examples/demo_lime.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# This notebook demonstrates how LIME - Local Interpretable Model-Agnostic Explanations can be used with models learnt with the AIF 360 toolkit to generate explanations for model predictions.\n",
    "\n",
    "For more information on LIME, see [https://github.com/marcotcr/lime](https://github.com/marcotcr/lime)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import sklearn.model_selection\n",
    "import sklearn.metrics\n",
    "import sklearn.datasets\n",
    "import sklearn.ensemble\n",
    "import sklearn.preprocessing\n",
    "import numpy as np\n",
    "import lime\n",
    "import lime.lime_tabular\n",
    "from IPython.display import Markdown, display\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "sys.path.append(\"../\")\n",
    "import numpy as np\n",
    "from aif360.datasets import BinaryLabelDataset\n",
    "from aif360.metrics.binary_label_dataset_metric import BinaryLabelDatasetMetric\n",
    "from aif360.metrics.classification_metric import ClassificationMetric\n",
    "from aif360.algorithms.preprocessing.optim_preproc_helpers.data_preproc_functions import load_preproc_data_adult\n",
    "from aif360.algorithms.preprocessing.reweighing import Reweighing\n",
    "\n",
    "\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "from IPython.display import Markdown, display\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from aif360.datasets.lime_encoder import LimeEncoder \n",
    "\n",
    "\n",
    "from aif360.datasets.adult_dataset import AdultDataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Load dataset and display statistics**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": "WARNING:root:Missing Data: 3620 rows removed from AdultDataset.\n"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "\n",
    "dataset_orig = AdultDataset()\n",
    "dataset_orig_train, dataset_orig_test = dataset_orig.split([0.7], shuffle=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "#### Original training dataset"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Difference in mean outcomes between privileged and unprivileged groups = -0.106968\n"
    }
   ],
   "source": [
    "# Metric for the original dataset\n",
    "sens_attr = dataset_orig_train.protected_attribute_names[0]\n",
    "sens_idx = dataset_orig_train.protected_attribute_names.index(sens_attr)\n",
    "privileged_groups =  [{sens_attr:dataset_orig_train.privileged_protected_attributes[sens_idx][0]}] \n",
    "unprivileged_groups = [{sens_attr:dataset_orig_train.unprivileged_protected_attributes[sens_idx][0]}] \n",
    "metric_orig_train = BinaryLabelDatasetMetric(dataset_orig_train, \n",
    "                                             unprivileged_groups=unprivileged_groups,\n",
    "                                             privileged_groups=privileged_groups)\n",
    "display(Markdown(\"#### Original training dataset\"))\n",
    "print(\"Difference in mean outcomes between privileged and unprivileged groups = %f\" % metric_orig_train.mean_difference())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Transform the data using the Re-Weighing (pre-processing) algorithm**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "RW = Reweighing(unprivileged_groups=unprivileged_groups,\n",
    "               privileged_groups=privileged_groups)\n",
    "RW.fit(dataset_orig_train)\n",
    "dataset_transf_train = RW.transform(dataset_orig_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Learn and test models from the transformed data using Logistic Regression**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Train model on given dataset\n",
    "\n",
    "dataset = dataset_transf_train  # data to train on\n",
    "\n",
    "scale = StandardScaler().fit(dataset.features)   # remember the scale\n",
    "\n",
    "model = LogisticRegression()        # model to learn\n",
    "\n",
    "X_train = scale.transform(dataset.features)      #apply the scale\n",
    "y_train = dataset.labels.ravel()\n",
    "\n",
    "\n",
    "model.fit(X_train, y_train, sample_weight=dataset.instance_weights)\n",
    "\n",
    "#save model\n",
    "lr_orig = model\n",
    "lr_scale_orig = scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": "100%|██████████| 50/50 [00:00<00:00, 61.75it/s]\n"
    }
   ],
   "source": [
    "#Test model on given dataset and find threshold for best balanced accuracy\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "thresh_arr = np.linspace(0.01, 0.5, 50)\n",
    "\n",
    "scale = lr_scale_orig\n",
    "\n",
    "model = lr_orig                  #model to test\n",
    "dataset = dataset_orig_test        #data to test on\n",
    "\n",
    "X_test = scale.transform(dataset.features)   #apply the same scale as applied to the training data\n",
    "y_test = dataset.labels.ravel()\n",
    "y_test_pred_prob = model.predict_proba(X_test)\n",
    "\n",
    "\n",
    "bal_acc_arr = []\n",
    "disp_imp_arr = []\n",
    "avg_odds_diff_arr = []\n",
    "    \n",
    "for thresh in tqdm(thresh_arr):\n",
    "    y_test_pred = (y_test_pred_prob[:,1] > thresh).astype(np.double)\n",
    "\n",
    "    dataset_pred = dataset.copy()\n",
    "    dataset_pred.labels = y_test_pred\n",
    "\n",
    "    classified_metric = ClassificationMetric(dataset, \n",
    "                                                 dataset_pred,\n",
    "                                                 unprivileged_groups=unprivileged_groups,\n",
    "                                                 privileged_groups=privileged_groups)\n",
    "    metric_pred = BinaryLabelDatasetMetric(dataset_pred,\n",
    "                                                 unprivileged_groups=unprivileged_groups,\n",
    "                                                 privileged_groups=privileged_groups)\n",
    "    \n",
    "    TPR = classified_metric.true_positive_rate()\n",
    "    TNR = classified_metric.true_negative_rate()\n",
    "    bal_acc = 0.5*(TPR+TNR)\n",
    "    \n",
    "    acc = accuracy_score(y_true=dataset.labels,\n",
    "                            y_pred=dataset_pred.labels)\n",
    "    bal_acc_arr.append(bal_acc)\n",
    "    avg_odds_diff_arr.append(classified_metric.average_odds_difference())\n",
    "    disp_imp_arr.append(metric_pred.disparate_impact())\n",
    "    \n",
    "thresh_arr_best_ind = np.where(bal_acc_arr == np.max(bal_acc_arr))[0][0]\n",
    "thresh_arr_best = np.array(thresh_arr)[thresh_arr_best_ind]\n",
    "\n",
    "best_bal_acc = bal_acc_arr[thresh_arr_best_ind]\n",
    "disp_imp_at_best_bal_acc = np.abs(1.0-np.array(disp_imp_arr))[thresh_arr_best_ind]\n",
    "\n",
    "avg_odds_diff_at_best_bal_acc = avg_odds_diff_arr[thresh_arr_best_ind]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x504 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"434.954375pt\" version=\"1.1\" viewBox=\"0 0 687.83875 434.954375\" width=\"687.83875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 434.954375 \nL 687.83875 434.954375 \nL 687.83875 0 \nL -0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \nL 622.981875 7.2 \nL 64.981875 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m397240c330\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.993007\" xlink:href=\"#m397240c330\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(68.860819 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"183.518053\" xlink:href=\"#m397240c330\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(172.385866 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.043099\" xlink:href=\"#m397240c330\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(275.910912 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"390.568146\" xlink:href=\"#m397240c330\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(379.435958 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"494.093192\" xlink:href=\"#m397240c330\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(482.961005 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"597.618239\" xlink:href=\"#m397240c330\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(586.486051 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- Classification Thresholds -->\n     <defs>\n      <path d=\"M 67 4 \nQ 61.8125 1.3125 56.203125 -0.046875 \nQ 50.59375 -1.421875 44.484375 -1.421875 \nQ 26.265625 -1.421875 15.625 8.765625 \nQ 4.984375 18.953125 4.984375 36.375 \nQ 4.984375 53.859375 15.625 64.03125 \nQ 26.265625 74.21875 44.484375 74.21875 \nQ 50.59375 74.21875 56.203125 72.84375 \nQ 61.8125 71.484375 67 68.796875 \nL 67 53.71875 \nQ 61.765625 57.28125 56.6875 58.9375 \nQ 51.609375 60.59375 46 60.59375 \nQ 35.9375 60.59375 30.171875 54.140625 \nQ 24.421875 47.703125 24.421875 36.375 \nQ 24.421875 25.09375 30.171875 18.640625 \nQ 35.9375 12.203125 46 12.203125 \nQ 51.609375 12.203125 56.6875 13.859375 \nQ 61.765625 15.53125 67 19.09375 \nz\n\" id=\"DejaVuSans-Bold-67\"/>\n      <path d=\"M 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 0 \nL 8.40625 0 \nz\n\" id=\"DejaVuSans-Bold-108\"/>\n      <path d=\"M 32.90625 24.609375 \nQ 27.4375 24.609375 24.671875 22.75 \nQ 21.921875 20.90625 21.921875 17.28125 \nQ 21.921875 13.96875 24.140625 12.078125 \nQ 26.375 10.203125 30.328125 10.203125 \nQ 35.25 10.203125 38.625 13.734375 \nQ 42 17.28125 42 22.609375 \nL 42 24.609375 \nz\nM 59.625 31.203125 \nL 59.625 0 \nL 42 0 \nL 42 8.109375 \nQ 38.484375 3.125 34.078125 0.84375 \nQ 29.6875 -1.421875 23.390625 -1.421875 \nQ 14.890625 -1.421875 9.59375 3.53125 \nQ 4.296875 8.5 4.296875 16.40625 \nQ 4.296875 26.03125 10.90625 30.515625 \nQ 17.53125 35.015625 31.6875 35.015625 \nL 42 35.015625 \nL 42 36.375 \nQ 42 40.53125 38.71875 42.453125 \nQ 35.453125 44.390625 28.515625 44.390625 \nQ 22.90625 44.390625 18.0625 43.265625 \nQ 13.234375 42.140625 9.078125 39.890625 \nL 9.078125 53.21875 \nQ 14.703125 54.59375 20.359375 55.296875 \nQ 26.03125 56 31.6875 56 \nQ 46.484375 56 53.046875 50.171875 \nQ 59.625 44.34375 59.625 31.203125 \nz\n\" id=\"DejaVuSans-Bold-97\"/>\n      <path d=\"M 51.125 52.984375 \nL 51.125 39.703125 \nQ 45.515625 42.046875 40.28125 43.21875 \nQ 35.0625 44.390625 30.421875 44.390625 \nQ 25.4375 44.390625 23.015625 43.140625 \nQ 20.609375 41.890625 20.609375 39.3125 \nQ 20.609375 37.203125 22.4375 36.078125 \nQ 24.265625 34.96875 29 34.421875 \nL 32.078125 33.984375 \nQ 45.515625 32.28125 50.140625 28.375 \nQ 54.78125 24.46875 54.78125 16.109375 \nQ 54.78125 7.375 48.328125 2.96875 \nQ 41.890625 -1.421875 29.109375 -1.421875 \nQ 23.6875 -1.421875 17.890625 -0.5625 \nQ 12.109375 0.296875 6 2 \nL 6 15.28125 \nQ 11.234375 12.75 16.71875 11.46875 \nQ 22.21875 10.203125 27.875 10.203125 \nQ 33.015625 10.203125 35.59375 11.609375 \nQ 38.1875 13.03125 38.1875 15.828125 \nQ 38.1875 18.171875 36.40625 19.3125 \nQ 34.625 20.453125 29.296875 21.09375 \nL 26.21875 21.484375 \nQ 14.546875 22.953125 9.859375 26.90625 \nQ 5.171875 30.859375 5.171875 38.921875 \nQ 5.171875 47.609375 11.125 51.796875 \nQ 17.09375 56 29.390625 56 \nQ 34.234375 56 39.546875 55.265625 \nQ 44.875 54.546875 51.125 52.984375 \nz\n\" id=\"DejaVuSans-Bold-115\"/>\n      <path d=\"M 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 0 \nL 8.40625 0 \nz\nM 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 61.71875 \nL 8.40625 61.71875 \nz\n\" id=\"DejaVuSans-Bold-105\"/>\n      <path d=\"M 44.390625 75.984375 \nL 44.390625 64.5 \nL 34.71875 64.5 \nQ 31 64.5 29.53125 63.15625 \nQ 28.078125 61.8125 28.078125 58.5 \nL 28.078125 54.6875 \nL 43.015625 54.6875 \nL 43.015625 42.1875 \nL 28.078125 42.1875 \nL 28.078125 0 \nL 10.59375 0 \nL 10.59375 42.1875 \nL 1.90625 42.1875 \nL 1.90625 54.6875 \nL 10.59375 54.6875 \nL 10.59375 58.5 \nQ 10.59375 67.4375 15.578125 71.703125 \nQ 20.5625 75.984375 31 75.984375 \nz\n\" id=\"DejaVuSans-Bold-102\"/>\n      <path d=\"M 52.59375 52.984375 \nL 52.59375 38.71875 \nQ 49.03125 41.15625 45.4375 42.328125 \nQ 41.84375 43.5 37.984375 43.5 \nQ 30.671875 43.5 26.59375 39.234375 \nQ 22.515625 34.96875 22.515625 27.296875 \nQ 22.515625 19.625 26.59375 15.34375 \nQ 30.671875 11.078125 37.984375 11.078125 \nQ 42.09375 11.078125 45.78125 12.296875 \nQ 49.46875 13.53125 52.59375 15.921875 \nL 52.59375 1.609375 \nQ 48.484375 0.09375 44.265625 -0.65625 \nQ 40.046875 -1.421875 35.796875 -1.421875 \nQ 21 -1.421875 12.640625 6.171875 \nQ 4.296875 13.765625 4.296875 27.296875 \nQ 4.296875 40.828125 12.640625 48.40625 \nQ 21 56 35.796875 56 \nQ 40.09375 56 44.265625 55.25 \nQ 48.4375 54.5 52.59375 52.984375 \nz\n\" id=\"DejaVuSans-Bold-99\"/>\n      <path d=\"M 27.484375 70.21875 \nL 27.484375 54.6875 \nL 45.515625 54.6875 \nL 45.515625 42.1875 \nL 27.484375 42.1875 \nL 27.484375 19 \nQ 27.484375 15.1875 29 13.84375 \nQ 30.515625 12.5 35.015625 12.5 \nL 44 12.5 \nL 44 0 \nL 29 0 \nQ 18.65625 0 14.328125 4.3125 \nQ 10.015625 8.640625 10.015625 19 \nL 10.015625 42.1875 \nL 1.3125 42.1875 \nL 1.3125 54.6875 \nL 10.015625 54.6875 \nL 10.015625 70.21875 \nz\n\" id=\"DejaVuSans-Bold-116\"/>\n      <path d=\"M 34.421875 43.5 \nQ 28.609375 43.5 25.5625 39.328125 \nQ 22.515625 35.15625 22.515625 27.296875 \nQ 22.515625 19.4375 25.5625 15.25 \nQ 28.609375 11.078125 34.421875 11.078125 \nQ 40.140625 11.078125 43.15625 15.25 \nQ 46.1875 19.4375 46.1875 27.296875 \nQ 46.1875 35.15625 43.15625 39.328125 \nQ 40.140625 43.5 34.421875 43.5 \nz\nM 34.421875 56 \nQ 48.53125 56 56.46875 48.375 \nQ 64.40625 40.765625 64.40625 27.296875 \nQ 64.40625 13.8125 56.46875 6.1875 \nQ 48.53125 -1.421875 34.421875 -1.421875 \nQ 20.265625 -1.421875 12.28125 6.1875 \nQ 4.296875 13.8125 4.296875 27.296875 \nQ 4.296875 40.765625 12.28125 48.375 \nQ 20.265625 56 34.421875 56 \nz\n\" id=\"DejaVuSans-Bold-111\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.484375 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-110\"/>\n      <path id=\"DejaVuSans-Bold-32\"/>\n      <path d=\"M 0.484375 72.90625 \nL 67.671875 72.90625 \nL 67.671875 58.6875 \nL 43.5 58.6875 \nL 43.5 0 \nL 24.703125 0 \nL 24.703125 58.6875 \nL 0.484375 58.6875 \nz\n\" id=\"DejaVuSans-Bold-84\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.390625 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-104\"/>\n      <path d=\"M 49.03125 39.796875 \nQ 46.734375 40.875 44.453125 41.375 \nQ 42.1875 41.890625 39.890625 41.890625 \nQ 33.15625 41.890625 29.515625 37.5625 \nQ 25.875 33.25 25.875 25.203125 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 45.703125 \nQ 29.25 51.078125 33.609375 53.53125 \nQ 37.984375 56 44.09375 56 \nQ 44.96875 56 45.984375 55.921875 \nQ 47.015625 55.859375 48.96875 55.609375 \nz\n\" id=\"DejaVuSans-Bold-114\"/>\n      <path d=\"M 62.984375 27.484375 \nL 62.984375 22.515625 \nL 22.125 22.515625 \nQ 22.75 16.359375 26.5625 13.28125 \nQ 30.375 10.203125 37.203125 10.203125 \nQ 42.71875 10.203125 48.5 11.84375 \nQ 54.296875 13.484375 60.40625 16.796875 \nL 60.40625 3.328125 \nQ 54.203125 0.984375 48 -0.21875 \nQ 41.796875 -1.421875 35.59375 -1.421875 \nQ 20.75 -1.421875 12.515625 6.125 \nQ 4.296875 13.671875 4.296875 27.296875 \nQ 4.296875 40.671875 12.375 48.328125 \nQ 20.453125 56 34.625 56 \nQ 47.515625 56 55.25 48.234375 \nQ 62.984375 40.484375 62.984375 27.484375 \nz\nM 45.015625 33.296875 \nQ 45.015625 38.28125 42.109375 41.328125 \nQ 39.203125 44.390625 34.515625 44.390625 \nQ 29.4375 44.390625 26.265625 41.53125 \nQ 23.09375 38.671875 22.3125 33.296875 \nz\n\" id=\"DejaVuSans-Bold-101\"/>\n      <path d=\"M 45.609375 46.6875 \nL 45.609375 75.984375 \nL 63.1875 75.984375 \nL 63.1875 0 \nL 45.609375 0 \nL 45.609375 7.90625 \nQ 42 3.078125 37.640625 0.828125 \nQ 33.296875 -1.421875 27.59375 -1.421875 \nQ 17.484375 -1.421875 10.984375 6.609375 \nQ 4.5 14.65625 4.5 27.296875 \nQ 4.5 39.9375 10.984375 47.96875 \nQ 17.484375 56 27.59375 56 \nQ 33.25 56 37.625 53.734375 \nQ 42 51.46875 45.609375 46.6875 \nz\nM 34.078125 11.28125 \nQ 39.703125 11.28125 42.65625 15.375 \nQ 45.609375 19.484375 45.609375 27.296875 \nQ 45.609375 35.109375 42.65625 39.203125 \nQ 39.703125 43.3125 34.078125 43.3125 \nQ 28.515625 43.3125 25.5625 39.203125 \nQ 22.609375 35.109375 22.609375 27.296875 \nQ 22.609375 19.484375 25.5625 15.375 \nQ 28.515625 11.28125 34.078125 11.28125 \nz\n\" id=\"DejaVuSans-Bold-100\"/>\n     </defs>\n     <g transform=\"translate(231.091875 424.426875)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-67\"/>\n      <use x=\"73.388672\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"107.666016\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"175.146484\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"234.667969\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"294.189453\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"328.466797\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"371.972656\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"406.25\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"465.527344\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"533.007812\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"580.810547\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"615.087891\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"683.789062\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"754.980469\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"789.794922\" xlink:href=\"#DejaVuSans-Bold-84\"/>\n      <use x=\"858.007812\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"929.199219\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"978.515625\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"1046.337891\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"1105.859375\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"1177.050781\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"1245.751953\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"1280.029297\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"1351.611328\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"maa74fb8b07\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#maa74fb8b07\" y=\"308.390983\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.65 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(26.81 313.709889)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#maa74fb8b07\" y=\"227.025282\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.70 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(26.81 232.344189)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#maa74fb8b07\" y=\"145.659581\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.75 -->\n      <g transform=\"translate(26.81 150.978488)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#maa74fb8b07\" y=\"64.293881\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(26.81 69.612787)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_12\">\n     <!-- Balanced Accuracy -->\n     <defs>\n      <path d=\"M 38.375 44.671875 \nQ 42.828125 44.671875 45.109375 46.625 \nQ 47.40625 48.578125 47.40625 52.390625 \nQ 47.40625 56.15625 45.109375 58.125 \nQ 42.828125 60.109375 38.375 60.109375 \nL 27.984375 60.109375 \nL 27.984375 44.671875 \nz\nM 39.015625 12.796875 \nQ 44.671875 12.796875 47.53125 15.1875 \nQ 50.390625 17.578125 50.390625 22.40625 \nQ 50.390625 27.15625 47.5625 29.515625 \nQ 44.734375 31.890625 39.015625 31.890625 \nL 27.984375 31.890625 \nL 27.984375 12.796875 \nz\nM 56.5 39.015625 \nQ 62.546875 37.25 65.859375 32.515625 \nQ 69.1875 27.78125 69.1875 20.90625 \nQ 69.1875 10.359375 62.0625 5.171875 \nQ 54.9375 0 40.375 0 \nL 9.1875 0 \nL 9.1875 72.90625 \nL 37.40625 72.90625 \nQ 52.59375 72.90625 59.40625 68.3125 \nQ 66.21875 63.71875 66.21875 53.609375 \nQ 66.21875 48.296875 63.71875 44.5625 \nQ 61.234375 40.828125 56.5 39.015625 \nz\n\" id=\"DejaVuSans-Bold-66\"/>\n      <path d=\"M 53.421875 13.28125 \nL 24.03125 13.28125 \nL 19.390625 0 \nL 0.484375 0 \nL 27.484375 72.90625 \nL 49.90625 72.90625 \nL 76.90625 0 \nL 58.015625 0 \nz\nM 28.71875 26.8125 \nL 48.6875 26.8125 \nL 38.71875 55.8125 \nz\n\" id=\"DejaVuSans-Bold-65\"/>\n      <path d=\"M 7.8125 21.296875 \nL 7.8125 54.6875 \nL 25.390625 54.6875 \nL 25.390625 49.21875 \nQ 25.390625 44.78125 25.34375 38.0625 \nQ 25.296875 31.34375 25.296875 29.109375 \nQ 25.296875 22.515625 25.640625 19.609375 \nQ 25.984375 16.703125 26.8125 15.375 \nQ 27.875 13.671875 29.609375 12.734375 \nQ 31.34375 11.8125 33.59375 11.8125 \nQ 39.0625 11.8125 42.1875 16.015625 \nQ 45.3125 20.21875 45.3125 27.6875 \nL 45.3125 54.6875 \nL 62.796875 54.6875 \nL 62.796875 0 \nL 45.3125 0 \nL 45.3125 7.90625 \nQ 41.359375 3.125 36.9375 0.84375 \nQ 32.515625 -1.421875 27.203125 -1.421875 \nQ 17.71875 -1.421875 12.765625 4.390625 \nQ 7.8125 10.203125 7.8125 21.296875 \nz\n\" id=\"DejaVuSans-Bold-117\"/>\n      <path d=\"M 1.21875 54.6875 \nL 18.703125 54.6875 \nL 33.40625 17.578125 \nL 45.90625 54.6875 \nL 63.375 54.6875 \nL 40.375 -5.171875 \nQ 36.921875 -14.3125 32.296875 -17.9375 \nQ 27.6875 -21.578125 20.125 -21.578125 \nL 10.015625 -21.578125 \nL 10.015625 -10.109375 \nL 15.484375 -10.109375 \nQ 19.921875 -10.109375 21.9375 -8.6875 \nQ 23.96875 -7.28125 25.09375 -3.609375 \nL 25.59375 -2.09375 \nz\n\" id=\"DejaVuSans-Bold-121\"/>\n     </defs>\n     <g style=\"fill:#0000ff;\" transform=\"translate(19.3575 282.145)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-66\"/>\n      <use x=\"76.220703\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"143.701172\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"177.978516\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"245.458984\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"316.650391\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"375.927734\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"443.75\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"515.332031\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"550.146484\" xlink:href=\"#DejaVuSans-Bold-65\"/>\n      <use x=\"627.539062\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"686.816406\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"746.09375\" xlink:href=\"#DejaVuSans-Bold-117\"/>\n      <use