 357.062317 61.015411 \r\nL 357.717743 61.015411 \r\nL 357.717743 60.67722 \r\nL 360.175592 60.67722 \r\nL 360.175592 60.339029 \r\nL 360.339449 60.339029 \r\nL 360.339449 59.662647 \r\nL 360.831018 59.324456 \r\nL 362.469584 59.324456 \r\nL 362.469584 58.986265 \r\nL 364.108151 58.986265 \r\nL 364.272007 58.648073 \r\nL 367.057569 58.648073 \r\nL 367.549139 58.309882 \r\nL 370.498558 58.309882 \r\nL 370.498558 57.295309 \r\nL 372.79255 57.295309 \r\nL 372.79255 56.957118 \r\nL 374.103403 56.957118 \r\nL 374.103403 56.618926 \r\nL 377.052822 56.618926 \r\nL 377.216679 56.280735 \r\nL 377.544392 56.280735 \r\nL 378.035962 55.942544 \r\nL 382.623946 55.942544 \r\nL 382.623946 55.604353 \r\nL 383.279373 55.266162 \r\nL 384.590226 55.266162 \r\nL 385.737222 54.927971 \r\nL 387.867358 54.927971 \r\nL 388.031214 54.58978 \r\nL 398.026467 54.58978 \r\nL 398.026467 54.251588 \r\nL 410.643425 54.251588 \r\nL 410.643425 53.913397 \r\nL 415.067553 53.913397 \r\nL 415.067553 53.575206 \r\nL 416.050693 53.575206 \r\nL 416.050693 53.237015 \r\nL 428.831508 53.237015 \r\nL 428.831508 52.898824 \r\nL 429.486934 52.560633 \r\nL 439.154474 52.560633 \r\nL 439.154474 52.222442 \r\nL 453.901568 52.222442 \r\nL 453.901568 51.88425 \r\nL 457.342556 51.88425 \r\nL 457.342556 51.546059 \r\nL 468.812519 51.546059 \r\nL 468.812519 51.207868 \r\nL 468.976375 51.207868 \r\nL 468.976375 50.869677 \r\nL 495.193431 50.869677 \r\nL 495.357288 50.531486 \r\nL 496.176571 50.531486 \r\nL 496.176571 50.193295 \r\nL 497.487424 50.193295 \r\nL 497.487424 49.855103 \r\nL 518.297212 49.855103 \r\nL 519.280352 49.516912 \r\nL 547.7914 49.516912 \r\nL 548.119113 49.178721 \r\nL 555.49266 49.178721 \r\nL 555.656517 48.84053 \r\nL 579.907294 48.84053 \r\nL 580.071151 48.502339 \r\nL 652.659625 48.502339 \r\nL 652.659625 48.164148 \r\nL 684.283949 48.164148 \r\nL 684.283949 48.164148 \r\n\" style=\"fill:none;stroke:#6495ed;stroke-linecap:round;stroke-width:3;\"/>\r\n   </g>\r\n   <g id=\"line2d_26\">\r\n    <path clip-path=\"url(#p5140774314)\" d=\"M 75.556676 443.509602 \r\nL 684.283949 48.164148 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-dasharray:11.1,4.8;stroke-dashoffset:0;stroke-width:3;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 45.120313 463.276875 \r\nL 45.120313 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 714.720313 463.276875 \r\nL 714.720313 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 45.120313 463.276875 \r\nL 714.720313 463.276875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 45.120313 28.396875 \r\nL 714.720313 28.396875 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"text_15\">\r\n    <!-- ROC Curve -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(325.435938 22.396875)scale(0.2 -0.2)\">\r\n     <defs>\r\n      <path d=\"M 39.40625 66.21875 \r\nQ 28.65625 66.21875 22.328125 58.203125 \r\nQ 16.015625 50.203125 16.015625 36.375 \r\nQ 16.015625 22.609375 22.328125 14.59375 \r\nQ 28.65625 6.59375 39.40625 6.59375 \r\nQ 50.140625 6.59375 56.421875 14.59375 \r\nQ 62.703125 22.609375 62.703125 36.375 \r\nQ 62.703125 50.203125 56.421875 58.203125 \r\nQ 50.140625 66.21875 39.40625 66.21875 \r\nz\r\nM 39.40625 74.21875 \r\nQ 54.734375 74.21875 63.90625 63.9375 \r\nQ 73.09375 53.65625 73.09375 36.375 \r\nQ 73.09375 19.140625 63.90625 8.859375 \r\nQ 54.734375 -1.421875 39.40625 -1.421875 \r\nQ 24.03125 -1.421875 14.8125 8.828125 \r\nQ 5.609375 19.09375 5.609375 36.375 \r\nQ 5.609375 53.65625 14.8125 63.9375 \r\nQ 24.03125 74.21875 39.40625 74.21875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n      <path d=\"M 64.40625 67.28125 \r\nL 64.40625 56.890625 \r\nQ 59.421875 61.53125 53.78125 63.8125 \r\nQ 48.140625 66.109375 41.796875 66.109375 \r\nQ 29.296875 66.109375 22.65625 58.46875 \r\nQ 16.015625 50.828125 16.015625 36.375 \r\nQ 16.015625 21.96875 22.65625 14.328125 \r\nQ 29.296875 6.6875 41.796875 6.6875 \r\nQ 48.140625 6.6875 53.78125 8.984375 \r\nQ 59.421875 11.28125 64.40625 15.921875 \r\nL 64.40625 5.609375 \r\nQ 59.234375 2.09375 53.4375 0.328125 \r\nQ 47.65625 -1.421875 41.21875 -1.421875 \r\nQ 24.65625 -1.421875 15.125 8.703125 \r\nQ 5.609375 18.84375 5.609375 36.375 \r\nQ 5.609375 53.953125 15.125 64.078125 \r\nQ 24.65625 74.21875 41.21875 74.21875 \r\nQ 47.75 74.21875 53.53125 72.484375 \r\nQ 59.328125 70.75 64.40625 67.28125 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-82\"/>\r\n     <use x=\"69.482422\" xlink:href=\"#DejaVuSans-79\"/>\r\n     <use x=\"148.193359\" xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"218.017578\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"249.804688\" xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"319.628906\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"383.007812\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"424.121094\" xlink:href=\"#DejaVuSans-118\"/>\r\n     <use x=\"483.300781\" xlink:href=\"#DejaVuSans-101\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"line2d_27\">\r\n     <path d=\"M 548.079688 448.697187 \r\nL 568.079688 448.697187 \r\n\" style=\"fill:none;stroke:#6495ed;stroke-linecap:round;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_28\"/>\r\n    <g id=\"text_16\">\r\n     <!-- ROC curve (area = 0.887) -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(576.079688 452.197187)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n       <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-40\"/>\r\n       <path d=\"M 10.59375 45.40625 \r\nL 73.1875 45.40625 \r\nL 73.1875 37.203125 \r\nL 10.59375 37.203125 \r\nz\r\nM 10.59375 25.484375 \r\nL 73.1875 25.484375 \r\nL 73.1875 17.1875 \r\nL 10.59375 17.1875 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n       <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-41\"/>\r\n      </defs>\r\n      <use xlink:href=\"#DejaVuSans-82\"/>\r\n      <use x=\"69.482422\" xlink:href=\"#DejaVuSans-79\"/>\r\n      <use x=\"148.193359\" xlink:href=\"#DejaVuSans-67\"/>\r\n      <use x=\"218.017578\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"249.804688\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"304.785156\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"368.164062\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"409.277344\" xlink:href=\"#DejaVuSans-118\"/>\r\n      <use x=\"468.457031\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"529.980469\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"561.767578\" xlink:href=\"#DejaVuSans-40\"/>\r\n      <use x=\"600.78125\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"662.060547\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"700.923828\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"762.447266\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"823.726562\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"855.513672\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"939.302734\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"971.089844\" xlink:href=\"#DejaVuSans-48\"/>\r\n      <use x=\"1034.712891\" xlink:href=\"#DejaVuSans-46\"/>\r\n      <use x=\"1066.5\" xlink:href=\"#DejaVuSans-56\"/>\r\n      <use x=\"1130.123047\" xlink:href=\"#DejaVuSans-56\"/>\r\n      <use x=\"1193.746094\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"1257.369141\" xlink:href=\"#DejaVuSans-41\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p5140774314\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"45.120313\" y=\"28.396875\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "evaluator.plot_roc_curve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 with 2 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=\"487.155pt\" version=\"1.1\" viewBox=\"0 0 654.432125 487.155\" width=\"654.432125pt\" 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>2021-02-05T12:51:33.673114</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 487.155 \r\nL 654.432125 487.155 \r\nL 654.432125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 23.878125 463.276875 \r\nL 559.558125 463.276875 \r\nL 559.558125 28.396875 \r\nL 23.878125 28.396875 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"QuadMesh_1\">\r\n    <path clip-path=\"url(#p83b3c8aa87)\" d=\"M 23.878125 28.396875 \r\nL 291.718125 28.396875 \r\nL 291.718125 245.836875 \r\nL 23.878125 245.836875 \r\nL 23.878125 28.396875 \r\n\" style=\"fill:#08306b;\"/>\r\n    <path clip-path=\"url(#p83b3c8aa87)\" d=\"M 291.718125 28.396875 \r\nL 559.558125 28.396875 \r\nL 559.558125 245.836875 \r\nL 291.718125 245.836875 \r\nL 291.718125 28.396875 \r\n\" style=\"fill:#d3e4f3;\"/>\r\n    <path clip-path=\"url(#p83b3c8aa87)\" d=\"M 23.878125 245.836875 \r\nL 291.718125 245.836875 \r\nL 291.718125 463.276875 \r\nL 23.878125 463.276875 \r\nL 23.878125 245.836875 \r\n\" style=\"fill:#f7fbff;\"/>\r\n    <path clip-path=\"url(#p83b3c8aa87)\" d=\"M 291.718125 245.836875 \r\nL 559.558125 245.836875 \r\nL 559.558125 463.276875 \r\nL 291.718125 463.276875 \r\nL 291.718125 245.836875 \r\n\" style=\"fill:#c4daee;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m6466202bee\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"157.798125\" xlink:href=\"#m6466202bee\" y=\"463.276875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(154.616875 477.875312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"425.638125\" xlink:href=\"#m6466202bee\" y=\"463.276875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 1 -->\r\n      <g transform=\"translate(422.456875 477.875312)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_3\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"ma9a981503e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#ma9a981503e\" y=\"137.116875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(14.798438 139.680156)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#ma9a981503e\" y=\"354.556875\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 1 -->\r\n      <g transform=\"translate(14.798438 357.120156)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_5\">\r\n    <!-- 2979 -->\r\n    <g style=\"fill:#ffffff;\" transform=\"translate(145.073125 139.87625)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path d=\"M 10.984375 1.515625 \r\nL 10.984375 10.5 \r\nQ 14.703125 8.734375 18.5 7.8125 \r\nQ 22.3125 6.890625 25.984375 6.890625 \r\nQ 35.75 6.890625 40.890625 13.453125 \r\nQ 46.046875 20.015625 46.78125 33.40625 \r\nQ 43.953125 29.203125 39.59375 26.953125 \r\nQ 35.25 24.703125 29.984375 24.703125 \r\nQ 19.046875 24.703125 12.671875 31.3125 \r\nQ 6.296875 37.9375 6.296875 49.421875 \r\nQ 6.296875 60.640625 12.9375 67.421875 \r\nQ 19.578125 74.21875 30.609375 74.21875 \r\nQ 43.265625 74.21875 49.921875 64.515625 \r\nQ 56.59375 54.828125 56.59375 36.375 \r\nQ 56.59375 19.140625 48.40625 8.859375 \r\nQ 40.234375 -1.421875 26.421875 -1.421875 \r\nQ 22.703125 -1.421875 18.890625 -0.6875 \r\nQ 15.09375 0.046875 10.984375 1.515625 \r\nz\r\nM 30.609375 32.421875 \r\nQ 37.25 32.421875 41.125 36.953125 \r\nQ 45.015625 41.5 45.015625 49.421875 \r\nQ 45.015625 57.28125 41.125 61.84375 \r\nQ 37.25 66.40625 30.609375 66.40625 \r\nQ 23.96875 66.40625 20.09375 61.84375 \r\nQ 16.21875 57.28125 16.21875 49.421875 \r\nQ 16.21875 41.5 20.09375 36.953125 \r\nQ 23.96875 32.421875 30.609375 32.421875 \r\nz\r\n\" id=\"DejaVuSans-57\"/>\r\n      <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-55\"/>\r\n     <use x=\"190.869141\" xlink:href=\"#DejaVuSans-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_6\">\r\n    <!-- 736 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(416.094375 139.87625)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-55\"/>\r\n     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_7\">\r\n    <!-- 233 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(148.254375 357.31625)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_8\">\r\n    <!-- 936 -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(416.094375 357.31625)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-57\"/>\r\n     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_9\">\r\n    <!-- Confusion matrix -->\r\n    <g transform=\"translate(206.2025 22.396875)scale(0.2 -0.2)\">\r\n     <defs>\r\n      <path d=\"M 64.40625 67.28125 \r\nL 64.40625 56.890625 \r\nQ 59.421875 61.53125 53.78125 63.8125 \r\nQ 48.140625 66.109375 41.796875 66.109375 \r\nQ 29.296875 66.109375 22.65625 58.46875 \r\nQ 16.015625 50.828125 16.015625 36.375 \r\nQ 16.015625 21.96875 22.65625 14.328125 \r\nQ 29.296875 6.6875 41.796875 6.6875 \r\nQ 48.140625 6.6875 53.78125 8.984375 \r\nQ 59.421875 11.28125 64.40625 15.921875 \r\nL 64.40625 5.609375 \r\nQ 59.234375 2.09375 53.4375 0.328125 \r\nQ 47.65625 -1.421875 41.21875 -1.421875 \r\nQ 24.65625 -1.421875 15.125 8.703125 \r\nQ 5.609375 18.84375 5.609375 36.375 \r\nQ 5.609375 53.953125 15.125 64.078125 \r\nQ 24.65625 74.21875 41.21875 74.21875 \r\nQ 47.75 74.21875 53.53125 72.484375 \r\nQ 59.328125 70.75 64.40625 67.28125 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-102\"/>\r\n      <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n      <path id=\"DejaVuSans-32\"/>\r\n      <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n      <path d=\"M 54.890625 54.6875 \r\nL 35.109375 28.078125 \r\nL 55.90625 0 \r\nL 45.3125 0 \r\nL 29.390625 21.484375 \r\nL 13.484375 0 \r\nL 2.875 0 \r\nL 24.125 28.609375 \r\nL 4.6875 54.6875 \r\nL 15.28125 54.6875 \r\nL 29.78125 35.203125 \r\nL 44.28125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-120\"/>\r\n     </defs>\r\n     <use xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"69.824219\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"131.005859\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"194.384766\" xlink:href=\"#DejaVuSans-102\"/>\r\n     <use x=\"229.589844\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"292.96875\" xlink:href=\"#DejaVuSans-115\"/>\r\n     <use x=\"345.068359\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"372.851562\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"434.033203\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"497.412109\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"529.199219\" xlink:href=\"#DejaVuSans-109\"/>\r\n     <use x=\"626.611328\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"687.890625\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"727.099609\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"768.212891\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"795.996094\" xlink:href=\"#DejaVuSans-120\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p56c413ff8d)\" d=\"M 593.038125 463.276875 \r\nL 593.038125 461.578125 \r\nL 593.038125 30.095625 \r\nL 593.038125 28.396875 \r\nL 614.782125 28.396875 \r\nL 614.782125 30.095625 \r\nL 614.782125 461.578125 \r\nL 614.782125 463.276875 \r\nz\r\n\" style=\"fill:#ffffff;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.01;\"/>\r\n   </g>\r\n   <image height=\"435\" id=\"image57b7c3d6a8\" transform=\"scale(1 -1)translate(0 -435)\" width=\"22\" x=\"593\" xlink:href=\"data:image/png;base64,\r\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\" y=\"-28\"/>\r\n   <g id=\"matplotlib.axis_3\"/>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_5\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 3.5 0 \r\n\" id=\"mf8cc8f381b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"614.782125\" xlink:href=\"#mf8cc8f381b\" y=\"420.992476\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 500 -->\r\n      <g transform=\"translate(621.782125 424.791695)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"614.782125\" xlink:href=\"#mf8cc8f381b\" y=\"341.808208\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 1000 -->\r\n      <g transform=\"translate(621.782125 345.607427)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"614.782125\" xlink:href=\"#mf8cc8f381b\" y=\"262.62394\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 1500 -->\r\n      <g transform=\"translate(621.782125 266.423159)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"614.782125\" xlink:href=\"#mf8cc8f381b\" y=\"183.439672\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 2000 -->\r\n      <g transform=\"translate(621.782125 187.238891)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"614.782125\" xlink:href=\"#mf8cc8f381b\" y=\"104.255404\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 2500 -->\r\n      <g transform=\"translate(621.782125 108.054623)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 593.038125 463.276875 \r\nL 593.038125 461.578125 \r\nL 593.038125 30.095625 \r\nL 593.038125 28.396875 \r\nL 614.782125 28.396875 \r\nL 614.782125 30.095625 \r\nL 614.782125 461.578125 \r\nL 614.782125 463.276875 \r\nz\r\n\" style=\"fill:none;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p83b3c8aa87\">\r\n   <rect height=\"434.88\" width=\"535.68\" x=\"23.878125\" y=\"28.396875\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p56c413ff8d\">\r\n   <rect height=\"434.88\" width=\"21.744\" x=\"593.038125\" y=\"28.396875\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "evaluator.plot_confusion_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 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=\"482.240937pt\" version=\"1.1\" viewBox=\"0 0 725.8625 482.240937\" width=\"725.8625pt\" 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>2021-02-05T12:51:33.989218</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 482.240937 \r\nL 725.8625 482.240937 \r\nL 725.8625 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 36.275 462.395625 \r\nL 705.875 462.395625 \r\nL 705.875 27.515625 \r\nL 36.275 27.515625 \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(#pfc731a19cb)\" d=\"M 36.275 462.395625 \r\nL 36.275 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_2\"/>\r\n     <g id=\"text_1\">\r\n      <!