project3/Phishing_URLs_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T19:00:27.789221Z",
     "start_time": "2018-05-14T19:00:27.029019Z"
    }
   },
   "outputs": [],
   "source": [
    "from collections import Counter, defaultdict\n",
    "from urllib.parse import urlparse\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "plt.rcParams.update({'font.size': 22})\n",
    "\n",
    "import project3utils\n",
    "import project3models\n",
    "import project3data\n",
    "from importlib import reload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T19:00:34.485267Z",
     "start_time": "2018-05-14T19:00:28.914686Z"
    }
   },
   "outputs": [],
   "source": [
    "# reload(project3data)\n",
    "data = project3data.get_training_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T19:00:37.109658Z",
     "start_time": "2018-05-14T19:00:36.339146Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "is_phishing               1.000000\n",
       "subdomain_empty_string    0.459944\n",
       "path_entropy              0.456526\n",
       "path_ends_in_php          0.430043\n",
       "path_char_slash           0.418328\n",
       "path_char_p               0.382555\n",
       "path_char_dot             0.352761\n",
       "path_consonants           0.298143\n",
       "path_total_chars          0.292671\n",
       "path_char_c               0.288831\n",
       "domain_total_chars        0.282942\n",
       "path_char_o               0.265365\n",
       "domain_consonants         0.261201\n",
       "path_char_n               0.255265\n",
       "path_vowels               0.254571\n",
       "path_char_h               0.253617\n",
       "path_char_m               0.240843\n",
       "path_char_l               0.238332\n",
       "domain_char_0             0.233906\n",
       "path_char_d               0.232072\n",
       "path_char_x               0.220945\n",
       "path_char_e               0.215547\n",
       "domain_digits             0.209961\n",
       "path_char_f               0.206474\n",
       "path_char_g               0.201730\n",
       "domain_entropy            0.199805\n",
       "path_digits               0.195343\n",
       "path_char_b               0.178700\n",
       "path_char_7               0.177529\n",
       "domain_char_p             0.176919\n",
       "                            ...   \n",
       "subdomain_char_m         -0.049837\n",
       "subdomain_char_i         -0.049998\n",
       "subdomain_char_o         -0.054825\n",
       "subdomain_char_e         -0.062814\n",
       "subdomain_char_g         -0.079240\n",
       "subdomain_char_h         -0.083553\n",
       "subdomain_char_l         -0.085357\n",
       "subdomain_char_p         -0.085492\n",
       "subdomain_char_r         -0.087061\n",
       "subdomain_char_u         -0.090274\n",
       "domain_char_w            -0.091308\n",
       "subdomain_char_a         -0.091796\n",
       "subdomain_char_n         -0.093729\n",
       "subdomain_char_s         -0.095422\n",
       "path_char_colon          -0.095531\n",
       "subdomain_vowels         -0.096791\n",
       "subdomain_char_t         -0.105974\n",
       "path_char_hyphen         -0.122615\n",
       "subdomain_total_chars    -0.129447\n",
       "domain_char_k            -0.135923\n",
       "subdomain_is_www         -0.186286\n",
       "subdomain_entropy        -0.193840\n",
       "subdomain_char_w         -0.207054\n",
       "subdomain_consonants     -0.213569\n",
       "https                    -0.324674\n",
       "path_empty_string        -0.394935\n",
       "domain_char_at                 NaN\n",
       "domain_char_slash              NaN\n",
       "domain_char_underscore         NaN\n",
       "subdomain_char_slash           NaN\n",
       "Name: is_phishing, Length: 150, dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = data.corr()\n",
    "# corr['sort_column'] = corr['is_phishing'].apply(abs)\n",
    "corr['is_phishing'].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T19:00:50.125895Z",
     "start_time": "2018-05-14T19:00:50.050988Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>path_empty_string</th>\n",
       "      <th>path_entropy</th>\n",
       "      <th>path_char_slash</th>\n",
       "      <th>path_ends_in_php</th>\n",
       "      <th>https</th>\n",
       "      <th>subdomain_total_chars</th>\n",
       "      <th>subdomain_empty_string</th>\n",
       "      <th>subdomain_entropy</th>\n",
       "      <th>domain_total_chars</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_phishing</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.40934</td>\n",
       "      <td>1.325141</td>\n",
       "      <td>0.619835</td>\n",
       "      <td>0.012247</td>\n",
       "      <td>0.477248</td>\n",
       "      <td>5.058548</td>\n",
       "      <td>0.119785</td>\n",
       "      <td>0.844584</td>\n",
       "      <td>12.774071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.07160</td>\n",
       "      <td>2.370844</td>\n",
       "      <td>2.075000</td>\n",
       "      <td>0.339400</td>\n",
       "      <td>0.173000</td>\n",
       "      <td>3.568800</td>\n",
       "      <td>0.554500</td>\n",
       "      <td>0.495165</td>\n",
       "      <td>15.571100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             path_empty_string  path_entropy  path_char_slash  \\\n",
       "is_phishing                                                     \n",
       "0                      0.40934      1.325141         0.619835   \n",
       "1                      0.07160      2.370844         2.075000   \n",
       "\n",
       "             path_ends_in_php     https  subdomain_total_chars  \\\n",
       "is_phishing                                                      \n",
       "0                    0.012247  0.477248               5.058548   \n",
       "1                    0.339400  0.173000               3.568800   \n",
       "\n",
       "             subdomain_empty_string  subdomain_entropy  domain_total_chars  \n",
       "is_phishing                                                                 \n",
       "0                          0.119785           0.844584           12.774071  \n",
       "1                          0.554500           0.495165           15.571100  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "averages = data.groupby(['is_phishing']).mean()\n",
    "important_feature_columns = [\n",
    "    'path_empty_string','path_entropy','path_char_slash','path_ends_in_php',\n",
    "    'https','subdomain_total_chars','subdomain_empty_string','subdomain_entropy',\n",
    "    'domain_total_chars'\n",
    "]\n",
    "averages[important_feature_columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T22:08:43.931543Z",
     "start_time": "2018-05-14T22:08:43.783889Z"
    }
   },
   "outputs": [],
   "source": [
    "phishing_data = data[data.is_phishing == 1]\n",
    "phishing_percentiles = phishing_data.quantile([i / 100 for i in range(1, 100)])\n",
    "phishing_percentiles.to_csv('static/phishing_percentiles.csv', index_label='percentile')\n",
    "\n",
    "nonphishing_data = data[data.is_phishing == 0]\n",
    "nonphishing_percentiles = nonphishing_data.quantile([i / 100 for i in range(1, 100)])\n",