x=\"817.285156\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"866.601562\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"934.082031\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"993.359375\" xlink:href=\"#DejaVuSans-Bold-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#p58146a8979)\" d=\"M 90.345511 370.423636 \nL 100.698016 278.537897 \nL 111.050521 224.035936 \nL 121.403025 182.028187 \nL 131.75553 151.979746 \nL 142.108035 129.991387 \nL 152.460539 112.865649 \nL 162.813044 97.496059 \nL 173.165548 88.267319 \nL 183.518053 76.687076 \nL 193.870558 66.95019 \nL 204.223062 57.998501 \nL 214.575567 50.571557 \nL 224.928072 44.350745 \nL 235.280576 38.774715 \nL 245.633081 35.444087 \nL 255.985586 32.041362 \nL 266.33809 28.642415 \nL 276.690595 24.496364 \nL 287.043099 27.917053 \nL 297.395604 27.704233 \nL 307.748109 28.784755 \nL 318.100613 28.241987 \nL 328.453118 28.510864 \nL 338.805623 30.805074 \nL 349.158127 30.182653 \nL 359.510632 31.25184 \nL 369.863137 33.356518 \nL 380.215641 37.660949 \nL 390.568146 37.50889 \nL 400.920651 39.473153 \nL 411.273155 41.418525 \nL 421.62566 45.620633 \nL 431.978164 48.11602 \nL 442.330669 49.568359 \nL 452.683174 52.966379 \nL 463.035678 55.461766 \nL 473.388183 56.584158 \nL 483.740688 60.274343 \nL 494.093192 67.685247 \nL 504.445697 70.901291 \nL 514.798202 75.660971 \nL 525.150706 82.256452 \nL 535.503211 88.062958 \nL 545.855715 95.462527 \nL 556.20822 100.60536 \nL 566.560725 104.93277 \nL 576.913229 107.974394 \nL 587.265734 115.529491 \nL 597.618239 120.09586 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#p58146a8979)\" d=\"M 64.981875 332.989825 \nL 622.981875 332.989825 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_13\">\n      <defs>\n       <path d=\"M 0 0 \nL 3.5 0 \n\" id=\"m5470198ec2\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m5470198ec2\" y=\"332.989825\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.05 -->\n      <g transform=\"translate(629.981875 338.308731)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_14\">\n      <path clip-path=\"url(#p58146a8979)\" d=\"M 64.981875 262.21057 \nL 622.981875 262.21057 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m5470198ec2\" y=\"262.21057\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.10 -->\n      <g transform=\"translate(629.981875 267.529476)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#p58146a8979)\" d=\"M 64.981875 191.431315 \nL 622.981875 191.431315 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m5470198ec2\" y=\"191.431315\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0.15 -->\n      <g transform=\"translate(629.981875 196.750222)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_18\">\n      <path clip-path=\"url(#p58146a8979)\" d=\"M 64.981875 120.652061 \nL 622.981875 120.652061 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m5470198ec2\" y=\"120.652061\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 0.20 -->\n      <g transform=\"translate(629.981875 125.970967)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_20\">\n      <path clip-path=\"url(#p58146a8979)\" d=\"M 64.981875 49.872806 \nL 622.981875 49.872806 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m5470198ec2\" y=\"49.872806\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0.25 -->\n      <g transform=\"translate(629.981875 55.191712)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_18\">\n     <!-- abs(1-disparate impact) -->\n     <defs>\n      <path d=\"M 37.5 11.28125 \nQ 43.109375 11.28125 46.0625 15.375 \nQ 49.03125 19.484375 49.03125 27.296875 \nQ 49.03125 35.109375 46.0625 39.203125 \nQ 43.109375 43.3125 37.5 43.3125 \nQ 31.890625 43.3125 28.875 39.1875 \nQ 25.875 35.0625 25.875 27.296875 \nQ 25.875 19.53125 28.875 15.40625 \nQ 31.890625 11.28125 37.5 11.28125 \nz\nM 25.875 46.6875 \nQ 29.5 51.46875 33.890625 53.734375 \nQ 38.28125 56 44 56 \nQ 54.109375 56 60.59375 47.96875 \nQ 67.09375 39.9375 67.09375 27.296875 \nQ 67.09375 14.65625 60.59375 6.609375 \nQ 54.109375 -1.421875 44 -1.421875 \nQ 38.28125 -1.421875 33.890625 0.84375 \nQ 29.5 3.125 25.875 7.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 75.984375 \nL 25.875 75.984375 \nz\n\" id=\"DejaVuSans-Bold-98\"/>\n      <path d=\"M 37.703125 -13.1875 \nL 23.1875 -13.1875 \nQ 15.71875 -1.125 12.15625 9.734375 \nQ 8.59375 20.609375 8.59375 31.296875 \nQ 8.59375 42 12.171875 52.953125 \nQ 15.765625 63.921875 23.1875 75.875 \nL 37.703125 75.875 \nQ 31.453125 64.3125 28.328125 53.25 \nQ 25.203125 42.1875 25.203125 31.390625 \nQ 25.203125 20.609375 28.296875 9.515625 \nQ 31.390625 -1.5625 37.703125 -13.1875 \nz\n\" id=\"DejaVuSans-Bold-40\"/>\n      <path d=\"M 11.71875 12.984375 \nL 28.328125 12.984375 \nL 28.328125 60.109375 \nL 11.28125 56.59375 \nL 11.28125 69.390625 \nL 28.21875 72.90625 \nL 46.09375 72.90625 \nL 46.09375 12.984375 \nL 62.703125 12.984375 \nL 62.703125 0 \nL 11.71875 0 \nz\n\" id=\"DejaVuSans-Bold-49\"/>\n      <path d=\"M 5.421875 35.890625 \nL 36.078125 35.890625 \nL 36.078125 21.6875 \nL 5.421875 21.6875 \nz\n\" id=\"DejaVuSans-Bold-45\"/>\n      <path d=\"M 25.875 7.90625 \nL 25.875 -20.796875 \nL 8.40625 -20.796875 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.5 51.46875 33.890625 53.734375 \nQ 38.28125 56 44 56 \nQ 54.109375 56 60.59375 47.96875 \nQ 67.09375 39.9375 67.09375 27.296875 \nQ 67.09375 14.65625 60.59375 6.609375 \nQ 54.109375 -1.421875 44 -1.421875 \nQ 38.28125 -1.421875 33.890625 0.84375 \nQ 29.5 3.125 25.875 7.90625 \nz\nM 37.5 43.3125 \nQ 31.890625 43.3125 28.875 39.1875 \nQ 25.875 35.0625 25.875 27.296875 \nQ 25.875 19.53125 28.875 15.40625 \nQ 31.890625 11.28125 37.5 11.28125 \nQ 43.109375 11.28125 46.0625 15.375 \nQ 49.03125 19.484375 49.03125 27.296875 \nQ 49.03125 35.109375 46.0625 39.203125 \nQ 43.109375 43.3125 37.5 43.3125 \nz\n\" id=\"DejaVuSans-Bold-112\"/>\n      <path d=\"M 59.078125 45.609375 \nQ 62.40625 50.6875 66.96875 53.34375 \nQ 71.53125 56 77 56 \nQ 86.421875 56 91.359375 50.1875 \nQ 96.296875 44.390625 96.296875 33.296875 \nL 96.296875 0 \nL 78.71875 0 \nL 78.71875 28.515625 \nQ 78.765625 29.15625 78.78125 29.828125 \nQ 78.8125 30.515625 78.8125 31.78125 \nQ 78.8125 37.59375 77.09375 40.203125 \nQ 75.390625 42.828125 71.578125 42.828125 \nQ 66.609375 42.828125 63.890625 38.71875 \nQ 61.1875 34.625 61.078125 26.859375 \nL 61.078125 0 \nL 43.5 0 \nL 43.5 28.515625 \nQ 43.5 37.59375 41.9375 40.203125 \nQ 40.375 42.828125 36.375 42.828125 \nQ 31.34375 42.828125 28.609375 38.703125 \nQ 25.875 34.578125 25.875 26.90625 \nL 25.875 0 \nL 8.296875 0 \nL 8.296875 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.109375 51.3125 33.28125 53.65625 \nQ 37.453125 56 42.484375 56 \nQ 48.140625 56 52.484375 53.265625 \nQ 56.84375 50.53125 59.078125 45.609375 \nz\n\" id=\"DejaVuSans-Bold-109\"/>\n      <path d=\"M 8.015625 -13.1875 \nQ 14.265625 -1.5625 17.390625 9.515625 \nQ 20.515625 20.609375 20.515625 31.390625 \nQ 20.515625 42.1875 17.390625 53.25 \nQ 14.265625 64.3125 8.015625 75.875 \nL 22.515625 75.875 \nQ 29.9375 63.921875 33.515625 52.953125 \nQ 37.109375 42 37.109375 31.296875 \nQ 37.109375 20.609375 33.546875 9.734375 \nQ 29.984375 -1.125 22.515625 -13.1875 \nz\n\" id=\"DejaVuSans-Bold-41\"/>\n     </defs>\n     <g style=\"fill:#ff0000;\" transform=\"translate(677.31125 306.04875)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"67.480469\" xlink:href=\"#DejaVuSans-Bold-98\"/>\n      <use x=\"139.0625\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"198.583984\" xlink:href=\"#DejaVuSans-Bold-40\"/>\n      <use x=\"244.287109\" xlink:href=\"#DejaVuSans-Bold-49\"/>\n      <use x=\"313.867188\" xlink:href=\"#DejaVuSans-Bold-45\"/>\n      <use x=\"355.371094\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"426.953125\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"461.230469\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"520.751953\" xlink:href=\"#DejaVuSans-Bold-112\"/>\n      <use x=\"592.333984\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"659.814453\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"709.130859\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"776.611328\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"824.414062\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"892.236328\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"927.050781\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"961.328125\" xlink:href=\"#DejaVuSans-Bold-109\"/>\n      <use x=\"1065.527344\" xlink:href=\"#DejaVuSans-Bold-112\"/>\n      <use x=\"1137.109375\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"1204.589844\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"1263.867188\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"1311.669922\" xlink:href=\"#DejaVuSans-Bold-41\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#p58146a8979)\" d=\"M 90.345511 370.423636 \nL 100.698016 284.690894 \nL 111.050521 238.857109 \nL 121.403025 200.980733 \nL 131.75553 181.119276 \nL 142.108035 158.727168 \nL 152.460539 138.985087 \nL 162.813044 107.180038 \nL 173.165548 105.280202 \nL 183.518053 92.716329 \nL 193.870558 87.068837 \nL 204.223062 78.636372 \nL 214.575567 76.86462 \nL 224.928072 79.590133 \nL 235.280576 77.150202 \nL 245.633081 75.745199 \nL 255.985586 57.634353 \nL 266.33809 54.626659 \nL 276.690595 52.316491 \nL 287.043099 45.705446 \nL 297.395604 41.290441 \nL 307.748109 43.810553 \nL 318.100613 39.40374 \nL 328.453118 29.744244 \nL 338.805623 24.496364 \nL 349.158127 33.187744 \nL 359.510632 37.398424 \nL 369.863137 43.163596 \nL 380.215641 53.515228 \nL 390.568146 69.970034 \nL 400.920651 70.475784 \nL 411.273155 62.416309 \nL 421.62566 81.006539 \nL 431.978164 68.107967 \nL 442.330669 64.715371 \nL 452.683174 73.750291 \nL 463.035678 71.607128 \nL 473.388183 80.469682 \nL 483.740688 73.117536 \nL 494.093192 89.460046 \nL 504.445697 85.641493 \nL 514.798202 83.245894 \nL 525.150706 93.798276 \nL 535.503211 94.619123 \nL 545.855715 101.590257 \nL 556.20822 108.89767 \nL 566.560725 108.393716 \nL 576.913229 94.296925 \nL 587.265734 79.603203 \nL 597.618239 69.105178 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <path clip-path=\"url(#p58146a8979)\" d=\"M 276.690595 387.72 \nL 276.690595 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.5,2.475;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p58146a8979\">\n   <rect height=\"380.52\" width=\"558\" x=\"64.981875\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#Plot balanced accuracy, abs(1-disparate impact)\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(10,7))\n",
    "ax1.plot(thresh_arr, bal_acc_arr)\n",
    "ax1.set_xlabel('Classification Thresholds', fontsize=16, fontweight='bold')\n",
    "ax1.set_ylabel('Balanced Accuracy', color='b', fontsize=16, fontweight='bold')\n",
    "ax1.xaxis.set_tick_params(labelsize=14)\n",
    "ax1.yaxis.set_tick_params(labelsize=14)\n",
    "\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(thresh_arr, np.abs(1.0-np.array(disp_imp_arr)), color='r')\n",
    "ax2.set_ylabel('abs(1-disparate impact)', color='r', fontsize=16, fontweight='bold')\n",
    "\n",
    "ax2.axvline(np.array(thresh_arr)[thresh_arr_best_ind], \n",
    "            color='k', linestyle=':')\n",
    "ax2.yaxis.set_tick_params(labelsize=14)\n",
    "ax2.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x504 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"434.954375pt\" version=\"1.1\" viewBox=\"0 0 699.695312 434.954375\" width=\"699.695312pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 434.954375 \nL 699.695312 434.954375 \nL 699.695312 0 \nL -0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \nL 622.981875 7.2 \nL 64.981875 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mf4db44eda2\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.993007\" xlink:href=\"#mf4db44eda2\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(68.860819 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"183.518053\" xlink:href=\"#mf4db44eda2\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(172.385866 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.043099\" xlink:href=\"#mf4db44eda2\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(275.910912 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"390.568146\" xlink:href=\"#mf4db44eda2\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(379.435958 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"494.093192\" xlink:href=\"#mf4db44eda2\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(482.961005 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"597.618239\" xlink:href=\"#mf4db44eda2\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(586.486051 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- Classification Thresholds -->\n     <defs>\n      <path d=\"M 67 4 \nQ 61.8125 1.3125 56.203125 -0.046875 \nQ 50.59375 -1.421875 44.484375 -1.421875 \nQ 26.265625 -1.421875 15.625 8.765625 \nQ 4.984375 18.953125 4.984375 36.375 \nQ 4.984375 53.859375 15.625 64.03125 \nQ 26.265625 74.21875 44.484375 74.21875 \nQ 50.59375 74.21875 56.203125 72.84375 \nQ 61.8125 71.484375 67 68.796875 \nL 67 53.71875 \nQ 61.765625 57.28125 56.6875 58.9375 \nQ 51.609375 60.59375 46 60.59375 \nQ 35.9375 60.59375 30.171875 54.140625 \nQ 24.421875 47.703125 24.421875 36.375 \nQ 24.421875 25.09375 30.171875 18.640625 \nQ 35.9375 12.203125 46 12.203125 \nQ 51.609375 12.203125 56.6875 13.859375 \nQ 61.765625 15.53125 67 19.09375 \nz\n\" id=\"DejaVuSans-Bold-67\"/>\n      <path d=\"M 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 0 \nL 8.40625 0 \nz\n\" id=\"DejaVuSans-Bold-108\"/>\n      <path d=\"M 32.90625 24.609375 \nQ 27.4375 24.609375 24.671875 22.75 \nQ 21.921875 20.90625 21.921875 17.28125 \nQ 21.921875 13.96875 24.140625 12.078125 \nQ 26.375 10.203125 30.328125 10.203125 \nQ 35.25 10.203125 38.625 13.734375 \nQ 42 17.28125 42 22.609375 \nL 42 24.609375 \nz\nM 59.625 31.203125 \nL 59.625 0 \nL 42 0 \nL 42 8.109375 \nQ 38.484375 3.125 34.078125 0.84375 \nQ 29.6875 -1.421875 23.390625 -1.421875 \nQ 14.890625 -1.421875 9.59375 3.53125 \nQ 4.296875 8.5 4.296875 16.40625 \nQ 4.296875 26.03125 10.90625 30.515625 \nQ 17.53125 35.015625 31.6875 35.015625 \nL 42 35.015625 \nL 42 36.375 \nQ 42 40.53125 38.71875 42.453125 \nQ 35.453125 44.390625 28.515625 44.390625 \nQ 22.90625 44.390625 18.0625 43.265625 \nQ 13.234375 42.140625 9.078125 39.890625 \nL 9.078125 53.21875 \nQ 14.703125 54.59375 20.359375 55.296875 \nQ 26.03125 56 31.6875 56 \nQ 46.484375 56 53.046875 50.171875 \nQ 59.625 44.34375 59.625 31.203125 \nz\n\" id=\"DejaVuSans-Bold-97\"/>\n      <path d=\"M 51.125 52.984375 \nL 51.125 39.703125 \nQ 45.515625 42.046875 40.28125 43.21875 \nQ 35.0625 44.390625 30.421875 44.390625 \nQ 25.4375 44.390625 23.015625 43.140625 \nQ 20.609375 41.890625 20.609375 39.3125 \nQ 20.609375 37.203125 22.4375 36.078125 \nQ 24.265625 34.96875 29 34.421875 \nL 32.078125 33.984375 \nQ 45.515625 32.28125 50.140625 28.375 \nQ 54.78125 24.46875 54.78125 16.109375 \nQ 54.78125 7.375 48.328125 2.96875 \nQ 41.890625 -1.421875 29.109375 -1.421875 \nQ 23.6875 -1.421875 17.890625 -0.5625 \nQ 12.109375 0.296875 6 2 \nL 6 15.28125 \nQ 11.234375 12.75 16.71875 11.46875 \nQ 22.21875 10.203125 27.875 10.203125 \nQ 33.015625 10.203125 35.59375 11.609375 \nQ 38.1875 13.03125 38.1875 15.828125 \nQ 38.1875 18.171875 36.40625 19.3125 \nQ 34.625 20.453125 29.296875 21.09375 \nL 26.21875 21.484375 \nQ 14.546875 22.953125 9.859375 26.90625 \nQ 5.171875 30.859375 5.171875 38.921875 \nQ 5.171875 47.609375 11.125 51.796875 \nQ 17.09375 56 29.390625 56 \nQ 34.234375 56 39.546875 55.265625 \nQ 44.875 54.546875 51.125 52.984375 \nz\n\" id=\"DejaVuSans-Bold-115\"/>\n      <path d=\"M 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 0 \nL 8.40625 0 \nz\nM 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 61.71875 \nL 8.40625 61.71875 \nz\n\" id=\"DejaVuSans-Bold-105\"/>\n      <path d=\"M 44.390625 75.984375 \nL 44.390625 64.5 \nL 34.71875 64.5 \nQ 31 64.5 29.53125 63.15625 \nQ 28.078125 61.8125 28.078125 58.5 \nL 28.078125 54.6875 \nL 43.015625 54.6875 \nL 43.015625 42.1875 \nL 28.078125 42.1875 \nL 28.078125 0 \nL 10.59375 0 \nL 10.59375 42.1875 \nL 1.90625 42.1875 \nL 1.90625 54.6875 \nL 10.59375 54.6875 \nL 10.59375 58.5 \nQ 10.59375 67.4375 15.578125 71.703125 \nQ 20.5625 75.984375 31 75.984375 \nz\n\" id=\"DejaVuSans-Bold-102\"/>\n      <path d=\"M 52.59375 52.984375 \nL 52.59375 38.71875 \nQ 49.03125 41.15625 45.4375 42.328125 \nQ 41.84375 43.5 37.984375 43.5 \nQ 30.671875 43.5 26.59375 39.234375 \nQ 22.515625 34.96875 22.515625 27.296875 \nQ 22.515625 19.625 26.59375 15.34375 \nQ 30.671875 11.078125 37.984375 11.078125 \nQ 42.09375 11.078125 45.78125 12.296875 \nQ 49.46875 13.53125 52.59375 15.921875 \nL 52.59375 1.609375 \nQ 48.484375 0.09375 44.265625 -0.65625 \nQ 40.046875 -1.421875 35.796875 -1.421875 \nQ 21 -1.421875 12.640625 6.171875 \nQ 4.296875 13.765625 4.296875 27.296875 \nQ 4.296875 40.828125 12.640625 48.40625 \nQ 21 56 35.796875 56 \nQ 40.09375 56 44.265625 55.25 \nQ 48.4375 54.5 52.59375 52.984375 \nz\n\" id=\"DejaVuSans-Bold-99\"/>\n      <path d=\"M 27.484375 70.21875 \nL 27.484375 54.6875 \nL 45.515625 54.6875 \nL 45.515625 42.1875 \nL 27.484375 42.1875 \nL 27.484375 19 \nQ 27.484375 15.1875 29 13.84375 \nQ 30.515625 12.5 35.015625 12.5 \nL 44 12.5 \nL 44 0 \nL 29 0 \nQ 18.65625 0 14.328125 4.3125 \nQ 10.015625 8.640625 10.015625 19 \nL 10.015625 42.1875 \nL 1.3125 42.1875 \nL 1.3125 54.6875 \nL 10.015625 54.6875 \nL 10.015625 70.21875 \nz\n\" id=\"DejaVuSans-Bold-116\"/>\n      <path d=\"M 34.421875 43.5 \nQ 28.609375 43.5 25.5625 39.328125 \nQ 22.515625 35.15625 22.515625 27.296875 \nQ 22.515625 19.4375 25.5625 15.25 \nQ 28.609375 11.078125 34.421875 11.078125 \nQ 40.140625 11.078125 43.15625 15.25 \nQ 46.1875 19.4375 46.1875 27.296875 \nQ 46.1875 35.15625 43.15625 39.328125 \nQ 40.140625 43.5 34.421875 43.5 \nz\nM 34.421875 56 \nQ 48.53125 56 56.46875 48.375 \nQ 64.40625 40.765625 64.40625 27.296875 \nQ 64.40625 13.8125 56.46875 6.1875 \nQ 48.53125 -1.421875 34.421875 -1.421875 \nQ 20.265625 -1.421875 12.28125 6.1875 \nQ 4.296875 13.8125 4.296875 27.296875 \nQ 4.296875 40.765625 12.28125 48.375 \nQ 20.265625 56 34.421875 56 \nz\n\" id=\"DejaVuSans-Bold-111\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.484375 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-110\"/>\n      <path id=\"DejaVuSans-Bold-32\"/>\n      <path d=\"M 0.484375 72.90625 \nL 67.671875 72.90625 \nL 67.671875 58.6875 \nL 43.5 58.6875 \nL 43.5 0 \nL 24.703125 0 \nL 24.703125 58.6875 \nL 0.484375 58.6875 \nz\n\" id=\"DejaVuSans-Bold-84\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.390625 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-104\"/>\n      <path d=\"M 49.03125 39.796875 \nQ 46.734375 40.875 44.453125 41.375 \nQ 42.1875 41.890625 39.890625 41.890625 \nQ 33.15625 41.890625 29.515625 37.5625 \nQ 25.875 33.25 25.875 25.203125 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 45.703125 \nQ 29.25 51.078125 33.609375 53.53125 \nQ 37.984375 56 44.09375 56 \nQ 44.96875 56 45.984375 55.921875 \nQ 47.015625 55.859375 48.96875 55.609375 \nz\n\" id=\"DejaVuSans-Bold-114\"/>\n      <path d=\"M 62.984375 27.484375 \nL 62.984375 22.515625 \nL 22.125 22.515625 \nQ 22.75 16.359375 26.5625 13.28125 \nQ 30.375 10.203125 37.203125 10.203125 \nQ 42.71875 10.203125 48.5 11.84375 \nQ 54.296875 13.484375 60.40625 16.796875 \nL 60.40625 3.328125 \nQ 54.203125 0.984375 48 -0.21875 \nQ 41.796875 -1.421875 35.59375 -1.421875 \nQ 20.75 -1.421875 12.515625 6.125 \nQ 4.296875 13.671875 4.296875 27.296875 \nQ 4.296875 40.671875 12.375 48.328125 \nQ 20.453125 56 34.625 56 \nQ 47.515625 56 55.25 48.234375 \nQ 62.984375 40.484375 62.984375 27.484375 \nz\nM 45.015625 33.296875 \nQ 45.015625 38.28125 42.109375 41.328125 \nQ 39.203125 44.390625 34.515625 44.390625 \nQ 29.4375 44.390625 26.265625 41.53125 \nQ 23.09375 38.671875 22.3125 33.296875 \nz\n\" id=\"DejaVuSans-Bold-101\"/>\n      <path d=\"M 45.609375 46.6875 \nL 45.609375 75.984375 \nL 63.1875 75.984375 \nL 63.1875 0 \nL 45.609375 0 \nL 45.609375 7.90625 \nQ 42 3.078125 37.640625 0.828125 \nQ 33.296875 -1.421875 27.59375 -1.421875 \nQ 17.484375 -1.421875 10.984375 6.609375 \nQ 4.5 14.65625 4.5 27.296875 \nQ 4.5 39.9375 10.984375 47.96875 \nQ 17.484375 56 27.59375 56 \nQ 33.25 56 37.625 53.734375 \nQ 42 51.46875 45.609375 46.6875 \nz\nM 34.078125 11.28125 \nQ 39.703125 11.28125 42.65625 15.375 \nQ 45.609375 19.484375 45.609375 27.296875 \nQ 45.609375 35.109375 42.65625 39.203125 \nQ 39.703125 43.3125 34.078125 43.3125 \nQ 28.515625 43.3125 25.5625 39.203125 \nQ 22.609375 35.109375 22.609375 27.296875 \nQ 22.609375 19.484375 25.5625 15.375 \nQ 28.515625 11.28125 34.078125 11.28125 \nz\n\" id=\"DejaVuSans-Bold-100\"/>\n     </defs>\n     <g transform=\"translate(231.091875 424.426875)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-67\"/>\n      <use x=\"73.388672\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"107.666016\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"175.146484\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"234.667969\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"294.189453\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"328.466797\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"371.972656\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"406.25\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"465.527344\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"533.007812\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"580.810547\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"615.087891\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"683.789062\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"754.980469\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"789.794922\" xlink:href=\"#DejaVuSans-Bold-84\"/>\n      <use x=\"858.007812\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"929.199219\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"978.515625\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"1046.337891\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"1105.859375\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"1177.050781\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"1245.751953\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"1280.029297\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"1351.611328\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m5bfeff9b9a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m5bfeff9b9a\" y=\"308.390983\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.65 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(26.81 313.709889)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m5bfeff9b9a\" y=\"227.025282\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.70 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(26.81 232.344189)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m5bfeff9b9a\" y=\"145.659581\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.75 -->\n      <g transform=\"translate(26.81 150.978488)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m5bfeff9b9a\" y=\"64.293881\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(26.81 69.612787)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_12\">\n     <!