--   0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.270313 473.053437)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path id=\"ArialMT-32\"/>\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 5.8125 54.390625 \r\nQ 5.8125 62.0625 9.671875 67.421875 \r\nQ 13.53125 72.796875 20.84375 72.796875 \r\nQ 27.59375 72.796875 32 67.984375 \r\nQ 36.421875 63.1875 36.421875 53.859375 \r\nQ 36.421875 44.78125 31.953125 39.875 \r\nQ 27.484375 34.96875 20.953125 34.96875 \r\nQ 14.453125 34.96875 10.125 39.796875 \r\nQ 5.8125 44.625 5.8125 54.390625 \r\nz\r\nM 21.09375 66.75 \r\nQ 17.828125 66.75 15.65625 63.90625 \r\nQ 13.484375 61.078125 13.484375 53.515625 \r\nQ 13.484375 46.625 15.671875 43.8125 \r\nQ 17.875 41.015625 21.09375 41.015625 \r\nQ 24.421875 41.015625 26.59375 43.84375 \r\nQ 28.765625 46.6875 28.765625 54.203125 \r\nQ 28.765625 61.140625 26.5625 63.9375 \r\nQ 24.359375 66.75 21.09375 66.75 \r\nz\r\nM 21.140625 -2.640625 \r\nL 60.296875 72.796875 \r\nL 67.4375 72.796875 \r\nL 28.421875 -2.640625 \r\nz\r\nM 52.09375 16.796875 \r\nQ 52.09375 24.515625 55.953125 29.859375 \r\nQ 59.8125 35.203125 67.1875 35.203125 \r\nQ 73.921875 35.203125 78.34375 30.390625 \r\nQ 82.765625 25.59375 82.765625 16.265625 \r\nQ 82.765625 7.171875 78.296875 2.265625 \r\nQ 73.828125 -2.640625 67.234375 -2.640625 \r\nQ 60.75 -2.640625 56.421875 2.21875 \r\nQ 52.09375 7.078125 52.09375 16.796875 \r\nz\r\nM 67.4375 29.15625 \r\nQ 64.109375 29.15625 61.9375 26.3125 \r\nQ 59.765625 23.484375 59.765625 15.921875 \r\nQ 59.765625 9.078125 61.953125 6.25 \r\nQ 64.15625 3.421875 67.390625 3.421875 \r\nQ 70.75 3.421875 72.921875 6.25 \r\nQ 75.09375 9.078125 75.09375 16.609375 \r\nQ 75.09375 23.53125 72.890625 26.34375 \r\nQ 70.703125 29.15625 67.4375 29.15625 \r\nz\r\n\" id=\"ArialMT-37\"/>\r\n       </defs>\r\n       <use xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"55.566406\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.181641\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_3\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 170.195 462.395625 \r\nL 170.195 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_4\"/>\r\n     <g id=\"text_2\">\r\n      <!--  20% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(158.798906 473.053437)scale(0.1 -0.1)\">\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-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_5\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 304.115 462.395625 \r\nL 304.115 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_6\"/>\r\n     <g id=\"text_3\">\r\n      <!--  40% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(292.718906 473.053437)scale(0.1 -0.1)\">\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-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_7\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 438.035 462.395625 \r\nL 438.035 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_8\"/>\r\n     <g id=\"text_4\">\r\n      <!--  60% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(426.638906 473.053437)scale(0.1 -0.1)\">\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-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_9\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 571.955 462.395625 \r\nL 571.955 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_10\"/>\r\n     <g id=\"text_5\">\r\n      <!--  80% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(560.558906 473.053437)scale(0.1 -0.1)\">\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-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_11\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 705.875 462.395625 \r\nL 705.875 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_12\"/>\r\n     <g id=\"text_6\">\r\n      <!-- 100% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(693.0875 473.053437)scale(0.1 -0.1)\">\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-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_13\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 36.275 462.395625 \r\nL 705.875 462.395625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_14\"/>\r\n     <g id=\"text_7\">\r\n      <!--   0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(12.765625 465.974531)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"55.566406\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.181641\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_15\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 36.275 379.561339 \r\nL 705.875 379.561339 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_16\"/>\r\n     <g id=\"text_8\">\r\n      <!--  20% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(9.982813 383.140246)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_17\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 36.275 296.727054 \r\nL 705.875 296.727054 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_18\"/>\r\n     <g id=\"text_9\">\r\n      <!--  40% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(9.982813 300.30596)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_19\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 36.275 213.892768 \r\nL 705.875 213.892768 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_20\"/>\r\n     <g id=\"text_10\">\r\n      <!--  60% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(9.982813 217.471674)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_21\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 36.275 131.058482 \r\nL 705.875 131.058482 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_22\"/>\r\n     <g id=\"text_11\">\r\n      <!--  80% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(9.982813 134.637388)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"27.783203\" xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_23\">\r\n      <path clip-path=\"url(#pfc731a19cb)\" d=\"M 36.275 48.224196 \r\nL 705.875 48.224196 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\r\n     </g>\r\n     <g id=\"line2d_24\"/>\r\n     <g id=\"text_12\">\r\n      <!-- 100% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 51.803103)scale(0.1 -0.1)\">\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-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_25\">\r\n    <path clip-path=\"url(#pfc731a19cb)\" d=\"M 36.275 462.395625 \r\nL 39.97672 452.829647 \r\nL 40.113821 452.829647 \r\nL 40.388022 452.121056 \r\nL 40.525123 452.121056 \r\nL 41.073526 450.703874 \r\nL 41.210627 450.703874 \r\nL 41.621929 449.640987 \r\nL 41.759029 449.640987 \r\nL 43.815541 444.326555 \r\nL 43.952641 444.326555 \r\nL 44.638145 442.555078 \r\nL 44.775246 442.555078 \r\nL 45.59785 440.429305 \r\nL 45.734951 440.429305 \r\nL 45.872052 440.075009 \r\nL 46.009152 440.075009 \r\nL 48.339865 434.051986 \r\nL 48.476966 434.051986 \r\nL 48.614066 433.69769 \r\nL 48.751167 433.69769 \r\nL 49.025369 432.989099 \r\nL 49.162469 432.989099 \r\nL 49.847973 431.217622 \r\nL 50.122174 431.217622 \r\nL 51.356081 428.028962 \r\nL 51.904484 428.028962 \r\nL 52.315786 426.966076 \r\nL 52.452887 426.966076 \r\nL 52.589988 426.61178 \r\nL 52.727088 426.61178 \r\nL 53.549693 424.486008 \r\nL 53.686794 424.486008 \r\nL 53.960995 423.777417 \r\nL 54.098096 423.777417 \r\nL 54.646499 422.360235 \r\nL 54.7836 422.360235 \r\nL 55.606204 420.234462 \r\nL 55.743305 420.234462 \r\nL 58.759521 412.439961 \r\nL 58.896622 412.439961 \r\nL 59.033722 412.085665 \r\nL 59.307924 412.085665 \r\nL 60.130528 409.959892 \r\nL 60.267629 409.959892 \r\nL 60.40473 409.605597 \r\nL 60.54183 409.605597 \r\nL 61.090233 408.188415 \r\nL 61.227334 408.188415 \r\nL 61.364435 407.834119 \r\nL 61.501536 407.834119 \r\nL 61.912838 406.771233 \r\nL 62.049939 406.771233 \r\nL 62.32414 406.062642 \r\nL 62.461241 406.062642 \r\nL 66.162961 396.496664 \r\nL 66.300061 396.496664 \r\nL 67.259767 394.016595 \r\nL 67.396867 394.016595 \r\nL 68.356572 391.536527 \r\nL 68.493673 391.536527 \r\nL 69.179177 389.765049 \r\nL 69.316278 389.765049 \r\nL 70.550184 386.57639 \r\nL 70.687285 386.57639 \r\nL 71.921192 383.387731 \r\nL 72.058292 383.387731 \r\nL 72.743796 381.616253 \r\nL 72.880897 381.616253 \r\nL 76.034214 373.467457 \r\nL 76.171314 373.467457 \r\nL 76.719717 372.050275 \r\nL 76.856818 372.050275 \r\nL 77.542322 370.278797 \r\nL 77.679423 370.278797 \r\nL 78.639128 367.798729 \r\nL 78.776229 367.798729 \r\nL 79.05043 367.090138 \r\nL 79.187531 367.090138 \r\nL 79.324631 366.735843 \r\nL 79.461732 366.735843 \r\nL 79.598833 366.381547 \r\nL 79.735934 366.381547 \r\nL 79.873034 366.027252 \r\nL 80.147236 366.027252 \r\nL 80.695639 364.61007 \r\nL 81.106941 364.61007 \r\nL 81.244042 364.255774 \r\nL 81.518243 364.255774 \r\nL 81.655344 363.901479 \r\nL 81.929545 363.901479 \r\nL 82.340848 362.838592 \r\nL 82.75215 362.838592 \r\nL 83.026351 362.130001 \r\nL 83.163452 362.130001 \r\nL 83.437654 361.42141 \r\nL 83.574754 361.42141 \r\nL 83.711855 361.067115 \r\nL 83.848956 361.067115 \r\nL 83.986057 360.712819 \r\nL 84.123157 360.712819 \r\nL 85.082862 358.232751 \r\nL 85.219963 358.232751 \r\nL 85.494165 357.52416 \r\nL 85.631265 357.52416 \r\nL 85.768366 357.169864 \r\nL 85.905467 357.169864 \r\nL 86.042568 356.815569 \r\nL 86.179668 356.815569 \r\nL 86.316769 356.461273 \r\nL 86.590971 356.461273 \r\nL 86.728071 356.106978 \r\nL 86.865172 356.106978 \r\nL 87.413575 354.689796 \r\nL 87.687776 354.689796 \r\nL 87.961978 353.981205 \r\nL 88.099079 353.981205 \r\nL 88.236179 353.626909 \r\nL 88.37328 353.626909 \r\nL 88.647482 352.918318 \r\nL 88.784582 352.918318 \r\nL 89.470086 351.146841 \r\nL 89.744287 351.146841 \r\nL 90.841093 348.312477 \r\nL 90.978194 348.312477 \r\nL 92.075 345.478113 \r\nL 92.212101 345.478113 \r\nL 92.349201 345.123818 \r\nL 92.486302 345.123818 \r\nL 92.897604 344.060931 \r\nL 93.171806 344.060931 \r\nL 93.720209 342.643749 \r\nL 93.85731 342.643749 \r\nL 94.131511 341.935158 \r\nL 94.268612 341.935158 \r\nL 95.77672 338.037908 \r\nL 96.188022 338.037908 \r\nL 96.325123 337.683612 \r\nL 96.599324 337.683612 \r\nL 97.559029 335.203544 \r\nL 97.833231 335.203544 \r\nL 97.970332 334.849248 \r\nL 98.107432 334.849248 \r\nL 98.381634 334.140657 \r\nL 98.655835 334.140657 \r\nL 98.792936 333.786362 \r\nL 99.204238 333.786362 \r\nL 100.438145 330.597702 \r\nL 100.575246 330.597702 \r\nL 100.849447 329.889111 \r\nL 100.986548 329.889111 \r\nL 101.260749 329.180521 \r\nL 101.534951 329.180521 \r\nL 101.809152 328.47193 \r\nL 102.083354 328.47193 \r\nL 102.357555 327.763339 \r\nL 102.494656 327.763339 \r\nL 102.631757 327.409043 \r\nL 102.768857 327.409043 \r\nL 102.905958 327.054748 \r\nL 103.043059 327.054748 \r\nL 103.728563 325.28327 \r\nL 103.865663 325.28327 \r\nL 104.276966 324.220384 \r\nL 104.414066 324.220384 \r\nL 104.688268 323.511793 \r\nL 104.825369 323.511793 \r\nL 104.962469 323.157497 \r\nL 105.09957 323.157497 \r\nL 105.373771 322.448906 \r\nL 105.510872 322.448906 \r\nL 106.059275 321.031724 \r\nL 106.333477 321.031724 \r\nL 107.156081 318.905951 \r\nL 107.293182 318.905951 \r\nL 107.841585 317.488769 \r\nL 108.115786 317.488769 \r\nL 109.486794 313.945814 \r\nL 109.898096 313.945814 \r\nL 110.172297 313.237223 \r\nL 110.309398 313.237223 \r\nL 110.857801 311.820041 \r\nL 110.994902 311.820041 \r\nL 111.817506 309.694269 \r\nL 111.954607 309.694269 \r\nL 112.777211 307.568496 \r\nL 112.914312 307.568496 \r\nL 113.462715 306.151314 \r\nL 113.599816 306.151314 \r\nL 114.011118 305.088427 \r\nL 114.148219 305.088427 \r\nL 114.970823 302.962654 \r\nL 115.107924 302.962654 \r\nL 115.245025 302.608359 \r\nL 115.382125 302.608359 \r\nL 115.656327 301.899768 \r\nL 116.067629 301.899768 \r\nL 116.34183 301.191177 \r\nL 116.478931 301.191177 \r\nL 117.301536 299.065404 \r\nL 117.438636 299.065404 \r\nL 117.575737 298.711108 \r\nL 117.849939 298.711108 \r\nL 118.12414 298.002517 \r\nL 118.261241 298.002517 \r\nL 118.535442 297.293926 \r\nL 118.672543 297.293926 \r\nL 118.946744 296.585335 \r\nL 119.083845 296.585335 \r\nL 119.220946 296.23104 \r\nL 119.769349 296.23104 \r\nL 120.04355 295.522449 \r\nL 121.140356 295.522449 \r\nL 122.100061 293.04238 \r\nL 122.922666 293.04238 \r\nL 123.333968 291.979494 \r\nL 123.471069 291.979494 \r\nL 123.60817 291.625199 \r\nL 123.74527 291.625199 \r\nL 123.882371 291.270903 \r\nL 124.156572 291.270903 \r\nL 124.704975 289.853721 \r\nL 124.842076 289.853721 \r\nL 124.979177 289.499426 \r\nL 125.390479 289.499426 \r\nL 125.801781 288.436539 \r\nL 125.938882 288.436539 \r\nL 126.350184 287.373653 \r\nL 126.624386 287.373653 \r\nL 126.898587 286.665062 \r\nL 127.035688 286.665062 \r\nL 128.132494 283.830698 \r\nL 128.543796 283.830698 \r\nL 128.680897 283.476402 \r\nL 128.817998 283.476402 \r\nL 128.955098 283.122107 \r\nL 129.2293 283.122107 \r\nL 129.640602 282.05922 \r\nL 129.914803 282.05922 \r\nL 130.326106 280.996334 \r\nL 130.463206 280.996334 \r\nL 131.011609 279.579152 \r\nL 131.14871 279.579152 \r\nL 132.519717 276.036197 \r\nL 132.656818 276.036197 \r\nL 133.06812 274.97331 \r\nL 133.205221 274.97331 \r\nL 133.342322 274.619015 \r\nL 133.479423 274.619015 \r\nL 134.027826 273.201833 \r\nL 134.164926 273.201833 \r\nL 134.302027 272.847538 \r\nL 134.439128 272.847538 \r\nL 134.576229 272.493242 \r\nL 134.85043 272.493242 \r\nL 135.124631 271.784651 \r\nL 135.261732 271.784651 \r\nL 135.398833 271.430356 \r\nL 135.535934 271.430356 \r\nL 135.810135 270.721765 \r\nL 135.947236 270.721765 \r\nL 136.906941 268.241696 \r\nL 137.592445 268.241696 \r\nL 137.866646 267.533105 \r\nL 138.003747 267.533105 \r\nL 138.140848 267.17881 \r\nL 138.277948 267.17881 \r\nL 138.55215 266.470219 \r\nL 139.237654 266.470219 \r\nL 139.648956 265.407332 \r\nL 139.786057 265.407332 \r\nL 139.923157 265.053037 \r\nL 140.334459 265.053037 \r\nL 140.47156 264.698741 \r\nL 140.608661 264.698741 \r\nL 140.745762 264.344446 \r\nL 141.157064 264.344446 \r\nL 141.431265 263.635855 \r\nL 141.568366 263.635855 \r\nL 141.705467 263.281559 \r\nL 141.979668 263.281559 \r\nL 142.116769 262.927264 \r\nL 142.528071 262.927264 \r\nL 142.665172 262.572968 \r\nL 142.802273 262.572968 \r\nL 143.076474 261.864377 \r\nL 143.213575 261.864377 \r\nL 143.350676 261.510082 \r\nL 143.487776 261.510082 \r\nL 143.624877 261.155786 \r\nL 144.310381 261.155786 \r\nL 144.584582 260.447195 \r\nL 144.721683 260.447195 \r\nL 145.95559 257.258536 \r\nL 146.229791 257.258536 \r\nL 146.778194 255.841354 \r\nL 146.915295 255.841354 \r\nL 147.052396 255.487058 \r\nL 147.326597 255.487058 \r\nL 147.737899 254.424172 \r\nL 147.875 254.424172 \r\nL 148.012101 254.069876 \r\nL 148.423403 254.069876 \r\nL 149.246007 251.944104 \r\nL 149.65731 251.944104 \r\nL 149.79441 251.589808 \r\nL 149.931511 251.589808 \r\nL 150.068612 251.235513 \r\nL 150.479914 251.235513 \r\nL 150.754115 250.526922 \r\nL 150.891216 250.526922 \r\nL 151.439619 249.10974 \r\nL 151.57672 249.10974 \r\nL 151.713821 