    "nonphishing_percentiles.to_csv('static/nonphishing_percentiles.csv', index_label='percentile')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T19:07:58.063265Z",
     "start_time": "2018-05-14T19:07:55.310278Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============= domain_model =============\n",
      "Accuracy: 0.9\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.89      0.92      0.90      2978\n",
      "          1       0.92      0.89      0.90      3035\n",
      "\n",
      "avg / total       0.90      0.90      0.90      6013\n",
      "\n"
     ]
    },
    {
     "data": {
      "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 (http://matplotlib.org/) -->\n",
       "<svg height=\"528pt\" version=\"1.1\" viewBox=\"0 0 657 528\" width=\"657pt\" 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 0 528.923625 \n",
       "L 657.172187 528.923625 \n",
       "L 657.172187 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 74.47875 468.139875 \n",
       "L 632.47875 468.139875 \n",
       "L 632.47875 33.259875 \n",
       "L 74.47875 33.259875 \n",
       "z\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 \n",
       "L 0 3.5 \n",
       "\" id=\"m8e767c5660\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#m8e767c5660\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-30\"/>\n",
       "       <path d=\"M 10.6875 12.40625 \n",
       "L 21 12.40625 \n",
       "L 21 0 \n",
       "L 10.6875 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-2e\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(56.985313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\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=\"186.07875\" xlink:href=\"#m8e767c5660\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0.2 -->\n",
       "      <defs>\n",
       "       <path d=\"M 19.1875 8.296875 \n",
       "L 53.609375 8.296875 \n",
       "L 53.609375 0 \n",
       "L 7.328125 0 \n",
       "L 7.328125 8.296875 \n",
       "Q 12.9375 14.109375 22.625 23.890625 \n",
       "Q 32.328125 33.6875 34.8125 36.53125 \n",
       "Q 39.546875 41.84375 41.421875 45.53125 \n",
       "Q 43.3125 49.21875 43.3125 52.78125 \n",
       "Q 43.3125 58.59375 39.234375 62.25 \n",
       "Q 35.15625 65.921875 28.609375 65.921875 \n",
       "Q 23.96875 65.921875 18.8125 64.3125 \n",
       "Q 13.671875 62.703125 7.8125 59.421875 \n",
       "L 7.8125 69.390625 \n",
       "Q 13.765625 71.78125 18.9375 73 \n",
       "Q 24.125 74.21875 28.421875 74.21875 \n",
       "Q 39.75 74.21875 46.484375 68.546875 \n",
       "Q 53.21875 62.890625 53.21875 53.421875 \n",
       "Q 53.21875 48.921875 51.53125 44.890625 \n",
       "Q 49.859375 40.875 45.40625 35.40625 \n",
       "Q 44.1875 33.984375 37.640625 27.21875 \n",
       "Q 31.109375 20.453125 19.1875 8.296875 \n",
       "z\n",
       "\" id=\"DejaVuSans-32\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(168.585313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\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=\"297.67875\" xlink:href=\"#m8e767c5660\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0.4 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.796875 64.3125 \n",
       "L 12.890625 25.390625 \n",
       "L 37.796875 25.390625 \n",
       "z\n",
       "M 35.203125 72.90625 \n",
       "L 47.609375 72.90625 \n",
       "L 47.609375 25.390625 \n",
       "L 58.015625 25.390625 \n",
       "L 58.015625 17.1875 \n",
       "L 47.609375 17.1875 \n",
       "L 47.609375 0 \n",
       "L 37.796875 0 \n",
       "L 37.796875 17.1875 \n",
       "L 4.890625 17.1875 \n",
       "L 4.890625 26.703125 \n",
       "z\n",
       "\" id=\"DejaVuSans-34\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(280.185313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\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=\"409.27875\" xlink:href=\"#m8e767c5660\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.6 -->\n",
       "      <defs>\n",
       "       <path d=\"M 33.015625 40.375 \n",
       "Q 26.375 40.375 22.484375 35.828125 \n",
       "Q 18.609375 31.296875 18.609375 23.390625 \n",
       "Q 18.609375 15.53125 22.484375 10.953125 \n",
       "Q 26.375 6.390625 33.015625 6.390625 \n",
       "Q 39.65625 6.390625 43.53125 10.953125 \n",
       "Q 47.40625 15.53125 47.40625 23.390625 \n",
       "Q 47.40625 31.296875 43.53125 35.828125 \n",
       "Q 39.65625 40.375 33.015625 40.375 \n",
       "z\n",
       "M 52.59375 71.296875 \n",
       "L 52.59375 62.3125 \n",
       "Q 48.875 64.0625 45.09375 64.984375 \n",
       "Q 41.3125 65.921875 37.59375 65.921875 \n",
       "Q 27.828125 65.921875 22.671875 59.328125 \n",
       "Q 17.53125 52.734375 16.796875 39.40625 \n",
       "Q 19.671875 43.65625 24.015625 45.921875 \n",
       "Q 28.375 48.1875 33.59375 48.1875 \n",
       "Q 44.578125 48.1875 50.953125 41.515625 \n",
       "Q 57.328125 34.859375 57.328125 23.390625 \n",
       "Q 57.328125 12.15625 50.6875 5.359375 \n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \n",
       "Q 6.984375 17.96875 6.984375 36.375 \n",
       "Q 6.984375 53.65625 15.1875 63.9375 \n",
       "Q 23.390625 74.21875 37.203125 74.21875 \n",
       "Q 40.921875 74.21875 44.703125 73.484375 \n",
       "Q 48.484375 72.75 52.59375 71.296875 \n",
       "z\n",
       "\" id=\"DejaVuSans-36\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(391.785313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\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=\"520.87875\" xlink:href=\"#m8e767c5660\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0.8 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 34.625 \n",
       "Q 24.75 34.625 20.71875 30.859375 \n",
       "Q 16.703125 27.09375 16.703125 20.515625 \n",
       "Q 16.703125 13.921875 20.71875 10.15625 \n",
       "Q 24.75 6.390625 31.78125 6.390625 \n",
       "Q 38.8125 6.390625 42.859375 10.171875 \n",
       "Q 46.921875 13.96875 46.921875 20.515625 \n",
       "Q 46.921875 27.09375 42.890625 30.859375 \n",
       "Q 38.875 34.625 31.78125 34.625 \n",
       "z\n",
       "M 21.921875 38.8125 \n",
       "Q 15.578125 40.375 12.03125 44.71875 \n",
       "Q 8.5 49.078125 8.5 55.328125 \n",
       "Q 8.5 64.0625 14.71875 69.140625 \n",
       "Q 20.953125 74.21875 31.78125 74.21875 \n",
       "Q 42.671875 74.21875 48.875 69.140625 \n",
       "Q 55.078125 64.0625 55.078125 55.328125 \n",
       "Q 55.078125 49.078125 51.53125 44.71875 \n",
       "Q 48 40.375 41.703125 38.8125 \n",
       "Q 48.828125 37.15625 52.796875 32.3125 \n",
       "Q 56.78125 27.484375 56.78125 20.515625 \n",
       "Q 56.78125 9.90625 50.3125 4.234375 \n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \n",
       "Q 19.734375 -1.421875 13.25 4.234375 \n",
       "Q 6.78125 9.90625 6.78125 20.515625 \n",
       "Q 6.78125 27.484375 10.78125 32.3125 \n",
       "Q 14.796875 37.15625 21.921875 38.8125 \n",
       "z\n",
       "M 18.3125 54.390625 \n",
       "Q 18.3125 48.734375 21.84375 45.5625 \n",
       "Q 25.390625 42.390625 31.78125 42.390625 \n",
       "Q 38.140625 42.390625 41.71875 45.5625 \n",
       "Q 45.3125 48.734375 45.3125 54.390625 \n",
       "Q 45.3125 60.0625 41.71875 63.234375 \n",
       "Q 38.140625 66.40625 31.78125 66.40625 \n",
       "Q 25.390625 66.40625 21.84375 63.234375 \n",
       "Q 18.3125 60.0625 18.3125 54.390625 \n",
       "z\n",