-- Balanced Accuracy -->\n     <defs>\n      <path d=\"M 38.375 44.671875 \nQ 42.828125 44.671875 45.109375 46.625 \nQ 47.40625 48.578125 47.40625 52.390625 \nQ 47.40625 56.15625 45.109375 58.125 \nQ 42.828125 60.109375 38.375 60.109375 \nL 27.984375 60.109375 \nL 27.984375 44.671875 \nz\nM 39.015625 12.796875 \nQ 44.671875 12.796875 47.53125 15.1875 \nQ 50.390625 17.578125 50.390625 22.40625 \nQ 50.390625 27.15625 47.5625 29.515625 \nQ 44.734375 31.890625 39.015625 31.890625 \nL 27.984375 31.890625 \nL 27.984375 12.796875 \nz\nM 56.5 39.015625 \nQ 62.546875 37.25 65.859375 32.515625 \nQ 69.1875 27.78125 69.1875 20.90625 \nQ 69.1875 10.359375 62.0625 5.171875 \nQ 54.9375 0 40.375 0 \nL 9.1875 0 \nL 9.1875 72.90625 \nL 37.40625 72.90625 \nQ 52.59375 72.90625 59.40625 68.3125 \nQ 66.21875 63.71875 66.21875 53.609375 \nQ 66.21875 48.296875 63.71875 44.5625 \nQ 61.234375 40.828125 56.5 39.015625 \nz\n\" id=\"DejaVuSans-Bold-66\"/>\n      <path d=\"M 53.421875 13.28125 \nL 24.03125 13.28125 \nL 19.390625 0 \nL 0.484375 0 \nL 27.484375 72.90625 \nL 49.90625 72.90625 \nL 76.90625 0 \nL 58.015625 0 \nz\nM 28.71875 26.8125 \nL 48.6875 26.8125 \nL 38.71875 55.8125 \nz\n\" id=\"DejaVuSans-Bold-65\"/>\n      <path d=\"M 7.8125 21.296875 \nL 7.8125 54.6875 \nL 25.390625 54.6875 \nL 25.390625 49.21875 \nQ 25.390625 44.78125 25.34375 38.0625 \nQ 25.296875 31.34375 25.296875 29.109375 \nQ 25.296875 22.515625 25.640625 19.609375 \nQ 25.984375 16.703125 26.8125 15.375 \nQ 27.875 13.671875 29.609375 12.734375 \nQ 31.34375 11.8125 33.59375 11.8125 \nQ 39.0625 11.8125 42.1875 16.015625 \nQ 45.3125 20.21875 45.3125 27.6875 \nL 45.3125 54.6875 \nL 62.796875 54.6875 \nL 62.796875 0 \nL 45.3125 0 \nL 45.3125 7.90625 \nQ 41.359375 3.125 36.9375 0.84375 \nQ 32.515625 -1.421875 27.203125 -1.421875 \nQ 17.71875 -1.421875 12.765625 4.390625 \nQ 7.8125 10.203125 7.8125 21.296875 \nz\n\" id=\"DejaVuSans-Bold-117\"/>\n      <path d=\"M 1.21875 54.6875 \nL 18.703125 54.6875 \nL 33.40625 17.578125 \nL 45.90625 54.6875 \nL 63.375 54.6875 \nL 40.375 -5.171875 \nQ 36.921875 -14.3125 32.296875 -17.9375 \nQ 27.6875 -21.578125 20.125 -21.578125 \nL 10.015625 -21.578125 \nL 10.015625 -10.109375 \nL 15.484375 -10.109375 \nQ 19.921875 -10.109375 21.9375 -8.6875 \nQ 23.96875 -7.28125 25.09375 -3.609375 \nL 25.59375 -2.09375 \nz\n\" id=\"DejaVuSans-Bold-121\"/>\n     </defs>\n     <g style=\"fill:#0000ff;\" transform=\"translate(19.3575 282.145)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-66\"/>\n      <use x=\"76.220703\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"143.701172\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"177.978516\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"245.458984\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"316.650391\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"375.927734\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"443.75\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"515.332031\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"550.146484\" xlink:href=\"#DejaVuSans-Bold-65\"/>\n      <use x=\"627.539062\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"686.816406\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"746.09375\" xlink:href=\"#DejaVuSans-Bold-117\"/>\n      <use x=\"817.285156\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"866.601562\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"934.082031\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"993.359375\" xlink:href=\"#DejaVuSans-Bold-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 90.345511 370.423636 \nL 100.698016 278.537897 \nL 111.050521 224.035936 \nL 121.403025 182.028187 \nL 131.75553 151.979746 \nL 142.108035 129.991387 \nL 152.460539 112.865649 \nL 162.813044 97.496059 \nL 173.165548 88.267319 \nL 183.518053 76.687076 \nL 193.870558 66.95019 \nL 204.223062 57.998501 \nL 214.575567 50.571557 \nL 224.928072 44.350745 \nL 235.280576 38.774715 \nL 245.633081 35.444087 \nL 255.985586 32.041362 \nL 266.33809 28.642415 \nL 276.690595 24.496364 \nL 287.043099 27.917053 \nL 297.395604 27.704233 \nL 307.748109 28.784755 \nL 318.100613 28.241987 \nL 328.453118 28.510864 \nL 338.805623 30.805074 \nL 349.158127 30.182653 \nL 359.510632 31.25184 \nL 369.863137 33.356518 \nL 380.215641 37.660949 \nL 390.568146 37.50889 \nL 400.920651 39.473153 \nL 411.273155 41.418525 \nL 421.62566 45.620633 \nL 431.978164 48.11602 \nL 442.330669 49.568359 \nL 452.683174 52.966379 \nL 463.035678 55.461766 \nL 473.388183 56.584158 \nL 483.740688 60.274343 \nL 494.093192 67.685247 \nL 504.445697 70.901291 \nL 514.798202 75.660971 \nL 525.150706 82.256452 \nL 535.503211 88.062958 \nL 545.855715 95.462527 \nL 556.20822 100.60536 \nL 566.560725 104.93277 \nL 576.913229 107.974394 \nL 587.265734 115.529491 \nL 597.618239 120.09586 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 363.480606 \nL 622.981875 363.480606 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_13\">\n      <defs>\n       <path d=\"M 0 0 \nL 3.5 0 \n\" id=\"mc62f5fd156\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"363.480606\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- −0.04 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n      </defs>\n      <g transform=\"translate(629.981875 368.799513)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_14\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 317.905206 \nL 622.981875 317.905206 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"317.905206\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- −0.03 -->\n      <g transform=\"translate(629.981875 323.224112)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_16\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 272.329805 \nL 622.981875 272.329805 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"272.329805\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- −0.02 -->\n      <g transform=\"translate(629.981875 277.648711)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_18\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 226.754404 \nL 622.981875 226.754404 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"226.754404\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- −0.01 -->\n      <g transform=\"translate(629.981875 232.07331)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_20\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 181.179003 \nL 622.981875 181.179003 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"181.179003\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0.00 -->\n      <g transform=\"translate(629.981875 186.49791)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_22\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 135.603603 \nL 622.981875 135.603603 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"135.603603\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 0.01 -->\n      <g transform=\"translate(629.981875 140.922509)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_24\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 90.028202 \nL 622.981875 90.028202 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"90.028202\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0.02 -->\n      <g transform=\"translate(629.981875 95.347108)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_26\">\n      <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 64.981875 44.452801 \nL 622.981875 44.452801 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#mc62f5fd156\" y=\"44.452801\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 0.03 -->\n      <g transform=\"translate(629.981875 49.771707)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_21\">\n     <!-- avg. odds diff. -->\n     <defs>\n      <path d=\"M 1.515625 54.6875 \nL 19 54.6875 \nL 32.625 16.890625 \nL 46.1875 54.6875 \nL 63.71875 54.6875 \nL 42.1875 0 \nL 23 0 \nz\n\" id=\"DejaVuSans-Bold-118\"/>\n      <path d=\"M 45.609375 9.28125 \nQ 42 4.5 37.640625 2.25 \nQ 33.296875 0 27.59375 0 \nQ 17.578125 0 11.03125 7.875 \nQ 4.5 15.765625 4.5 27.984375 \nQ 4.5 40.234375 11.03125 48.0625 \nQ 17.578125 55.90625 27.59375 55.90625 \nQ 33.296875 55.90625 37.640625 53.65625 \nQ 42 51.421875 45.609375 46.578125 \nL 45.609375 54.6875 \nL 63.1875 54.6875 \nL 63.1875 5.515625 \nQ 63.1875 -7.671875 54.859375 -14.625 \nQ 46.53125 -21.578125 30.71875 -21.578125 \nQ 25.59375 -21.578125 20.796875 -20.796875 \nQ 16.015625 -20.015625 11.1875 -18.40625 \nL 11.1875 -4.78125 \nQ 15.765625 -7.421875 20.15625 -8.71875 \nQ 24.5625 -10.015625 29 -10.015625 \nQ 37.59375 -10.015625 41.59375 -6.25 \nQ 45.609375 -2.484375 45.609375 5.515625 \nz\nM 34.078125 43.3125 \nQ 28.65625 43.3125 25.625 39.296875 \nQ 22.609375 35.296875 22.609375 27.984375 \nQ 22.609375 20.453125 25.53125 16.578125 \nQ 28.46875 12.703125 34.078125 12.703125 \nQ 39.546875 12.703125 42.578125 16.703125 \nQ 45.609375 20.703125 45.609375 27.984375 \nQ 45.609375 35.296875 42.578125 39.296875 \nQ 39.546875 43.3125 34.078125 43.3125 \nz\n\" id=\"DejaVuSans-Bold-103\"/>\n      <path d=\"M 10.203125 18.890625 \nL 27.78125 18.890625 \nL 27.78125 0 \nL 10.203125 0 \nz\n\" id=\"DejaVuSans-Bold-46\"/>\n     </defs>\n     <g style=\"fill:#ff0000;\" transform=\"translate(689.042813 262.58)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"67.480469\" xlink:href=\"#DejaVuSans-Bold-118\"/>\n      <use x=\"132.666016\" xlink:href=\"#DejaVuSans-Bold-103\"/>\n      <use x=\"204.248047\" xlink:href=\"#DejaVuSans-Bold-46\"/>\n      <use x=\"242.236328\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"277.050781\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"345.751953\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"417.333984\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"488.916016\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"548.4375\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"583.251953\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"654.833984\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"689.111328\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"732.617188\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"776.044922\" xlink:href=\"#DejaVuSans-Bold-46\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_28\">\n    <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 90.345511 171.752449 \nL 100.698016 269.459748 \nL 111.050521 304.948152 \nL 121.403025 325.200094 \nL 131.75553 329.942349 \nL 142.108035 338.537605 \nL 152.460539 338.75539 \nL 162.813044 370.423636 \nL 173.165548 364.613835 \nL 183.518053 363.958841 \nL 193.870558 354.721559 \nL 204.223062 344.833638 \nL 214.575567 333.242547 \nL 224.928072 309.703075 \nL 235.280576 302.744285 \nL 245.633081 293.676319 \nL 255.985586 310.517613 \nL 266.33809 299.893405 \nL 276.690595 287.96554 \nL 287.043099 276.426656 \nL 297.395604 275.977193 \nL 307.748109 260.752359 \nL 318.100613 255.941336 \nL 328.453118 265.149072 \nL 338.805623 265.395751 \nL 349.158127 244.013019 \nL 359.510632 236.34529 \nL 369.863137 222.510582 \nL 380.215641 191.141818 \nL 390.568146 161.481799 \nL 400.920651 147.754086 \nL 411.273155 149.69589 \nL 421.62566 125.236888 \nL 431.978164 125.86028 \nL 442.330669 114.843588 \nL 452.683174 91.253868 \nL 463.035678 72.651597 \nL 473.388183 63.111388 \nL 483.740688 54.751029 \nL 494.093192 31.618491 \nL 504.445697 45.185417 \nL 514.798202 59.35975 \nL 525.150706 55.511999 \nL 535.503211 48.022872 \nL 545.855715 32.875322 \nL 556.20822 27.394052 \nL 566.560725 28.665714 \nL 576.913229 24.496364 \nL 587.265734 44.855943 \nL 597.618239 31.471927 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_29\">\n    <path clip-path=\"url(#pcf0974bdcf)\" d=\"M 276.690595 387.72 \nL 276.690595 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.5,2.475;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pcf0974bdcf\">\n   <rect height=\"380.52\" width=\"558\" x=\"64.981875\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#Plot average odds difference\n",
    "fig, ax1 = plt.subplots(figsize=(10,7))\n",
    "ax1.plot(thresh_arr, bal_acc_arr)\n",
    "ax1.set_xlabel('Classification Thresholds', fontsize=16, fontweight='bold')\n",
    "ax1.set_ylabel('Balanced Accuracy', color='b', fontsize=16, fontweight='bold')\n",
    "ax1.xaxis.set_tick_params(labelsize=14)\n",
    "ax1.yaxis.set_tick_params(labelsize=14)\n",
    "\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(thresh_arr, avg_odds_diff_arr, color='r')\n",
    "ax2.set_ylabel('avg. odds diff.', color='r', fontsize=16, fontweight='bold')\n",
    "\n",
    "ax2.axvline(np.array(thresh_arr)[thresh_arr_best_ind], color='k', linestyle=':')\n",
    "ax2.yaxis.set_tick_params(labelsize=14)\n",
    "ax2.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Threshold corresponding to Best balance accuracy: 0.1900\nBest balance accuracy: 0.8245\nCorresponding abs(1-disparate impact) value: 0.2483\nCorresponding average odds difference value: -0.0234\n"
    }
   ],
   "source": [
    "rf_thresh_arr_orig_best = thresh_arr_best\n",
    "print(\"Threshold corresponding to Best balance accuracy: %6.4f\" % rf_thresh_arr_orig_best)\n",
    "rf_best_bal_acc_arr_orig = best_bal_acc\n",
    "print(\"Best balance accuracy: %6.4f\" % rf_best_bal_acc_arr_orig)\n",
    "rf_disp_imp_at_best_bal_acc_orig = disp_imp_at_best_bal_acc\n",
    "print(\"Corresponding abs(1-disparate impact) value: %6.4f\" % rf_disp_imp_at_best_bal_acc_orig)\n",
    "rf_avg_odds_diff_at_best_bal_acc_orig = avg_odds_diff_at_best_bal_acc\n",
    "print(\"Corresponding average odds difference value: %6.4f\" % rf_avg_odds_diff_at_best_bal_acc_orig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Use LIME to generate explanations for predictions made using the learnt Logistic Regression model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Threshold corresponding to Best balance accuracy: 0.1900\n        Actual label: [1.]\n        Actual label: [0.]\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 529.5375 263.63625\" width=\"529.5375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 263.63625 \nL 529.5375 263.63625 \nL 529.5375 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 187.5375 239.758125 \nL 522.3375 239.758125 \nL 522.3375 22.318125 \nL 187.5375 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#paa536b8f55)\" d=\"M 424.390202 229.874489 \nL 447.785727 229.874489 \nL 447.785727 196.929034 \nL 424.390202 196.929034 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#paa536b8f55)\" d=\"M 424.390202 188.69267 \nL 456.982504 188.69267 \nL 456.982504 155.747216 \nL 424.390202 155.747216 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#paa536b8f55)\" d=\"M 424.390202 147.510852 \nL 376.198378 147.510852 \nL 376.198378 114.565398 \nL 424.390202 114.565398 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#paa536b8f55)\" d=\"M 424.390202 106.329034 \nL 507.119318 106.329034 \nL 507.119318 73.38358 \nL 424.390202 73.38358 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#paa536b8f55)\" d=\"M 424.390202 65.147216 \nL 202.755682 65.147216 \nL 202.755682 32.201761 \nL 424.390202 32.201761 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mbbb29bb826\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"217.627589\" xlink:href=\"#mbbb29bb826\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −0.6 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(205.486183 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"286.54846\" xlink:href=\"#mbbb29bb826\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(274.407054 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"355.469331\" xlink:href=\"#mbbb29bb826\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(343.327925 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"424.390202\" xlink:href=\"#mbbb29bb826\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.0 -->\n      <g transform=\"translate(416.438639 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"493.311073\" xlink:href=\"#mbbb29bb826\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.2 -->\n      <g transform=\"translate(485.35951 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_6\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m76fa235132\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#m76fa235132\" y=\"213.401761\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- sex=Male -->\n      <defs>\n       <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n       <path d=\"M 10.59375 45.40625 \nL 73.1875 45.40625 \nL 73.1875 37.203125 \nL 10.59375 37.203125 \nz\nM 10.59375 25.484375 \nL 73.1875 25.484375 \nL 73.1875 17.1875 \nL 10.59375 17.1875 \nz\n\" id=\"DejaVuSans-61\"/>\n       <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      </defs>\n      <g transform=\"translate(131.190625 217.20098)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"113.607422\" xlink:href=\"#DejaVuSans-120\"/>\n       <use x=\"172.787109\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"256.576172\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"342.855469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"404.134766\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"431.917969\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#m76fa235132\" y=\"172.219943\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- hours-per-week &gt; 45.00 -->\n      <defs>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n       <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n       <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n       <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n       <path d=\"M 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n       <path id=\"DejaVuSans-32\"/>\n       <path d=\"M 10.59375 49.21875 \nL 10.59375 58.109375 \nL 73.1875 35.40625 \nL 73.1875 27.296875 \nL 10.59375 4.59375 \nL 10.59375 13.484375 \nL 60.890625 31.296875 \nz\n\" id=\"DejaVuSans-62\"/>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(58.965625 176.019162)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"229.052734\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"281.152344\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"317.236328\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"380.712891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"442.236328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"483.255859\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"519.339844\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"601.126953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"662.650391\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"724.173828\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"782.083984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"813.871094\" xlink:href=\"#DejaVuSans-62\"/>\n       <use x=\"897.660156\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"929.447266\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"993.070312\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"1056.693359\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"1088.480469\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1152.103516\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#m76fa235132\" y=\"131.038125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- capital-loss &lt;= 0.00 -->\n      <defs>\n       <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n       <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n       <path d=\"M 73.1875 49.21875 \nL 22.796875 31.296875 \nL 73.1875 13.484375 \nL 73.1875 4.59375 \nL 10.59375 27.296875 \nL 10.59375 35.40625 \nL 73.1875 58.109375 \nz\n\" id=\"DejaVuSans-60\"/>\n      </defs>\n      <g transform=\"translate(78.653125 134.837344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"116.259766\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"179.736328\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"207.519531\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"246.728516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"308.007812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"335.791016\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"371.875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"399.658203\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"460.839844\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"512.939453\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"565.039062\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"596.826172\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"680.615234\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"764.404297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"796.191406\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"859.814453\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"891.601562\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"955.224609\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#m76fa235132\" y=\"89.856307\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- marital-status=Married-civ-spouse -->\n      <defs>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n       <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      </defs>\n      <g transform=\"translate(7.2 93.655526)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"158.691406\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"227.587891\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"266.796875\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"328.076172\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"355.859375\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"391.943359\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"444.042969\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"483.251953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"544.53125\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"583.740234\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"647.119141\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"699.21875\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"783.007812\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"869.287109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"930.566406\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"971.664062\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"1012.777344\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"1040.560547\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1102.083984\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"1165.560547\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"1201.644531\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1256.625\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"1284.408203\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"1343.556641\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"1379.640625\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"1431.740234\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"1495.216797\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1556.398438\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"1619.777344\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"1671.876953\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#m76fa235132\" y=\"48.674489\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- capital-gain &lt;= 0.00 -->\n      <defs>\n       <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      </defs>\n      <g transform=\"translate(76.376562 52.473707)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"116.259766\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"179.736328\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"207.519531\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"246.728516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"308.007812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"335.791016\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"371.875\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"435.351562\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"496.630859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"524.414062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"587.792969\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"619.580078\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"703.369141\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"787.158203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"818.945312\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"882.568359\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"914.355469\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"977.978516\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 187.5375 239.758125 \nL 187.5375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 522.3375 239.758125 \nL 522.3375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 187.5375 239.758125 \nL 522.3375 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 187.5375 22.318125 \nL 522.3375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_11\">\n    <!-- Local explanation for class &gt;50K -->\n    <defs>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n     <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n    </defs>\n    <g transform=\"translate(256.545 16.318125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-76\"/>\n     <use x=\"55.697266\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"116.878906\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"171.859375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"233.138672\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"260.921875\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"292.708984\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"354.216797\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"413.396484\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"476.873047\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"504.65625\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"565.935547\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"629.314453\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"690.59375\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"729.802734\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"757.585938\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"818.767578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"882.146484\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"913.933594\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"949.138672\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"1010.320312\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1051.433594\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1083.220703\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"1138.201172\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"1165.984375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"1227.263672\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1279.363281\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1331.462891\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1363.25\" xlink:href=\"#DejaVuSans-62\"/>\n     <use x=\"1447.039062\" xlink:href=\"#DejaVuSans-53\"/>\n     <use x=\"1510.662109\" xlink:href=\"#DejaVuSans-48\"/>\n     <use x=\"1574.285156\" xlink:href=\"#DejaVuSans-75\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"paa536b8f55\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"187.5375\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 491.571657 263.63625\" width=\"491.571657pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 263.63625 \nL 491.571657 263.63625 \nL 491.571657 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 144.151562 239.758125 \nL 478.951562 239.758125 \nL 478.951562 22.318125 \nL 144.151562 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pbb0e4135e3)\" d=\"M 435.23825 229.874489 \nL 412.447567 229.874489 \nL 412.447567 196.929034 \nL 435.23825 196.929034 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pbb0e4135e3)\" d=\"M 435.23825 188.69267 \nL 460.163183 188.69267 \nL 460.163183 155.747216 \nL 435.23825 155.747216 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pbb0e4135e3)\" d=\"M 435.23825 147.510852 \nL 463.733381 147.510852 \nL 463.733381 114.565398 \nL 435.23825 114.565398 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pbb0e4135e3)\" d=\"M 435.23825 106.329034 \nL 405.518377 106.329034 \nL 405.518377 73.38358 \nL 435.23825 73.38358 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pbb0e4135e3)\" d=\"M 435.23825 65.147216 \nL 159.369744 65.147216 \nL 159.369744 32.201761 \nL 435.23825 32.201761 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m6b35de2e78\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.965338\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −0.7 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(134.823932 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"188.147183\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −0.6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(176.005776 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"229.329027\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(217.187621 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"270.510872\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- −0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(258.369466 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"311.692716\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- −0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(299.55131 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"352.874561\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- −0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(340.733155 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.056406\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- −0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(381.914999 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"435.23825\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.0 -->\n      <g transform=\"translate(427.286688 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"476.420095\" xlink:href=\"#m6b35de2e78\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.1 -->\n      <g transform=\"translate(468.468532 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_10\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m883ad09602\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"144.151562\" xlink:href=\"#m883ad09602\" y=\"213.401761\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- education-num &lt;= 9.00 -->\n      <defs>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n       <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n       <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path id=\"DejaVuSans-32\"/>\n       <path d=\"M 73.1875 49.21875 \nL 22.796875 31.296875 \nL 73.1875 13.484375 \nL 73.1875 4.59375 \nL 10.59375 27.296875 \nL 10.59375 35.40625 \nL 73.1875 58.109375 \nz\n\" id=\"DejaVuSans-60\"/>\n       <path d=\"M 10.59375 45.40625 \nL 73.1875 45.40625 \nL 73.1875 37.203125 \nL 10.59375 37.203125 \nz\nM 10.59375 25.484375 \nL 73.1875 25.484375 \nL 73.1875 17.1875 \nL 10.59375 17.1875 \nz\n\" id=\"DejaVuSans-61\"/>\n       <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n      </defs>\n      <g transform=\"translate(16.126562 217.20098)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"61.523438\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"125\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"243.359375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"304.638672\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"343.847656\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"371.630859\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"432.8125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"496.191406\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"532.275391\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"595.654297\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"659.033203\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"756.445312\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"788.232422\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"872.021484\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"955.810547\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"987.597656\" xlink:href=\"#DejaVuSans-57\"/>\n       <use x=\"1051.220703\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"1083.007812\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1146.630859\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"144.151562\" xlink:href=\"#m883ad09602\" y=\"172.219943\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- sex=Male -->\n      <defs>\n       <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n       <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n       <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      </defs>\n      <g transform=\"translate(87.804687 176.019162)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"113.607422\" xlink:href=\"#DejaVuSans-120\"/>\n       <use x=\"172.787109\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"256.576172\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"342.855469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"404.134766\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"431.917969\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"144.151562\" xlink:href=\"#m883ad09602\" y=\"131.038125\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- age &gt; 47.00 -->\n      <defs>\n       <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n       <path d=\"M 10.59375 49.21875 \nL 10.59375 58.109375 \nL 73.1875 35.40625 \nL 73.1875 27.296875 \nL 10.59375 4.59375 \nL 10.59375 13.484375 \nL 60.890625 31.296875 \nz\n\" id=\"DejaVuSans-62\"/>\n      </defs>\n      <g transform=\"translate(75.157812 134.837344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"124.755859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"186.279297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"218.066406\" xlink:href=\"#DejaVuSans-62\"/>\n       <use x=\"301.855469\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"333.642578\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"397.265625\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"460.888672\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"492.675781\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"556.298828\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"144.151562\" xlink:href=\"#m883ad09602\" y=\"89.856307\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- hours-per-week &lt;= 40.00 -->\n      <defs>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n       <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n       <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n       <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n       <path d=\"M 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n      </defs>\n      <g transform=\"translate(7.2 93.655526)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"229.052734\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"281.152344\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"317.236328\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"380.712891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"442.236328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"483.255859\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"519.339844\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"601.126953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"662.650391\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"724.173828\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"782.083984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"813.871094\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"897.660156\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"981.449219\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"1013.236328\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"1076.859375\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1140.482422\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"1172.269531\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1235.892578\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"144.151562\" xlink:href=\"#m883ad09602\" y=\"48.674489\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- capital-gain &lt;= 0.00 -->\n      <g transform=\"translate(32.990625 52.473707)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"116.259766\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"179.736328\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"207.519531\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"246.728516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"308.007812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"335.791016\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"371.875\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"435.351562\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"496.630859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"524.414062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"587.792969\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"619.580078\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"703.369141\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"787.158203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"818.945312\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"882.568359\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"914.355469\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"977.978516\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 144.151562 239.758125 \nL 144.151562 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 478.951562 239.758125 \nL 478.951562 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 144.151562 239.758125 \nL 478.951562 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 144.151562 22.318125 \nL 478.951562 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_15\">\n    <!-- Local explanation for class &gt;50K -->\n    <defs>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n     <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n    </defs>\n    <g transform=\"translate(213.159062 16.318125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-76\"/>\n     <use x=\"55.697266\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"116.878906\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"171.859375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"233.138672\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"260.921875\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"292.708984\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"354.216797\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"413.396484\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"476.873047\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"504.65625\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"565.935547\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"629.314453\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"690.59375\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"729.802734\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"757.585938\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"818.767578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"882.146484\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"913.933594\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"949.138672\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"1010.320312\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1051.433594\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1083.220703\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"1138.201172\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"1165.984375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"1227.263672\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1279.363281\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1331.462891\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1363.25\" xlink:href=\"#DejaVuSans-62\"/>\n     <use x=\"1447.039062\" xlink:href=\"#DejaVuSans-53\"/>\n     <use x=\"1510.662109\" xlink:href=\"#DejaVuSans-48\"/>\n     <use x=\"1574.285156\" xlink:href=\"#DejaVuSans-75\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pbb0e4135e3\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"144.151562\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "limeData = LimeEncoder().fit(dataset_orig_train)\n",
    "s_train = limeData.transform(dataset_orig_train.features)\n",
    "s_test = limeData.transform(dataset_orig_test.features)\n",
    "\n",
    "scale = lr_scale_orig\n",
    "\n",
    "model = lr_orig                  #model to test\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "explainer = lime.lime_tabular.LimeTabularExplainer(s_train ,class_names=limeData.s_class_names, \n",
    "                                                   feature_names = limeData.s_feature_names,\n",
    "                                                   categorical_features=limeData.s_categorical_features, \n",
    "                                                   categorical_names=limeData.s_categorical_names, \n",
    "                                                   kernel_width=3, verbose=False,discretize_continuous=True)\n",
    "\n",
    "s_predict_fn = lambda x: model.predict_proba(scale.transform(limeData.inverse_transform(x)))\n",
    "\n",
    "import random\n",
    "print(\"Threshold corresponding to Best balance accuracy: %6.4f\" % rf_thresh_arr_orig_best)\n",
    "i1 = 1\n",
    "exp = explainer.explain_instance(s_test[i1], s_predict_fn, num_features=5)\n",
    "exp.as_pyplot_figure()\n",
    "print(\"        Actual label: \" + str(dataset_orig_test.labels[i1]))\n",
    "\n",
    "i2 = 100\n",
    "exp = explainer.explain_instance(s_test[i2], s_predict_fn, num_features=5)\n",
    "exp.as_pyplot_figure()\n",
    "print(\"        Actual label: \" + str(dataset_orig_test.labels[i2]))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Learn and test models from the transformed data using Random Forests**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Train model on given dataset\n",
    "\n",
    "dataset = dataset_transf_train  # data to train on\n",
    "\n",
    "scale = StandardScaler().fit(dataset.features)   # remember the scale\n",
    "\n",
    "model = sklearn.ensemble.RandomForestClassifier(n_estimators=500)       # model to learn\n",
    "\n",
    "X_train = scale.transform(dataset.features)      #apply the scale\n",
    "y_train = dataset.labels.ravel()\n",
    "\n",
    "\n",
    "model.fit(X_train, y_train, sample_weight=dataset.instance_weights)\n",
    "\n",
    "#save model\n",
    "rf_orig = model\n",
    "rf_scale_orig = scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": "100%|██████████| 50/50 [00:00<00:00, 76.17it/s]\n"