248.755444 \r\nL 151.850921 248.755444 \r\nL 151.988022 248.401149 \r\nL 152.399324 248.401149 \r\nL 153.084828 246.629671 \r\nL 153.770332 246.629671 \r\nL 154.318735 245.212489 \r\nL 154.455835 245.212489 \r\nL 154.592936 244.858194 \r\nL 154.867138 244.858194 \r\nL 155.004238 244.503898 \r\nL 155.141339 244.503898 \r\nL 155.415541 243.795307 \r\nL 155.552641 243.795307 \r\nL 155.689742 243.441012 \r\nL 155.826843 243.441012 \r\nL 155.963943 243.086716 \r\nL 156.101044 243.086716 \r\nL 156.238145 242.732421 \r\nL 156.512346 242.732421 \r\nL 156.649447 242.378125 \r\nL 156.786548 242.378125 \r\nL 157.609152 240.252352 \r\nL 158.020455 240.252352 \r\nL 158.294656 239.543761 \r\nL 158.705958 239.543761 \r\nL 158.98016 238.83517 \r\nL 159.11726 238.83517 \r\nL 159.391462 238.126579 \r\nL 159.665663 238.126579 \r\nL 159.802764 237.772284 \r\nL 160.214066 237.772284 \r\nL 160.351167 237.417988 \r\nL 160.89957 237.417988 \r\nL 161.036671 237.063693 \r\nL 161.447973 237.063693 \r\nL 161.585074 236.709397 \r\nL 161.722174 236.709397 \r\nL 161.996376 236.000806 \r\nL 162.270577 236.000806 \r\nL 162.68188 234.93792 \r\nL 163.504484 234.93792 \r\nL 163.778686 234.229329 \r\nL 163.915786 234.229329 \r\nL 164.189988 233.520738 \r\nL 164.464189 233.520738 \r\nL 164.738391 232.812147 \r\nL 165.012592 232.812147 \r\nL 165.149693 232.457852 \r\nL 165.286794 232.457852 \r\nL 165.698096 231.394965 \r\nL 165.835197 231.394965 \r\nL 166.109398 230.686374 \r\nL 166.932002 230.686374 \r\nL 167.069103 230.332079 \r\nL 167.206204 230.332079 \r\nL 167.343305 229.977783 \r\nL 167.754607 229.977783 \r\nL 167.891708 229.623488 \r\nL 168.028808 229.623488 \r\nL 168.440111 228.560601 \r\nL 168.851413 228.560601 \r\nL 169.125614 227.85201 \r\nL 169.674017 227.85201 \r\nL 170.496622 225.726237 \r\nL 170.633722 225.726237 \r\nL 170.907924 225.017646 \r\nL 171.045025 225.017646 \r\nL 171.319226 224.309055 \r\nL 171.593428 224.309055 \r\nL 171.730528 223.95476 \r\nL 172.00473 223.95476 \r\nL 172.278931 223.246169 \r\nL 172.690233 223.246169 \r\nL 173.238636 221.828987 \r\nL 173.375737 221.828987 \r\nL 173.649939 221.120396 \r\nL 174.061241 221.120396 \r\nL 174.198342 220.7661 \r\nL 174.609644 220.7661 \r\nL 174.883845 220.057509 \r\nL 175.295147 220.057509 \r\nL 175.432248 219.703214 \r\nL 175.569349 219.703214 \r\nL 175.70645 219.348918 \r\nL 176.117752 219.348918 \r\nL 176.254853 218.994623 \r\nL 176.391953 218.994623 \r\nL 176.666155 218.286032 \r\nL 176.803256 218.286032 \r\nL 176.940356 217.931736 \r\nL 177.077457 217.931736 \r\nL 177.214558 217.577441 \r\nL 177.762961 217.577441 \r\nL 178.037162 216.86885 \r\nL 178.585565 216.86885 \r\nL 178.859767 216.160259 \r\nL 178.996867 216.160259 \r\nL 179.133968 215.805964 \r\nL 179.54527 215.805964 \r\nL 179.682371 215.451668 \r\nL 179.819472 215.451668 \r\nL 180.367875 214.034486 \r\nL 180.916278 214.034486 \r\nL 181.190479 213.325895 \r\nL 181.32758 213.325895 \r\nL 181.464681 212.9716 \r\nL 181.601781 212.9716 \r\nL 181.875983 212.263009 \r\nL 182.150184 212.263009 \r\nL 182.561486 211.200122 \r\nL 182.698587 211.200122 \r\nL 182.972789 210.491531 \r\nL 183.521192 210.491531 \r\nL 183.795393 209.78294 \r\nL 183.932494 209.78294 \r\nL 184.343796 208.720054 \r\nL 185.1664 208.720054 \r\nL 185.714803 207.302872 \r\nL 186.400307 207.302872 \r\nL 186.537408 206.948576 \r\nL 186.674509 206.948576 \r\nL 186.811609 206.594281 \r\nL 186.94871 206.594281 \r\nL 187.497113 205.177099 \r\nL 187.634214 205.177099 \r\nL 187.771314 204.822803 \r\nL 188.045516 204.822803 \r\nL 188.456818 203.759917 \r\nL 188.86812 203.759917 \r\nL 189.279423 202.69703 \r\nL 189.827826 202.69703 \r\nL 190.787531 200.216962 \r\nL 191.061732 200.216962 \r\nL 191.198833 199.862666 \r\nL 191.747236 199.862666 \r\nL 191.884337 199.508371 \r\nL 192.021437 199.508371 \r\nL 192.158538 199.154075 \r\nL 192.43274 199.154075 \r\nL 192.56984 198.79978 \r\nL 193.392445 198.79978 \r\nL 193.803747 197.736893 \r\nL 194.077948 197.736893 \r\nL 194.626351 196.319712 \r\nL 194.763452 196.319712 \r\nL 194.900553 195.965416 \r\nL 195.448956 195.965416 \r\nL 195.723157 195.256825 \r\nL 195.860258 195.256825 \r\nL 195.997359 194.90253 \r\nL 196.27156 194.90253 \r\nL 196.545762 194.193939 \r\nL 196.957064 194.193939 \r\nL 197.094165 193.839643 \r\nL 197.231265 193.839643 \r\nL 197.368366 193.485348 \r\nL 197.779668 193.485348 \r\nL 198.05387 192.776757 \r\nL 198.602273 192.776757 \r\nL 198.739373 192.422461 \r\nL 198.876474 192.422461 \r\nL 199.150676 191.71387 \r\nL 199.287776 191.71387 \r\nL 199.561978 191.005279 \r\nL 199.699079 191.005279 \r\nL 199.836179 190.650984 \r\nL 200.384582 190.650984 \r\nL 201.207187 188.525211 \r\nL 202.166892 188.525211 \r\nL 202.303993 188.170915 \r\nL 202.578194 188.170915 \r\nL 202.715295 187.81662 \r\nL 203.537899 187.81662 \r\nL 203.812101 187.108029 \r\nL 204.634705 187.108029 \r\nL 205.183108 185.690847 \r\nL 205.45731 185.690847 \r\nL 205.59441 185.336551 \r\nL 205.731511 185.336551 \r\nL 206.005713 184.62796 \r\nL 206.142813 184.62796 \r\nL 206.554115 183.565074 \r\nL 206.691216 183.565074 \r\nL 206.828317 183.210778 \r\nL 207.513821 183.210778 \r\nL 207.650921 182.856483 \r\nL 208.062224 182.856483 \r\nL 208.199324 182.502187 \r\nL 209.433231 182.502187 \r\nL 209.570332 182.147892 \r\nL 210.530037 182.147892 \r\nL 211.07844 180.73071 \r\nL 211.489742 180.73071 \r\nL 211.626843 180.376414 \r\nL 211.901044 180.376414 \r\nL 212.449447 178.959232 \r\nL 212.723649 178.959232 \r\nL 213.134951 177.896346 \r\nL 213.546253 177.896346 \r\nL 213.683354 177.542051 \r\nL 214.368857 177.542051 \r\nL 214.505958 177.187755 \r\nL 214.643059 177.187755 \r\nL 214.91726 176.479164 \r\nL 215.054361 176.479164 \r\nL 215.602764 175.061982 \r\nL 216.014066 175.061982 \r\nL 216.151167 174.707687 \r\nL 216.288268 174.707687 \r\nL 216.562469 173.999096 \r\nL 216.69957 173.999096 \r\nL 216.973771 173.290505 \r\nL 217.110872 173.290505 \r\nL 217.247973 172.936209 \r\nL 218.207678 172.936209 \r\nL 218.344779 172.581914 \r\nL 218.48188 172.581914 \r\nL 218.61898 172.227618 \r\nL 218.893182 172.227618 \r\nL 219.304484 171.164732 \r\nL 220.538391 171.164732 \r\nL 220.675491 170.810436 \r\nL 220.949693 170.810436 \r\nL 221.086794 170.456141 \r\nL 221.223894 170.456141 \r\nL 221.360995 170.101845 \r\nL 221.772297 170.101845 \r\nL 222.046499 169.393254 \r\nL 222.594902 169.393254 \r\nL 222.732002 169.038959 \r\nL 222.869103 169.038959 \r\nL 223.006204 168.684663 \r\nL 223.417506 168.684663 \r\nL 223.554607 168.330368 \r\nL 223.965909 168.330368 \r\nL 224.240111 167.621777 \r\nL 224.788514 167.621777 \r\nL 224.925614 167.267481 \r\nL 225.062715 167.267481 \r\nL 225.199816 166.913186 \r\nL 225.885319 166.913186 \r\nL 226.02242 166.55889 \r\nL 226.433722 166.55889 \r\nL 226.570823 166.204595 \r\nL 226.707924 166.204595 \r\nL 226.982125 165.496004 \r\nL 227.119226 165.496004 \r\nL 227.530528 164.433117 \r\nL 227.94183 164.433117 \r\nL 228.078931 164.078822 \r\nL 228.764435 164.078822 \r\nL 228.901536 163.724526 \r\nL 229.312838 163.724526 \r\nL 229.587039 163.015935 \r\nL 229.861241 163.015935 \r\nL 229.998342 162.66164 \r\nL 230.683845 162.66164 \r\nL 230.958047 161.953049 \r\nL 231.232248 161.953049 \r\nL 231.369349 161.598753 \r\nL 231.50645 161.598753 \r\nL 231.64355 161.244458 \r\nL 231.780651 161.244458 \r\nL 232.054853 160.535867 \r\nL 232.740356 160.535867 \r\nL 232.877457 160.181571 \r\nL 233.151658 160.181571 \r\nL 233.288759 159.827276 \r\nL 233.700061 159.827276 \r\nL 233.837162 159.47298 \r\nL 234.522666 159.47298 \r\nL 234.796867 158.76439 \r\nL 235.20817 158.76439 \r\nL 235.34527 158.410094 \r\nL 235.619472 158.410094 \r\nL 235.893673 157.701503 \r\nL 236.304975 157.701503 \r\nL 236.442076 157.347208 \r\nL 236.716278 157.347208 \r\nL 236.853378 156.992912 \r\nL 237.264681 156.992912 \r\nL 237.401781 156.638617 \r\nL 237.538882 156.638617 \r\nL 237.675983 156.284321 \r\nL 237.813084 156.284321 \r\nL 237.950184 155.930026 \r\nL 238.498587 155.930026 \r\nL 238.772789 155.221435 \r\nL 239.321192 155.221435 \r\nL 239.458292 154.867139 \r\nL 239.595393 154.867139 \r\nL 239.732494 154.512844 \r\nL 240.143796 154.512844 \r\nL 240.280897 154.158548 \r\nL 240.8293 154.158548 \r\nL 241.103501 153.449957 \r\nL 241.514803 153.449957 \r\nL 241.651904 153.095662 \r\nL 242.337408 153.095662 \r\nL 242.474509 152.741366 \r\nL 242.611609 152.741366 \r\nL 242.74871 152.387071 \r\nL 243.160012 152.387071 \r\nL 243.297113 152.032775 \r\nL 243.571314 152.032775 \r\nL 243.708415 151.67848 \r\nL 243.982617 151.67848 \r\nL 244.256818 150.969889 \r\nL 244.393919 150.969889 \r\nL 244.53102 150.615593 \r\nL 245.079423 150.615593 \r\nL 245.764926 148.844116 \r\nL 245.902027 148.844116 \r\nL 246.039128 148.48982 \r\nL 246.176229 148.48982 \r\nL 246.313329 148.135525 \r\nL 247.273034 148.135525 \r\nL 247.547236 147.426934 \r\nL 247.684337 147.426934 \r\nL 247.821437 147.072638 \r\nL 248.644042 147.072638 \r\nL 248.781143 146.718343 \r\nL 249.055344 146.718343 \r\nL 249.192445 146.364047 \r\nL 249.466646 146.364047 \r\nL 249.603747 146.009752 \r\nL 249.740848 146.009752 \r\nL 250.426351 144.238274 \r\nL 250.837654 144.238274 \r\nL 250.974754 143.883979 \r\nL 251.248956 143.883979 \r\nL 251.386057 143.529683 \r\nL 251.660258 143.529683 \r\nL 251.797359 143.175388 \r\nL 252.07156 143.175388 \r\nL 252.208661 142.821092 \r\nL 252.345762 142.821092 \r\nL 252.619963 142.112501 \r\nL 252.894165 142.112501 \r\nL 253.168366 141.40391 \r\nL 253.716769 141.40391 \r\nL 253.990971 140.695319 \r\nL 254.265172 140.695319 \r\nL 254.402273 140.341024 \r\nL 254.539373 140.341024 \r\nL 254.813575 139.632433 \r\nL 255.636179 139.632433 \r\nL 255.910381 138.923842 \r\nL 256.870086 138.923842 \r\nL 257.144287 138.215251 \r\nL 257.966892 138.215251 \r\nL 258.926597 135.735183 \r\nL 260.023403 135.735183 \r\nL 260.297604 135.026592 \r\nL 260.434705 135.026592 \r\nL 260.571806 134.672296 \r\nL 260.983108 134.672296 \r\nL 261.25731 133.963705 \r\nL 261.39441 133.963705 \r\nL 261.531511 133.60941 \r\nL 261.668612 133.60941 \r\nL 261.805713 133.255114 \r\nL 262.217015 133.255114 \r\nL 262.628317 132.192228 \r\nL 263.17672 132.192228 \r\nL 263.313821 131.837932 \r\nL 263.999324 131.837932 \r\nL 264.273526 131.129341 \r\nL 264.547727 131.129341 \r\nL 264.684828 130.775046 \r\nL 265.507432 130.775046 \r\nL 266.055835 129.357864 \r\nL 266.192936 129.357864 \r\nL 266.467138 128.649273 \r\nL 266.741339 128.649273 \r\nL 267.015541 127.940682 \r\nL 267.563943 127.940682 \r\nL 268.112346 126.5235 \r\nL 268.523649 126.5235 \r\nL 268.660749 126.169204 \r\nL 268.934951 126.169204 \r\nL 269.072052 125.814909 \r\nL 271.128563 125.814909 \r\nL 271.265663 125.460613 \r\nL 271.539865 125.460613 \r\nL 271.676966 125.106318 \r\nL 271.814066 125.106318 \r\nL 271.951167 124.752022 \r\nL 272.773771 124.752022 \r\nL 273.185074 123.689136 \r\nL 273.733477 123.689136 \r\nL 273.870577 123.33484 \r\nL 274.693182 123.33484 \r\nL 274.830283 122.980545 \r\nL 275.104484 122.980545 \r\nL 275.241585 122.626249 \r\nL 275.652887 122.626249 \r\nL 275.789988 122.271954 \r\nL 276.20129 122.271954 \r\nL 276.338391 121.917658 \r\nL 276.612592 121.917658 \r\nL 276.749693 121.563363 \r\nL 277.298096 121.563363 \r\nL 277.435197 121.209068 \r\nL 277.572297 121.209068 \r\nL 277.709398 120.854772 \r\nL 278.394902 120.854772 \r\nL 278.532002 120.500477 \r\nL 279.217506 120.500477 \r\nL 279.354607 120.146181 \r\nL 279.628808 120.146181 \r\nL 279.90301 119.43759 \r\nL 280.040111 119.43759 \r\nL 280.177211 119.083295 \r\nL 280.451413 119.083295 \r\nL 280.588514 118.728999 \r\nL 280.725614 118.728999 \r\nL 281.136916 117.666113 \r\nL 281.548219 117.666113 \r\nL 281.685319 117.311817 \r\nL 282.645025 117.311817 \r\nL 282.782125 116.957522 \r\nL 283.193428 116.957522 \r\nL 283.74183 115.54034 \r\nL 284.290233 115.54034 \r\nL 284.427334 115.186044 \r\nL 285.387039 115.186044 \r\nL 285.52414 114.831749 \r\nL 286.209644 114.831749 \r\nL 286.346744 114.477453 \r\nL 286.620946 114.477453 \r\nL 286.758047 114.123158 \r\nL 287.30645 114.123158 \r\nL 287.44355 113.768862 \r\nL 287.580651 113.768862 \r\nL 287.717752 113.414567 \r\nL 288.677457 113.414567 \r\nL 288.951658 112.705976 \r\nL 290.459767 112.705976 \r\nL 290.733968 111.997385 \r\nL 290.871069 111.997385 \r\nL 291.00817 111.643089 \r\nL 292.104975 111.643089 \r\nL 292.379177 110.934498 \r\nL 292.92758 110.934498 \r\nL 293.064681 110.580203 \r\nL 293.887285 110.580203 \r\nL 294.024386 110.225907 \r\nL 294.84699 110.225907 \r\nL 294.984091 109.871612 \r\nL 295.258292 109.871612 \r\nL 295.395393 109.517316 \r\nL 296.217998 109.517316 \r\nL 296.492199 108.808725 \r\nL 298.685811 108.808725 \r\nL 298.822912 108.45443 \r\nL 299.782617 108.45443 \r\nL 299.919717 108.100134 \r\nL 300.605221 108.100134 \r\nL 300.742322 107.745839 \r\nL 301.153624 107.745839 \r\nL 301.427826 107.037248 \r\nL 302.25043 107.037248 \r\nL 302.524631 106.328657 \r\nL 302.798833 106.328657 \r\nL 302.935934 105.974361 \r\nL 303.895639 105.974361 \r\nL 304.306941 104.911475 \r\nL 304.992445 104.911475 \r\nL 305.403747 103.848588 \r\nL 305.677948 103.848588 \r\nL 305.95215 103.139997 \r\nL 306.500553 103.139997 \r\nL 306.637654 102.785702 \r\nL 306.774754 102.785702 \r\nL 306.911855 102.431406 \r\nL 307.186057 102.431406 \r\nL 307.323157 102.077111 \r\nL 307.734459 102.077111 \r\nL 307.87156 101.722816 \r\nL 308.419963 101.722816 \r\nL 308.557064 101.36852 \r\nL 309.242568 101.36852 \r\nL 309.379668 101.014225 \r\nL 309.65387 101.014225 \r\nL 309.790971 100.659929 \r\nL 310.887776 100.659929 \r\nL 311.024877 100.305634 \r\nL 312.121683 100.305634 \r\nL 312.258784 99.951338 \r\nL 312.395885 99.951338 \r\nL 312.670086 99.242747 \r\nL 313.081388 99.242747 \r\nL 313.35559 98.534156 \r\nL 313.49269 98.534156 \r\nL 313.629791 98.179861 \r\nL 313.903993 98.179861 \r\nL 314.315295 97.116974 \r\nL 314.863698 97.116974 \r\nL 315.275 96.054088 \r\nL 316.783108 96.054088 \r\nL 316.920209 95.699792 \r\nL 317.605713 95.699792 \r\nL 317.742813 95.345497 \r\nL 318.702518 95.345497 \r\nL 319.250921 93.928315 \r\nL 319.662224 93.928315 \r\nL 319.799324 93.574019 \r\nL 320.621929 93.574019 \r\nL 321.307432 91.802542 \r\nL 321.992936 91.802542 \r\nL 322.130037 91.448246 \r\nL 323.638145 91.448246 \r\nL 323.912346 90.739655 \r\nL 326.51726 90.739655 \r\nL 326.928563 89.676769 \r\nL 327.339865 89.676769 \r\nL 327.476966 89.322473 \r\nL 328.162469 89.322473 \r\nL 328.29957 88.968178 \r\nL 329.122174 88.968178 \r\nL 329.259275 88.613882 \r\nL 329.396376 88.613882 \r\nL 329.533477 88.259587 \r\nL 330.630283 88.259587 \r\nL 330.767383 87.905291 \r\nL 331.864189 87.905291 \r\nL 332.138391 87.1967 \r\nL 332.412592 87.1967 \r\nL 332.549693 86.842405 \r\nL 333.235197 86.842405 \r\nL 333.372297 86.488109 \r\nL 334.332002 86.488109 \r\nL 334.469103 86.133814 \r\nL 334.743305 86.133814 \r\nL 334.880405 85.779518 \r\nL 335.428808 85.779518 \r\nL 335.565909 85.425223 \r\nL 337.759521 85.425223 \r\nL 337.896622 85.070927 \r\nL 340.638636 85.070927 \r\nL 340.775737 84.716632 \r\nL 341.735442 84.716632 \r\nL 342.009644 84.008041 \r\nL 342.558047 84.008041 \r\nL 342.695147 83.653745 \r\nL 343.654853 83.653745 \r\nL 343.791953 83.29945 \r\nL 344.751658 83.29945 \r\nL 345.02586 82.590859 \r\nL 345.300061 82.590859 \r\nL 345.437162 82.236564 \r\nL 346.396867 82.236564 \r\nL 346.533968 81.882268 \r\nL 348.316278 81.882268 \r\nL 348.72758 80.819382 \r\nL 349.824386 80.819382 \r\nL 349.961486 80.465086 \r\nL 350.509889 80.465086 \r\nL 350.64699 80.110791 \r\nL 352.017998 80.110791 \r\nL 352.155098 79.756495 \r\nL 352.292199 79.756495 \r\nL 352.4293 79.4022 \r\nL 353.251904 79.4022 \r\nL 353.389005 79.047904 \r\nL 353.526106 79.047904 \r\nL 353.663206 78.693609 \r\nL 355.445516 78.693609 \r\nL 355.582617 78.339313 \r\nL 357.502027 78.339313 \r\nL 357.776229 77.630722 \r\nL 357.913329 77.630722 \r\nL 358.05043 77.276427 \r\nL 358.873034 77.276427 \r\nL 359.010135 76.922131 \r\nL 361.066646 76.922131 \r\nL 361.203747 76.567836 \r\nL 361.75215 76.567836 \r\nL 361.889251 76.21354 \r\nL 363.534459 76.21354 \r\nL 363.67156 75.859245 \r\nL 364.219963 75.859245 \r\nL 364.357064 75.504949 \r\nL 366.413575 75.504949 \r\nL 366.550676 75.150654 \r\nL 368.881388 75.150654 \r\nL 369.018489 74.796358 \r\nL 369.429791 74.796358 \r\nL 369.566892 74.442063 \r\nL 369.703993 74.442063 \r\nL 369.841093 74.087767 \r\nL 370.252396 74.087767 \r\nL 370.389496 