       "\" id=\"DejaVuSans-38\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(503.385313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\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=\"632.47875\" xlink:href=\"#m8e767c5660\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 12.40625 8.296875 \n",
       "L 28.515625 8.296875 \n",
       "L 28.515625 63.921875 \n",
       "L 10.984375 60.40625 \n",
       "L 10.984375 69.390625 \n",
       "L 28.421875 72.90625 \n",
       "L 38.28125 72.90625 \n",
       "L 38.28125 8.296875 \n",
       "L 54.390625 8.296875 \n",
       "L 54.390625 0 \n",
       "L 12.40625 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-31\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(614.985312 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- False Positive Rate -->\n",
       "     <defs>\n",
       "      <path d=\"M 9.8125 72.90625 \n",
       "L 51.703125 72.90625 \n",
       "L 51.703125 64.59375 \n",
       "L 19.671875 64.59375 \n",
       "L 19.671875 43.109375 \n",
       "L 48.578125 43.109375 \n",
       "L 48.578125 34.8125 \n",
       "L 19.671875 34.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-46\"/>\n",
       "      <path d=\"M 34.28125 27.484375 \n",
       "Q 23.390625 27.484375 19.1875 25 \n",
       "Q 14.984375 22.515625 14.984375 16.5 \n",
       "Q 14.984375 11.71875 18.140625 8.90625 \n",
       "Q 21.296875 6.109375 26.703125 6.109375 \n",
       "Q 34.1875 6.109375 38.703125 11.40625 \n",
       "Q 43.21875 16.703125 43.21875 25.484375 \n",
       "L 43.21875 27.484375 \n",
       "z\n",
       "M 52.203125 31.203125 \n",
       "L 52.203125 0 \n",
       "L 43.21875 0 \n",
       "L 43.21875 8.296875 \n",
       "Q 40.140625 3.328125 35.546875 0.953125 \n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \n",
       "Q 6 8.015625 6 15.921875 \n",
       "Q 6 25.140625 12.171875 29.828125 \n",
       "Q 18.359375 34.515625 30.609375 34.515625 \n",
       "L 43.21875 34.515625 \n",
       "L 43.21875 35.40625 \n",
       "Q 43.21875 41.609375 39.140625 45 \n",
       "Q 35.0625 48.390625 27.6875 48.390625 \n",
       "Q 23 48.390625 18.546875 47.265625 \n",
       "Q 14.109375 46.140625 10.015625 43.890625 \n",
       "L 10.015625 52.203125 \n",
       "Q 14.9375 54.109375 19.578125 55.046875 \n",
       "Q 24.21875 56 28.609375 56 \n",
       "Q 40.484375 56 46.34375 49.84375 \n",
       "Q 52.203125 43.703125 52.203125 31.203125 \n",
       "z\n",
       "\" id=\"DejaVuSans-61\"/>\n",
       "      <path d=\"M 9.421875 75.984375 \n",
       "L 18.40625 75.984375 \n",
       "L 18.40625 0 \n",
       "L 9.421875 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-6c\"/>\n",
       "      <path d=\"M 44.28125 53.078125 \n",
       "L 44.28125 44.578125 \n",
       "Q 40.484375 46.53125 36.375 47.5 \n",
       "Q 32.28125 48.484375 27.875 48.484375 \n",
       "Q 21.1875 48.484375 17.84375 46.4375 \n",
       "Q 14.5 44.390625 14.5 40.28125 \n",
       "Q 14.5 37.15625 16.890625 35.375 \n",
       "Q 19.28125 33.59375 26.515625 31.984375 \n",
       "L 29.59375 31.296875 \n",
       "Q 39.15625 29.25 43.1875 25.515625 \n",
       "Q 47.21875 21.78125 47.21875 15.09375 \n",
       "Q 47.21875 7.46875 41.1875 3.015625 \n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \n",
       "Q 10.6875 0.296875 5.421875 2 \n",
       "L 5.421875 11.28125 \n",
       "Q 10.40625 8.6875 15.234375 7.390625 \n",
       "Q 20.0625 6.109375 24.8125 6.109375 \n",
       "Q 31.15625 6.109375 34.5625 8.28125 \n",
       "Q 37.984375 10.453125 37.984375 14.40625 \n",
       "Q 37.984375 18.0625 35.515625 20.015625 \n",
       "Q 33.0625 21.96875 24.703125 23.78125 \n",
       "L 21.578125 24.515625 \n",
       "Q 13.234375 26.265625 9.515625 29.90625 \n",
       "Q 5.8125 33.546875 5.8125 39.890625 \n",
       "Q 5.8125 47.609375 11.28125 51.796875 \n",
       "Q 16.75 56 26.8125 56 \n",
       "Q 31.78125 56 36.171875 55.265625 \n",
       "Q 40.578125 54.546875 44.28125 53.078125 \n",
       "z\n",
       "\" id=\"DejaVuSans-73\"/>\n",
       "      <path d=\"M 56.203125 29.59375 \n",
       "L 56.203125 25.203125 \n",
       "L 14.890625 25.203125 \n",
       "Q 15.484375 15.921875 20.484375 11.0625 \n",
       "Q 25.484375 6.203125 34.421875 6.203125 \n",
       "Q 39.59375 6.203125 44.453125 7.46875 \n",
       "Q 49.3125 8.734375 54.109375 11.28125 \n",
       "L 54.109375 2.78125 \n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \n",
       "Q 5.515625 13.8125 5.515625 26.8125 \n",
       "Q 5.515625 40.234375 12.765625 48.109375 \n",
       "Q 20.015625 56 32.328125 56 \n",
       "Q 43.359375 56 49.78125 48.890625 \n",
       "Q 56.203125 41.796875 56.203125 29.59375 \n",
       "z\n",
       "M 47.21875 32.234375 \n",
       "Q 47.125 39.59375 43.09375 43.984375 \n",
       "Q 39.0625 48.390625 32.421875 48.390625 \n",
       "Q 24.90625 48.390625 20.390625 44.140625 \n",
       "Q 15.875 39.890625 15.1875 32.171875 \n",
       "z\n",
       "\" id=\"DejaVuSans-65\"/>\n",
       "      <path id=\"DejaVuSans-20\"/>\n",
       "      <path d=\"M 19.671875 64.796875 \n",
       "L 19.671875 37.40625 \n",
       "L 32.078125 37.40625 \n",
       "Q 38.96875 37.40625 42.71875 40.96875 \n",
       "Q 46.484375 44.53125 46.484375 51.125 \n",
       "Q 46.484375 57.671875 42.71875 61.234375 \n",
       "Q 38.96875 64.796875 32.078125 64.796875 \n",
       "z\n",
       "M 9.8125 72.90625 \n",
       "L 32.078125 72.90625 \n",
       "Q 44.34375 72.90625 50.609375 67.359375 \n",
       "Q 56.890625 61.8125 56.890625 51.125 \n",
       "Q 56.890625 40.328125 50.609375 34.8125 \n",
       "Q 44.34375 29.296875 32.078125 29.296875 \n",
       "L 19.671875 29.296875 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-50\"/>\n",
       "      <path d=\"M 30.609375 48.390625 \n",
       "Q 23.390625 48.390625 19.1875 42.75 \n",
       "Q 14.984375 37.109375 14.984375 27.296875 \n",
       "Q 14.984375 17.484375 19.15625 11.84375 \n",
       "Q 23.34375 6.203125 30.609375 6.203125 \n",
       "Q 37.796875 6.203125 41.984375 11.859375 \n",
       "Q 46.1875 17.53125 46.1875 27.296875 \n",
       "Q 46.1875 37.015625 41.984375 42.703125 \n",
       "Q 37.796875 48.390625 30.609375 48.390625 \n",
       "z\n",
       "M 30.609375 56 \n",
       "Q 42.328125 56 49.015625 48.375 \n",
       "Q 55.71875 40.765625 55.71875 27.296875 \n",
       "Q 55.71875 13.875 49.015625 6.21875 \n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \n",
       "Q 5.515625 13.875 5.515625 27.296875 \n",
       "Q 5.515625 40.765625 12.171875 48.375 \n",
       "Q 18.84375 56 30.609375 56 \n",
       "z\n",
       "\" id=\"DejaVuSans-6f\"/>\n",
       "      <path d=\"M 9.421875 54.6875 \n",
       "L 18.40625 54.6875 \n",
       "L 18.40625 0 \n",
       "L 9.421875 0 \n",
       "z\n",
       "M 9.421875 75.984375 \n",
       "L 18.40625 75.984375 \n",
       "L 18.40625 64.59375 \n",
       "L 9.421875 64.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-69\"/>\n",
       "      <path d=\"M 18.3125 70.21875 \n",
       "L 18.3125 54.6875 \n",
       "L 36.8125 54.6875 \n",
       "L 36.8125 47.703125 \n",
       "L 18.3125 47.703125 \n",
       "L 18.3125 18.015625 \n",
       "Q 18.3125 11.328125 20.140625 9.421875 \n",
       "Q 21.96875 7.515625 27.59375 7.515625 \n",