    }
   ],
   "source": [
    "#Test model on given dataset and find threshold for best balanced accuracy\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "thresh_arr = np.linspace(0.01, 0.5, 50)\n",
    "\n",
    "scale = rf_scale_orig\n",
    "\n",
    "model = rf_orig                  #model to test\n",
    "dataset = dataset_orig_test        #data to test on\n",
    "\n",
    "X_test = scale.transform(dataset.features)   #apply the same scale as applied to the training data\n",
    "y_test = dataset.labels.ravel()\n",
    "y_test_pred_prob = model.predict_proba(X_test)\n",
    "\n",
    "\n",
    "bal_acc_arr = []\n",
    "disp_imp_arr = []\n",
    "avg_odds_diff_arr = []\n",
    "    \n",
    "for thresh in tqdm(thresh_arr):\n",
    "    y_test_pred = (y_test_pred_prob[:,1] > thresh).astype(np.double)\n",
    "\n",
    "    dataset_pred = dataset.copy()\n",
    "    dataset_pred.labels = y_test_pred\n",
    "\n",
    "    classified_metric = ClassificationMetric(dataset, \n",
    "                                                 dataset_pred,\n",
    "                                                 unprivileged_groups=unprivileged_groups,\n",
    "                                                 privileged_groups=privileged_groups)\n",
    "    metric_pred = BinaryLabelDatasetMetric(dataset_pred,\n",
    "                                                 unprivileged_groups=unprivileged_groups,\n",
    "                                                 privileged_groups=privileged_groups)\n",
    "    \n",
    "    TPR = classified_metric.true_positive_rate()\n",
    "    TNR = classified_metric.true_negative_rate()\n",
    "    bal_acc = 0.5*(TPR+TNR)\n",
    "    \n",
    "    acc = accuracy_score(y_true=dataset.labels,\n",
    "                            y_pred=dataset_pred.labels)\n",
    "    bal_acc_arr.append(bal_acc)\n",
    "    avg_odds_diff_arr.append(classified_metric.average_odds_difference())\n",
    "    disp_imp_arr.append(metric_pred.disparate_impact())\n",
    "    \n",
    "thresh_arr_best_ind = np.where(bal_acc_arr == np.max(bal_acc_arr))[0][0]\n",
    "thresh_arr_best = np.array(thresh_arr)[thresh_arr_best_ind]\n",
    "\n",
    "best_bal_acc = bal_acc_arr[thresh_arr_best_ind]\n",
    "disp_imp_at_best_bal_acc = np.abs(1.0-np.array(disp_imp_arr))[thresh_arr_best_ind]\n",
    "\n",
    "avg_odds_diff_at_best_bal_acc = avg_odds_diff_arr[thresh_arr_best_ind]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x504 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"434.954375pt\" version=\"1.1\" viewBox=\"0 0 687.83875 434.954375\" width=\"687.83875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 434.954375 \nL 687.83875 434.954375 \nL 687.83875 0 \nL -0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \nL 622.981875 7.2 \nL 64.981875 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m919cced543\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.993007\" xlink:href=\"#m919cced543\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(68.860819 405.357813)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"183.518053\" xlink:href=\"#m919cced543\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(172.385866 405.357813)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.043099\" xlink:href=\"#m919cced543\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(275.910912 405.357813)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"390.568146\" xlink:href=\"#m919cced543\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(379.435958 405.357813)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"494.093192\" xlink:href=\"#m919cced543\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(482.961005 405.357813)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"597.618239\" xlink:href=\"#m919cced543\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(586.486051 405.357813)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- Classification Thresholds -->\n     <defs>\n      <path d=\"M 67 4 \nQ 61.8125 1.3125 56.203125 -0.046875 \nQ 50.59375 -1.421875 44.484375 -1.421875 \nQ 26.265625 -1.421875 15.625 8.765625 \nQ 4.984375 18.953125 4.984375 36.375 \nQ 4.984375 53.859375 15.625 64.03125 \nQ 26.265625 74.21875 44.484375 74.21875 \nQ 50.59375 74.21875 56.203125 72.84375 \nQ 61.8125 71.484375 67 68.796875 \nL 67 53.71875 \nQ 61.765625 57.28125 56.6875 58.9375 \nQ 51.609375 60.59375 46 60.59375 \nQ 35.9375 60.59375 30.171875 54.140625 \nQ 24.421875 47.703125 24.421875 36.375 \nQ 24.421875 25.09375 30.171875 18.640625 \nQ 35.9375 12.203125 46 12.203125 \nQ 51.609375 12.203125 56.6875 13.859375 \nQ 61.765625 15.53125 67 19.09375 \nz\n\" id=\"DejaVuSans-Bold-67\"/>\n      <path d=\"M 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 0 \nL 8.40625 0 \nz\n\" id=\"DejaVuSans-Bold-108\"/>\n      <path d=\"M 32.90625 24.609375 \nQ 27.4375 24.609375 24.671875 22.75 \nQ 21.921875 20.90625 21.921875 17.28125 \nQ 21.921875 13.96875 24.140625 12.078125 \nQ 26.375 10.203125 30.328125 10.203125 \nQ 35.25 10.203125 38.625 13.734375 \nQ 42 17.28125 42 22.609375 \nL 42 24.609375 \nz\nM 59.625 31.203125 \nL 59.625 0 \nL 42 0 \nL 42 8.109375 \nQ 38.484375 3.125 34.078125 0.84375 \nQ 29.6875 -1.421875 23.390625 -1.421875 \nQ 14.890625 -1.421875 9.59375 3.53125 \nQ 4.296875 8.5 4.296875 16.40625 \nQ 4.296875 26.03125 10.90625 30.515625 \nQ 17.53125 35.015625 31.6875 35.015625 \nL 42 35.015625 \nL 42 36.375 \nQ 42 40.53125 38.71875 42.453125 \nQ 35.453125 44.390625 28.515625 44.390625 \nQ 22.90625 44.390625 18.0625 43.265625 \nQ 13.234375 42.140625 9.078125 39.890625 \nL 9.078125 53.21875 \nQ 14.703125 54.59375 20.359375 55.296875 \nQ 26.03125 56 31.6875 56 \nQ 46.484375 56 53.046875 50.171875 \nQ 59.625 44.34375 59.625 31.203125 \nz\n\" id=\"DejaVuSans-Bold-97\"/>\n      <path d=\"M 51.125 52.984375 \nL 51.125 39.703125 \nQ 45.515625 42.046875 40.28125 43.21875 \nQ 35.0625 44.390625 30.421875 44.390625 \nQ 25.4375 44.390625 23.015625 43.140625 \nQ 20.609375 41.890625 20.609375 39.3125 \nQ 20.609375 37.203125 22.4375 36.078125 \nQ 24.265625 34.96875 29 34.421875 \nL 32.078125 33.984375 \nQ 45.515625 32.28125 50.140625 28.375 \nQ 54.78125 24.46875 54.78125 16.109375 \nQ 54.78125 7.375 48.328125 2.96875 \nQ 41.890625 -1.421875 29.109375 -1.421875 \nQ 23.6875 -1.421875 17.890625 -0.5625 \nQ 12.109375 0.296875 6 2 \nL 6 15.28125 \nQ 11.234375 12.75 16.71875 11.46875 \nQ 22.21875 10.203125 27.875 10.203125 \nQ 33.015625 10.203125 35.59375 11.609375 \nQ 38.1875 13.03125 38.1875 15.828125 \nQ 38.1875 18.171875 36.40625 19.3125 \nQ 34.625 20.453125 29.296875 21.09375 \nL 26.21875 21.484375 \nQ 14.546875 22.953125 9.859375 26.90625 \nQ 5.171875 30.859375 5.171875 38.921875 \nQ 5.171875 47.609375 11.125 51.796875 \nQ 17.09375 56 29.390625 56 \nQ 34.234375 56 39.546875 55.265625 \nQ 44.875 54.546875 51.125 52.984375 \nz\n\" id=\"DejaVuSans-Bold-115\"/>\n      <path d=\"M 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 0 \nL 8.40625 0 \nz\nM 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 61.71875 \nL 8.40625 61.71875 \nz\n\" id=\"DejaVuSans-Bold-105\"/>\n      <path d=\"M 44.390625 75.984375 \nL 44.390625 64.5 \nL 34.71875 64.5 \nQ 31 64.5 29.53125 63.15625 \nQ 28.078125 61.8125 28.078125 58.5 \nL 28.078125 54.6875 \nL 43.015625 54.6875 \nL 43.015625 42.1875 \nL 28.078125 42.1875 \nL 28.078125 0 \nL 10.59375 0 \nL 10.59375 42.1875 \nL 1.90625 42.1875 \nL 1.90625 54.6875 \nL 10.59375 54.6875 \nL 10.59375 58.5 \nQ 10.59375 67.4375 15.578125 71.703125 \nQ 20.5625 75.984375 31 75.984375 \nz\n\" id=\"DejaVuSans-Bold-102\"/>\n      <path d=\"M 52.59375 52.984375 \nL 52.59375 38.71875 \nQ 49.03125 41.15625 45.4375 42.328125 \nQ 41.84375 43.5 37.984375 43.5 \nQ 30.671875 43.5 26.59375 39.234375 \nQ 22.515625 34.96875 22.515625 27.296875 \nQ 22.515625 19.625 26.59375 15.34375 \nQ 30.671875 11.078125 37.984375 11.078125 \nQ 42.09375 11.078125 45.78125 12.296875 \nQ 49.46875 13.53125 52.59375 15.921875 \nL 52.59375 1.609375 \nQ 48.484375 0.09375 44.265625 -0.65625 \nQ 40.046875 -1.421875 35.796875 -1.421875 \nQ 21 -1.421875 12.640625 6.171875 \nQ 4.296875 13.765625 4.296875 27.296875 \nQ 4.296875 40.828125 12.640625 48.40625 \nQ 21 56 35.796875 56 \nQ 40.09375 56 44.265625 55.25 \nQ 48.4375 54.5 52.59375 52.984375 \nz\n\" id=\"DejaVuSans-Bold-99\"/>\n      <path d=\"M 27.484375 70.21875 \nL 27.484375 54.6875 \nL 45.515625 54.6875 \nL 45.515625 42.1875 \nL 27.484375 42.1875 \nL 27.484375 19 \nQ 27.484375 15.1875 29 13.84375 \nQ 30.515625 12.5 35.015625 12.5 \nL 44 12.5 \nL 44 0 \nL 29 0 \nQ 18.65625 0 14.328125 4.3125 \nQ 10.015625 8.640625 10.015625 19 \nL 10.015625 42.1875 \nL 1.3125 42.1875 \nL 1.3125 54.6875 \nL 10.015625 54.6875 \nL 10.015625 70.21875 \nz\n\" id=\"DejaVuSans-Bold-116\"/>\n      <path d=\"M 34.421875 43.5 \nQ 28.609375 43.5 25.5625 39.328125 \nQ 22.515625 35.15625 22.515625 27.296875 \nQ 22.515625 19.4375 25.5625 15.25 \nQ 28.609375 11.078125 34.421875 11.078125 \nQ 40.140625 11.078125 43.15625 15.25 \nQ 46.1875 19.4375 46.1875 27.296875 \nQ 46.1875 35.15625 43.15625 39.328125 \nQ 40.140625 43.5 34.421875 43.5 \nz\nM 34.421875 56 \nQ 48.53125 56 56.46875 48.375 \nQ 64.40625 40.765625 64.40625 27.296875 \nQ 64.40625 13.8125 56.46875 6.1875 \nQ 48.53125 -1.421875 34.421875 -1.421875 \nQ 20.265625 -1.421875 12.28125 6.1875 \nQ 4.296875 13.8125 4.296875 27.296875 \nQ 4.296875 40.765625 12.28125 48.375 \nQ 20.265625 56 34.421875 56 \nz\n\" id=\"DejaVuSans-Bold-111\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.484375 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-110\"/>\n      <path id=\"DejaVuSans-Bold-32\"/>\n      <path d=\"M 0.484375 72.90625 \nL 67.671875 72.90625 \nL 67.671875 58.6875 \nL 43.5 58.6875 \nL 43.5 0 \nL 24.703125 0 \nL 24.703125 58.6875 \nL 0.484375 58.6875 \nz\n\" id=\"DejaVuSans-Bold-84\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.390625 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-104\"/>\n      <path d=\"M 49.03125 39.796875 \nQ 46.734375 40.875 44.453125 41.375 \nQ 42.1875 41.890625 39.890625 41.890625 \nQ 33.15625 41.890625 29.515625 37.5625 \nQ 25.875 33.25 25.875 25.203125 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 45.703125 \nQ 29.25 51.078125 33.609375 53.53125 \nQ 37.984375 56 44.09375 56 \nQ 44.96875 56 45.984375 55.921875 \nQ 47.015625 55.859375 48.96875 55.609375 \nz\n\" id=\"DejaVuSans-Bold-114\"/>\n      <path d=\"M 62.984375 27.484375 \nL 62.984375 22.515625 \nL 22.125 22.515625 \nQ 22.75 16.359375 26.5625 13.28125 \nQ 30.375 10.203125 37.203125 10.203125 \nQ 42.71875 10.203125 48.5 11.84375 \nQ 54.296875 13.484375 60.40625 16.796875 \nL 60.40625 3.328125 \nQ 54.203125 0.984375 48 -0.21875 \nQ 41.796875 -1.421875 35.59375 -1.421875 \nQ 20.75 -1.421875 12.515625 6.125 \nQ 4.296875 13.671875 4.296875 27.296875 \nQ 4.296875 40.671875 12.375 48.328125 \nQ 20.453125 56 34.625 56 \nQ 47.515625 56 55.25 48.234375 \nQ 62.984375 40.484375 62.984375 27.484375 \nz\nM 45.015625 33.296875 \nQ 45.015625 38.28125 42.109375 41.328125 \nQ 39.203125 44.390625 34.515625 44.390625 \nQ 29.4375 44.390625 26.265625 41.53125 \nQ 23.09375 38.671875 22.3125 33.296875 \nz\n\" id=\"DejaVuSans-Bold-101\"/>\n      <path d=\"M 45.609375 46.6875 \nL 45.609375 75.984375 \nL 63.1875 75.984375 \nL 63.1875 0 \nL 45.609375 0 \nL 45.609375 7.90625 \nQ 42 3.078125 37.640625 0.828125 \nQ 33.296875 -1.421875 27.59375 -1.421875 \nQ 17.484375 -1.421875 10.984375 6.609375 \nQ 4.5 14.65625 4.5 27.296875 \nQ 4.5 39.9375 10.984375 47.96875 \nQ 17.484375 56 27.59375 56 \nQ 33.25 56 37.625 53.734375 \nQ 42 51.46875 45.609375 46.6875 \nz\nM 34.078125 11.28125 \nQ 39.703125 11.28125 42.65625 15.375 \nQ 45.609375 19.484375 45.609375 27.296875 \nQ 45.609375 35.109375 42.65625 39.203125 \nQ 39.703125 43.3125 34.078125 43.3125 \nQ 28.515625 43.3125 25.5625 39.203125 \nQ 22.609375 35.109375 22.609375 27.296875 \nQ 22.609375 19.484375 25.5625 15.375 \nQ 28.515625 11.28125 34.078125 11.28125 \nz\n\" id=\"DejaVuSans-Bold-100\"/>\n     </defs>\n     <g transform=\"translate(231.091875 424.426875)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-67\"/>\n      <use x=\"73.388672\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"107.666016\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"175.146484\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"234.667969\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"294.189453\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"328.466797\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"371.972656\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"406.25\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"465.527344\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"533.007812\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"580.810547\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"615.087891\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"683.789062\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"754.980469\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"789.794922\" xlink:href=\"#DejaVuSans-Bold-84\"/>\n      <use x=\"858.007812\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"929.199219\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"978.515625\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"1046.337891\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"1105.859375\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"1177.050781\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"1245.751953\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"1280.029297\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"1351.611328\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m81bc3fdee0\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m81bc3fdee0\" y=\"321.511595\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.72 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(26.81 326.830501)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m81bc3fdee0\" y=\"254.203323\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.74 -->\n      <g transform=\"translate(26.81 259.52223)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m81bc3fdee0\" y=\"186.895052\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.76 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(26.81 192.213958)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m81bc3fdee0\" y=\"119.586781\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.78 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(26.81 124.905687)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m81bc3fdee0\" y=\"52.27851\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.80 -->\n      <g transform=\"translate(26.81 57.597416)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Balanced Accuracy -->\n     <defs>\n      <path d=\"M 38.375 44.671875 \nQ 42.828125 44.671875 45.109375 46.625 \nQ 47.40625 48.578125 47.40625 52.390625 \nQ 47.40625 56.15625 45.109375 58.125 \nQ 42.828125 60.109375 38.375 60.109375 \nL 27.984375 60.109375 \nL 27.984375 44.671875 \nz\nM 39.015625 12.796875 \nQ 44.671875 12.796875 47.53125 15.1875 \nQ 50.390625 17.578125 50.390625 22.40625 \nQ 50.390625 27.15625 47.5625 29.515625 \nQ 44.734375 31.890625 39.015625 31.890625 \nL 27.984375 31.890625 \nL 27.984375 12.796875 \nz\nM 56.5 39.015625 \nQ 62.546875 37.25 65.859375 32.515625 \nQ 69.1875 27.78125 69.1875 20.90625 \nQ 69.1875 10.359375 62.0625 5.171875 \nQ 54.9375 0 40.375 0 \nL 9.1875 0 \nL 9.1875 72.90625 \nL 37.40625 72.90625 \nQ 52.59375 72.90625 59.40625 68.3125 \nQ 66.21875 63.71875 66.21875 53.609375 \nQ 66.21875 48.296875 63.71875 44.5625 \nQ 61.234375 40.828125 56.5 39.015625 \nz\n\" id=\"DejaVuSans-Bold-66\"/>\n      <path d=\"M 53.421875 13.28125 \nL 24.03125 13.28125 \nL 19.390625 0 \nL 0.484375 0 \nL 27.484375 72.90625 \nL 49.90625 72.90625 \nL 76.90625 0 \nL 58.015625 0 \nz\nM 28.71875 26.8125 \nL 48.6875 26.8125 \nL 38.71875 55.8125 \nz\n\" id=\"DejaVuSans-Bold-65\"/>\n      <path d=\"M 7.8125 21.296875 \nL 7.8125 54.6875 \nL 25.390625 54.6875 \nL 25.390625 49.21875 \nQ 25.390625 44.78125 25.34375 38.0625 \nQ 25.296875 31.34375 25.296875 29.109375 \nQ 25.296875 22.515625 25.640625 19.609375 \nQ 25.984375 16.703125 26.8125 15.375 \nQ 27.875 13.671875 29.609375 12.734375 \nQ 31.34375 11.8125 33.59375 11.8125 \nQ 39.0625 11.8125 42.1875 16.015625 \nQ 45.3125 20.21875 45.3125 27.6875 \nL 45.3125 54.6875 \nL 62.796875 54.6875 \nL 62.796875 0 \nL 45.3125 0 \nL 45.3125 7.90625 \nQ 41.359375 3.125 36.9375 0.84375 \nQ 32.515625 -1.421875 27.203125 -1.421875 \nQ 17.71875 -1.421875 12.765625 4.390625 \nQ 7.8125 10.203125 7.8125 21.296875 \nz\n\" id=\"DejaVuSans-Bold-117\"/>\n      <path d=\"M 1.21875 54.6875 \nL 18.703125 54.6875 \nL 33.40625 17.578125 \nL 45.90625 54.6875 \nL 63.375 54.6875 \nL 40.375 -5.171875 \nQ 36.921875 -14.3125 32.296875 -17.9375 \nQ 27.6875 -21.578125 20.125 -21.578125 \nL 10.015625 -21.578125 \nL 10.015625 -10.109375 \nL 15.484375 -10.109375 \nQ 19.921875 -10.109375 21.9375 -8.6875 \nQ 23.96875 -7.28125 25.09375 -3.609375 \nL 25.59375 -2.09375 \nz\n\" id=\"DejaVuSans-Bold-121\"/>\n     </defs>\n     <g style=\"fill:#0000ff;\" transform=\"translate(19.3575 282.145)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-66\"/>\n      <use x=\"76.220703\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"143.701172\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"177.978516\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"245.458984\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"316.650391\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"375.927734\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"443.75\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"515.332031\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"550.146484\" xlink:href=\"#DejaVuSans-Bold-65\"/>\n      <use x=\"627.539062\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"686.816406\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"746.09375\" xlink:href=\"#DejaVuSans-Bold-117\"/>\n      <use x=\"817.285156\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"866.601562\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"934.082031\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"993.359375\" xlink:href=\"#DejaVuSans-Bold-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pa6894c2c07)\" d=\"M 90.345511 370.423636 \nL 100.698016 275.530638 \nL 111.050521 220.055394 \nL 121.403025 176.613181 \nL 131.75553 149.204378 \nL 142.108035 122.376353 \nL 152.460539 103.416251 \nL 162.813044 82.361555 \nL 173.165548 66.076186 \nL 183.518053 59.40761 \nL 193.870558 51.248659 \nL 204.223062 49.239378 \nL 214.575567 42.217902 \nL 224.928072 33.360966 \nL 235.280576 27.586998 \nL 245.633081 28.958888 \nL 255.985586 31.703307 \nL 266.33809 29.074818 \nL 276.690595 28.070177 \nL 287.043099 25.598603 \nL 297.395604 30.31977 \nL 307.748109 30.679844 \nL 318.100613 28.169201 \nL 328.453118 26.199628 \nL 338.805623 26.355904 \nL 349.158127 24.496364 \nL 359.510632 29.123765 \nL 369.863137 32.448961 \nL 380.215641 34.574172 \nL 390.568146 36.519025 \nL 400.920651 41.475884 \nL 411.273155 43.938367 \nL 421.62566 49.287194 \nL 431.978164 55.2168 \nL 442.330669 60.706915 \nL 452.683174 64.330314 \nL 463.035678 70.448089 \nL 473.388183 74.087116 \nL 483.740688 75.561225 \nL 494.093192 81.341729 \nL 504.445697 82.949311 \nL 514.798202 83.686365 \nL 525.150706 85.795948 \nL 535.503211 92.392283 \nL 545.855715 100.510248 \nL 556.20822 104.102392 \nL 566.560725 110.87127 \nL 576.913229 116.989046 \nL 587.265734 126.965913 \nL 597.618239 135.578065 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pa6894c2c07)\" d=\"M 64.981875 378.016765 \nL 622.981875 378.016765 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <defs>\n       <path d=\"M 0 0 \nL 3.5 0 \n\" id=\"m01a7d7678e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m01a7d7678e\" y=\"378.016765\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.15 -->\n      <g transform=\"translate(629.981875 383.335672)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <path clip-path=\"url(#pa6894c2c07)\" d=\"M 64.981875 315.53297 \nL 622.981875 315.53297 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m01a7d7678e\" y=\"315.53297\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0.20 -->\n      <g transform=\"translate(629.981875 320.851877)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_17\">\n      <path clip-path=\"url(#pa6894c2c07)\" d=\"M 64.981875 253.049175 \nL 622.981875 253.049175 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m01a7d7678e\" y=\"253.049175\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 0.25 -->\n      <g transform=\"translate(629.981875 258.368082)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#pa6894c2c07)\" d=\"M 64.981875 190.56538 \nL 622.981875 190.56538 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m01a7d7678e\" y=\"190.56538\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0.30 -->\n      <g transform=\"translate(629.981875 195.884287)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_21\">\n      <path clip-path=\"url(#pa6894c2c07)\" d=\"M 64.981875 128.081585 \nL 622.981875 128.081585 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m01a7d7678e\" y=\"128.081585\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 0.35 -->\n      <g transform=\"translate(629.981875 133.400492)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <path clip-path=\"url(#pa6894c2c07)\" d=\"M 64.981875 65.59779 \nL 622.981875 65.59779 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m01a7d7678e\" y=\"65.59779\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0.40 -->\n      <g transform=\"translate(629.981875 70.916697)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_20\">\n     <!