73.733472 \r\nL 373.131511 73.733472 \r\nL 373.268612 73.379176 \r\nL 373.405713 73.379176 \r\nL 373.542813 73.024881 \r\nL 375.462224 73.024881 \r\nL 375.599324 72.670585 \r\nL 376.284828 72.670585 \r\nL 376.421929 72.31629 \r\nL 376.559029 72.31629 \r\nL 376.833231 71.607699 \r\nL 377.107432 71.607699 \r\nL 377.244533 71.253403 \r\nL 377.381634 71.253403 \r\nL 377.518735 70.899108 \r\nL 378.341339 70.899108 \r\nL 378.47844 70.544812 \r\nL 380.672052 70.544812 \r\nL 380.946253 69.836221 \r\nL 384.647973 69.836221 \r\nL 384.785074 69.481926 \r\nL 388.760995 69.481926 \r\nL 388.898096 69.12763 \r\nL 389.857801 69.12763 \r\nL 390.132002 68.419039 \r\nL 392.736916 68.419039 \r\nL 392.874017 68.064744 \r\nL 396.164435 68.064744 \r\nL 396.301536 67.710448 \r\nL 396.575737 67.710448 \r\nL 396.849939 67.001857 \r\nL 400.277457 67.001857 \r\nL 400.414558 66.647562 \r\nL 401.100061 66.647562 \r\nL 401.237162 66.293266 \r\nL 402.196867 66.293266 \r\nL 402.333968 65.938971 \r\nL 402.471069 65.938971 \r\nL 402.60817 65.584675 \r\nL 407.406695 65.584675 \r\nL 407.543796 65.23038 \r\nL 409.051904 65.23038 \r\nL 409.326106 64.521789 \r\nL 411.382617 64.521789 \r\nL 411.519717 64.167494 \r\nL 412.342322 64.167494 \r\nL 412.479423 63.813198 \r\nL 415.76984 63.813198 \r\nL 415.906941 63.458903 \r\nL 416.592445 63.458903 \r\nL 416.729545 63.104607 \r\nL 417.55215 63.104607 \r\nL 417.689251 62.750312 \r\nL 418.923157 62.750312 \r\nL 419.060258 62.396016 \r\nL 426.189496 62.396016 \r\nL 426.326597 62.041721 \r\nL 426.463698 62.041721 \r\nL 426.600799 61.687425 \r\nL 427.423403 61.687425 \r\nL 427.560504 61.33313 \r\nL 429.617015 61.33313 \r\nL 429.754115 60.978834 \r\nL 429.891216 60.978834 \r\nL 430.302518 59.915948 \r\nL 432.084828 59.915948 \r\nL 432.221929 59.561652 \r\nL 433.730037 59.561652 \r\nL 433.867138 59.207357 \r\nL 436.472052 59.207357 \r\nL 436.609152 58.853061 \r\nL 439.214066 58.853061 \r\nL 439.625369 57.790175 \r\nL 441.544779 57.790175 \r\nL 441.68188 57.435879 \r\nL 442.778686 57.435879 \r\nL 442.915786 57.081584 \r\nL 445.5207 57.081584 \r\nL 445.657801 56.727288 \r\nL 446.206204 56.727288 \r\nL 446.343305 56.372993 \r\nL 450.319226 56.372993 \r\nL 450.456327 56.018697 \r\nL 451.00473 56.018697 \r\nL 451.14183 55.664402 \r\nL 452.92414 55.664402 \r\nL 453.061241 55.310106 \r\nL 455.117752 55.310106 \r\nL 455.254853 54.955811 \r\nL 463.755098 54.955811 \r\nL 463.892199 54.601515 \r\nL 474.448956 54.601515 \r\nL 474.586057 54.24722 \r\nL 478.287776 54.24722 \r\nL 478.424877 53.892924 \r\nL 479.247482 53.892924 \r\nL 479.384582 53.538629 \r\nL 490.07844 53.538629 \r\nL 490.215541 53.184333 \r\nL 490.489742 53.184333 \r\nL 490.626843 52.830038 \r\nL 498.989988 52.830038 \r\nL 499.127088 52.475742 \r\nL 511.466155 52.475742 \r\nL 511.603256 52.121447 \r\nL 514.482371 52.121447 \r\nL 514.619472 51.767151 \r\nL 524.216523 51.767151 \r\nL 524.353624 51.412856 \r\nL 524.490725 51.412856 \r\nL 524.627826 51.05856 \r\nL 546.563943 51.05856 \r\nL 546.701044 50.704265 \r\nL 547.523649 50.704265 \r\nL 547.660749 50.349969 \r\nL 548.757555 50.349969 \r\nL 548.894656 49.995674 \r\nL 566.580651 49.995674 \r\nL 566.717752 49.641378 \r\nL 591.258784 49.641378 \r\nL 591.395885 49.287083 \r\nL 597.839619 49.287083 \r\nL 597.97672 48.932787 \r\nL 618.40473 48.932787 \r\nL 618.54183 48.578492 \r\nL 679.277457 48.578492 \r\nL 679.414558 48.224196 \r\nL 705.875 48.224196 \r\nL 705.875 48.224196 \r\n\" style=\"fill:none;stroke:#6495ed;stroke-linecap:round;stroke-width:3;\"/>\r\n   </g>\r\n   <g id=\"line2d_26\">\r\n    <path clip-path=\"url(#pfc731a19cb)\" d=\"M 2.795 483.104196 \r\nL 726.8625 35.242681 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-dasharray:11.1,4.8;stroke-dashoffset:0;stroke-width:3;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 36.275 462.395625 \r\nL 36.275 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 705.875 462.395625 \r\nL 705.875 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 36.275 462.395625 \r\nL 705.875 462.395625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 36.275 27.515625 \r\nL 705.875 27.515625 \r\n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\r\n   </g>\r\n   <g id=\"text_13\">\r\n    <!-- Cumulative Gains -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(292.157813 21.515625)scale(0.2 -0.2)\">\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 14.453125 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 6.390625 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 40.4375 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 6.640625 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 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 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 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 6.59375 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 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-67\"/>\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-117\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"288.964844\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"344.580078\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"372.363281\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"394.580078\" xlink:href=\"#ArialMT-118\"/>\r\n     <use x=\"444.580078\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"500.195312\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"527.978516\" xlink:href=\"#ArialMT-71\"/>\r\n     <use x=\"605.761719\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"661.376953\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"683.59375\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"739.208984\" xlink:href=\"#ArialMT-115\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"line2d_27\">\r\n     <path d=\"M 592.728125 433.645625 \r\nL 612.728125 433.645625 \r\n\" style=\"fill:none;stroke:#6495ed;stroke-linecap:round;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_28\"/>\r\n    <g id=\"text_14\">\r\n     <!-- cumulative gains -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(620.728125 437.145625)scale(0.1 -0.1)\">\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       <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-99\"/>\r\n      <use x=\"50\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"105.615234\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"188.916016\" xlink:href=\"#ArialMT-117\"/>\r\n      <use x=\"244.53125\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"350.146484\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"372.363281\" xlink:href=\"#ArialMT-118\"/>\r\n      <use x=\"422.363281\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"477.978516\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"505.761719\" xlink:href=\"#ArialMT-103\"/>\r\n      <use x=\"561.376953\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"616.992188\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"639.208984\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"694.824219\" xlink:href=\"#ArialMT-115\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_29\">\r\n     <path d=\"M 592.728125 447.908125 \r\nL 612.728125 447.908125 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-dasharray:11.1,4.8;stroke-dashoffset:0;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_30\"/>\r\n    <g id=\"text_15\">\r\n     <!-- random selection -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(620.728125 451.408125)scale(0.1 -0.1)\">\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 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 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-114\"/>\r\n      <use x=\"33.300781\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"88.916016\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"144.53125\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"200.146484\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"255.761719\" xlink:href=\"#ArialMT-109\"/>\r\n      <use x=\"339.0625\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"366.845703\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"416.845703\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"472.460938\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"494.677734\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"550.292969\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"600.292969\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"628.076172\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"650.292969\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"705.908203\" xlink:href=\"#ArialMT-110\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pfc731a19cb\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"36.275\" y=\"27.515625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "evaluator.plot_cumulative_gains()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 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=\"506.873437pt\" version=\"1.1\" viewBox=\"0 0 726.0325 506.873437\" width=\"726.0325pt\" 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>2021-02-05T12:51:34.373787</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 506.873437 \r\nL 726.0325 506.873437 \r\nL 726.0325 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 49.2325 462.395625 \r\nL 718.8325 462.395625 \r\nL 718.8325 27.515625 \r\nL 49.2325 27.515625 \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      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 6 \r\n\" id=\"m6342f7445a\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"663.550125\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 10 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(657.989188 479.053437)scale(0.1 -0.1)\">\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        <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-49\"/>\r\n       <use x=\"55.615234\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"601.435097\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 9 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(598.654629 479.053437)scale(0.1 -0.1)\">\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-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"539.32007\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 8 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(536.539601 479.053437)scale(0.1 -0.1)\">\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-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"477.205042\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 7 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(474.424573 479.053437)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"415.090014\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 6 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(412.309545 479.053437)scale(0.1 -0.1)\">\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-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"352.974986\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 5 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(350.194517 479.053437)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"290.859958\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 4 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(288.07949 479.053437)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"228.74493\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 3 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(225.964462 479.053437)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"166.629903\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(163.849434 479.053437)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"104.514875\" xlink:href=\"#m6342f7445a\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 1 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(101.734406 479.053437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_11\">\r\n     <!-- decile -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(363.13125 496.493437)scale(0.16 -0.16)\">\r\n      <defs>\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 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 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 6.640625 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 6.390625 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-100\"/>\r\n      <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"111.230469\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"161.230469\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"183.447266\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"205.664062\" 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_11\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -6 0 \r\n\" id=\"m54c0233eaa\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"49.2325\" xlink:href=\"#m54c0233eaa\" y=\"462.395625\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 0.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 465.974531)scale(0.1 -0.1)\">\r\n       <defs>\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"49.2325\" xlink:href=\"#m54c0233eaa\" y=\"399.259736\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 0.5 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 402.838643)scale(0.1 -0.1)\">\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-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"49.2325\" xlink:href=\"#m54c0233eaa\" y=\"336.123848\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 1.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 339.702754)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"49.2325\" xlink:href=\"#m54c0233eaa\" y=\"272.987959\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 1.5 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 276.566866)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"49.2325\" xlink:href=\"#m54c0233eaa\" y=\"209.852071\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 2.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 213.430977)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"49.2325\" xlink:href=\"#m54c0233eaa\" y=\"146.716182\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 2.5 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 150.295089)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"49.2325\" xlink:href=\"#m54c0233eaa\" y=\"83.580294\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 3.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 87.1592)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_19\">\r\n     <!-- lift -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(18.6525 252.955625)rotate(-90)scale(0.16 -0.16)\">\r\n      <defs>\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 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      </defs>\r\n      <use xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"22.216797\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"44.433594\" xlink:href=\"#ArialMT-102\"/>\r\n      <use x=\"72.216797\" 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(#pab18158dda)\" d=\"M 79.668864 462.395625 \r\nL 129.360886 462.395625 \r\nL 129.360886 48.224196 \r\nL 79.668864 48.224196 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 141.783891 462.395625 \r\nL 191.475914 462.395625 \r\nL 191.475914 102.521061 \r\nL 141.783891 102.521061 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 203.898919 462.395625 \r\nL 253.590942 462.395625 \r\nL 253.590942 151.767054 \r\nL 203.898919 151.767054 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 266.013947 462.395625 \r\nL 315.705969 462.395625 \r\nL 315.705969 190.911304 \r\nL 266.013947 190.911304 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 328.128975 462.395625 \r\nL 377.820997 462.395625 \r\nL 377.820997 225.004684 \r\nL 328.128975 225.004684 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 390.244003 462.395625 \r\nL 439.936025 462.395625 \r\nL 439.936025 257.835346 \r\nL 390.244003 257.835346 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 452.359031 462.395625 \r\nL 502.051053 462.395625 \r\nL 502.051053 284.352419 \r\nL 452.359031 284.352419 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 514.474058 462.395625 \r\nL 564.166081 462.395625 \r\nL 564.166081 304.555904 \r\nL 514.474058 304.555904 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 576.589086 462.395625 \r\nL 626.281109 462.395625 \r\nL 626.281109 322.233953 \r\nL 576.589086 322.233953 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 638.704114 462.395625 \r\nL 688.396136 462.395625 \r\nL 688.396136 336.123848 \r\nL 638.704114 336.123848 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"line2d_18\">\r\n    <path clip-path=\"url(#pab18158dda)\" d=\"M 82.7125 336.123848 \r\nL 685.3525 336.123848 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-dasharray:11.1,4.8;stroke-dashoffset:0;stroke-width:3;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 49.2325 462.395625 \r\nL 718.8325 462.395625 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_20\">\r\n    <!