       "L 36.8125 7.515625 \n",
       "L 36.8125 0 \n",
       "L 27.59375 0 \n",
       "Q 17.1875 0 13.234375 3.875 \n",
       "Q 9.28125 7.765625 9.28125 18.015625 \n",
       "L 9.28125 47.703125 \n",
       "L 2.6875 47.703125 \n",
       "L 2.6875 54.6875 \n",
       "L 9.28125 54.6875 \n",
       "L 9.28125 70.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-74\"/>\n",
       "      <path d=\"M 2.984375 54.6875 \n",
       "L 12.5 54.6875 \n",
       "L 29.59375 8.796875 \n",
       "L 46.6875 54.6875 \n",
       "L 56.203125 54.6875 \n",
       "L 35.6875 0 \n",
       "L 23.484375 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-76\"/>\n",
       "      <path d=\"M 44.390625 34.1875 \n",
       "Q 47.5625 33.109375 50.5625 29.59375 \n",
       "Q 53.5625 26.078125 56.59375 19.921875 \n",
       "L 66.609375 0 \n",
       "L 56 0 \n",
       "L 46.6875 18.703125 \n",
       "Q 43.0625 26.03125 39.671875 28.421875 \n",
       "Q 36.28125 30.8125 30.421875 30.8125 \n",
       "L 19.671875 30.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "L 9.8125 72.90625 \n",
       "L 32.078125 72.90625 \n",
       "Q 44.578125 72.90625 50.734375 67.671875 \n",
       "Q 56.890625 62.453125 56.890625 51.90625 \n",
       "Q 56.890625 45.015625 53.6875 40.46875 \n",
       "Q 50.484375 35.9375 44.390625 34.1875 \n",
       "z\n",
       "M 19.671875 64.796875 \n",
       "L 19.671875 38.921875 \n",
       "L 32.078125 38.921875 \n",
       "Q 39.203125 38.921875 42.84375 42.21875 \n",
       "Q 46.484375 45.515625 46.484375 51.90625 \n",
       "Q 46.484375 58.296875 42.84375 61.546875 \n",
       "Q 39.203125 64.796875 32.078125 64.796875 \n",
       "z\n",
       "\" id=\"DejaVuSans-52\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(249.626719 517.148312)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "      <use x=\"57.378906\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"118.658203\" xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use x=\"146.441406\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"198.541016\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"260.064453\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"291.851562\" xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use x=\"352.107422\" xlink:href=\"#DejaVuSans-6f\"/>\n",
       "      <use x=\"413.289062\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"465.388672\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"493.171875\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"532.380859\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"560.164062\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"619.34375\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"680.867188\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"712.654297\" xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"782.105469\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"843.384766\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"882.59375\" xlink:href=\"#DejaVuSans-65\"/>\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 \n",
       "L -3.5 0 \n",
       "\" id=\"m2a2e9b0864\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#m2a2e9b0864\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(32.491875 476.498156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\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=\"74.47875\" xlink:href=\"#m2a2e9b0864\" y=\"381.163875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(32.491875 389.522156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\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=\"74.47875\" xlink:href=\"#m2a2e9b0864\" y=\"294.187875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(32.491875 302.546156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\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=\"74.47875\" xlink:href=\"#m2a2e9b0864\" y=\"207.211875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(32.491875 215.570156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\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=\"74.47875\" xlink:href=\"#m2a2e9b0864\" y=\"120.235875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.8 -->\n",
       "      <g transform=\"translate(32.491875 128.594156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#m2a2e9b0864\" y=\"33.259875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1.0 -->\n",
       "      <g transform=\"translate(32.491875 41.618156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- True Positive Rate -->\n",
       "     <defs>\n",
       "      <path d=\"M -0.296875 72.90625 \n",
       "L 61.375 72.90625 \n",
       "L 61.375 64.59375 \n",
       "L 35.5 64.59375 \n",
       "L 35.5 0 \n",
       "L 25.59375 0 \n",
       "L 25.59375 64.59375 \n",
       "L -0.296875 64.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-54\"/>\n",
       "      <path d=\"M 41.109375 46.296875 \n",
       "Q 39.59375 47.171875 37.8125 47.578125 \n",
       "Q 36.03125 48 33.890625 48 \n",
       "Q 26.265625 48 22.1875 43.046875 \n",
       "Q 18.109375 38.09375 18.109375 28.8125 \n",
       "L 18.109375 0 \n",
       "L 9.078125 0 \n",
       "L 9.078125 54.6875 \n",
       "L 18.109375 54.6875 \n",
       "L 18.109375 46.1875 \n",
       "Q 20.953125 51.171875 25.484375 53.578125 \n",
       "Q 30.03125 56 36.53125 56 \n",
       "Q 37.453125 56 38.578125 55.875 \n",
       "Q 39.703125 55.765625 41.0625 55.515625 \n",
       "z\n",
       "\" id=\"DejaVuSans-72\"/>\n",
       "      <path d=\"M 8.5 21.578125 \n",
       "L 8.5 54.6875 \n",
       "L 17.484375 54.6875 \n",
       "L 17.484375 21.921875 \n",
       "Q 17.484375 14.15625 20.5 10.265625 \n",
       "Q 23.53125 6.390625 29.59375 6.390625 \n",
       "Q 36.859375 6.390625 41.078125 11.03125 \n",
       "Q 45.3125 15.671875 45.3125 23.6875 \n",
       "L 45.3125 54.6875 \n",
       "L 54.296875 54.6875 \n",
       "L 54.296875 0 \n",
       "L 45.3125 0 \n",
       "L 45.3125 8.40625 \n",
       "Q 42.046875 3.421875 37.71875 1 \n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \n",
       "Q 18.265625 -1.421875 13.375 4.4375 \n",
       "Q 8.5 10.296875 8.5 21.578125 \n",
       "z\n",
       "M 31.109375 56 \n",
       "z\n",
       "\" id=\"DejaVuSans-75\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(23.916563 350.901281)rotate(-90)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "      <use x=\"60.865234\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"101.978516\" xlink:href=\"#DejaVuSans-75\"/>\n",
       "      <use x=\"165.357422\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"226.880859\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"258.667969\" xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use x=\"318.923828\" xlink:href=\"#DejaVuSans-6f\"/>\n",
       "      <use x=\"380.105469\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"432.205078\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"459.988281\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"499.197266\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"526.980469\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"586.160156\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"647.683594\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"679.470703\" xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"748.921875\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"810.201172\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"849.410156\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path clip-path=\"url(#pe2dbd35063)\" d=\"M 74.47875 468.139875 \n",