-- abs(1-disparate impact) -->\n     <defs>\n      <path d=\"M 37.5 11.28125 \nQ 43.109375 11.28125 46.0625 15.375 \nQ 49.03125 19.484375 49.03125 27.296875 \nQ 49.03125 35.109375 46.0625 39.203125 \nQ 43.109375 43.3125 37.5 43.3125 \nQ 31.890625 43.3125 28.875 39.1875 \nQ 25.875 35.0625 25.875 27.296875 \nQ 25.875 19.53125 28.875 15.40625 \nQ 31.890625 11.28125 37.5 11.28125 \nz\nM 25.875 46.6875 \nQ 29.5 51.46875 33.890625 53.734375 \nQ 38.28125 56 44 56 \nQ 54.109375 56 60.59375 47.96875 \nQ 67.09375 39.9375 67.09375 27.296875 \nQ 67.09375 14.65625 60.59375 6.609375 \nQ 54.109375 -1.421875 44 -1.421875 \nQ 38.28125 -1.421875 33.890625 0.84375 \nQ 29.5 3.125 25.875 7.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 75.984375 \nL 25.875 75.984375 \nz\n\" id=\"DejaVuSans-Bold-98\"/>\n      <path d=\"M 37.703125 -13.1875 \nL 23.1875 -13.1875 \nQ 15.71875 -1.125 12.15625 9.734375 \nQ 8.59375 20.609375 8.59375 31.296875 \nQ 8.59375 42 12.171875 52.953125 \nQ 15.765625 63.921875 23.1875 75.875 \nL 37.703125 75.875 \nQ 31.453125 64.3125 28.328125 53.25 \nQ 25.203125 42.1875 25.203125 31.390625 \nQ 25.203125 20.609375 28.296875 9.515625 \nQ 31.390625 -1.5625 37.703125 -13.1875 \nz\n\" id=\"DejaVuSans-Bold-40\"/>\n      <path d=\"M 11.71875 12.984375 \nL 28.328125 12.984375 \nL 28.328125 60.109375 \nL 11.28125 56.59375 \nL 11.28125 69.390625 \nL 28.21875 72.90625 \nL 46.09375 72.90625 \nL 46.09375 12.984375 \nL 62.703125 12.984375 \nL 62.703125 0 \nL 11.71875 0 \nz\n\" id=\"DejaVuSans-Bold-49\"/>\n      <path d=\"M 5.421875 35.890625 \nL 36.078125 35.890625 \nL 36.078125 21.6875 \nL 5.421875 21.6875 \nz\n\" id=\"DejaVuSans-Bold-45\"/>\n      <path d=\"M 25.875 7.90625 \nL 25.875 -20.796875 \nL 8.40625 -20.796875 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.5 51.46875 33.890625 53.734375 \nQ 38.28125 56 44 56 \nQ 54.109375 56 60.59375 47.96875 \nQ 67.09375 39.9375 67.09375 27.296875 \nQ 67.09375 14.65625 60.59375 6.609375 \nQ 54.109375 -1.421875 44 -1.421875 \nQ 38.28125 -1.421875 33.890625 0.84375 \nQ 29.5 3.125 25.875 7.90625 \nz\nM 37.5 43.3125 \nQ 31.890625 43.3125 28.875 39.1875 \nQ 25.875 35.0625 25.875 27.296875 \nQ 25.875 19.53125 28.875 15.40625 \nQ 31.890625 11.28125 37.5 11.28125 \nQ 43.109375 11.28125 46.0625 15.375 \nQ 49.03125 19.484375 49.03125 27.296875 \nQ 49.03125 35.109375 46.0625 39.203125 \nQ 43.109375 43.3125 37.5 43.3125 \nz\n\" id=\"DejaVuSans-Bold-112\"/>\n      <path d=\"M 59.078125 45.609375 \nQ 62.40625 50.6875 66.96875 53.34375 \nQ 71.53125 56 77 56 \nQ 86.421875 56 91.359375 50.1875 \nQ 96.296875 44.390625 96.296875 33.296875 \nL 96.296875 0 \nL 78.71875 0 \nL 78.71875 28.515625 \nQ 78.765625 29.15625 78.78125 29.828125 \nQ 78.8125 30.515625 78.8125 31.78125 \nQ 78.8125 37.59375 77.09375 40.203125 \nQ 75.390625 42.828125 71.578125 42.828125 \nQ 66.609375 42.828125 63.890625 38.71875 \nQ 61.1875 34.625 61.078125 26.859375 \nL 61.078125 0 \nL 43.5 0 \nL 43.5 28.515625 \nQ 43.5 37.59375 41.9375 40.203125 \nQ 40.375 42.828125 36.375 42.828125 \nQ 31.34375 42.828125 28.609375 38.703125 \nQ 25.875 34.578125 25.875 26.90625 \nL 25.875 0 \nL 8.296875 0 \nL 8.296875 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.109375 51.3125 33.28125 53.65625 \nQ 37.453125 56 42.484375 56 \nQ 48.140625 56 52.484375 53.265625 \nQ 56.84375 50.53125 59.078125 45.609375 \nz\n\" id=\"DejaVuSans-Bold-109\"/>\n      <path d=\"M 8.015625 -13.1875 \nQ 14.265625 -1.5625 17.390625 9.515625 \nQ 20.515625 20.609375 20.515625 31.390625 \nQ 20.515625 42.1875 17.390625 53.25 \nQ 14.265625 64.3125 8.015625 75.875 \nL 22.515625 75.875 \nQ 29.9375 63.921875 33.515625 52.953125 \nQ 37.109375 42 37.109375 31.296875 \nQ 37.109375 20.609375 33.546875 9.734375 \nQ 29.984375 -1.125 22.515625 -13.1875 \nz\n\" id=\"DejaVuSans-Bold-41\"/>\n     </defs>\n     <g style=\"fill:#ff0000;\" transform=\"translate(677.31125 306.04875)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"67.480469\" xlink:href=\"#DejaVuSans-Bold-98\"/>\n      <use x=\"139.0625\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"198.583984\" xlink:href=\"#DejaVuSans-Bold-40\"/>\n      <use x=\"244.287109\" xlink:href=\"#DejaVuSans-Bold-49\"/>\n      <use x=\"313.867188\" xlink:href=\"#DejaVuSans-Bold-45\"/>\n      <use x=\"355.371094\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"426.953125\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"461.230469\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"520.751953\" xlink:href=\"#DejaVuSans-Bold-112\"/>\n      <use x=\"592.333984\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"659.814453\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"709.130859\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"776.611328\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"824.414062\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"892.236328\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"927.050781\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"961.328125\" xlink:href=\"#DejaVuSans-Bold-109\"/>\n      <use x=\"1065.527344\" xlink:href=\"#DejaVuSans-Bold-112\"/>\n      <use x=\"1137.109375\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"1204.589844\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"1263.867188\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"1311.669922\" xlink:href=\"#DejaVuSans-Bold-41\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_25\">\n    <path clip-path=\"url(#pa6894c2c07)\" d=\"M 90.345511 370.423636 \nL 100.698016 308.68243 \nL 111.050521 279.365545 \nL 121.403025 248.58624 \nL 131.75553 235.07278 \nL 142.108035 212.778949 \nL 152.460539 206.579339 \nL 162.813044 191.400539 \nL 173.165548 189.1597 \nL 183.518053 176.781351 \nL 193.870558 159.943925 \nL 204.223062 159.581438 \nL 214.575567 153.386456 \nL 224.928072 130.178097 \nL 235.280576 112.295103 \nL 245.633081 105.582592 \nL 255.985586 108.885064 \nL 266.33809 114.282798 \nL 276.690595 108.798921 \nL 287.043099 96.894087 \nL 297.395604 86.805681 \nL 307.748109 75.71336 \nL 318.100613 72.499434 \nL 328.453118 61.063657 \nL 338.805623 57.472234 \nL 349.158127 54.336537 \nL 359.510632 51.880548 \nL 369.863137 50.247583 \nL 380.215641 47.455424 \nL 390.568146 43.233079 \nL 400.920651 37.854535 \nL 411.273155 35.138493 \nL 421.62566 35.429866 \nL 431.978164 24.496364 \nL 442.330669 26.616157 \nL 452.683174 27.688538 \nL 463.035678 33.054777 \nL 473.388183 28.535053 \nL 483.740688 39.333278 \nL 494.093192 47.367874 \nL 504.445697 44.414488 \nL 514.798202 39.573225 \nL 525.150706 33.948856 \nL 535.503211 29.219483 \nL 545.855715 40.973373 \nL 556.20822 30.013661 \nL 566.560725 25.736658 \nL 576.913229 35.080084 \nL 587.265734 42.252906 \nL 597.618239 39.257726 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <path clip-path=\"url(#pa6894c2c07)\" d=\"M 349.158127 387.72 \nL 349.158127 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.5,2.475;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pa6894c2c07\">\n   <rect height=\"380.52\" width=\"558\" x=\"64.981875\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#Plot balanced accuracy, abs(1-disparate impact)\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(10,7))\n",
    "ax1.plot(thresh_arr, bal_acc_arr)\n",
    "ax1.set_xlabel('Classification Thresholds', fontsize=16, fontweight='bold')\n",
    "ax1.set_ylabel('Balanced Accuracy', color='b', fontsize=16, fontweight='bold')\n",
    "ax1.xaxis.set_tick_params(labelsize=14)\n",
    "ax1.yaxis.set_tick_params(labelsize=14)\n",
    "\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(thresh_arr, np.abs(1.0-np.array(disp_imp_arr)), color='r')\n",
    "ax2.set_ylabel('abs(1-disparate impact)', color='r', fontsize=16, fontweight='bold')\n",
    "\n",
    "ax2.axvline(np.array(thresh_arr)[thresh_arr_best_ind], \n",
    "            color='k', linestyle=':')\n",
    "ax2.yaxis.set_tick_params(labelsize=14)\n",
    "ax2.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x504 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"434.954375pt\" version=\"1.1\" viewBox=\"0 0 708.602812 434.954375\" width=\"708.602812pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 434.954375 \nL 708.602812 434.954375 \nL 708.602812 0 \nL -0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \nL 622.981875 7.2 \nL 64.981875 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m1bf299742a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.993007\" xlink:href=\"#m1bf299742a\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(68.860819 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"183.518053\" xlink:href=\"#m1bf299742a\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(172.385866 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.043099\" xlink:href=\"#m1bf299742a\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(275.910912 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"390.568146\" xlink:href=\"#m1bf299742a\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(379.435958 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"494.093192\" xlink:href=\"#m1bf299742a\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(482.961005 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"597.618239\" xlink:href=\"#m1bf299742a\" y=\"387.72\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(586.486051 405.357812)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- Classification Thresholds -->\n     <defs>\n      <path d=\"M 67 4 \nQ 61.8125 1.3125 56.203125 -0.046875 \nQ 50.59375 -1.421875 44.484375 -1.421875 \nQ 26.265625 -1.421875 15.625 8.765625 \nQ 4.984375 18.953125 4.984375 36.375 \nQ 4.984375 53.859375 15.625 64.03125 \nQ 26.265625 74.21875 44.484375 74.21875 \nQ 50.59375 74.21875 56.203125 72.84375 \nQ 61.8125 71.484375 67 68.796875 \nL 67 53.71875 \nQ 61.765625 57.28125 56.6875 58.9375 \nQ 51.609375 60.59375 46 60.59375 \nQ 35.9375 60.59375 30.171875 54.140625 \nQ 24.421875 47.703125 24.421875 36.375 \nQ 24.421875 25.09375 30.171875 18.640625 \nQ 35.9375 12.203125 46 12.203125 \nQ 51.609375 12.203125 56.6875 13.859375 \nQ 61.765625 15.53125 67 19.09375 \nz\n\" id=\"DejaVuSans-Bold-67\"/>\n      <path d=\"M 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 0 \nL 8.40625 0 \nz\n\" id=\"DejaVuSans-Bold-108\"/>\n      <path d=\"M 32.90625 24.609375 \nQ 27.4375 24.609375 24.671875 22.75 \nQ 21.921875 20.90625 21.921875 17.28125 \nQ 21.921875 13.96875 24.140625 12.078125 \nQ 26.375 10.203125 30.328125 10.203125 \nQ 35.25 10.203125 38.625 13.734375 \nQ 42 17.28125 42 22.609375 \nL 42 24.609375 \nz\nM 59.625 31.203125 \nL 59.625 0 \nL 42 0 \nL 42 8.109375 \nQ 38.484375 3.125 34.078125 0.84375 \nQ 29.6875 -1.421875 23.390625 -1.421875 \nQ 14.890625 -1.421875 9.59375 3.53125 \nQ 4.296875 8.5 4.296875 16.40625 \nQ 4.296875 26.03125 10.90625 30.515625 \nQ 17.53125 35.015625 31.6875 35.015625 \nL 42 35.015625 \nL 42 36.375 \nQ 42 40.53125 38.71875 42.453125 \nQ 35.453125 44.390625 28.515625 44.390625 \nQ 22.90625 44.390625 18.0625 43.265625 \nQ 13.234375 42.140625 9.078125 39.890625 \nL 9.078125 53.21875 \nQ 14.703125 54.59375 20.359375 55.296875 \nQ 26.03125 56 31.6875 56 \nQ 46.484375 56 53.046875 50.171875 \nQ 59.625 44.34375 59.625 31.203125 \nz\n\" id=\"DejaVuSans-Bold-97\"/>\n      <path d=\"M 51.125 52.984375 \nL 51.125 39.703125 \nQ 45.515625 42.046875 40.28125 43.21875 \nQ 35.0625 44.390625 30.421875 44.390625 \nQ 25.4375 44.390625 23.015625 43.140625 \nQ 20.609375 41.890625 20.609375 39.3125 \nQ 20.609375 37.203125 22.4375 36.078125 \nQ 24.265625 34.96875 29 34.421875 \nL 32.078125 33.984375 \nQ 45.515625 32.28125 50.140625 28.375 \nQ 54.78125 24.46875 54.78125 16.109375 \nQ 54.78125 7.375 48.328125 2.96875 \nQ 41.890625 -1.421875 29.109375 -1.421875 \nQ 23.6875 -1.421875 17.890625 -0.5625 \nQ 12.109375 0.296875 6 2 \nL 6 15.28125 \nQ 11.234375 12.75 16.71875 11.46875 \nQ 22.21875 10.203125 27.875 10.203125 \nQ 33.015625 10.203125 35.59375 11.609375 \nQ 38.1875 13.03125 38.1875 15.828125 \nQ 38.1875 18.171875 36.40625 19.3125 \nQ 34.625 20.453125 29.296875 21.09375 \nL 26.21875 21.484375 \nQ 14.546875 22.953125 9.859375 26.90625 \nQ 5.171875 30.859375 5.171875 38.921875 \nQ 5.171875 47.609375 11.125 51.796875 \nQ 17.09375 56 29.390625 56 \nQ 34.234375 56 39.546875 55.265625 \nQ 44.875 54.546875 51.125 52.984375 \nz\n\" id=\"DejaVuSans-Bold-115\"/>\n      <path d=\"M 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 0 \nL 8.40625 0 \nz\nM 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 61.71875 \nL 8.40625 61.71875 \nz\n\" id=\"DejaVuSans-Bold-105\"/>\n      <path d=\"M 44.390625 75.984375 \nL 44.390625 64.5 \nL 34.71875 64.5 \nQ 31 64.5 29.53125 63.15625 \nQ 28.078125 61.8125 28.078125 58.5 \nL 28.078125 54.6875 \nL 43.015625 54.6875 \nL 43.015625 42.1875 \nL 28.078125 42.1875 \nL 28.078125 0 \nL 10.59375 0 \nL 10.59375 42.1875 \nL 1.90625 42.1875 \nL 1.90625 54.6875 \nL 10.59375 54.6875 \nL 10.59375 58.5 \nQ 10.59375 67.4375 15.578125 71.703125 \nQ 20.5625 75.984375 31 75.984375 \nz\n\" id=\"DejaVuSans-Bold-102\"/>\n      <path d=\"M 52.59375 52.984375 \nL 52.59375 38.71875 \nQ 49.03125 41.15625 45.4375 42.328125 \nQ 41.84375 43.5 37.984375 43.5 \nQ 30.671875 43.5 26.59375 39.234375 \nQ 22.515625 34.96875 22.515625 27.296875 \nQ 22.515625 19.625 26.59375 15.34375 \nQ 30.671875 11.078125 37.984375 11.078125 \nQ 42.09375 11.078125 45.78125 12.296875 \nQ 49.46875 13.53125 52.59375 15.921875 \nL 52.59375 1.609375 \nQ 48.484375 0.09375 44.265625 -0.65625 \nQ 40.046875 -1.421875 35.796875 -1.421875 \nQ 21 -1.421875 12.640625 6.171875 \nQ 4.296875 13.765625 4.296875 27.296875 \nQ 4.296875 40.828125 12.640625 48.40625 \nQ 21 56 35.796875 56 \nQ 40.09375 56 44.265625 55.25 \nQ 48.4375 54.5 52.59375 52.984375 \nz\n\" id=\"DejaVuSans-Bold-99\"/>\n      <path d=\"M 27.484375 70.21875 \nL 27.484375 54.6875 \nL 45.515625 54.6875 \nL 45.515625 42.1875 \nL 27.484375 42.1875 \nL 27.484375 19 \nQ 27.484375 15.1875 29 13.84375 \nQ 30.515625 12.5 35.015625 12.5 \nL 44 12.5 \nL 44 0 \nL 29 0 \nQ 18.65625 0 14.328125 4.3125 \nQ 10.015625 8.640625 10.015625 19 \nL 10.015625 42.1875 \nL 1.3125 42.1875 \nL 1.3125 54.6875 \nL 10.015625 54.6875 \nL 10.015625 70.21875 \nz\n\" id=\"DejaVuSans-Bold-116\"/>\n      <path d=\"M 34.421875 43.5 \nQ 28.609375 43.5 25.5625 39.328125 \nQ 22.515625 35.15625 22.515625 27.296875 \nQ 22.515625 19.4375 25.5625 15.25 \nQ 28.609375 11.078125 34.421875 11.078125 \nQ 40.140625 11.078125 43.15625 15.25 \nQ 46.1875 19.4375 46.1875 27.296875 \nQ 46.1875 35.15625 43.15625 39.328125 \nQ 40.140625 43.5 34.421875 43.5 \nz\nM 34.421875 56 \nQ 48.53125 56 56.46875 48.375 \nQ 64.40625 40.765625 64.40625 27.296875 \nQ 64.40625 13.8125 56.46875 6.1875 \nQ 48.53125 -1.421875 34.421875 -1.421875 \nQ 20.265625 -1.421875 12.28125 6.1875 \nQ 4.296875 13.8125 4.296875 27.296875 \nQ 4.296875 40.765625 12.28125 48.375 \nQ 20.265625 56 34.421875 56 \nz\n\" id=\"DejaVuSans-Bold-111\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.484375 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-110\"/>\n      <path id=\"DejaVuSans-Bold-32\"/>\n      <path d=\"M 0.484375 72.90625 \nL 67.671875 72.90625 \nL 67.671875 58.6875 \nL 43.5 58.6875 \nL 43.5 0 \nL 24.703125 0 \nL 24.703125 58.6875 \nL 0.484375 58.6875 \nz\n\" id=\"DejaVuSans-Bold-84\"/>\n      <path d=\"M 63.375 33.296875 \nL 63.375 0 \nL 45.796875 0 \nL 45.796875 5.421875 \nL 45.796875 25.390625 \nQ 45.796875 32.5625 45.484375 35.25 \nQ 45.171875 37.9375 44.390625 39.203125 \nQ 43.359375 40.921875 41.59375 41.875 \nQ 39.84375 42.828125 37.59375 42.828125 \nQ 32.125 42.828125 29 38.59375 \nQ 25.875 34.375 25.875 26.90625 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 75.984375 \nL 25.875 75.984375 \nL 25.875 46.6875 \nQ 29.828125 51.46875 34.265625 53.734375 \nQ 38.71875 56 44.09375 56 \nQ 53.5625 56 58.46875 50.1875 \nQ 63.375 44.390625 63.375 33.296875 \nz\n\" id=\"DejaVuSans-Bold-104\"/>\n      <path d=\"M 49.03125 39.796875 \nQ 46.734375 40.875 44.453125 41.375 \nQ 42.1875 41.890625 39.890625 41.890625 \nQ 33.15625 41.890625 29.515625 37.5625 \nQ 25.875 33.25 25.875 25.203125 \nL 25.875 0 \nL 8.40625 0 \nL 8.40625 54.6875 \nL 25.875 54.6875 \nL 25.875 45.703125 \nQ 29.25 51.078125 33.609375 53.53125 \nQ 37.984375 56 44.09375 56 \nQ 44.96875 56 45.984375 55.921875 \nQ 47.015625 55.859375 48.96875 55.609375 \nz\n\" id=\"DejaVuSans-Bold-114\"/>\n      <path d=\"M 62.984375 27.484375 \nL 62.984375 22.515625 \nL 22.125 22.515625 \nQ 22.75 16.359375 26.5625 13.28125 \nQ 30.375 10.203125 37.203125 10.203125 \nQ 42.71875 10.203125 48.5 11.84375 \nQ 54.296875 13.484375 60.40625 16.796875 \nL 60.40625 3.328125 \nQ 54.203125 0.984375 48 -0.21875 \nQ 41.796875 -1.421875 35.59375 -1.421875 \nQ 20.75 -1.421875 12.515625 6.125 \nQ 4.296875 13.671875 4.296875 27.296875 \nQ 4.296875 40.671875 12.375 48.328125 \nQ 20.453125 56 34.625 56 \nQ 47.515625 56 55.25 48.234375 \nQ 62.984375 40.484375 62.984375 27.484375 \nz\nM 45.015625 33.296875 \nQ 45.015625 38.28125 42.109375 41.328125 \nQ 39.203125 44.390625 34.515625 44.390625 \nQ 29.4375 44.390625 26.265625 41.53125 \nQ 23.09375 38.671875 22.3125 33.296875 \nz\n\" id=\"DejaVuSans-Bold-101\"/>\n      <path d=\"M 45.609375 46.6875 \nL 45.609375 75.984375 \nL 63.1875 75.984375 \nL 63.1875 0 \nL 45.609375 0 \nL 45.609375 7.90625 \nQ 42 3.078125 37.640625 0.828125 \nQ 33.296875 -1.421875 27.59375 -1.421875 \nQ 17.484375 -1.421875 10.984375 6.609375 \nQ 4.5 14.65625 4.5 27.296875 \nQ 4.5 39.9375 10.984375 47.96875 \nQ 17.484375 56 27.59375 56 \nQ 33.25 56 37.625 53.734375 \nQ 42 51.46875 45.609375 46.6875 \nz\nM 34.078125 11.28125 \nQ 39.703125 11.28125 42.65625 15.375 \nQ 45.609375 19.484375 45.609375 27.296875 \nQ 45.609375 35.109375 42.65625 39.203125 \nQ 39.703125 43.3125 34.078125 43.3125 \nQ 28.515625 43.3125 25.5625 39.203125 \nQ 22.609375 35.109375 22.609375 27.296875 \nQ 22.609375 19.484375 25.5625 15.375 \nQ 28.515625 11.28125 34.078125 11.28125 \nz\n\" id=\"DejaVuSans-Bold-100\"/>\n     </defs>\n     <g transform=\"translate(231.091875 424.426875)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-67\"/>\n      <use x=\"73.388672\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"107.666016\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"175.146484\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"234.667969\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"294.189453\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"328.466797\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"371.972656\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"406.25\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"465.527344\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"533.007812\" xlink:href=\"#DejaVuSans-Bold-116\"/>\n      <use x=\"580.810547\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"615.087891\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"683.789062\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"754.980469\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"789.794922\" xlink:href=\"#DejaVuSans-Bold-84\"/>\n      <use x=\"858.007812\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"929.199219\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"978.515625\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"1046.337891\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"1105.859375\" xlink:href=\"#DejaVuSans-Bold-104\"/>\n      <use x=\"1177.050781\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"1245.751953\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"1280.029297\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"1351.611328\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m56b3238271\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m56b3238271\" y=\"321.511595\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.72 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(26.81 326.830501)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m56b3238271\" y=\"254.203323\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.74 -->\n      <g transform=\"translate(26.81 259.52223)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m56b3238271\" y=\"186.895052\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.76 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(26.81 192.213958)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m56b3238271\" y=\"119.586781\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.78 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(26.81 124.905687)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.981875\" xlink:href=\"#m56b3238271\" y=\"52.27851\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.80 -->\n      <g transform=\"translate(26.81 57.597416)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Balanced Accuracy -->\n     <defs>\n      <path d=\"M 38.375 44.671875 \nQ 42.828125 44.671875 45.109375 46.625 \nQ 47.40625 48.578125 47.40625 52.390625 \nQ 47.40625 56.15625 45.109375 58.125 \nQ 42.828125 60.109375 38.375 60.109375 \nL 27.984375 60.109375 \nL 27.984375 44.671875 \nz\nM 39.015625 12.796875 \nQ 44.671875 12.796875 47.53125 15.1875 \nQ 50.390625 17.578125 50.390625 22.40625 \nQ 50.390625 27.15625 47.5625 29.515625 \nQ 44.734375 31.890625 39.015625 31.890625 \nL 27.984375 31.890625 \nL 27.984375 12.796875 \nz\nM 56.5 39.015625 \nQ 62.546875 37.25 65.859375 32.515625 \nQ 69.1875 27.78125 69.1875 20.90625 \nQ 69.1875 10.359375 62.0625 5.171875 \nQ 54.9375 0 40.375 0 \nL 9.1875 0 \nL 9.1875 72.90625 \nL 37.40625 72.90625 \nQ 52.59375 72.90625 59.40625 68.3125 \nQ 66.21875 63.71875 66.21875 53.609375 \nQ 66.21875 48.296875 63.71875 44.5625 \nQ 61.234375 40.828125 56.5 39.015625 \nz\n\" id=\"DejaVuSans-Bold-66\"/>\n      <path d=\"M 53.421875 13.28125 \nL 24.03125 13.28125 \nL 19.390625 0 \nL 0.484375 0 \nL 27.484375 72.90625 \nL 49.90625 72.90625 \nL 76.90625 0 \nL 58.015625 0 \nz\nM 28.71875 26.8125 \nL 48.6875 26.8125 \nL 38.71875 55.8125 \nz\n\" id=\"DejaVuSans-Bold-65\"/>\n      <path d=\"M 7.8125 21.296875 \nL 7.8125 54.6875 \nL 25.390625 54.6875 \nL 25.390625 49.21875 \nQ 25.390625 44.78125 25.34375 38.0625 \nQ 25.296875 31.34375 25.296875 29.109375 \nQ 25.296875 22.515625 25.640625 19.609375 \nQ 25.984375 16.703125 26.8125 15.375 \nQ 27.875 13.671875 29.609375 12.734375 \nQ 31.34375 11.8125 33.59375 11.8125 \nQ 39.0625 11.8125 42.1875 16.015625 \nQ 45.3125 20.21875 45.3125 27.6875 \nL 45.3125 54.6875 \nL 62.796875 54.6875 \nL 62.796875 