-- Cumulative Lift -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(317.898125 21.515625)scale(0.2 -0.2)\">\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 14.453125 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 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 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 id=\"ArialMT-32\"/>\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-67\"/>\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-117\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"288.964844\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"344.580078\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"372.363281\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"394.580078\" xlink:href=\"#ArialMT-118\"/>\r\n     <use x=\"444.580078\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"500.195312\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"527.978516\" xlink:href=\"#ArialMT-76\"/>\r\n     <use x=\"583.59375\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"605.810547\" xlink:href=\"#ArialMT-102\"/>\r\n     <use x=\"633.59375\" xlink:href=\"#ArialMT-116\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"line2d_19\">\r\n     <path d=\"M 643.474687 40.173437 \r\nL 663.474687 40.173437 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-dasharray:11.1,4.8;stroke-dashoffset:0;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_20\"/>\r\n    <g id=\"text_21\">\r\n     <!-- Baseline -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(671.474687 43.673437)scale(0.1 -0.1)\">\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 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 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-66\"/>\r\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"172.314453\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"227.929688\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"250.146484\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"272.363281\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"327.978516\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pab18158dda\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"49.2325\" y=\"27.515625\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "evaluator.plot_lift_curve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 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=\"507.117188pt\" version=\"1.1\" viewBox=\"0 0 723.636875 507.117188\" width=\"723.636875pt\" 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>2021-02-05T12:51:34.796388</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 507.117188 \r\nL 723.636875 507.117188 \r\nL 723.636875 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 46.836875 462.639375 \r\nL 716.436875 462.639375 \r\nL 716.436875 27.759375 \r\nL 46.836875 27.759375 \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      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 6 \r\n\" id=\"m322ad850db\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"661.1545\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 10 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(655.593563 479.297188)scale(0.1 -0.1)\">\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        <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-49\"/>\r\n       <use x=\"55.615234\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"599.039472\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 9 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(596.259004 479.297188)scale(0.1 -0.1)\">\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-57\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"536.924445\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 8 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(534.143976 479.297188)scale(0.1 -0.1)\">\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-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"474.809417\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 7 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(472.028948 479.297188)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"412.694389\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 6 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(409.91392 479.297188)scale(0.1 -0.1)\">\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-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"350.579361\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 5 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(347.798892 479.297188)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"288.464333\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 4 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(285.683865 479.297188)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"226.349305\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 3 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(223.568837 479.297188)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"164.234278\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(161.453809 479.297188)scale(0.1 -0.1)\">\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      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"102.11925\" xlink:href=\"#m322ad850db\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 1 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(99.338781 479.297188)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_11\">\r\n     <!-- decile -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(360.735625 496.737188)scale(0.16 -0.16)\">\r\n      <defs>\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 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 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 6.640625 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 6.390625 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-100\"/>\r\n      <use x=\"55.615234\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"111.230469\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"161.230469\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"183.447266\" xlink:href=\"#ArialMT-108\"/>\r\n      <use x=\"205.664062\" 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_11\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -6 0 \r\n\" id=\"md27b11143f\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"462.639375\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(31.775938 466.218281)scale(0.1 -0.1)\">\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_12\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"409.883912\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 10 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 413.462819)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"357.12845\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 20 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 360.707356)scale(0.1 -0.1)\">\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_4\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"304.372987\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 30 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 307.951893)scale(0.1 -0.1)\">\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_5\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"251.617524\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 40 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 255.19643)scale(0.1 -0.1)\">\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_6\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"198.862062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 50 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 202.440968)scale(0.1 -0.1)\">\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_7\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"146.106599\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 60 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 149.685505)scale(0.1 -0.1)\">\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_8\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"93.351136\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 70 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 96.930042)scale(0.1 -0.1)\">\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_9\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"46.836875\" xlink:href=\"#md27b11143f\" y=\"40.595673\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- 80 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(26.215 44.17458)scale(0.1 -0.1)\">\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=\"text_21\">\r\n     <!-- response (%) -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(18.8475 292.770625)rotate(-90)scale(0.16 -0.16)\">\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 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 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 id=\"ArialMT-32\"/>\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 5.8125 54.390625 \r\nQ 5.8125 62.0625 9.671875 67.421875 \r\nQ 13.53125 72.796875 20.84375 72.796875 \r\nQ 27.59375 72.796875 32 67.984375 \r\nQ 36.421875 63.1875 36.421875 53.859375 \r\nQ 36.421875 44.78125 31.953125 39.875 \r\nQ 27.484375 34.96875 20.953125 34.96875 \r\nQ 14.453125 34.96875 10.125 39.796875 \r\nQ 5.8125 44.625 5.8125 54.390625 \r\nz\r\nM 21.09375 66.75 \r\nQ 17.828125 66.75 15.65625 63.90625 \r\nQ 13.484375 61.078125 13.484375 53.515625 \r\nQ 13.484375 46.625 15.671875 43.8125 \r\nQ 17.875 41.015625 21.09375 41.015625 \r\nQ 24.421875 41.015625 26.59375 43.84375 \r\nQ 28.765625 46.6875 28.765625 54.203125 \r\nQ 28.765625 61.140625 26.5625 63.9375 \r\nQ 24.359375 66.75 21.09375 66.75 \r\nz\r\nM 21.140625 -2.640625 \r\nL 60.296875 72.796875 \r\nL 67.4375 72.796875 \r\nL 28.421875 -2.640625 \r\nz\r\nM 52.09375 16.796875 \r\nQ 52.09375 24.515625 55.953125 29.859375 \r\nQ 59.8125 35.203125 67.1875 35.203125 \r\nQ 73.921875 35.203125 78.34375 30.390625 \r\nQ 82.765625 25.59375 82.765625 16.265625 \r\nQ 82.765625 7.171875 78.296875 2.265625 \r\nQ 73.828125 -2.640625 67.234375 -2.640625 \r\nQ 60.75 -2.640625 56.421875 2.21875 \r\nQ 52.09375 7.078125 52.09375 16.796875 \r\nz\r\nM 67.4375 29.15625 \r\nQ 64.109375 29.15625 61.9375 26.3125 \r\nQ 59.765625 23.484375 59.765625 15.921875 \r\nQ 59.765625 9.078125 61.953125 6.25 \r\nQ 64.15625 3.421875 67.390625 3.421875 \r\nQ 70.75 3.421875 72.921875 6.25 \r\nQ 75.09375 9.078125 75.09375 16.609375 \r\nQ 75.09375 23.53125 72.890625 26.34375 \r\nQ 70.703125 29.15625 67.4375 29.15625 \r\nz\r\n\" id=\"ArialMT-37\"/>\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-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-111\"/>\r\n      <use x=\"250.146484\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"305.761719\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"355.761719\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"411.376953\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"439.160156\" xlink:href=\"#ArialMT-40\"/>\r\n      <use x=\"472.460938\" xlink:href=\"#ArialMT-37\"/>\r\n      <use x=\"561.376953\" xlink:href=\"#ArialMT-41\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 77.273239 462.639375 \r\nL 126.965261 462.639375 \r\nL 126.965261 48.467946 \r\nL 77.273239 48.467946 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 139.388266 462.639375 \r\nL 189.080289 462.639375 \r\nL 189.080289 102.764811 \r\nL 139.388266 102.764811 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 201.503294 462.639375 \r\nL 251.195317 462.639375 \r\nL 251.195317 152.010804 \r\nL 201.503294 152.010804 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 263.618322 462.639375 \r\nL 313.310344 462.639375 \r\nL 313.310344 191.155054 \r\nL 263.618322 191.155054 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 325.73335 462.639375 \r\nL 375.425372 462.639375 \r\nL 375.425372 225.248434 \r\nL 325.73335 225.248434 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 387.848378 462.639375 \r\nL 437.5404 462.639375 \r\nL 437.5404 258.079096 \r\nL 387.848378 258.079096 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 449.963406 462.639375 \r\nL 499.655428 462.639375 \r\nL 499.655428 284.596169 \r\nL 449.963406 284.596169 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 512.078433 462.639375 \r\nL 561.770456 462.639375 \r\nL 561.770456 304.799654 \r\nL 512.078433 304.799654 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 574.193461 462.639375 \r\nL 623.885484 462.639375 \r\nL 623.885484 322.477703 \r\nL 574.193461 322.477703 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 636.308489 462.639375 \r\nL 686.000511 462.639375 \r\nL 686.000511 336.367598 \r\nL 636.308489 336.367598 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"line2d_20\">\r\n    <path clip-path=\"url(#p0ff086dea9)\" d=\"M 80.316875 336.367598 \r\nL 682.956875 336.367598 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-dasharray:11.1,4.8;stroke-dashoffset:0;stroke-width:3;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 46.836875 462.639375 \r\nL 716.436875 462.639375 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"text_22\">\r\n    <!-- Cumulative response -->\r\n    <g style=\"fill:#262626;\" transform=\"translate(287.707188 21.759375)scale(0.2 -0.2)\">\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 14.453125 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 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 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-67\"/>\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-117\"/>\r\n     <use x=\"266.748047\" xlink:href=\"#ArialMT-108\"/>\r\n     <use x=\"288.964844\" xlink:href=\"#ArialMT-97\"/>\r\n     <use x=\"344.580078\" xlink:href=\"#ArialMT-116\"/>\r\n     <use x=\"372.363281\" xlink:href=\"#ArialMT-105\"/>\r\n     <use x=\"394.580078\" xlink:href=\"#ArialMT-118\"/>\r\n     <use x=\"444.580078\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"500.195312\" xlink:href=\"#ArialMT-32\"/>\r\n     <use x=\"527.978516\" xlink:href=\"#ArialMT-114\"/>\r\n     <use x=\"561.279297\" xlink:href=\"#ArialMT-101\"/>\r\n     <use x=\"616.894531\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"666.894531\" xlink:href=\"#ArialMT-112\"/>\r\n     <use x=\"722.509766\" xlink:href=\"#ArialMT-111\"/>\r\n     <use x=\"778.125\" xlink:href=\"#ArialMT-110\"/>\r\n     <use x=\"833.740234\" xlink:href=\"#ArialMT-115\"/>\r\n     <use x=\"883.740234\" xlink:href=\"#ArialMT-101\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"line2d_21\">\r\n     <path d=\"M 636.632187 40.417188 \r\nL 656.632187 40.417188 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-dasharray:11.1,4.8;stroke-dashoffset:0;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_22\"/>\r\n    <g id=\"text_23\">\r\n     <!