       "L 75.040872 267.966116 \n",
       "L 75.228246 239.881608 \n",
       "L 76.539865 220.537687 \n",
       "L 76.539865 219.391381 \n",
       "L 76.539865 219.248092 \n",
       "L 78.60098 199.331018 \n",
       "L 78.60098 199.18773 \n",
       "L 78.788354 199.18773 \n",
       "L 81.598965 181.849845 \n",
       "L 81.598965 181.706557 \n",
       "L 81.598965 180.846827 \n",
       "L 83.097958 167.09115 \n",
       "L 83.097958 166.661285 \n",
       "L 87.220187 152.619032 \n",
       "L 87.407561 152.619032 \n",
       "L 87.407561 152.475743 \n",
       "L 87.407561 151.616013 \n",
       "L 91.342417 136.140877 \n",
       "L 91.342417 135.711012 \n",
       "L 94.902524 123.531506 \n",
       "L 95.089898 123.531506 \n",
       "L 95.089898 123.388218 \n",
       "L 95.089898 123.101641 \n",
       "L 98.462632 114.217766 \n",
       "L 98.462632 113.93119 \n",
       "L 98.650006 113.93119 \n",
       "L 101.460617 104.330873 \n",
       "L 101.460617 103.614432 \n",
       "L 104.271228 98.456053 \n",
       "L 104.458602 98.456053 \n",
       "L 104.458602 98.312765 \n",
       "L 104.83335 98.312765 \n",
       "L 104.83335 98.026188 \n",
       "L 108.01871 93.154386 \n",
       "L 108.01871 92.867809 \n",
       "L 112.328313 87.852718 \n",
       "L 116.263169 84.270511 \n",
       "L 116.263169 84.127223 \n",
       "L 116.450543 83.983934 \n",
       "L 116.637917 83.983934 \n",
       "L 118.886406 81.977898 \n",
       "L 119.07378 81.691321 \n",
       "L 119.261154 81.691321 \n",
       "L 125.069751 78.538979 \n",
       "L 125.257125 78.39569 \n",
       "L 125.444499 78.39569 \n",
       "L 132.37734 73.953753 \n",
       "L 132.752088 73.953753 \n",
       "L 140.809173 70.514834 \n",
       "L 141.183921 70.514834 \n",
       "L 141.558669 70.514834 \n",
       "L 151.114747 66.64605 \n",
       "L 151.302121 66.64605 \n",
       "L 151.302121 66.502761 \n",
       "L 162.544566 62.347401 \n",
       "L 163.106688 62.347401 \n",
       "L 176.410248 59.481634 \n",
       "L 177.159744 59.481634 \n",
       "L 191.025426 55.61285 \n",
       "L 191.400174 55.61285 \n",
       "L 191.400174 55.469562 \n",
       "L 191.587548 55.469562 \n",
       "L 208.076467 51.887354 \n",
       "L 208.638589 51.887354 \n",
       "L 209.013337 51.887354 \n",
       "L 209.200711 51.887354 \n",
       "L 228.687615 49.451453 \n",
       "L 229.437111 49.451453 \n",
       "L 251.172504 45.725957 \n",
       "L 251.359878 45.725957 \n",
       "L 251.359878 45.582669 \n",
       "L 276.842753 43.863209 \n",
       "L 277.779623 43.863209 \n",
       "L 303.82462 41.713885 \n",
       "L 304.386742 41.713885 \n",
       "L 304.76149 41.713885 \n",
       "L 304.76149 41.570597 \n",
       "L 335.865587 39.134695 \n",
       "L 336.240335 39.134695 \n",
       "L 375.588891 36.412218 \n",
       "L 376.338387 36.412218 \n",
       "L 376.713135 36.412218 \n",
       "L 377.462632 36.412218 \n",
       "L 425.617769 35.122623 \n",
       "L 426.179892 35.122623 \n",
       "L 482.954237 34.119605 \n",
       "L 483.141611 34.119605 \n",
       "L 483.703733 34.119605 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:square;stroke-width:2;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path clip-path=\"url(#pe2dbd35063)\" d=\"M 74.47875 468.139875 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#000080;stroke-dasharray:7.4,3.2;stroke-dashoffset:0;stroke-width:2;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 74.47875 468.139875 \n",
       "L 74.47875 33.259875 \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 632.47875 468.139875 \n",
       "L 632.47875 33.259875 \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 74.47875 468.139875 \n",
       "L 632.47875 468.139875 \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 74.47875 33.259875 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_15\">\n",
       "    <!-- ROC -->\n",
       "    <defs>\n",
       "     <path d=\"M 39.40625 66.21875 \n",
       "Q 28.65625 66.21875 22.328125 58.203125 \n",
       "Q 16.015625 50.203125 16.015625 36.375 \n",
       "Q 16.015625 22.609375 22.328125 14.59375 \n",
       "Q 28.65625 6.59375 39.40625 6.59375 \n",
       "Q 50.140625 6.59375 56.421875 14.59375 \n",
       "Q 62.703125 22.609375 62.703125 36.375 \n",
       "Q 62.703125 50.203125 56.421875 58.203125 \n",
       "Q 50.140625 66.21875 39.40625 66.21875 \n",
       "z\n",
       "M 39.40625 74.21875 \n",
       "Q 54.734375 74.21875 63.90625 63.9375 \n",
       "Q 73.09375 53.65625 73.09375 36.375 \n",
       "Q 73.09375 19.140625 63.90625 8.859375 \n",
       "Q 54.734375 -1.421875 39.40625 -1.421875 \n",
       "Q 24.03125 -1.421875 14.8125 8.828125 \n",
       "Q 5.609375 19.09375 5.609375 36.375 \n",
       "Q 5.609375 53.65625 14.8125 63.9375 \n",
       "Q 24.03125 74.21875 39.40625 74.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-4f\"/>\n",
       "     <path d=\"M 64.40625 67.28125 \n",
       "L 64.40625 56.890625 \n",
       "Q 59.421875 61.53125 53.78125 63.8125 \n",
       "Q 48.140625 66.109375 41.796875 66.109375 \n",
       "Q 29.296875 66.109375 22.65625 58.46875 \n",
       "Q 16.015625 50.828125 16.015625 36.375 \n",
       "Q 16.015625 21.96875 22.65625 14.328125 \n",
       "Q 29.296875 6.6875 41.796875 6.6875 \n",
       "Q 48.140625 6.6875 53.78125 8.984375 \n",
       "Q 59.421875 11.28125 64.40625 15.921875 \n",
       "L 64.40625 5.609375 \n",
       "Q 59.234375 2.09375 53.4375 0.328125 \n",
       "Q 47.65625 -1.421875 41.21875 -1.421875 \n",
       "Q 24.65625 -1.421875 15.125 8.703125 \n",
       "Q 5.609375 18.84375 5.609375 36.375 \n",
       "Q 5.609375 53.953125 15.125 64.078125 \n",
       "Q 24.65625 74.21875 41.21875 74.21875 \n",
       "Q 47.75 74.21875 53.53125 72.484375 \n",
       "Q 59.328125 70.75 64.40625 67.28125 \n",
       "z\n",
       "\" id=\"DejaVuSans-43\"/>\n",
       "    </defs>\n",
       "    <g transform=\"translate(324.698625 27.259875)scale(0.264 -0.264)\">\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "     <use x=\"69.482422\" xlink:href=\"#DejaVuSans-4f\"/>\n",
       "     <use x=\"148.193359\" xlink:href=\"#DejaVuSans-43\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 274.97875 457.139875 \n",
       "L 617.07875 457.139875 \n",
       "Q 621.47875 457.139875 621.47875 452.739875 \n",
       "L 621.47875 422.648 \n",
       "Q 621.47875 418.248 617.07875 418.248 \n",
       "L 274.97875 418.248 \n",
       "Q 270.57875 418.248 270.57875 422.648 \n",
       "L 270.57875 452.739875 \n",
       "Q 270.57875 457.139875 274.97875 457.139875 \n",
       "z\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_15\">\n",
       "     <path d=\"M 279.37875 436.064563 \n",
       "L 323.37875 436.064563 \n",
       "\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:square;stroke-width:2;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_16\"/>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- ROC curve (area = 0.96) -->\n",
       "     <defs>\n",