0 \nL 45.3125 0 \nL 45.3125 7.90625 \nQ 41.359375 3.125 36.9375 0.84375 \nQ 32.515625 -1.421875 27.203125 -1.421875 \nQ 17.71875 -1.421875 12.765625 4.390625 \nQ 7.8125 10.203125 7.8125 21.296875 \nz\n\" id=\"DejaVuSans-Bold-117\"/>\n      <path d=\"M 1.21875 54.6875 \nL 18.703125 54.6875 \nL 33.40625 17.578125 \nL 45.90625 54.6875 \nL 63.375 54.6875 \nL 40.375 -5.171875 \nQ 36.921875 -14.3125 32.296875 -17.9375 \nQ 27.6875 -21.578125 20.125 -21.578125 \nL 10.015625 -21.578125 \nL 10.015625 -10.109375 \nL 15.484375 -10.109375 \nQ 19.921875 -10.109375 21.9375 -8.6875 \nQ 23.96875 -7.28125 25.09375 -3.609375 \nL 25.59375 -2.09375 \nz\n\" id=\"DejaVuSans-Bold-121\"/>\n     </defs>\n     <g style=\"fill:#0000ff;\" transform=\"translate(19.3575 282.145)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-66\"/>\n      <use x=\"76.220703\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"143.701172\" xlink:href=\"#DejaVuSans-Bold-108\"/>\n      <use x=\"177.978516\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"245.458984\" xlink:href=\"#DejaVuSans-Bold-110\"/>\n      <use x=\"316.650391\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"375.927734\" xlink:href=\"#DejaVuSans-Bold-101\"/>\n      <use x=\"443.75\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"515.332031\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"550.146484\" xlink:href=\"#DejaVuSans-Bold-65\"/>\n      <use x=\"627.539062\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"686.816406\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"746.09375\" xlink:href=\"#DejaVuSans-Bold-117\"/>\n      <use x=\"817.285156\" xlink:href=\"#DejaVuSans-Bold-114\"/>\n      <use x=\"866.601562\" xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"934.082031\" xlink:href=\"#DejaVuSans-Bold-99\"/>\n      <use x=\"993.359375\" xlink:href=\"#DejaVuSans-Bold-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p8031288228)\" d=\"M 90.345511 370.423636 \nL 100.698016 275.530638 \nL 111.050521 220.055394 \nL 121.403025 176.613181 \nL 131.75553 149.204378 \nL 142.108035 122.376353 \nL 152.460539 103.416251 \nL 162.813044 82.361555 \nL 173.165548 66.076186 \nL 183.518053 59.40761 \nL 193.870558 51.248659 \nL 204.223062 49.239378 \nL 214.575567 42.217902 \nL 224.928072 33.360966 \nL 235.280576 27.586998 \nL 245.633081 28.958888 \nL 255.985586 31.703307 \nL 266.33809 29.074818 \nL 276.690595 28.070177 \nL 287.043099 25.598603 \nL 297.395604 30.31977 \nL 307.748109 30.679844 \nL 318.100613 28.169201 \nL 328.453118 26.199628 \nL 338.805623 26.355904 \nL 349.158127 24.496364 \nL 359.510632 29.123765 \nL 369.863137 32.448961 \nL 380.215641 34.574172 \nL 390.568146 36.519025 \nL 400.920651 41.475884 \nL 411.273155 43.938367 \nL 421.62566 49.287194 \nL 431.978164 55.2168 \nL 442.330669 60.706915 \nL 452.683174 64.330314 \nL 463.035678 70.448089 \nL 473.388183 74.087116 \nL 483.740688 75.561225 \nL 494.093192 81.341729 \nL 504.445697 82.949311 \nL 514.798202 83.686365 \nL 525.150706 85.795948 \nL 535.503211 92.392283 \nL 545.855715 100.510248 \nL 556.20822 104.102392 \nL 566.560725 110.87127 \nL 576.913229 116.989046 \nL 587.265734 126.965913 \nL 597.618239 135.578065 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 348.236662 \nL 622.981875 348.236662 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <defs>\n       <path d=\"M 0 0 \nL 3.5 0 \n\" id=\"m554c81299f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"348.236662\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- −0.075 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n      </defs>\n      <g transform=\"translate(629.981875 353.555568)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 304.715922 \nL 622.981875 304.715922 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"304.715922\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- −0.070 -->\n      <g transform=\"translate(629.981875 310.034828)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_17\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 261.195182 \nL 622.981875 261.195182 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"261.195182\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- −0.065 -->\n      <g transform=\"translate(629.981875 266.514088)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 217.674442 \nL 622.981875 217.674442 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"217.674442\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- −0.060 -->\n      <g transform=\"translate(629.981875 222.993348)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_21\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 174.153702 \nL 622.981875 174.153702 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"174.153702\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- −0.055 -->\n      <g transform=\"translate(629.981875 179.472608)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 130.632962 \nL 622.981875 130.632962 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"130.632962\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- −0.050 -->\n      <g transform=\"translate(629.981875 135.951868)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 87.112222 \nL 622.981875 87.112222 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"87.112222\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- −0.045 -->\n      <g transform=\"translate(629.981875 92.431128)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_27\">\n      <path clip-path=\"url(#p8031288228)\" d=\"M 64.981875 43.591482 \nL 622.981875 43.591482 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"622.981875\" xlink:href=\"#m554c81299f\" y=\"43.591482\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- −0.040 -->\n      <g transform=\"translate(629.981875 48.910388)scale(0.14 -0.14)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"306.445312\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_22\">\n     <!-- avg. odds diff. -->\n     <defs>\n      <path d=\"M 1.515625 54.6875 \nL 19 54.6875 \nL 32.625 16.890625 \nL 46.1875 54.6875 \nL 63.71875 54.6875 \nL 42.1875 0 \nL 23 0 \nz\n\" id=\"DejaVuSans-Bold-118\"/>\n      <path d=\"M 45.609375 9.28125 \nQ 42 4.5 37.640625 2.25 \nQ 33.296875 0 27.59375 0 \nQ 17.578125 0 11.03125 7.875 \nQ 4.5 15.765625 4.5 27.984375 \nQ 4.5 40.234375 11.03125 48.0625 \nQ 17.578125 55.90625 27.59375 55.90625 \nQ 33.296875 55.90625 37.640625 53.65625 \nQ 42 51.421875 45.609375 46.578125 \nL 45.609375 54.6875 \nL 63.1875 54.6875 \nL 63.1875 5.515625 \nQ 63.1875 -7.671875 54.859375 -14.625 \nQ 46.53125 -21.578125 30.71875 -21.578125 \nQ 25.59375 -21.578125 20.796875 -20.796875 \nQ 16.015625 -20.015625 11.1875 -18.40625 \nL 11.1875 -4.78125 \nQ 15.765625 -7.421875 20.15625 -8.71875 \nQ 24.5625 -10.015625 29 -10.015625 \nQ 37.59375 -10.015625 41.59375 -6.25 \nQ 45.609375 -2.484375 45.609375 5.515625 \nz\nM 34.078125 43.3125 \nQ 28.65625 43.3125 25.625 39.296875 \nQ 22.609375 35.296875 22.609375 27.984375 \nQ 22.609375 20.453125 25.53125 16.578125 \nQ 28.46875 12.703125 34.078125 12.703125 \nQ 39.546875 12.703125 42.578125 16.703125 \nQ 45.609375 20.703125 45.609375 27.984375 \nQ 45.609375 35.296875 42.578125 39.296875 \nQ 39.546875 43.3125 34.078125 43.3125 \nz\n\" id=\"DejaVuSans-Bold-103\"/>\n      <path d=\"M 10.203125 18.890625 \nL 27.78125 18.890625 \nL 27.78125 0 \nL 10.203125 0 \nz\n\" id=\"DejaVuSans-Bold-46\"/>\n     </defs>\n     <g style=\"fill:#ff0000;\" transform=\"translate(697.950313 262.58)rotate(-90)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-Bold-97\"/>\n      <use x=\"67.480469\" xlink:href=\"#DejaVuSans-Bold-118\"/>\n      <use x=\"132.666016\" xlink:href=\"#DejaVuSans-Bold-103\"/>\n      <use x=\"204.248047\" xlink:href=\"#DejaVuSans-Bold-46\"/>\n      <use x=\"242.236328\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"277.050781\" xlink:href=\"#DejaVuSans-Bold-111\"/>\n      <use x=\"345.751953\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"417.333984\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"488.916016\" xlink:href=\"#DejaVuSans-Bold-115\"/>\n      <use x=\"548.4375\" xlink:href=\"#DejaVuSans-Bold-32\"/>\n      <use x=\"583.251953\" xlink:href=\"#DejaVuSans-Bold-100\"/>\n      <use x=\"654.833984\" xlink:href=\"#DejaVuSans-Bold-105\"/>\n      <use x=\"689.111328\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"732.617188\" xlink:href=\"#DejaVuSans-Bold-102\"/>\n      <use x=\"776.044922\" xlink:href=\"#DejaVuSans-Bold-46\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_29\">\n    <path clip-path=\"url(#p8031288228)\" d=\"M 90.345511 24.496364 \nL 100.698016 134.092513 \nL 111.050521 153.048242 \nL 121.403025 189.208951 \nL 131.75553 192.264011 \nL 142.108035 194.165933 \nL 152.460539 195.143672 \nL 162.813044 203.784637 \nL 173.165548 164.576977 \nL 183.518053 179.794225 \nL 193.870558 167.095445 \nL 204.223062 173.940847 \nL 214.575567 153.893726 \nL 224.928072 193.029975 \nL 235.280576 221.96554 \nL 245.633081 247.413439 \nL 255.985586 195.590985 \nL 266.33809 156.365603 \nL 276.690595 167.778349 \nL 287.043099 208.643552 \nL 297.395604 229.939522 \nL 307.748109 276.370903 \nL 318.100613 261.75973 \nL 328.453118 274.061186 \nL 338.805623 291.639744 \nL 349.158127 302.743905 \nL 359.510632 294.806945 \nL 369.863137 316.011488 \nL 380.215641 348.192332 \nL 390.568146 349.871607 \nL 400.920651 358.110012 \nL 411.273155 364.416895 \nL 421.62566 350.046509 \nL 431.978164 370.423636 \nL 442.330669 359.025417 \nL 452.683174 335.597461 \nL 463.035678 304.512974 \nL 473.388183 272.800874 \nL 483.740688 236.15651 \nL 494.093192 191.849315 \nL 504.445697 204.239649 \nL 514.798202 216.651864 \nL 525.150706 218.83737 \nL 535.503211 204.764946 \nL 545.855715 152.538349 \nL 556.20822 186.409726 \nL 566.560725 193.824645 \nL 576.913229 147.577257 \nL 587.265734 104.758205 \nL 597.618239 93.964161 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_30\">\n    <path clip-path=\"url(#p8031288228)\" d=\"M 349.158127 387.72 \nL 349.158127 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.5,2.475;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 64.981875 387.72 \nL 64.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 622.981875 387.72 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 64.981875 387.72 \nL 622.981875 387.72 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 64.981875 7.2 \nL 622.981875 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p8031288228\">\n   <rect height=\"380.52\" width=\"558\" x=\"64.981875\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#Plot average odds difference\n",
    "fig, ax1 = plt.subplots(figsize=(10,7))\n",
    "ax1.plot(thresh_arr, bal_acc_arr)\n",
    "ax1.set_xlabel('Classification Thresholds', fontsize=16, fontweight='bold')\n",
    "ax1.set_ylabel('Balanced Accuracy', color='b', fontsize=16, fontweight='bold')\n",
    "ax1.xaxis.set_tick_params(labelsize=14)\n",
    "ax1.yaxis.set_tick_params(labelsize=14)\n",
    "\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(thresh_arr, avg_odds_diff_arr, color='r')\n",
    "ax2.set_ylabel('avg. odds diff.', color='r', fontsize=16, fontweight='bold')\n",
    "\n",
    "ax2.axvline(np.array(thresh_arr)[thresh_arr_best_ind], color='k', linestyle=':')\n",
    "ax2.yaxis.set_tick_params(labelsize=14)\n",
    "ax2.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Threshold corresponding to Best balance accuracy: 0.2600\nBest balance accuracy: 0.8083\nCorresponding abs(1-disparate impact) value: 0.4090\nCorresponding average odds difference value: -0.0698\n"
    }
   ],
   "source": [
    "rf_thresh_arr_orig_best = thresh_arr_best\n",
    "print(\"Threshold corresponding to Best balance accuracy: %6.4f\" % rf_thresh_arr_orig_best)\n",
    "rf_best_bal_acc_arr_orig = best_bal_acc\n",
    "print(\"Best balance accuracy: %6.4f\" % rf_best_bal_acc_arr_orig)\n",
    "rf_disp_imp_at_best_bal_acc_orig = disp_imp_at_best_bal_acc\n",
    "print(\"Corresponding abs(1-disparate impact) value: %6.4f\" % rf_disp_imp_at_best_bal_acc_orig)\n",
    "rf_avg_odds_diff_at_best_bal_acc_orig = avg_odds_diff_at_best_bal_acc\n",
    "print(\"Corresponding average odds difference value: %6.4f\" % rf_avg_odds_diff_at_best_bal_acc_orig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Use LIME to generate explanations for predictions made using the learnt Logistic Regression model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Threshold corresponding to Best balance accuracy: 0.2600\n        Actual label: [1.]\n        Actual label: [0.]\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 529.5375 263.63625\" width=\"529.5375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 263.63625 \nL 529.5375 263.63625 \nL 529.5375 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 187.5375 239.758125 \nL 522.3375 239.758125 \nL 522.3375 22.318125 \nL 187.5375 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p40e97e76fe)\" d=\"M 444.020979 229.874489 \nL 466.449706 229.874489 \nL 466.449706 196.929034 \nL 444.020979 196.929034 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p40e97e76fe)\" d=\"M 444.020979 188.69267 \nL 474.565094 188.69267 \nL 474.565094 155.747216 \nL 444.020979 155.747216 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p40e97e76fe)\" d=\"M 444.020979 147.510852 \nL 477.579449 147.510852 \nL 477.579449 114.565398 \nL 444.020979 114.565398 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p40e97e76fe)\" d=\"M 444.020979 106.329034 \nL 507.119318 106.329034 \nL 507.119318 73.38358 \nL 444.020979 73.38358 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p40e97e76fe)\" d=\"M 444.020979 65.147216 \nL 202.755682 65.147216 \nL 202.755682 32.201761 \nL 444.020979 32.201761 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m685fe17946\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"202.340399\" xlink:href=\"#m685fe17946\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −0.5 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(190.198993 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.676515\" xlink:href=\"#m685fe17946\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(238.535109 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"299.012631\" xlink:href=\"#m685fe17946\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(286.871225 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.348747\" xlink:href=\"#m685fe17946\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- −0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(335.207341 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"395.684863\" xlink:href=\"#m685fe17946\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- −0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(383.543457 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"444.020979\" xlink:href=\"#m685fe17946\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.0 -->\n      <g transform=\"translate(436.069416 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"492.357095\" xlink:href=\"#m685fe17946\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.1 -->\n      <g transform=\"translate(484.405532 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mf5f97f8e15\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#mf5f97f8e15\" y=\"213.401761\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 10.00 &lt; education-num &lt;= 13.00 -->\n      <defs>\n       <path id=\"DejaVuSans-32\"/>\n       <path d=\"M 73.1875 49.21875 \nL 22.796875 31.296875 \nL 73.1875 13.484375 \nL 73.1875 4.59375 \nL 10.59375 27.296875 \nL 10.59375 35.40625 \nL 73.1875 58.109375 \nz\n\" id=\"DejaVuSans-60\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n       <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n       <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path d=\"M 10.59375 45.40625 \nL 73.1875 45.40625 \nL 73.1875 37.203125 \nL 10.59375 37.203125 \nz\nM 10.59375 25.484375 \nL 73.1875 25.484375 \nL 73.1875 17.1875 \nL 10.59375 17.1875 \nz\n\" id=\"DejaVuSans-61\"/>\n      </defs>\n      <g transform=\"translate(9.785937 217.20098)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"222.65625\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"318.066406\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"401.855469\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"433.642578\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"495.166016\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"558.642578\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"622.021484\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"677.001953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"738.28125\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"777.490234\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"805.273438\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"866.455078\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"929.833984\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"965.917969\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"1029.296875\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"1092.675781\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"1190.087891\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"1221.875\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"1305.664062\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"1389.453125\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"1421.240234\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"1484.863281\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"1548.486328\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"1580.273438\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1643.896484\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#mf5f97f8e15\" y=\"172.219943\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- relationship=Husband -->\n      <defs>\n       <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n       <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n       <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n       <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 43.015625 \nL 55.515625 43.015625 \nL 55.515625 72.90625 \nL 65.375 72.90625 \nL 65.375 0 \nL 55.515625 0 \nL 55.515625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-72\"/>\n       <path d=\"M 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\nM 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nz\n\" id=\"DejaVuSans-98\"/>\n      </defs>\n      <g transform=\"translate(68.932812 176.019162)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"102.605469\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"130.388672\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"191.667969\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"230.876953\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"258.660156\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"319.841797\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"383.220703\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"435.320312\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"498.699219\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"526.482422\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"589.958984\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"673.748047\" xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"748.943359\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"812.322266\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"864.421875\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"927.898438\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"989.177734\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"1052.556641\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#mf5f97f8e15\" y=\"131.038125\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- hours-per-week &gt; 45.00 -->\n      <defs>\n       <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n       <path d=\"M 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n       <path d=\"M 10.59375 49.21875 \nL 10.59375 58.109375 \nL 73.1875 35.40625 \nL 73.1875 27.296875 \nL 10.59375 4.59375 \nL 10.59375 13.484375 \nL 60.890625 31.296875 \nz\n\" id=\"DejaVuSans-62\"/>\n      </defs>\n      <g transform=\"translate(58.965625 134.837344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"229.052734\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"281.152344\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"317.236328\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"380.712891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"442.236328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"483.255859\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"519.339844\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"601.126953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"662.650391\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"724.173828\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"782.083984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"813.871094\" xlink:href=\"#DejaVuSans-62\"/>\n       <use x=\"897.660156\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"929.447266\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"993.070312\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"1056.693359\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"1088.480469\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1152.103516\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#mf5f97f8e15\" y=\"89.856307\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- marital-status=Married-civ-spouse -->\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n       <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      </defs>\n      <g transform=\"translate(7.2 