-- Incidence -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(664.632187 43.917188)scale(0.1 -0.1)\">\r\n      <defs>\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-73\"/>\r\n      <use x=\"27.783203\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"83.398438\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"133.398438\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"155.615234\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"211.230469\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"266.845703\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"322.460938\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"372.460938\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p0ff086dea9\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"46.836875\" y=\"27.759375\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH7CAYAAAAO4xP3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAA/TUlEQVR4nO3de3zO9eP/8ee1zRx2YIRytn1syCGHttTMOcUtpWhOc8oQqgkfkvMxOafWWIQxplKfDk5NsZyWckhE0ZJDzna07PT+/dHP9W0NXd7susYe99ut28de79Pzvc/wvF5e1/uyGIZhCAAAAMAtc3J0AAAAAOBuRZkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNIAC4+DBgxo3bpyeeOIJ1a9fXw0bNlSXLl20cuVKZWVlOTqezeLj4+Xn56epU6eaPkdCQoLWr1+fa8zPz09PP/307cYDANxBlGkADpeTk6P58+frueee08cffywfHx9169ZN7dq105kzZzRp0iT16dNHf/75p6Oj2sXhw4f11FNPac+ePbnGhwwZoi5dujgoFQDgelwcHQAAIiIiFB4eroceekhvvfWWypcvb92WkZGh0aNH67PPPtOoUaM0b948xwW1k6SkJGVmZuYZf+mllxyQBgBwM8xMA3CohIQEhYeHq3Tp0oqMjMxVpCXJ1dVV06dPV8WKFbVhwwYdO3bMQUkBAMiLMg3AoT755BNlZmaqe/fu8vT0vO4+RYoU0dixYzVt2jR5eXlJuvm65FGjRsnPz08//fSTdczPz0+vv/66vv32W3Xr1k3169dXYGCg5syZo+zsbB09elQvvPCCGjRooKZNm2ry5MlKT0+3Hr927Vr5+flp6dKlea4XEhIiPz8/JScn3/Ref/75Z40YMULNmjVTnTp1rGvCN27caN1nwYIF6tmzpyRp+fLl8vPzU3x8vPUerq2Zfv/99+Xn56fVq1fnuc7Zs2dVq1YthYaGWscyMjK0cOFCtWvXTnXr1lWTJk00bNgwnThx4qaZ//79GzVqlCIiItS4cWM1btw41/di/fr16tKlixo0aKCGDRuqV69e2rVrV57zHDhwQAMGDFBgYKDq1q2rtm3batasWUpNTbXuc/LkSfn5+Wnu3Llav3692rdvr3r16qlt27ZasmSJcnJy8px3+/bt6tOnjxo2bKh69eqpY8eOWrlyZZ59W7ZsqZCQEB07dkwDBw5Uo0aN1KBBA4WGhurw4cO59k1LS9O0adP0xBNPWL9nQ4YM0cGDB/Nc//z585owYYKCgoJUp04dtWzZUjNnzsx1XwDuTZRpAA71zTffSJKaNm160/1atGihZ599VqVLlzZ9rf3796tv374qXbq0unbtKldXVy1cuFDjxo1T165dlZOTo65du6pkyZJasWKF5s6da/pa//TDDz+oc+fO2rJliwIDA9WnTx8FBgbqwIEDevnll/X1119Lkvz9/dWxY0dJUv369TVkyBBVrFgxz/nat28vZ2fnPG9SlP4qtjk5OerQoYMkKTMzU6GhoZozZ47c3NzUo0cPNW3aVJs2bVKnTp30888/23QP33zzjSIjI/XMM88oMDBQ9evXlyTNnz9fYWFhOnfunDp27KiOHTvq6NGj6tOnj/73v/9Zj09ISFCfPn20d+9etWzZUr169dJ9992nyMhIDR48+LrXGzp0qCpXrmxdKz5jxgyNHj06135RUVHq27evDhw4oDZt2ui5555TSkqKJk2apGHDhskwjFz7//HHH+rSpYsuXryo559/XgEBAYqLi1NISIguXbpk3S8sLEzLli1TtWrV1KtXLzVr1kxxcXHq3r27fv31V+t+p0+fVqdOnbR69Wo9+OCD6t27t6pXr6733ntPISEhunLlik3fXwB3KQMAHKhJkyaGr6+vkZiYeEvH7dq1y/D19TWmTJmSZ9vIkSMNX19f49ChQ9YxX19fw9fX13j//fetY8eOHbOOv/HGG9bxlJQUo2HDhkaTJk2sYx999FGe46/p0aOH4evrayQlJd0wW9++fY3atWsbR48ezXXsF198Yfj6+hqvvvrqv96br6+v0aFDB+vXffr0MWrVqmWcP38+136dO3c2HnroISMtLc0wDMOIjIw0fH19jTfffDPXfj/88IPx4IMPGs8991yee/qna9+nzZs35xrfv3+/4efnZ/To0cO4cuWKdfzSpUtGmzZtjPr16xsXL140DMMw3njjDcPX19fYuXNnrnP079/f8PX1NX7++WfDMAzjxIkT1uu999571v3S0tKM559/3vD19TV27dplGIZh/P7770bt2rWN5s2bG7///nuufXv27Gn4+voaH3/8sXW8RYsWhq+vrzFx4kQjJyfHOj5mzBjD19fXiI6ONgzDMI4cOWL4+voa//3vf3NlXb9+fZ6fl9DQUMPPz8/4+uuvc+27bNkyw9fX15gxY8bNv7kA7mrMTANwqGtLI9zc3PL9Wq6ururWrZv1a29vb+uykb59+1rH3d3d5ePjo4sXL96xJ4j07t1bM2fOlI+PT67xgIAASdLFixdv+ZwdOnRQdnZ2rmUiJ0+e1P79+9WqVSuVKFFCkvThhx/K09NTQ4cOzXV83bp19cQTT+jAgQP65Zdf/vV6xYoVU7NmzXKNffjhhzIMQ//9739VvHhx67iXl5dCQ0OVnp5unT2/tuTiwIEDuc4xffp07dy5UzVq1Mg1XrFiRfXq1cv6dYkSJRQWFiZJ+uyzzyRJn376qbKysjR48GBVrlw5175jxoyRJH300Ud57iU0NFQWi8X69bX7OnXqVK6sCQkJuZZqtG7dWrGxsRo+fLgk6dy5c4qLi1OzZs3UvHnzXNfo0aOHHnjgAX388cd5rg/g3sHTPAA4VKlSpXT+/HklJyff1hIOWzzwwANydXXNNVaiRAmlp6erbNmyucaLFi0q6a+1xsWKFbvta19bxnL+/HkdPnxYv//+uxISEvT9999LkrKzs2/5nG3atNGECRO0bt06de/eXZK0bt06SbIu8UhLS1NCQoLKli2rd999N885Lly4IEn66aef8pTZf7r//vvl7Oyca+za+uFNmzZpy5YtubadOXPGem5J6tixo1atWqVZs2ZpxYoVCgoKUlBQkB577DFr8f+7Bg0ayMUl919TdevWlSTr+uZr//vwww/nOb5GjRry9PTMsxa6aNGieuCBB3KNubu7S/rr/2/przXiDRo00N69e/XYY4/J399fQUFBatGiRa7SfujQIRmGocTERC1YsCBPhiJFiuiPP/7Q2bNn87y5FsC9gTINwKEqV66s8+fP6/jx4zct0ykpKUpPT1e5cuVMX+vvM6d/V6RIEdPntNXp06c1ZcoUffXVVzIMQ05OTqpWrZoaNWqkQ4cOmTqnm5ubWrVqpS+++MJa1tatW6cyZcro0UcflSTrrOr58+f19ttv3/BcSUlJ/3q9672oSElJkSQtWrToX89ds2ZNrVmzRhEREdq6davWrFmjNWvWqESJEurZs6fCwsJyzRZfr3y6u7urePHi1uteuz8PD4/rXrtcuXI6fvx4rrF/vqCSZL2u8f/XV1ssFi1evFjvvfeePvvsM8XFxSkuLk5TpkzRo48+qsmTJ6tSpUrWf1nZt2+f9u3bd8PvQWJiImUauEdRpgE4VNOmTbVnzx5t375dDRo0uOF+MTExmjlzpl588cVcpcv4x5vLJOV6CsedcjvXMwxDAwYM0NGjRzVgwAC1bt1aNWrUULFixXThwgV98MEHpnN16NBBn3/+uTZs2KCgoCD99NNPCgkJsc7oXpvxbdy4sVauXGn6OjdSokQJOTs7a//+/Ta9KKlZs6bmzZunjIwM7d27V3FxcVq7dq0iIiJUvnz5XMtwrl69muf4jIwM/fnnn9blOdeWB509e/a6L8aSkpJUqlQpU/fm5uamV155Ra+88ooSEhK0fft2ffbZZ9qxY4eGDh2qDz74wPr9HTRokF555RVT1wFwd2PNNACHeuqpp1SkSBGtWLHCOtv4T+np6dbC+dhjj0n6v9nk6z0pwdbHvd2KG13PMIx/vd6RI0f0888/q02bNho6dKjq1q1rneW99tzsv5f0v8/O/pvHHntMZcqU0VdffaUNGzZI+ut7eo2Hh4cqVKigo0ePXnf99yeffKIFCxbo5MmTNl/z7/z8/JSdnZ3rMYTX7Nu3T7NmzdJ3331nvdbkyZNlGIZcXV0VEBCgESNGWJdHXFvycs0/11ZLfz2RxTAM65NEatased1jJen48eM6f/78vy5fuZ7Dhw9rxowZ1tnm6tWrq0ePHoqOjla1atX0ww8/KCMjQ35+fpKkH3/88brneeutt7Ro0SLr8hEA9x7KNACHqly5snr37q3Lly+rX79+OnfuXK7tKSkpGj58uH777Te1aNHCuja2atWqcnZ21q5du3LNDG/ZsuW6zwG+Xd7e3pL+elzb39c3R0dHKzEx8abHXltW8PfHrkl//dP/m2++KUnKysqyjl+bVb7epyD+k4uLi9q1a6fvv/9en3/+uapWrWotmtd07NhRiYmJmjVrVq7nLh89elSTJk3S+++/b3r29tpj/KZNm5brjXqpqamaMGGCIiMjrd+vffv2acWKFXke53etyFeoUCHX+P79+61rwK+dc/bs2XJycrJe9+mnn5aLi4siIiJyvai5cuWKJk2aZN3nVmVkZGjJkiUKDw/P9UInNTVVSUlJKlu2rFxdXVW5cmU9/PDDiouLs76YueaTTz7RO++8o2+++ea6S0sA3BtY5gHA4YYOHaqLFy9q7dq1atWqlZo3b64qVaro7Nmz2r59uy5duqSGDRtai6cklS5dWq1bt9bGjRvVuXNnNWvWTCdOnNBXX32lRo0aXXem8nbUrl1bDz74oPbu3atu3brp4Ycf1pEjR7Rr1y7Vr19f+/fvv+Gx1apVU7169bR7925169ZNDRs21OXLlxUbG6uMjAwVL15cly9ftu5/bW3t+vXrVaJECXXs2PGms6sdOnRQVFSUjh49qiFDhuTZ3r9/f23btk1RUVH6/vvv5e/vr+TkZG3YsEHp6emaNWuW9Q14t+qRRx5RSEiIoqKi1L59ezVr1kyurq6KjY21Ps/52hNL+vXrp/Xr12v48OHasGGDqlatqlOnTmnTpk0qW7asevTokevcHh4eevXVV7V+/XqVL19eW7Zs0YkTJzRo0CDrjHTlypU1cuRITZ06VR07dlTr1q1VokQJxcXF6cSJE2rfvr2eeeaZW76vax8Ss3HjRnXs2FGPPPKIsrKyFBsbq8uXL+f6sKBJkyape/fueuWVVxQUFKQaNWooISFBW7ZsUalSpTR+/HhT31sAdwfKNACHc3Z21vTp09W+fXutXr1ahw8f1tatW+Xi4iI/Pz+98sor6ty5c54nSUybNk3lypXThg0bFBUVpRo1auitt97S77//fsfLtCQtXLhQs2fP1tdff60jR46oTp06WrZsmdavX3/TMu3k5KTw8HDNmTNH27dv18GDB3X//fcrKChIL774ombPnq3Y2Fj9/vvvqlKliipWrGj9wJCVK1fKx8fnpmW6Xr16qlatmn777bdcSzyuKVasmJYvX6733ntP69atU3R0tDw8PNSwYUMNGDBA/v7+t/V9GTNmjOrWratVq1bp008/lbOzs6pXr66XXnrJOoMsSZUqVdKqVasUHh6uPXv26KuvvpKXl5c6dOigIUOG5HmDnr+/v1q1aqVFixYpLi5OPj4+evPNN/PMNPfs2VPVqlXT4sWLtWnTJhmGIR8fHw0YMECdOnUyfV9vvvmm6tSpo88++0wxMTGyWCx68MEHNW7cOLVs2dK6n7e3t9auXavw8HBt3bpVO3fuVLly5fT000/neWQfgHuPxbjeu2kAAHCQkydPqlWrVmrVqpXCw8MdHQcAboo10wAAAIBJlGkAAADAJMo0AAAAYBJrpgEAAACTmJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAACQL06ePKnnn3/e5v3Pnz+vCRMm5BmfNWuW1q5deweT3Tku9rxYZmamRo0apVOnTsnJyUmTJ0+Wi4uLRo0aJYvFoho1amj8+PFycqLjAwAAFDZly5a9bpkuyOxaprdu3aqsrCytXr1a27dv17x585SZmamwsDAFBARo3Lhx2rx5s9q0aWPPWAAAAPe+HROknRNt27duqPT4otxjm/pLByL/7+sm46VHJ9h0upCQENWsWVO//PKLUlNTNX/+fFWsWFHh4eGKjY1Vdna2unbtqsDAQL366qtas2aNNm7cqHfffVelS5dWZmamvL29JUmzZ8/Wd999p5ycHPXu3VtPPvmkzefv0qWLoqKi9Pnnn8tisahdu3bq2bOnbd+TG7DrFHD16tWVnZ2tnJwcpaamysXFRQcPHpS/v78kKSgoSDt27MhzXExMjJ599tk8/8XExNgzPgAAAEyqV6+eli5dqscee0xffPGFDh06pLi4OH3wwQf64IMP9Ntvv8kwDEl/rWZ444039P7772vx4sUqVqyYpL8mZk+ePKlVq1Zp+fLlioiIUHJyss3n/+WXX7Ru3TpFR0dr5cqVio2N1a+//npb92XXmekSJUro1KlTevLJJ3X58mVFRERo9+7dslgskiQ3NzelpKTkOS44OFjBwcH2jAoAAIA7qHbt2pKk+++/XxcuXFBCQoLq1asnZ2dnOTs7a9SoUTp58qQk6dKlSypZsqS8vLwkSQ0aNJAk/fzzzzp48KBCQkIkSVlZWTp16pTN51+3bp1Onz6t3r17S5KSkpJ0/Phx66y3GXYt00uXLlVgYKCGDRumP/74Q7169VJmZqZ1e1pamjw9Pe0ZCQAAoHB4dILNyzKu6/FFeZd+3AZvb2+tWrVKOTk5ys7OVv/+/TV27FhJUpkyZZScnKxLly6pdOnSOnDggO6//355e3srICBAkydPVk5OjsLDw1W5cmWbzz9y5Ej95z//0XvvvSeLxaKlS5fKz8/vtu7DrmXa09NTRYoUkSSVLFlSWVlZql27tuLj4xUQEKC4uDg98sgj9owEAAAAB6hVq5aaNm2qrl27KicnR127dpWrq6skycXFRePGjdMLL7ygkiVLysXlr8rasmVLffvtt+rWrZuuXLmi1q1by93d3ebz16xZU02aNFHXrl2VkZGhevXqqXz58rd1Hxbj2uIUO0hLS9Po0aN1/vx5ZWZmqmfPnqpTp47Gjh1rXVg+ZcoUOTs72ysSAAAAYJpdyzQAAABwL+GBzgAAAIBJlGkAAADAJLu+AfFeERp+ydER7ojIQaUdHQEAAOCuxsw0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgkos9L7Z27Vp9/PHHkqSrV6/qp59+UlRUlKZOnSpnZ2cFBgZqyJAh9owEAAAAmGYxDMNwxIUnTpyomjVrKjo6WgsWLFDlypXVv39/DR06VLVr13ZEJJuFhl9ydIQ7InJQaUdHAAAAuKs5ZJnHgQMHdPToUbVv314ZGRmqUqWKLBaLAgMDtWPHDkdEAgAAAG6ZXZd5XLNw4UINHjxYqampcnd3t467ubnpxIkTefaPiYlRTExMnvHg4GAFBwfna1YAAADgRuxeppOTk5WQkKBHHnlEqampSktLs25LS0uTp6dnnmMozQAAACiI7L7MY/fu3WrSpIkkyd3dXUWKFNHvv/8uwzC0bds2NW7c2N6RAAAAAFPsPjOdkJCgSpUqWb+eOHGihg8fruzsbAUGBqp+/fr2jgQAAACY4rCnedzNeJoHAAAAJD60BQAAADCNMg0AAACYRJkGAAAATKJMAwAAACY55ENbcHfijZcAAAC5MTMNAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADDJxd4XXLhwob766itlZmaqa9eu8vf316hRo2SxWFSjRg2NHz9eTk50fAAAABR8dm2t8fHx2rt3r1atWqWoqCidOXNG06dPV1hYmKKjo2UYhjZv3mzPSAAAAIBpdi3T27Ztk6+vrwYPHqyBAweqefPmOnjwoPz9/SVJQUFB2rFjhz0jAQAAAKbZdZnH5cuXdfr0aUVEROjkyZN68cUXZRiGLBaLJMnNzU0pKSl5jouJiVFMTEye8eDgYAUHB+d7bgAAAOB67FqmS5UqJW9vb7m6usrb21tFixbVmTNnrNvT0tLk6emZ5zhKMwAAAAoiuy7zaNSokb755hsZhqGzZ88qPT1dTZo0UXx8vCQpLi5OjRs3tmckAAAAwDS7zky3aNFCu3fvVqdOnWQYhsaNG6dKlSpp7NixmjNnjry9vdW2bVt7RgIAAABMs/uj8f773//mGVuxYoW9YwAAAAC3jQc6AwAAACbZfWYauNuEhl9ydIQ7InJQaUdHAADgnsPMNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJNcHB0AQMEVGn7J0RFuW+Sg0o6OAAC4hzEzDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJPs/gbEjh07yt3dXZJUqVIlBQcHa+rUqXJ2dlZgYKCGDBli70gAAACAKXYt01evXpVhGIqKirKOPf3001qwYIEqV66s/v3769ChQ6pdu7Y9YwEAAACm2HWZx+HDh5Wenq6+ffuqZ8+e2r17tzIyMlSlShVZLBYFBgZqx44d9owEAAAAmGbzzPTZs2e1a9cunTp1SikpKfLy8tIDDzygRx99VGXKlLHpHMWKFdMLL7ygzp0767ffflNoaKg8PT2t293c3HTixIk8x8XExCgmJibPeHBwsIKDg229BQAAAOCO+tcyHRsbqyVLlmjv3r0yDEMlS5ZUsWLFlJycrPT0dDk5Oemhhx5Sv3791LJly5ueq3r16qpataosFouqV68uDw8PJSYmWrenpaXlKtfXUJoBAABQEN2wTB8/flyjR4/WiRMn1LZtWw0dOlS1a9eWm5ubdZ+UlBTt2bNHO3bs0Ouvv64qVarojTfeUPXq1a97zg8//FA///yzJkyYoLNnzyo9PV0lSpTQ77//rsqVK2vbtm28AREAAAB3jRuW6f79++vFF1/UU089JWdn5+vu4+HhoWbNmqlZs2YaPny4PvnkEw0YMECbNm267v6dOnXSa6+9pq5du8pisWjatGlycnLS8OHDlZ2drcDAQNWvX//O3BkAAACQz25Ypj/99FMVLVrU5hMVKVJEnTt3VocOHW64j6urq2bPnp1nfM2aNTZfBwAAACgobvg0j1sp0nfiOAAAAOBuc0vPmTYMQ9HR0dq0aZMuXLig0qVLq3Xr1urevbtcXOz++S8AAACAQ91SA543b542b96sZ555RiVLltS5c+e0bNkyHTt2TJMmTcqvjAAAAECBdMMyffLkSVWqVCnX2KZNm/T222/Lx8fHOlanTh2NGDGCMg0AAIBC54Zrpp977jlNnjxZFy5csI75+PgoMjJSP/74o06cOKE9e/YoKipKNWrUsEtYAAAAoCC5YZlet26dLBaL2rdvrzlz5ig5OVmTJk1SamqqgoOD1aZNG/Xo0UNOTk6aOXOmPTMDAAAABcINl3mUKVNGY8aMUd++ffXOO++obdu26tWrl2bOnKkiRYooMTFRXl5eN3wGNQAAAHCvu+HM9DUVKlTQ1KlTFR0drSNHjqhNmzZatWqVSpYsSZEGAABAoXbTMv3bb79p48aNOnjwoKpXr665c+cqMjJS27ZtU9u2bbV27VoZhmGvrAAAAECBcsMy/cEHH6h9+/aaPHmygoODNWXKFElSrVq1tHDhQs2cOVMff/yx2rVrpw0bNtgtMAAAAFBQ3LBMv/POOxozZoy2bdum6OhorVy5UhcvXrRub9SokaKiojR69Gi99957dgkLAAAAFCQ3fANienq6vLy8JEleXl4yDEN//vlnnv2aNm2qpk2b5l9CAAAAoIC6YZl+/vnnNXLkSC1dulS//fabAgMDVbFiRXtmAwAAAAq0G5bpYcOGKSAgQIcPH1bFihX1+OOP2zMXAAAAUODdsExLUmBgoAIDA+2VBQAAALir3PANiL169dKhQ4du6WQ//PCDQkJCbjsUAAAAcDe44cx0nz59NHjwYHl7e6t9+/Zq3bq1PD098+x37tw5bdu2TR999JGOHz+uiRMn5mtgAAAAoKC4YZlu3ry5GjdurKVLl2r27NkaM2aMKlSooAceeEDFihVTSkqKzp49qzNnzsjT01MhISGKiIiQh4eHPfMDAAAADnPTNdPu7u4aMmSI+vfvr507dyo+Pl6nTp1SamqqKlasqEaNGqlJkyby9/eXq6urvTIDAAAABcJNy/Q1rq6uatasmZo1a5bfeQAAAIC7xg3fgAgAAADg5myamQaAwiQ0/JKjI9y2yEGlHR0BAAoFZqYBAAAAkyjTAAAAgEm3XKazsrJ0/vx5ZWVl5UceAAAA4K5hc5net2+fevfurQYNGqhZs2Y6cuSIhg8frrlz5+ZnPgAAAKDAsqlM79y5Uz169JAkDR06VIZhSJJ8fX0VGRmp999/P/8SAgAAAAWUTWV61qxZateunZYuXaqePXtay3T//v01cOBAxcTE5GtIAAAAoCCyqUz/8ssv6tChgyTJYrHk2hYQEKDTp0/f+WQAAABAAWdTmS5TpoyOHj163W3Hjh1TmTJl7mgoAAAA4G5g04e2PPPMM5o/f748PDwUFBQkScrOztaOHTv09ttv67nnnsvXkAAAAEBBZFOZHjJkiM6cOaPXX3/dusyjS5cuMgxDbdq00csvv5yvIQEAAICCyKYy7ezsrOnTp6tfv37avXu3EhMT5eHhoUaNGqlmzZr5nREAAAAokGwq09f4+PjIx8dHknTu3DmdO3dO2dnZcnZ2zpdwAAAAQEFm0xsQk5KSNGzYMC1fvlyS9Mknn6hly5bq3LmznnzySZ04cSJfQwIAAAAFkU1lesaMGdqxY4cqVKignJwczZo1Sw899JCWL18uLy8vzZgxI79zAgAAAAWOTWV6y5Yteu2119S6dWt99913unDhgvr166eHH35YAwcO1K5du/I7JwAAAFDg2FSmr1y5ogceeEDSX8W6aNGiatKkiSTJ1dU1/9IBAAAABZhNZdrHx0exsbG6cOGC1q1bpyZNmqho0aLKzs5WdHS0atSokd85AQAAgALHpqd5vPzyy3rppZe0fPlyFSlSRAMGDJAkPf7447p48aLefffdfA0JAAAAFEQ2lelmzZrp888/148//qi6deuqcuXKkqSBAwfq4YcfVrVq1fIzIwAAAFAg2fyc6SpVqqhKlSq5xjp37nzHAwEAAAB3C5vKdE5OjtasWaOtW7cqPT1dOTk5ubZbLBYtW7YsXwICAAAABZVNZfqNN97Q8uXLVbt2bZUvX15OTja9bxEAAAC4p9lUpj/99FMNGTJEQ4YMye88AAAAwF3DpinmjIwMNW7c+I5c8OLFi2rWrJmOHTum48ePq2vXrurWrZvGjx+fZ/kIAAAAUJDZVKabN2+u2NjY275YZmamxo0bp2LFikmSpk+frrCwMEVHR8swDG3evPm2rwEAAADYi03LPJo2barp06fr5MmTqlevnooXL55ru8ViUe/evf/1PDNmzFCXLl20aNEiSdLBgwfl7+8vSQoKCtL27dvVpk2bPMfFxMQoJiYmz3hwcLCCg4NtuQUAAADgjrOpTL/22muS/voo8S1btuTZbkuZXrt2rUqXLq2mTZtay7RhGLJYLJIkNzc3paSkXPdYSjMAAAAKIpvK9OHDh2/7Qh999JEsFot27typn376SSNHjtSlS5es29PS0uTp6Xnb1wEAAADsxeYPbZGkxMRE7d+/X6mpqfLy8lK9evXk7u5u07ErV660/jokJEQTJkzQzJkzFR8fr4CAAMXFxemRRx65tfQAAACAA9lcpufPn6/FixcrIyPj/w52cVGfPn00bNgwUxcfOXKkxo4dqzlz5sjb21tt27Y1dR4AAADAEWwq08uWLdPChQvVr18/tWvXTvfdd58uXLigL774QkuWLFH58uXVo0cPmy8aFRVl/fWKFStuPTUAAABQANhUpqOjoxUaGqqhQ4dax+677z7VrFlTzs7OWrly5S2VaQAAAOBeYFOZPnPmjAICAq67zd/fX0uWLLmjoQAA9hcafunfd7oLRA4q7egIAAoRmz60pUqVKvruu++uu2337t0qX778HQ0FAAAA3A1smpkOCQnRxIkTlZ2drSeeeEJlypTRxYsXtWHDBi1evFhhYWH5HBMAAAAoeGwq088//7xOnDihJUuW5PrAFRcXF4WEhKhfv375GhIAAAAoiGx+NN6wYcP0wgsvaP/+/UpKSlLJkiVVr149eXl55Wc+AAAAoMC6pQ9tuXLlipKTk5WcnCwXFxdlZWXlVy4AAACgwLOpTGdkZOj111/X559/LsMwrOPOzs7q1q2bRo8eLYvFkm8hAQAAgILIpjI9Y8YMxcbGasyYMWrdurW8vLx06dIlffnll5ozZ468vLw0aNCg/M4KAAAAFCg2lel169Zp+PDh6t69u3Xs/vvvV0hIiAzD0OLFiynTAAAAKHRses50VlaWKlSocN1tVatWVUpKyh0NBQAAANwNbCrTzz//vN555x0lJSXlGr969aqWLl2qzp0750s4AAAAoCCzaZnHlStXdPz4cbVo0UKPPvqoypYtq8TERMXHxysxMVFFihTRwIEDJUkWi0XvvvtuvoYGAAAACgKbyvTRo0dVs2ZNSVJSUpJ1htrHx0eSlJ6enk/xAAAAgILLpjIdFRWV3zkAAACAu47NH9qSnJys9PR0lS9fXhkZGVq+fLn++OMPtWnTRo888kh+ZgQAAAAKJJvegLh79241b95cy5cvlySNHTtWs2fP1pYtW9S3b1+tW7cuX0MCAAAABZFNZXrevHlq0KCB+vTpo6SkJH3xxRfq27evNm/erF69emnhwoX5nRMAAAAocGwq0wcPHlS/fv103333aevWrcrOztZTTz0lSWrRooUSEhLyNSQAAABQENlUposVK6aMjAxJ0tatW1W2bFnr0z3++OMPlSxZMv8SAgAAAAWUTW9ADAgI0Pz583XkyBFt3LjR+rHiX375pebNm6fAwMB8DQkAAAAURDbNTI8dO1aenp56++235e/vr8GDB0uSpk2bpqpVq2rEiBH5GhIAAAAoiGyamb7vvvu0dOnSPONr166Vl5fXnc4EAAAA3BVsfs60JH333XfatWuXzp07p4EDB+qXX35RrVq1VK5cufzKBwAAABRYNpXpP//8U2FhYdqyZYvc3d2Vlpam4OBgLV26VEeOHFFUVJT1o8UBAACAwsKmNdOzZs3SDz/8oJUrV2rXrl0yDEOSNHPmTJUvX16zZ8/O15AAAABAQWRTmf7iiy80fPhwNWrUSBaLxTp+3333adCgQfr+++/zLSAAAABQUNm0zCM9PV1lypS57raiRYtan0ENAMDdJjT8kqMj3BGRg0o7OgJQKNk0M12/fn0tX75c2dnZ1rFrM9QfffSR6tatmz/pAAAAgALMppnpESNGKCQkRE8++aQeffRRWSwWRUdH69dff9WPP/6oZcuW5XdOAAAAoMCxaWa6Tp06+vDDD1WnTh3FxsbK2dlZsbGx8vLy0qpVq9SgQYP8zgkAAAAUODbNTK9fv14BAQGaM2dOfucBAAAA7ho2zUyPHj1a3333XX5nAQAAAO4qNpXpihUrKikpKb+zAAAAAHcVm5Z5PPXUU5o2bZq2bt2qatWq5XlMnsViUe/evfMjHwAAAFBg2VSm586dK0mKjY297nbKNAAAAAojm8r04cOH8zsHAAAAcNexac00AAAAgLwo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATLLpOdN3SnZ2tsaMGaOEhARZLBZNnDhRRYsW1ahRo2SxWFSjRg2NHz9eTk50fAAAABR8di3TX3/9tSRp9erVio+P19y5c2UYhsLCwhQQEKBx48Zp8+bNatOmjT1jAQAAAKbYdQq4devWmjx5siTp9OnT8vT01MGDB+Xv7y9JCgoK0o4dO+wZCQAAADDNrjPTkuTi4qKRI0fqyy+/1FtvvaXt27fLYrFIktzc3JSSkpLnmJiYGMXExOQZDw4OVnBwcL5nBgDgXhMafsnREe6IyEGlHR0BhZzdy7QkzZgxQ8OHD9fzzz+vq1evWsfT0tLk6emZZ39KMwAAAAoiuy7z+OSTT7Rw4UJJUvHixWWxWFSnTh3Fx8dLkuLi4tS4cWN7RgIAAABMs+vM9OOPP67XXntN3bt3V1ZWlkaPHi0fHx+NHTtWc+bMkbe3t9q2bWvPSAAAAIBpdi3TJUqU0Pz58/OMr1ixwp4xAAAAgDuCBzoDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGCSi6MDAAAA2Eto+CVHR7gjIgeVdnQE/H/MTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJIthGIajQ9xtQsMvWX/9VOYMdch606bj4px7Ksp1bq6xkIyhCspebtPxn7r8V58VGZlrbMjVbqqfs9Gm45cXmaNvXHpZv44cVFqKaiSd22PT8QtcV+oH5ydyjc1Mr61SOmvT8ZOLbtbvTg/lGotML2PTsZI0vNiPSrI8YP26pPGHZv1Zx+bjQ4tf/Ouag0r/NXD2e2lFY5uOTVR5jSh+KNdYvewNeimju03HH7fU15RiX+Uaa5q1TD0zX7Xp+P1ObfV20ehcY7f6sxcUtiz34Kb+0oFIm46/0z97kjTmz5aqauy36fjb/dlTj++k8o1yj8222Has7tzP3jVVcvZp7NVWNh17uz97KtdQCvk+99gPi6QvB9h0+J342XPkn3tqs1Cq1z/3WCH6c0/D/vFXfCH6c091Q6XHF+Ue4889246VpAGnJPcK//d16mlpYUXbj7+Nnz25PSANPG37tRzMxdEBAAAAkL9Cwy/JtpcRfxm+7LKSLMWsX5c0LmvWLV7v76rkJGmsjccmpuVoxD+Ov8Y6IVaAsMwDAAAAMIllHib889XW3epWX91x33c3M6/m74V7575tdy/ct8TvcVtx33c37rvgYGYaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCQXe10oMzNTo0eP1qlTp5SRkaEXX3xR//nPfzRq1ChZLBbVqFFD48ePl5MT/R4AAAB3B7uV6U8//VSlSpXSzJkzlZiYqGeeeUY1a9ZUWFiYAgICNG7cOG3evFlt2rSxVyQAAADgtthtGviJJ57QK6+8IkkyDEPOzs46ePCg/P39JUlBQUHasWOHveIAAAAAt81uM9Nubm6SpNTUVL388ssKCwvTjBkzZLFYrNtTUlKue2xMTIxiYmLyjAcHBys4ODj/QgMAAAA3YbcyLUl//PGHBg8erG7duumpp57SzJkzrdvS0tLk6el53eMozQAAACiI7LbM48KFC+rbt69GjBihTp06SZJq166t+Ph4SVJcXJwaN25srzgAAADAbbNbmY6IiFBycrLCw8MVEhKikJAQhYWFacGCBQoODlZmZqbatm1rrzgAAADAbbPbMo8xY8ZozJgxecZXrFhhrwgAAADAHcVDnQEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADDJ7mV6//79CgkJkSQdP35cXbt2Vbdu3TR+/Hjl5OTYOw4AAABgml3LdGRkpMaMGaOrV69KkqZPn66wsDBFR0fLMAxt3rzZnnEAAACA22LXMl2lShUtWLDA+vXBgwfl7+8vSQoKCtKOHTvsGQcAAAC4LS72vFjbtm118uRJ69eGYchisUiS3NzclJKSct3jYmJiFBMTk2c8ODhYwcHB+RMWAAAA+Bd2LdP/5OT0fxPjaWlp8vT0vO5+lGYAAAAURA59mkft2rUVHx8vSYqLi1Pjxo0dGQcAAAC4JQ4t0yNHjtSCBQsUHByszMxMtW3b1pFxAAAAgFti92UelSpV0po1ayRJ1atX14oVK+wdAQAAALgj+NAWAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpAAAAwCTKNAAAAGASZRoAAAAwiTINAAAAmESZBgAAAEyiTAMAAAAmUaYBAAAAkyjTAAAAgEmUaQAAAMAkyjQAAABgEmUaAAAAMIkyDQAAAJhEmQYAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACYRJkGAAAATHJxdICcnBxNmDBBR44ckaurq6ZMmaKqVas6OhYAAADwrxxepmNjY5WRkaGYmBjt27dPb7zxht59991/PS4rK0tnzpyxQ8K8/kxOcsh177STJ6/c0v7c993tVu9bujfunfu