       "      <path d=\"M 48.78125 52.59375 \n",
       "L 48.78125 44.1875 \n",
       "Q 44.96875 46.296875 41.140625 47.34375 \n",
       "Q 37.3125 48.390625 33.40625 48.390625 \n",
       "Q 24.65625 48.390625 19.8125 42.84375 \n",
       "Q 14.984375 37.3125 14.984375 27.296875 \n",
       "Q 14.984375 17.28125 19.8125 11.734375 \n",
       "Q 24.65625 6.203125 33.40625 6.203125 \n",
       "Q 37.3125 6.203125 41.140625 7.25 \n",
       "Q 44.96875 8.296875 48.78125 10.40625 \n",
       "L 48.78125 2.09375 \n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \n",
       "Q 5.515625 14.109375 5.515625 27.296875 \n",
       "Q 5.515625 40.671875 12.859375 48.328125 \n",
       "Q 20.21875 56 33.015625 56 \n",
       "Q 37.15625 56 41.109375 55.140625 \n",
       "Q 45.0625 54.296875 48.78125 52.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-63\"/>\n",
       "      <path d=\"M 31 75.875 \n",
       "Q 24.46875 64.65625 21.28125 53.65625 \n",
       "Q 18.109375 42.671875 18.109375 31.390625 \n",
       "Q 18.109375 20.125 21.3125 9.0625 \n",
       "Q 24.515625 -2 31 -13.1875 \n",
       "L 23.1875 -13.1875 \n",
       "Q 15.875 -1.703125 12.234375 9.375 \n",
       "Q 8.59375 20.453125 8.59375 31.390625 \n",
       "Q 8.59375 42.28125 12.203125 53.3125 \n",
       "Q 15.828125 64.359375 23.1875 75.875 \n",
       "z\n",
       "\" id=\"DejaVuSans-28\"/>\n",
       "      <path d=\"M 10.59375 45.40625 \n",
       "L 73.1875 45.40625 \n",
       "L 73.1875 37.203125 \n",
       "L 10.59375 37.203125 \n",
       "z\n",
       "M 10.59375 25.484375 \n",
       "L 73.1875 25.484375 \n",
       "L 73.1875 17.1875 \n",
       "L 10.59375 17.1875 \n",
       "z\n",
       "\" id=\"DejaVuSans-3d\"/>\n",
       "      <path d=\"M 10.984375 1.515625 \n",
       "L 10.984375 10.5 \n",
       "Q 14.703125 8.734375 18.5 7.8125 \n",
       "Q 22.3125 6.890625 25.984375 6.890625 \n",
       "Q 35.75 6.890625 40.890625 13.453125 \n",
       "Q 46.046875 20.015625 46.78125 33.40625 \n",
       "Q 43.953125 29.203125 39.59375 26.953125 \n",
       "Q 35.25 24.703125 29.984375 24.703125 \n",
       "Q 19.046875 24.703125 12.671875 31.3125 \n",
       "Q 6.296875 37.9375 6.296875 49.421875 \n",
       "Q 6.296875 60.640625 12.9375 67.421875 \n",
       "Q 19.578125 74.21875 30.609375 74.21875 \n",
       "Q 43.265625 74.21875 49.921875 64.515625 \n",
       "Q 56.59375 54.828125 56.59375 36.375 \n",
       "Q 56.59375 19.140625 48.40625 8.859375 \n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \n",
       "Q 15.09375 0.046875 10.984375 1.515625 \n",
       "z\n",
       "M 30.609375 32.421875 \n",
       "Q 37.25 32.421875 41.125 36.953125 \n",
       "Q 45.015625 41.5 45.015625 49.421875 \n",
       "Q 45.015625 57.28125 41.125 61.84375 \n",
       "Q 37.25 66.40625 30.609375 66.40625 \n",
       "Q 23.96875 66.40625 20.09375 61.84375 \n",
       "Q 16.21875 57.28125 16.21875 49.421875 \n",
       "Q 16.21875 41.5 20.09375 36.953125 \n",
       "Q 23.96875 32.421875 30.609375 32.421875 \n",
       "z\n",
       "\" id=\"DejaVuSans-39\"/>\n",
       "      <path d=\"M 8.015625 75.875 \n",
       "L 15.828125 75.875 \n",
       "Q 23.140625 64.359375 26.78125 53.3125 \n",
       "Q 30.421875 42.28125 30.421875 31.390625 \n",
       "Q 30.421875 20.453125 26.78125 9.375 \n",
       "Q 23.140625 -1.703125 15.828125 -13.1875 \n",
       "L 8.015625 -13.1875 \n",
       "Q 14.5 -2 17.703125 9.0625 \n",
       "Q 20.90625 20.125 20.90625 31.390625 \n",
       "Q 20.90625 42.671875 17.703125 53.65625 \n",
       "Q 14.5 64.65625 8.015625 75.875 \n",
       "z\n",
       "\" id=\"DejaVuSans-29\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(340.97875 443.764563)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"69.482422\" xlink:href=\"#DejaVuSans-4f\"/>\n",
       "      <use x=\"148.193359\" xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use x=\"218.017578\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"249.804688\" xlink:href=\"#DejaVuSans-63\"/>\n",
       "      <use x=\"304.785156\" xlink:href=\"#DejaVuSans-75\"/>\n",
       "      <use x=\"368.164062\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"409.277344\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"468.457031\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"529.980469\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"561.767578\" xlink:href=\"#DejaVuSans-28\"/>\n",
       "      <use x=\"600.78125\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"662.060547\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"703.142578\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"764.666016\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"825.945312\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"857.732422\" xlink:href=\"#DejaVuSans-3d\"/>\n",
       "      <use x=\"941.521484\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"973.308594\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      <use x=\"1036.931641\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "      <use x=\"1068.71875\" xlink:href=\"#DejaVuSans-39\"/>\n",
       "      <use x=\"1132.341797\" xlink:href=\"#DejaVuSans-36\"/>\n",
       "      <use x=\"1195.964844\" xlink:href=\"#DejaVuSans-29\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pe2dbd35063\">\n",
       "   <rect height=\"434.88\" width=\"558\" x=\"74.47875\" y=\"33.259875\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d62194358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============= path_model =============\n",
      "Accuracy: 0.89\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.86      0.86      0.86      1698\n",
      "          1       0.91      0.92      0.92      2811\n",
      "\n",
      "avg / total       0.89      0.89      0.89      4509\n",
      "\n"
     ]
    },
    {
     "data": {
      "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 (http://matplotlib.org/) -->\n",
       "<svg height=\"528pt\" version=\"1.1\" viewBox=\"0 0 657 528\" width=\"657pt\" 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 0 528.923625 \n",
       "L 657.172187 528.923625 \n",
       "L 657.172187 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 74.47875 468.139875 \n",
       "L 632.47875 468.139875 \n",
       "L 632.47875 33.259875 \n",
       "L 74.47875 33.259875 \n",
       "z\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 \n",
       "L 0 3.5 \n",
       "\" id=\"mf3bece68d7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#mf3bece68d7\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-30\"/>\n",
       "       <path d=\"M 10.6875 12.40625 \n",
       "L 21 12.40625 \n",
       "L 21 0 \n",
       "L 10.6875 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-2e\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(56.985313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\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=\"186.07875\" xlink:href=\"#mf3bece68d7\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0.2 -->\n",
       "      <defs>\n",
       "       <path d=\"M 19.1875 8.296875 \n",
       "L 53.609375 8.296875 \n",
       "L 53.609375 0 \n",
       "L 7.328125 0 \n",
       "L 7.328125 8.296875 \n",
       "Q 12.9375 14.109375 22.625 23.890625 \n",
       "Q 32.328125 33.6875 34.8125 36.53125 \n",