93.655526)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"158.691406\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"227.587891\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"266.796875\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"328.076172\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"355.859375\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"391.943359\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"444.042969\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"483.251953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"544.53125\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"583.740234\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"647.119141\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"699.21875\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"783.007812\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"869.287109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"930.566406\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"971.664062\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"1012.777344\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"1040.560547\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1102.083984\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"1165.560547\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"1201.644531\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1256.625\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"1284.408203\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"1343.556641\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"1379.640625\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"1431.740234\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"1495.216797\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1556.398438\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"1619.777344\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"1671.876953\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.5375\" xlink:href=\"#mf5f97f8e15\" y=\"48.674489\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- capital-gain &lt;= 0.00 -->\n      <defs>\n       <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      </defs>\n      <g transform=\"translate(76.376562 52.473707)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"116.259766\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"179.736328\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"207.519531\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"246.728516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"308.007812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"335.791016\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"371.875\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"435.351562\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"496.630859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"524.414062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"587.792969\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"619.580078\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"703.369141\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"787.158203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"818.945312\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"882.568359\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"914.355469\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"977.978516\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 187.5375 239.758125 \nL 187.5375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 522.3375 239.758125 \nL 522.3375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 187.5375 239.758125 \nL 522.3375 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 187.5375 22.318125 \nL 522.3375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_13\">\n    <!-- Local explanation for class &gt;50K -->\n    <defs>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n     <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n     <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n    </defs>\n    <g transform=\"translate(256.545 16.318125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-76\"/>\n     <use x=\"55.697266\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"116.878906\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"171.859375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"233.138672\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"260.921875\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"292.708984\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"354.216797\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"413.396484\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"476.873047\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"504.65625\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"565.935547\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"629.314453\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"690.59375\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"729.802734\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"757.585938\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"818.767578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"882.146484\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"913.933594\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"949.138672\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"1010.320312\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1051.433594\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1083.220703\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"1138.201172\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"1165.984375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"1227.263672\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1279.363281\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1331.462891\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1363.25\" xlink:href=\"#DejaVuSans-62\"/>\n     <use x=\"1447.039062\" xlink:href=\"#DejaVuSans-53\"/>\n     <use x=\"1510.662109\" xlink:href=\"#DejaVuSans-48\"/>\n     <use x=\"1574.285156\" xlink:href=\"#DejaVuSans-75\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p40e97e76fe\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"187.5375\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 488.290625 263.63625\" width=\"488.290625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 263.63625 \nL 488.290625 263.63625 \nL 488.290625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 146.290625 239.758125 \nL 481.090625 239.758125 \nL 481.090625 22.318125 \nL 146.290625 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p0a1d33bbed)\" d=\"M 438.015004 229.874489 \nL 410.210028 229.874489 \nL 410.210028 196.929034 \nL 438.015004 196.929034 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p0a1d33bbed)\" d=\"M 438.015004 188.69267 \nL 465.872443 188.69267 \nL 465.872443 155.747216 \nL 438.015004 155.747216 \nz\n\" style=\"fill:#008000;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p0a1d33bbed)\" d=\"M 438.015004 147.510852 \nL 400.122767 147.510852 \nL 400.122767 114.565398 \nL 438.015004 114.565398 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p0a1d33bbed)\" d=\"M 438.015004 106.329034 \nL 396.961624 106.329034 \nL 396.961624 73.38358 \nL 438.015004 73.38358 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p0a1d33bbed)\" d=\"M 438.015004 65.147216 \nL 161.508807 65.147216 \nL 161.508807 32.201761 \nL 438.015004 32.201761 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mcd27f4d525\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"151.594312\" xlink:href=\"#mcd27f4d525\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −0.5 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(139.452906 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"208.878451\" xlink:href=\"#mcd27f4d525\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −0.4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(196.737045 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"266.162589\" xlink:href=\"#mcd27f4d525\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −0.3 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(254.021183 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"323.446728\" xlink:href=\"#mcd27f4d525\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- −0.2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(311.305321 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"380.730866\" xlink:href=\"#mcd27f4d525\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- −0.1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(368.58946 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"438.015004\" xlink:href=\"#mcd27f4d525\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.0 -->\n      <g transform=\"translate(430.063442 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mbad55c3709\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.290625\" xlink:href=\"#mbad55c3709\" y=\"213.401761\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- relationship=Not-in-family -->\n      <defs>\n       <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n       <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n       <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n       <path d=\"M 10.59375 45.40625 \nL 73.1875 45.40625 \nL 73.1875 37.203125 \nL 10.59375 37.203125 \nz\nM 10.59375 25.484375 \nL 73.1875 25.484375 \nL 73.1875 17.1875 \nL 10.59375 17.1875 \nz\n\" id=\"DejaVuSans-61\"/>\n       <path d=\"M 9.8125 72.90625 \nL 23.09375 72.90625 \nL 55.421875 11.921875 \nL 55.421875 72.90625 \nL 64.984375 72.90625 \nL 64.984375 0 \nL 51.703125 0 \nL 19.390625 60.984375 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-78\"/>\n       <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n       <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n       <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n       <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n      </defs>\n      <g transform=\"translate(7.2 217.20098)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"102.605469\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"130.388672\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"191.667969\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"230.876953\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"258.660156\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"319.841797\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"383.220703\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"435.320312\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"498.699219\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"526.482422\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"589.958984\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"673.748047\" xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"748.552734\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"809.734375\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"848.943359\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"885.027344\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"912.810547\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"976.189453\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"1012.273438\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"1047.478516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"1108.757812\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"1206.169922\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"1233.953125\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"1261.736328\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.290625\" xlink:href=\"#mbad55c3709\" y=\"172.219943\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- age &gt; 47.00 -->\n      <defs>\n       <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n       <path id=\"DejaVuSans-32\"/>\n       <path d=\"M 10.59375 49.21875 \nL 10.59375 58.109375 \nL 73.1875 35.40625 \nL 73.1875 27.296875 \nL 10.59375 4.59375 \nL 10.59375 13.484375 \nL 60.890625 31.296875 \nz\n\" id=\"DejaVuSans-62\"/>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(77.296875 176.019162)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"124.755859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"186.279297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"218.066406\" xlink:href=\"#DejaVuSans-62\"/>\n       <use x=\"301.855469\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"333.642578\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"397.265625\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"460.888672\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"492.675781\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"556.298828\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.290625\" xlink:href=\"#mbad55c3709\" y=\"131.038125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- education-num &lt;= 9.00 -->\n      <defs>\n       <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n       <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n       <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n       <path d=\"M 73.1875 49.21875 \nL 22.796875 31.296875 \nL 73.1875 13.484375 \nL 73.1875 4.59375 \nL 10.59375 27.296875 \nL 10.59375 35.40625 \nL 73.1875 58.109375 \nz\n\" id=\"DejaVuSans-60\"/>\n       <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n      </defs>\n      <g transform=\"translate(18.265625 134.837344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"61.523438\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"125\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"243.359375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"304.638672\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"343.847656\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"371.630859\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"432.8125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"496.191406\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"532.275391\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"595.654297\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"659.033203\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"756.445312\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"788.232422\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"872.021484\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"955.810547\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"987.597656\" xlink:href=\"#DejaVuSans-57\"/>\n       <use x=\"1051.220703\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"1083.007812\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1146.630859\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.290625\" xlink:href=\"#mbad55c3709\" y=\"89.856307\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- hours-per-week &lt;= 40.00 -->\n      <defs>\n       <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n       <path d=\"M 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n      </defs>\n      <g transform=\"translate(9.339063 93.655526)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"124.560547\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"187.939453\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"229.052734\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"281.152344\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"317.236328\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"380.712891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"442.236328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"483.255859\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"519.339844\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"601.126953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"662.650391\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"724.173828\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"782.083984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"813.871094\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"897.660156\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"981.449219\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"1013.236328\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"1076.859375\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1140.482422\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"1172.269531\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"1235.892578\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.290625\" xlink:href=\"#mbad55c3709\" y=\"48.674489\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- capital-gain &lt;= 0.00 -->\n      <g transform=\"translate(35.129688 52.473707)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"116.259766\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"179.736328\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"207.519531\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"246.728516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"308.007812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"335.791016\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"371.875\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"435.351562\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"496.630859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"524.414062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"587.792969\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"619.580078\" xlink:href=\"#DejaVuSans-60\"/>\n       <use x=\"703.369141\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"787.158203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"818.945312\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"882.568359\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"914.355469\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"977.978516\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 146.290625 239.758125 \nL 146.290625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 481.090625 239.758125 \nL 481.090625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 146.290625 239.758125 \nL 481.090625 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 146.290625 22.318125 \nL 481.090625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_12\">\n    <!-- Local explanation for class &gt;50K -->\n    <defs>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n     <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n     <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n    </defs>\n    <g transform=\"translate(215.298125 16.318125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-76\"/>\n     <use x=\"55.697266\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"116.878906\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"171.859375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"233.138672\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"260.921875\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"292.708984\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"354.216797\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"413.396484\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"476.873047\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"504.65625\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"565.935547\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"629.314453\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"690.59375\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"729.802734\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"757.585938\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"818.767578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"882.146484\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"913.933594\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"949.138672\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"1010.320312\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1051.433594\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1083.220703\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"1138.201172\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"1165.984375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"1227.263672\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1279.363281\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1331.462891\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1363.25\" xlink:href=\"#DejaVuSans-62\"/>\n     <use x=\"1447.039062\" xlink:href=\"#DejaVuSans-53\"/>\n     <use x=\"1510.662109\" xlink:href=\"#DejaVuSans-48\"/>\n     <use x=\"1574.285156\" xlink:href=\"#DejaVuSans-75\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p0a1d33bbed\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"146.290625\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "limeData = LimeEncoder().fit(dataset_orig_train)\n",
    "s_train = limeData.transform(dataset_orig_train.features)\n",
    "s_test = limeData.transform(dataset_orig_test.features)\n",
    "\n",
    "scale = rf_scale_orig\n",
    "\n",
    "model = rf_orig                  #model to test\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "explainer = lime.lime_tabular.LimeTabularExplainer(s_train ,class_names=limeData.s_class_names, \n",
    "                                                   feature_names = limeData.s_feature_names,\n",
    "                                                   categorical_features=limeData.s_categorical_features, \n",
    "                                                   categorical_names=limeData.s_categorical_names, \n",
    "                                                   kernel_width=3, verbose=False,discretize_continuous=True)\n",
    "\n",
    "s_predict_fn = lambda x: model.predict_proba(scale.transform(limeData.inverse_transform(x)))\n",
    "\n",
    "import random\n",
    "print(\"Threshold corresponding to Best balance accuracy: %6.4f\" % rf_thresh_arr_orig_best)\n",
    "\n",
    "exp = explainer.explain_instance(s_test[i1], s_predict_fn, num_features=5)\n",
    "exp.as_pyplot_figure()\n",
    "print(\"        Actual label: \" + str(dataset_orig_test.labels[i1]))\n",
    "\n",
    "\n",
    "exp = explainer.explain_instance(s_test[i2], s_predict_fn, num_features=5)\n",
    "exp.as_pyplot_figure()\n",
    "print(\"        Actual label: \" + str(dataset_orig_test.labels[i2]))\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}