23b1w3xK/x23Ffd/duG/7u//+++Xikrc6WwzDMByQx2r69OmqV6+e2rdvL0lq2rSpvvnmm1z7xMTEKCYmJtdYRkaGfvnlF7vlBAAAQOG1efNmVapUKc+4w2emU1NT5e7ubv3a2dlZWVlZuZp/cHCwgoODcx3nyJlpexg4cKAiIiIcHcPuuO/CpbDet1R47537Lly478LlXr/v+++//7rjDi/T7u7uSktLs36dk5Nz3Sn0f3Jxcbnuq4N7haur6z19fzfCfRcuhfW+pcJ779x34cJ9Fy6F9b4d/jSPhg0bKi4uTpK0b98++fr6OjgRAAAAYBuHz0y3adNG27dvV5cuXWQYhqZNm+boSAAAAIBNHF6mnZycNGnSJEfHAAAAAG6Zw5d54Pr++YbLwoL7LlwK631Lhffeue/ChfsuXArrfTv80XgAAADA3YqZaQAAAMAkyjQAAABgEmUaAAAAMMnhT/NAXvv379esWbMUFRXl6Ch2k5mZqdGjR+vUqVPKyMjQiy++qFatWjk6Vr7Lzs7WmDFjlJCQIIvFookTJxaqZ61fvHhRzz77rJYsWSIfHx9Hx7GLjh07Wj/1tVKlSpo+fbqDE9nHwoUL9dVXXykzM1Ndu3ZV586dHR3JLtauXauPP/5YknT16lX99NNP2r59uzw9PR2cLP9kZmZq1KhROnXqlJycnDR58uRC8/s7IyNDr732mk6cOCF3d3eNGzdO1apVc3SsfPX3znL8+HGNGjVKFotFNWrU0Pjx4+XkdO/P21KmC5jIyEh9+umnKl68uKOj2NWnn36qUqVKaebMmUpMTNQzzzxTKMr0119/LUlavXq14uPjNXfuXL377rsOTmUfmZmZGjdunIoVK+boKHZz9epVGYZRqF4oS1J8fLz27t2rVatWKT09XUuWLHF0JLt59tln9eyzz0qSJk6cqOeee+6eLtKStHXrVmVlZWn16tXavn275s2bpwULFjg6ll2sWbNGJUqU0Jo1a/Trr79q8uTJWrx4saNj5Zt/dpbp06crLCxMAQEBGjdunDZv3qw2bdo4OGX+u/dfLtxlqlSpUmj+0Pm7J554Qq+88ookyTAMOTs7OziRfbRu3VqTJ0+WJJ0+ffqe/0v272bMmKEuXbqoXLlyjo5iN4cPH1Z6err69u2rnj17at++fY6OZBfbtm2Tr6+vBg8erIEDB6p58+aOjmR3Bw4c0NGjRwvFo8OqV6+u7Oxs5eTkKDU1VS4uhWfe7ujRowoKCpIkeXt769ixYw5OlL/+2VkOHjwof39/SVJQUJB27NjhqGh2VXh+wu8Sbdu21cmTJx0dw+7c3NwkSampqXr55ZcVFhbm2EB25OLiopEjR+rLL7/UW2+95eg4drF27VqVLl1aTZs21aJFixwdx26KFSumF154QZ07d9Zvv/2m0NBQbdiw4Z4vG5cvX9bp06cVERGhkydP6sUXX9SGDRtksVgcHc1uFi5cqMGDBzs6hl2UKFFCp06d0pNPPqnLly8rIiLC0ZHsplatWvr666/VunVr7d+/X2fPnlV2dvY9O0H0z85iGIb197Wbm5tSUlIcFc2umJlGgfHHH3+oZ8+eevrpp/XUU085Oo5dzZgxQxs3btTYsWN15coVR8fJdx999JF27NihkJAQ/fTTTxo5cqTOnz/v6Fj5rnr16urQoYMsFouqV6+uUqVKFYr7LlWqlAIDA+Xq6ipvb28VLVpUly5dcnQsu0lOTlZCQoIeeeQRR0exi6VLlyowMFAbN27U//73P40aNUpXr151dCy7eO655+Tu7q5u3brpyy+/1IMPPnjPFunr+fv66LS0tELzr62UaRQIFy5cUN++fTVixAh16tTJ0XHs5pNPPtHChQslScWLF5fFYikUb9ZYuXKlVqxYoaioKNWqVUszZsxQ2bJlHR0r33344Yd64403JElnz55VampqobjvRo0a6ZtvvpFhGDp79qzS09NVqlQpR8eym927d6tJkyaOjmE3np6e8vDwkCSVLFlSWVlZys7OdnAq+zhw4ICaNGmiVatW6YknnlDlypUdHcmuateurfj4eElSXFycGjdu7OBE9nFv/9si7hoRERFKTk5WeHi4wsPDJf31xoZ7/c1pjz/+uF577TV1795dWVlZGj169D1/z4VZp06d9Nprr6lr166yWCyaNm3aPb/EQ5JatGih3bt3q1OnTjIMQ+PGjStUs3UJCQmqVKmSo2PYTe/evTV69Gh169ZNmZmZGjp0qEqUKOHoWHZRtWpVzZ8/XxEREfLw8NDUqVMdHcmuRo4cqbFjx2rOnDny9vZW27ZtHR3JLvg4cQAAAMCke//fkwEAAIB8QpkGAAAATKJMAwAAACZRpgEAAACTKNMAAACASZRpALgLhYSEaMCAAXfkXPHx8fLz89OBAwfu+LkB4F5HmQaAQu7BBx9UTEyMfHx8HB0FAO469/6nBQAAbsrd3V0PPfSQo2MAwF2JmWkAKODS0tI0ZswYBQQEKCAgQIsWLcq1PSsrS/Pnz1fz5s1Vt25dPfvss9q5c2eufRITE/X666/r0UcfVcOGDdW3b18dOXJEUt5lHv9ky/kBoLCiTANAAffqq6/qyy+/1IgRIzR16lR98cUX2rt3r3X72LFj9f7776tnz55655135O3trdDQUO3Zs0fSX2W4T58+2rp1q1599VXNnz9ff/75p1544QUlJSX96/X/7fwAUJixzAMACrDDhw9ry5Ytmjt3rtq1aydJqlevnlq1aiVJOnbsmNauXaspU6aoc+fOkqSgoCCdP39e8+bN0/Lly7VlyxYdOnRIK1euVOPGjSVJtWvXVufOnfXjjz/KxeXGfxXYcn4AKMyYmQaAAuza7G9QUJB1rFy5ctY1zt9++611e1ZWlvW/Zs2aac+ePcrIyNDevXvl4eFhLdKSVKZMGX311Vd67LHHbnp9W84PAIUZM9MAUIAlJyerSJEicnd3zzVetmxZpaWlKTExUVLusv13ly9fVlJSksqUKWPq+racv3z58qbODQD3Aso0ABRgpUqVUmZmppKTk+Xp6WkdT0xMVJEiReTh4SGLxaLVq1fL2dk5z/FeXl7y8PDQpUuX8mzbtWuXKlWqdNPr23J+ACjMWOYBAAWYv7+/JGnTpk3WsaSkJO3bt0+S1KhRIxmGodTUVNWtW9f6386dO7V06VK5uLioQYMGSk5OzvWGwaSkJIWGhmr79u03vb4t5weAwow/BQGgAPP29laHDh00bdo0Xb16VRUqVNDChQuVlZUlSapVq5batm2rESNGaMiQIfLx8dG3336rd999V/369ZOTk5NatGih2rVra+jQoRo6dKi8vLwUGRmpcuXKqV27djp06NANr2/L+QGgMKNMA0ABN3XqVJUuXVoLFixQZmamOnXqpPLly+vPP/+UJM2aNUvz58/XokWLdPHiRVWsWFHDhg3TCy+8IEkqUqSIFi9erDfffFPTpk1TTk6OGjdurKVLl8rDw+Nfr/9v5weAwsxiGIbh6BAAAADA3Yh/nwMAAABMokwDAAAAJlGmAQAAAJMo0wAAAIBJlGkAAADAJMo0AAAAYBJlGgAAADCJMg0AAACY9P8A0+shnuvsvzwAAAAASUVORK5CYII=\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "evaluator.plot_cumulative_response_curve()"
   ]
  },
  {
   "source": [
    "## PIG tables\n",
    "Predictor Insights Graphs, or PIGs, are plots which help us understand how each variable behaves in the model."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor_list = [col for col in basetable.columns\n",
    "                  if col.endswith(\"_bin\") or col.endswith(\"_processed\")]\n",
    "\n",
    "pig_tables = generate_pig_tables(\n",
    "    basetable[basetable[\"split\"] == \"selection\"],\n",
    "    id_column_name='ID',\n",
    "    target_column_name=target_column_name,\n",
    "    preprocessed_predictors=predictor_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x576 with 2 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=\"614.620717pt\" version=\"1.1\" viewBox=\"0 0 807.204687 614.620717\" width=\"807.204687pt\" 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>2021-02-05T12:51:35.396452</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.3, 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 0 614.620717 \r\nL 807.204687 614.620717 \r\nL 807.204687 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 62.577813 522.72 \r\nL 732.177813 522.72 \r\nL 732.177813 87.84 \r\nL 62.577813 87.84 \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      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 6 \r\n\" id=\"md830c6b397\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"117.860187\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 17.0 - 22.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(96.755702 586.633193)rotate(-45)scale(0.14 -0.14)\">\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        <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        <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        <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 id=\"ArialMT-32\"/>\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 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-49\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"179.975215\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 22.0 - 26.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(158.870729 586.633193)rotate(-45)scale(0.14 -0.14)\">\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-50\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"242.090243\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 26.0 - 30.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(220.985757 586.633193)rotate(-45)scale(0.14 -0.14)\">\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-50\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"304.205271\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 30.0 - 33.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(283.100785 586.633193)rotate(-45)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"366.320299\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 33.0 - 37.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(345.215813 586.633193)rotate(-45)scale(0.14 -0.14)\">\r\n       <use xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"428.435326\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 37.0 - 41.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(407.330841 586.633193)rotate(-45)scale(0.14 -0.14)\">\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-51\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-55\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"490.550354\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 41.0 - 45.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(469.445868 586.633193)rotate(-45)scale(0.14 -0.14)\">\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-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"552.665382\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 45.0 - 50.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(531.560896 586.633193)rotate(-45)scale(0.14 -0.14)\">\r\n       <use xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" 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      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"614.78041\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 50.0 - 58.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(593.675924 586.633193)rotate(-45)scale(0.14 -0.14)\">\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-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-53\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"676.895438\" xlink:href=\"#md830c6b397\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 58.0 - 90.0 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(655.790952 586.633193)rotate(-45)scale(0.14 -0.14)\">\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-53\"/>\r\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-56\"/>\r\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"255.712891\" xlink:href=\"#ArialMT-32\"/>\r\n       <use x=\"283.496094\" xlink:href=\"#ArialMT-57\"/>\r\n       <use x=\"339.111328\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"394.726562\" xlink:href=\"#ArialMT-46\"/>\r\n       <use x=\"422.509766\" xlink:href=\"#ArialMT-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_11\">\r\n     <!-- age bins -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(367.134063 604.053217)scale(0.16 -0.16)\">\r\n      <defs>\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 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 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 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 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 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-97\"/>\r\n      <use x=\"55.615234\" xlink:href=\"#ArialMT-103\"/>\r\n      <use x=\"111.230469\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"166.845703\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"194.628906\" xlink:href=\"#ArialMT-98\"/>\r\n      <use x=\"250.244141\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"272.460938\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"328.076172\" xlink:href=\"#ArialMT-115\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_11\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -6 0 \r\n\" id=\"m9c26c456fc\" style=\"stroke:#262626;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"62.577813\" xlink:href=\"#m9c26c456fc\" y=\"522.72\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 0.00 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 527.730469)scale(0.14 -0.14)\">\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=\"ytick_2\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"62.577813\" xlink:href=\"#m9c26c456fc\" y=\"453.916828\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 0.02 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 458.927297)scale(0.14 -0.14)\">\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=\"ytick_3\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"62.577813\" xlink:href=\"#m9c26c456fc\" y=\"385.113656\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 0.04 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 390.124125)scale(0.14 -0.14)\">\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=\"ytick_4\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"62.577813\" xlink:href=\"#m9c26c456fc\" y=\"316.310484\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 0.06 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 321.320953)scale(0.14 -0.14)\">\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=\"ytick_5\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"62.577813\" xlink:href=\"#m9c26c456fc\" y=\"247.507312\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 0.08 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 252.517781)scale(0.14 -0.14)\">\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=\"ytick_6\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"62.577813\" xlink:href=\"#m9c26c456fc\" y=\"178.70414\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 0.10 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 183.714609)scale(0.14 -0.14)\">\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=\"ytick_7\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"fill:#262626;stroke:#262626;stroke-width:0.8;\" x=\"62.577813\" xlink:href=\"#m9c26c456fc\" y=\"109.900968\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 0.12 -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.8325 114.911437)scale(0.14 -0.14)\">\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=\"text_19\">\r\n     <!-- population size -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(18.6525 358.6475)rotate(-90)scale(0.16 -0.16)\">\r\n      <defs>\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 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 6.390625 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 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 1.953125 0 \r\nL 1.953125 7.125 \r\nL 34.96875 45.015625 \r\nQ 29.34375 44.734375 25.046875 44.734375 \r\nL 3.90625 44.734375 \r\nL 3.90625 51.859375 \r\nL 46.296875 51.859375 \r\nL 46.296875 46.046875 \r\nL 18.21875 13.140625 \r\nL 12.796875 7.125 \r\nQ 18.703125 7.5625 23.875 7.5625 \r\nL 47.859375 7.5625 \r\nL 47.859375 0 \r\nz\r\n\" id=\"ArialMT-122\"/>\r\n      </defs>\r\n      <use xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"111.230469\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"166.845703\" xlink:href=\"#ArialMT-117\"/>\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-116\"/>\r\n      <use x=\"328.076172\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"350.292969\" xlink:href=\"#ArialMT-111\"/>\r\n      <use x=\"405.908203\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"461.523438\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"489.306641\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"539.306641\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"561.523438\" xlink:href=\"#ArialMT-122\"/>\r\n      <use x=\"611.523438\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 93.014176 522.72 \r\nL 142.706198 522.72 \r\nL 142.706198 108.548571 \r\nL 93.014176 108.548571 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 155.129204 522.72 \r\nL 204.821226 522.72 \r\nL 204.821226 178.281516 \r\nL 155.129204 178.281516 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 217.244232 522.72 \r\nL 266.936254 522.72 \r\nL 266.936254 158.559067 \r\nL 217.244232 158.559067 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 279.35926 522.72 \r\nL 329.051282 522.72 \r\nL 329.051282 257.171312 \r\nL 279.35926 257.171312 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 341.474287 522.72 \r\nL 391.16631 522.72 \r\nL 391.16631 182.507755 \r\nL 341.474287 182.507755 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 403.589315 522.72 \r\nL 453.281338 522.72 \r\nL 453.281338 168.420292 \r\nL 403.589315 168.420292 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 465.704343 522.72 \r\nL 515.396365 522.72 \r\nL 515.396365 224.065773 \r\nL 465.704343 224.065773 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 527.819371 522.72 \r\nL 577.511393 522.72 \r\nL 577.511393 176.87277 \r\nL 527.819371 176.87277 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 589.934399 522.72 \r\nL 639.626421 522.72 \r\nL 639.626421 150.106589 \r\nL 589.934399 150.106589 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 652.049427 522.72 \r\nL 701.741449 522.72 \r\nL 701.741449 182.507755 \r\nL 652.049427 182.507755 \r\nz\r\n\" style=\"fill:#6495ed;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 62.577813 522.72 \r\nL 732.177813 522.72 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"matplotlib.axis_3\">\r\n    <g id=\"ytick_8\">\r\n     <g id=\"text_20\">\r\n      <!-- 0.