       "Q 39.546875 41.84375 41.421875 45.53125 \n",
       "Q 43.3125 49.21875 43.3125 52.78125 \n",
       "Q 43.3125 58.59375 39.234375 62.25 \n",
       "Q 35.15625 65.921875 28.609375 65.921875 \n",
       "Q 23.96875 65.921875 18.8125 64.3125 \n",
       "Q 13.671875 62.703125 7.8125 59.421875 \n",
       "L 7.8125 69.390625 \n",
       "Q 13.765625 71.78125 18.9375 73 \n",
       "Q 24.125 74.21875 28.421875 74.21875 \n",
       "Q 39.75 74.21875 46.484375 68.546875 \n",
       "Q 53.21875 62.890625 53.21875 53.421875 \n",
       "Q 53.21875 48.921875 51.53125 44.890625 \n",
       "Q 49.859375 40.875 45.40625 35.40625 \n",
       "Q 44.1875 33.984375 37.640625 27.21875 \n",
       "Q 31.109375 20.453125 19.1875 8.296875 \n",
       "z\n",
       "\" id=\"DejaVuSans-32\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(168.585313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\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=\"297.67875\" xlink:href=\"#mf3bece68d7\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0.4 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.796875 64.3125 \n",
       "L 12.890625 25.390625 \n",
       "L 37.796875 25.390625 \n",
       "z\n",
       "M 35.203125 72.90625 \n",
       "L 47.609375 72.90625 \n",
       "L 47.609375 25.390625 \n",
       "L 58.015625 25.390625 \n",
       "L 58.015625 17.1875 \n",
       "L 47.609375 17.1875 \n",
       "L 47.609375 0 \n",
       "L 37.796875 0 \n",
       "L 37.796875 17.1875 \n",
       "L 4.890625 17.1875 \n",
       "L 4.890625 26.703125 \n",
       "z\n",
       "\" id=\"DejaVuSans-34\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(280.185313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\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=\"409.27875\" xlink:href=\"#mf3bece68d7\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.6 -->\n",
       "      <defs>\n",
       "       <path d=\"M 33.015625 40.375 \n",
       "Q 26.375 40.375 22.484375 35.828125 \n",
       "Q 18.609375 31.296875 18.609375 23.390625 \n",
       "Q 18.609375 15.53125 22.484375 10.953125 \n",
       "Q 26.375 6.390625 33.015625 6.390625 \n",
       "Q 39.65625 6.390625 43.53125 10.953125 \n",
       "Q 47.40625 15.53125 47.40625 23.390625 \n",
       "Q 47.40625 31.296875 43.53125 35.828125 \n",
       "Q 39.65625 40.375 33.015625 40.375 \n",
       "z\n",
       "M 52.59375 71.296875 \n",
       "L 52.59375 62.3125 \n",
       "Q 48.875 64.0625 45.09375 64.984375 \n",
       "Q 41.3125 65.921875 37.59375 65.921875 \n",
       "Q 27.828125 65.921875 22.671875 59.328125 \n",
       "Q 17.53125 52.734375 16.796875 39.40625 \n",
       "Q 19.671875 43.65625 24.015625 45.921875 \n",
       "Q 28.375 48.1875 33.59375 48.1875 \n",
       "Q 44.578125 48.1875 50.953125 41.515625 \n",
       "Q 57.328125 34.859375 57.328125 23.390625 \n",
       "Q 57.328125 12.15625 50.6875 5.359375 \n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \n",
       "Q 6.984375 17.96875 6.984375 36.375 \n",
       "Q 6.984375 53.65625 15.1875 63.9375 \n",
       "Q 23.390625 74.21875 37.203125 74.21875 \n",
       "Q 40.921875 74.21875 44.703125 73.484375 \n",
       "Q 48.484375 72.75 52.59375 71.296875 \n",
       "z\n",
       "\" id=\"DejaVuSans-36\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(391.785313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\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=\"520.87875\" xlink:href=\"#mf3bece68d7\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0.8 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 34.625 \n",
       "Q 24.75 34.625 20.71875 30.859375 \n",
       "Q 16.703125 27.09375 16.703125 20.515625 \n",
       "Q 16.703125 13.921875 20.71875 10.15625 \n",
       "Q 24.75 6.390625 31.78125 6.390625 \n",
       "Q 38.8125 6.390625 42.859375 10.171875 \n",
       "Q 46.921875 13.96875 46.921875 20.515625 \n",
       "Q 46.921875 27.09375 42.890625 30.859375 \n",
       "Q 38.875 34.625 31.78125 34.625 \n",
       "z\n",
       "M 21.921875 38.8125 \n",
       "Q 15.578125 40.375 12.03125 44.71875 \n",
       "Q 8.5 49.078125 8.5 55.328125 \n",
       "Q 8.5 64.0625 14.71875 69.140625 \n",
       "Q 20.953125 74.21875 31.78125 74.21875 \n",
       "Q 42.671875 74.21875 48.875 69.140625 \n",
       "Q 55.078125 64.0625 55.078125 55.328125 \n",
       "Q 55.078125 49.078125 51.53125 44.71875 \n",
       "Q 48 40.375 41.703125 38.8125 \n",
       "Q 48.828125 37.15625 52.796875 32.3125 \n",
       "Q 56.78125 27.484375 56.78125 20.515625 \n",
       "Q 56.78125 9.90625 50.3125 4.234375 \n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \n",
       "Q 19.734375 -1.421875 13.25 4.234375 \n",
       "Q 6.78125 9.90625 6.78125 20.515625 \n",
       "Q 6.78125 27.484375 10.78125 32.3125 \n",
       "Q 14.796875 37.15625 21.921875 38.8125 \n",
       "z\n",
       "M 18.3125 54.390625 \n",
       "Q 18.3125 48.734375 21.84375 45.5625 \n",
       "Q 25.390625 42.390625 31.78125 42.390625 \n",
       "Q 38.140625 42.390625 41.71875 45.5625 \n",
       "Q 45.3125 48.734375 45.3125 54.390625 \n",
       "Q 45.3125 60.0625 41.71875 63.234375 \n",
       "Q 38.140625 66.40625 31.78125 66.40625 \n",
       "Q 25.390625 66.40625 21.84375 63.234375 \n",
       "Q 18.3125 60.0625 18.3125 54.390625 \n",
       "z\n",
       "\" id=\"DejaVuSans-38\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(503.385313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\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=\"632.47875\" xlink:href=\"#mf3bece68d7\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 12.40625 8.296875 \n",
       "L 28.515625 8.296875 \n",
       "L 28.515625 63.921875 \n",
       "L 10.984375 60.40625 \n",
       "L 10.984375 69.390625 \n",
       "L 28.421875 72.90625 \n",
       "L 38.28125 72.90625 \n",
       "L 38.28125 8.296875 \n",
       "L 54.390625 8.296875 \n",
       "L 54.390625 0 \n",
       "L 12.40625 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-31\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(614.985312 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- False Positive Rate -->\n",
       "     <defs>\n",
       "      <path d=\"M 9.8125 72.90625 \n",
       "L 51.703125 72.90625 \n",
       "L 51.703125 64.59375 \n",
       "L 19.671875 64.59375 \n",
       "L 19.671875 43.109375 \n",
       "L 48.578125 43.109375 \n",
       "L 48.578125 34.8125 \n",
       "L 19.671875 34.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-46\"/>\n",
       "      <path d=\"M 34.28125 27.484375 \n",
       "Q 23.390625 27.484375 19.1875 25 \n",
       "Q 14.984375 22.515625 14.984375 16.5 \n",
       "Q 14.984375 11.71875 18.140625 8.90625 \n",
       "Q 21.296875 6.109375 26.703125 6.109375 \n",
       "Q 34.1875 6.109375 38.703125 11.40625 \n",
       "Q 43.21875 16.703125 43.21875 25.484375 \n",
       "L 43.21875 27.484375 \n",
       "z\n",
       "M 52.203125 31.203125 \n",
       "L 52.203125 0 \n",
       "L 43.21875 0 \n",
       "L 43.21875 8.296875 \n",
       "Q 40.140625 3.328125 35.546875 0.953125 \n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \n",
       "Q 6 8.015625 6 15.921875 \n",
       "Q 6 25.140625 12.171875 29.828125 \n",
       "Q 18.359375 34.515625 30.609375 34.515625 \n",
       "L 43.21875 34.515625 \n",