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 515.134043)scale(0.14 -0.14)\">\r\n       <defs>\r\n        <path d=\"M 5.8125 54.390625 \r\nQ 5.8125 62.0625 9.671875 67.421875 \r\nQ 13.53125 72.796875 20.84375 72.796875 \r\nQ 27.59375 72.796875 32 67.984375 \r\nQ 36.421875 63.1875 36.421875 53.859375 \r\nQ 36.421875 44.78125 31.953125 39.875 \r\nQ 27.484375 34.96875 20.953125 34.96875 \r\nQ 14.453125 34.96875 10.125 39.796875 \r\nQ 5.8125 44.625 5.8125 54.390625 \r\nz\r\nM 21.09375 66.75 \r\nQ 17.828125 66.75 15.65625 63.90625 \r\nQ 13.484375 61.078125 13.484375 53.515625 \r\nQ 13.484375 46.625 15.671875 43.8125 \r\nQ 17.875 41.015625 21.09375 41.015625 \r\nQ 24.421875 41.015625 26.59375 43.84375 \r\nQ 28.765625 46.6875 28.765625 54.203125 \r\nQ 28.765625 61.140625 26.5625 63.9375 \r\nQ 24.359375 66.75 21.09375 66.75 \r\nz\r\nM 21.140625 -2.640625 \r\nL 60.296875 72.796875 \r\nL 67.4375 72.796875 \r\nL 28.421875 -2.640625 \r\nz\r\nM 52.09375 16.796875 \r\nQ 52.09375 24.515625 55.953125 29.859375 \r\nQ 59.8125 35.203125 67.1875 35.203125 \r\nQ 73.921875 35.203125 78.34375 30.390625 \r\nQ 82.765625 25.59375 82.765625 16.265625 \r\nQ 82.765625 7.171875 78.296875 2.265625 \r\nQ 73.828125 -2.640625 67.234375 -2.640625 \r\nQ 60.75 -2.640625 56.421875 2.21875 \r\nQ 52.09375 7.078125 52.09375 16.796875 \r\nz\r\nM 67.4375 29.15625 \r\nQ 64.109375 29.15625 61.9375 26.3125 \r\nQ 59.765625 23.484375 59.765625 15.921875 \r\nQ 59.765625 9.078125 61.953125 6.25 \r\nQ 64.15625 3.421875 67.390625 3.421875 \r\nQ 70.75 3.421875 72.921875 6.25 \r\nQ 75.09375 9.078125 75.09375 16.609375 \r\nQ 75.09375 23.53125 72.890625 26.34375 \r\nQ 70.703125 29.15625 67.4375 29.15625 \r\nz\r\n\" id=\"ArialMT-37\"/>\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-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"text_21\">\r\n      <!-- 5.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 462.428319)scale(0.14 -0.14)\">\r\n       <use xlink:href=\"#ArialMT-53\"/>\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-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"text_22\">\r\n      <!-- 10.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 409.722596)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"text_23\">\r\n      <!-- 15.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 357.016872)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"text_24\">\r\n      <!-- 20.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 304.311148)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"text_25\">\r\n      <!-- 25.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 251.605425)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"text_26\">\r\n      <!-- 30.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 198.899701)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"text_27\">\r\n      <!-- 35.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 146.193978)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"text_28\">\r\n      <!-- 40.0% -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(741.677813 93.488254)scale(0.14 -0.14)\">\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-46\"/>\r\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_29\">\r\n     <!-- incidence -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(796.824688 339.07875)rotate(-90)scale(0.16 -0.16)\">\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       <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      </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-99\"/>\r\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"150.048828\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"205.664062\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"261.279297\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"316.894531\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"366.894531\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_18\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 117.860187 502.952727 \r\nL 179.975215 467.010508 \r\nL 242.090243 336.816552 \r\nL 304.205271 266.866388 \r\nL 366.320299 204.583147 \r\nL 428.435326 158.053532 \r\nL 490.550354 132.23348 \r\nL 552.665382 110.805261 \r\nL 614.78041 107.607273 \r\nL 676.895438 237.319622 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:round;stroke-width:3;\"/>\r\n    <defs>\r\n     <path d=\"M 0 5 \r\nC 1.326016 5 2.597899 4.473168 3.535534 3.535534 \r\nC 4.473168 2.597899 5 1.326016 5 0 \r\nC 5 -1.326016 4.473168 -2.597899 3.535534 -3.535534 \r\nC 2.597899 -4.473168 1.326016 -5 0 -5 \r\nC -1.326016 -5 -2.597899 -4.473168 -3.535534 -3.535534 \r\nC -4.473168 -2.597899 -5 -1.326016 -5 0 \r\nC -5 1.326016 -4.473168 2.597899 -3.535534 3.535534 \r\nC -2.597899 4.473168 -1.326016 5 0 5 \r\nz\r\n\" id=\"m9ae0e11f87\" style=\"stroke:#ff8c00;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pbe4dc81292)\">\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"117.860187\" xlink:href=\"#m9ae0e11f87\" y=\"502.952727\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"179.975215\" xlink:href=\"#m9ae0e11f87\" y=\"467.010508\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"242.090243\" xlink:href=\"#m9ae0e11f87\" y=\"336.816552\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"304.205271\" xlink:href=\"#m9ae0e11f87\" y=\"266.866388\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"366.320299\" xlink:href=\"#m9ae0e11f87\" y=\"204.583147\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"428.435326\" xlink:href=\"#m9ae0e11f87\" y=\"158.053532\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"490.550354\" xlink:href=\"#m9ae0e11f87\" y=\"132.23348\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"552.665382\" xlink:href=\"#m9ae0e11f87\" y=\"110.805261\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"614.78041\" xlink:href=\"#m9ae0e11f87\" y=\"107.607273\"/>\r\n     <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"676.895438\" xlink:href=\"#m9ae0e11f87\" y=\"237.319622\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_19\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 117.860187 257.818124 \r\nL 179.975215 257.818124 \r\nL 242.090243 257.818124 \r\nL 304.205271 257.818124 \r\nL 366.320299 257.818124 \r\nL 428.435326 257.818124 \r\nL 490.550354 257.818124 \r\nL 552.665382 257.818124 \r\nL 614.78041 257.818124 \r\nL 676.895438 257.818124 \r\n\" style=\"fill:none;stroke:#696969;stroke-dasharray:14.8,6.4;stroke-dashoffset:0;stroke-width:4;\"/>\r\n   </g>\r\n   <g id=\"line2d_20\">\r\n    <path clip-path=\"url(#pbe4dc81292)\" d=\"M 0 0 \r\n\" style=\"fill:none;stroke:#6495ed;stroke-linecap:round;stroke-width:6;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path d=\"M 732.177813 522.72 \r\nL 732.177813 87.84 \r\n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path d=\"M 62.577813 522.72 \r\nL 732.177813 522.72 \r\n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"line2d_21\">\r\n     <path d=\"M 68.177813 30.437763 \r\nL 96.177813 30.437763 \r\n\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:round;stroke-width:3;\"/>\r\n    </g>\r\n    <g id=\"line2d_22\">\r\n     <g>\r\n      <use style=\"fill:#ff8c00;stroke:#ff8c00;\" x=\"82.177813\" xlink:href=\"#m9ae0e11f87\" y=\"30.437763\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_30\">\r\n     <!-- incidence rate per bin -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(107.377813 35.337763)scale(0.14 -0.14)\">\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      </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-99\"/>\r\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"150.048828\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"205.664062\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"261.279297\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"316.894531\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"366.894531\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"422.509766\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"450.292969\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"483.59375\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"539.208984\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"566.992188\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"622.607422\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"650.390625\" xlink:href=\"#ArialMT-112\"/>\r\n      <use x=\"706.005859\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"761.621094\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"794.921875\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"822.705078\" xlink:href=\"#ArialMT-98\"/>\r\n      <use x=\"878.320312\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"900.537109\" xlink:href=\"#ArialMT-110\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_23\">\r\n     <path d=\"M 68.177813 50.2412 \r\nL 96.177813 50.2412 \r\n\" style=\"fill:none;stroke:#696969;stroke-dasharray:14.8,6.4;stroke-dashoffset:0;stroke-width:4;\"/>\r\n    </g>\r\n    <g id=\"line2d_24\"/>\r\n    <g id=\"text_31\">\r\n     <!-- average incidence rate -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(107.377813 55.1412)scale(0.14 -0.14)\">\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-97\"/>\r\n      <use x=\"55.615234\" xlink:href=\"#ArialMT-118\"/>\r\n      <use x=\"105.615234\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"161.230469\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"194.53125\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"250.146484\" xlink:href=\"#ArialMT-103\"/>\r\n      <use x=\"305.761719\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"361.376953\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"389.160156\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"411.376953\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"466.992188\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"516.992188\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"539.208984\" xlink:href=\"#ArialMT-100\"/>\r\n      <use x=\"594.824219\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"650.439453\" xlink:href=\"#ArialMT-110\"/>\r\n      <use x=\"706.054688\" xlink:href=\"#ArialMT-99\"/>\r\n      <use x=\"756.054688\" xlink:href=\"#ArialMT-101\"/>\r\n      <use x=\"811.669922\" xlink:href=\"#ArialMT-32\"/>\r\n      <use x=\"839.453125\" xlink:href=\"#ArialMT-114\"/>\r\n      <use x=\"872.753906\" xlink:href=\"#ArialMT-97\"/>\r\n      <use x=\"928.369141\" xlink:href=\"#ArialMT-116\"/>\r\n      <use x=\"956.152344\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_25\">\r\n     <path d=\"M 68.177813 70.2087 \r\nL 96.177813 70.2087 \r\n\" style=\"fill:none;stroke:#6495ed;stroke-linecap:round;stroke-width:6;\"/>\r\n    </g>\r\n    <g id=\"line2d_26\"/>\r\n    <g id=\"text_32\">\r\n     <!-- bin size -->\r\n     <g style=\"fill:#262626;\" transform=\"translate(107.377813 75.1087)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#ArialMT-98\"/>\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-32\"/>\r\n      <use x=\"161.230469\" xlink:href=\"#ArialMT-115\"/>\r\n      <use x=\"211.230469\" xlink:href=\"#ArialMT-105\"/>\r\n      <use x=\"233.447266\" xlink:href=\"#ArialMT-122\"/>\r\n      <use x=\"283.447266\" xlink:href=\"#ArialMT-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"text_33\">\r\n   <!-- Incidence Plot - age -->\r\n   <g style=\"fill:#262626;\" transform=\"translate(289.356719 22.947188)scale(0.22 -0.22)\">\r\n    <defs>\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 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    </defs>\r\n    <use xlink:href=\"#ArialMT-73\"/>\r\n    <use x=\"27.783203\" xlink:href=\"#ArialMT-110\"/>\r\n    <use x=\"83.398438\" xlink:href=\"#ArialMT-99\"/>\r\n    <use x=\"133.398438\" xlink:href=\"#ArialMT-105\"/>\r\n    <use x=\"155.615234\" xlink:href=\"#ArialMT-100\"/>\r\n    <use x=\"211.230469\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"266.845703\" xlink:href=\"#ArialMT-110\"/>\r\n    <use x=\"322.460938\" xlink:href=\"#ArialMT-99\"/>\r\n    <use x=\"372.460938\" xlink:href=\"#ArialMT-101\"/>\r\n    <use x=\"428.076172\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"455.859375\" xlink:href=\"#ArialMT-80\"/>\r\n    <use x=\"522.558594\" xlink:href=\"#ArialMT-108\"/>\r\n    <use x=\"544.775391\" xlink:href=\"#ArialMT-111\"/>\r\n    <use x=\"600.390625\" xlink:href=\"#ArialMT-116\"/>\r\n    <use x=\"628.173828\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"655.957031\" xlink:href=\"#ArialMT-45\"/>\r\n    <use x=\"689.257812\" xlink:href=\"#ArialMT-32\"/>\r\n    <use x=\"717.041016\" xlink:href=\"#ArialMT-97\"/>\r\n    <use x=\"772.65625\" xlink:href=\"#ArialMT-103\"/>\r\n    <use x=\"828.271484\" xlink:href=\"#ArialMT-101\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pbe4dc81292\">\r\n   <rect height=\"434.88\" width=\"669.6\" x=\"62.577813\" y=\"87.84\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "column_age_order = ['17.0 - 22.0', '22.0 - 26.0', '26.0 - 30.0', '30.0 - 33.0',\n",
    "                    '33.0 - 37.0', '37.0 - 41.0', '41.0 - 45.0', '45.0 - 50.0',\n",
    "                    '50.0 - 58.0', '58.0 - 90.0']              \n",
    "\n",
    "plot_incidence(pig_tables, 'age', column_age_order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  variable        label  pop_size  avg_incidence  incidence\n",
       "0      age  17.0 - 22.0  0.120393       0.239353   0.006803\n",
       "1      age  22.0 - 26.0  0.100123       0.239353   0.040900\n",
       "2      age  26.0 - 30.0  0.105856       0.239353   0.164410\n",
       "3      age  30.0 - 33.0  0.077191       0.239353   0.230769\n",
       "4      age  33.0 - 37.0  0.098894       0.239353   0.289855\n",
       "5      age  37.0 - 41.0  0.102989       0.239353   0.333996\n",
       "6      age  41.0 - 45.0  0.086814       0.239353   0.358491\n",
       "7      age  45.0 - 50.0  0.100532       0.239353   0.378819\n",
       "8      age  50.0 - 58.0  0.108313       0.239353   0.381853\n",
       "9      age  58.0 - 90.0  0.098894       0.239353   0.258799"
      ],
      "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>variable</th>\n      <th>label</th>\n      <th>pop_size</th>\n      <th>avg_incidence</th>\n      <th>incidence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>age</td>\n      <td>17.0 - 22.0</td>\n      <td>0.120393</td>\n      <td>0.239353</td>\n      <td>0.006803</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>age</td>\n      <td>22.0 - 26.0</td>\n      <td>0.100123</td>\n      <td>0.239353</td>\n      <td>0.040900</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>age</td>\n      <td>26.0 - 30.0</td>\n      <td>0.105856</td>\n      <td>0.239353</td>\n      <td>0.164410</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>age</td>\n      <td>30.0 - 33.0</td>\n      <td>0.077191</td>\n      <td>0.239353</td>\n      <td>0.230769</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>age</td>\n      <td>33.0 - 37.0</td>\n      <td>0.098894</td>\n      <td>0.239353</td>\n      <td>0.289855</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>age</td>\n      <td>37.0 - 41.0</td>\n      <td>0.102989</td>\n      <td>0.239353</td>\n      <td>0.333996</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>age</td>\n      <td>41.0 - 45.0</td>\n      <td>0.086814</td>\n      <td>0.239353</td>\n      <td>0.358491</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>age</td>\n      <td>45.0 - 50.0</td>\n      <td>0.100532</td>\n      <td>0.239353</td>\n      <td>0.378819</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>age</td>\n      <td>50.0 - 58.0</td>\n      <td>0.108313</td>\n      <td>0.239353</td>\n      <td>0.381853</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>age</td>\n      <td>58.0 - 90.0</td>\n      <td>0.098894</td>\n      <td>0.239353</td>\n      <td>0.258799</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 21
    }
   ],
   "source": [
    "pig_tables.head(n=10)"
   ]
  },
  {
   "source": [
    "## Industrialization\n",
    "\n",
    "Once we are happy with out model, we can industrialize it. All the preprocessing is in the output pipeline in a JSON format. The model comes from sklearn, which can be easily serialized and exported."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "dict_keys(['metadata', 'categorical_data_processor', 'discretizer', 'target_encoder', '_is_fitted'])\n"
     ]
    }
   ],
   "source": [
    "with open(ROOT/'pipeline.json', \"r\") as read_file:\n",
    "    pipeline = json.load(read_file)\n",
    "\n",
    "print(pipeline.keys())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'17.0 - 22.0': 0.004045996592844974,\n",
       " '22.0 - 26.0': 0.04875545291249679,\n",
       " '26.0 - 30.0': 0.1473605203902927,\n",
       " '30.0 - 33.0': 0.21855146124523506,\n",
       " '33.0 - 37.0': 0.2868525896414343,\n",
       " '37.0 - 41.0': 0.3374841168996188,\n",
       " '41.0 - 45.0': 0.3715661285754744,\n",
       " '45.0 - 50.0': 0.40084277060837503,\n",
       " '50.0 - 58.0': 0.37187878787878786,\n",
       " '58.0 - 90.0': 0.25625}"
      ]
     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "source": [
    "pipeline['target_encoder']['_mapping']['age_bin']"
   ]
  }
 ]
}