       "L 43.21875 35.40625 \n",
       "Q 43.21875 41.609375 39.140625 45 \n",
       "Q 35.0625 48.390625 27.6875 48.390625 \n",
       "Q 23 48.390625 18.546875 47.265625 \n",
       "Q 14.109375 46.140625 10.015625 43.890625 \n",
       "L 10.015625 52.203125 \n",
       "Q 14.9375 54.109375 19.578125 55.046875 \n",
       "Q 24.21875 56 28.609375 56 \n",
       "Q 40.484375 56 46.34375 49.84375 \n",
       "Q 52.203125 43.703125 52.203125 31.203125 \n",
       "z\n",
       "\" id=\"DejaVuSans-61\"/>\n",
       "      <path d=\"M 9.421875 75.984375 \n",
       "L 18.40625 75.984375 \n",
       "L 18.40625 0 \n",
       "L 9.421875 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-6c\"/>\n",
       "      <path d=\"M 44.28125 53.078125 \n",
       "L 44.28125 44.578125 \n",
       "Q 40.484375 46.53125 36.375 47.5 \n",
       "Q 32.28125 48.484375 27.875 48.484375 \n",
       "Q 21.1875 48.484375 17.84375 46.4375 \n",
       "Q 14.5 44.390625 14.5 40.28125 \n",
       "Q 14.5 37.15625 16.890625 35.375 \n",
       "Q 19.28125 33.59375 26.515625 31.984375 \n",
       "L 29.59375 31.296875 \n",
       "Q 39.15625 29.25 43.1875 25.515625 \n",
       "Q 47.21875 21.78125 47.21875 15.09375 \n",
       "Q 47.21875 7.46875 41.1875 3.015625 \n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \n",
       "Q 10.6875 0.296875 5.421875 2 \n",
       "L 5.421875 11.28125 \n",
       "Q 10.40625 8.6875 15.234375 7.390625 \n",
       "Q 20.0625 6.109375 24.8125 6.109375 \n",
       "Q 31.15625 6.109375 34.5625 8.28125 \n",
       "Q 37.984375 10.453125 37.984375 14.40625 \n",
       "Q 37.984375 18.0625 35.515625 20.015625 \n",
       "Q 33.0625 21.96875 24.703125 23.78125 \n",
       "L 21.578125 24.515625 \n",
       "Q 13.234375 26.265625 9.515625 29.90625 \n",
       "Q 5.8125 33.546875 5.8125 39.890625 \n",
       "Q 5.8125 47.609375 11.28125 51.796875 \n",
       "Q 16.75 56 26.8125 56 \n",
       "Q 31.78125 56 36.171875 55.265625 \n",
       "Q 40.578125 54.546875 44.28125 53.078125 \n",
       "z\n",
       "\" id=\"DejaVuSans-73\"/>\n",
       "      <path d=\"M 56.203125 29.59375 \n",
       "L 56.203125 25.203125 \n",
       "L 14.890625 25.203125 \n",
       "Q 15.484375 15.921875 20.484375 11.0625 \n",
       "Q 25.484375 6.203125 34.421875 6.203125 \n",
       "Q 39.59375 6.203125 44.453125 7.46875 \n",
       "Q 49.3125 8.734375 54.109375 11.28125 \n",
       "L 54.109375 2.78125 \n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \n",
       "Q 5.515625 13.8125 5.515625 26.8125 \n",
       "Q 5.515625 40.234375 12.765625 48.109375 \n",
       "Q 20.015625 56 32.328125 56 \n",
       "Q 43.359375 56 49.78125 48.890625 \n",
       "Q 56.203125 41.796875 56.203125 29.59375 \n",
       "z\n",
       "M 47.21875 32.234375 \n",
       "Q 47.125 39.59375 43.09375 43.984375 \n",
       "Q 39.0625 48.390625 32.421875 48.390625 \n",
       "Q 24.90625 48.390625 20.390625 44.140625 \n",
       "Q 15.875 39.890625 15.1875 32.171875 \n",
       "z\n",
       "\" id=\"DejaVuSans-65\"/>\n",
       "      <path id=\"DejaVuSans-20\"/>\n",
       "      <path d=\"M 19.671875 64.796875 \n",
       "L 19.671875 37.40625 \n",
       "L 32.078125 37.40625 \n",
       "Q 38.96875 37.40625 42.71875 40.96875 \n",
       "Q 46.484375 44.53125 46.484375 51.125 \n",
       "Q 46.484375 57.671875 42.71875 61.234375 \n",
       "Q 38.96875 64.796875 32.078125 64.796875 \n",
       "z\n",
       "M 9.8125 72.90625 \n",
       "L 32.078125 72.90625 \n",
       "Q 44.34375 72.90625 50.609375 67.359375 \n",
       "Q 56.890625 61.8125 56.890625 51.125 \n",
       "Q 56.890625 40.328125 50.609375 34.8125 \n",
       "Q 44.34375 29.296875 32.078125 29.296875 \n",
       "L 19.671875 29.296875 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-50\"/>\n",
       "      <path d=\"M 30.609375 48.390625 \n",
       "Q 23.390625 48.390625 19.1875 42.75 \n",
       "Q 14.984375 37.109375 14.984375 27.296875 \n",
       "Q 14.984375 17.484375 19.15625 11.84375 \n",
       "Q 23.34375 6.203125 30.609375 6.203125 \n",
       "Q 37.796875 6.203125 41.984375 11.859375 \n",
       "Q 46.1875 17.53125 46.1875 27.296875 \n",
       "Q 46.1875 37.015625 41.984375 42.703125 \n",
       "Q 37.796875 48.390625 30.609375 48.390625 \n",
       "z\n",
       "M 30.609375 56 \n",
       "Q 42.328125 56 49.015625 48.375 \n",
       "Q 55.71875 40.765625 55.71875 27.296875 \n",
       "Q 55.71875 13.875 49.015625 6.21875 \n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \n",
       "Q 5.515625 13.875 5.515625 27.296875 \n",
       "Q 5.515625 40.765625 12.171875 48.375 \n",
       "Q 18.84375 56 30.609375 56 \n",
       "z\n",
       "\" id=\"DejaVuSans-6f\"/>\n",
       "      <path d=\"M 9.421875 54.6875 \n",
       "L 18.40625 54.6875 \n",
       "L 18.40625 0 \n",
       "L 9.421875 0 \n",
       "z\n",
       "M 9.421875 75.984375 \n",
       "L 18.40625 75.984375 \n",
       "L 18.40625 64.59375 \n",
       "L 9.421875 64.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-69\"/>\n",
       "      <path d=\"M 18.3125 70.21875 \n",
       "L 18.3125 54.6875 \n",
       "L 36.8125 54.6875 \n",
       "L 36.8125 47.703125 \n",
       "L 18.3125 47.703125 \n",
       "L 18.3125 18.015625 \n",
       "Q 18.3125 11.328125 20.140625 9.421875 \n",
       "Q 21.96875 7.515625 27.59375 7.515625 \n",
       "L 36.8125 7.515625 \n",
       "L 36.8125 0 \n",
       "L 27.59375 0 \n",
       "Q 17.1875 0 13.234375 3.875 \n",
       "Q 9.28125 7.765625 9.28125 18.015625 \n",
       "L 9.28125 47.703125 \n",
       "L 2.6875 47.703125 \n",
       "L 2.6875 54.6875 \n",
       "L 9.28125 54.6875 \n",
       "L 9.28125 70.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-74\"/>\n",
       "      <path d=\"M 2.984375 54.6875 \n",
       "L 12.5 54.6875 \n",
       "L 29.59375 8.796875 \n",
       "L 46.6875 54.6875 \n",
       "L 56.203125 54.6875 \n",
       "L 35.6875 0 \n",
       "L 23.484375 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-76\"/>\n",
       "      <path d=\"M 44.390625 34.1875 \n",
       "Q 47.5625 33.109375 50.5625 29.59375 \n",
       "Q 53.5625 26.078125 56.59375 19.921875 \n",
       "L 66.609375 0 \n",
       "L 56 0 \n",
       "L 46.6875 18.703125 \n",
       "Q 43.0625 26.03125 39.671875 28.421875 \n",
       "Q 36.28125 30.8125 30.421875 30.8125 \n",
       "L 19.671875 30.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "L 9.8125 72.90625 \n",
       "L 32.078125 72.90625 \n",
       "Q 44.578125 72.90625 50.734375 67.671875 \n",
       "Q 56.890625 62.453125 56.890625 51.90625 \n",
       "Q 56.890625 45.015625 53.6875 40.46875 \n",
       "Q 50.484375 35.9375 44.390625 34.1875 \n",
       "z\n",
       "M 19.671875 64.796875 \n",
       "L 19.671875 38.921875 \n",
       "L 32.078125 38.921875 \n",
       "Q 39.203125 38.921875 42.84375 42.21875 \n",
       "Q 46.484375 45.515625 46.484375 51.90625 \n",
       "Q 46.484375 58.296875 42.84375 61.546875 \n",
       "Q 39.203125 64.796875 32.078125 64.796875 \n",
       "z\n",
       "\" id=\"DejaVuSans-52\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(249.626719 517.148312)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "      <use x=\"57.378906\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"118.658203\" xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use x=\"146.441406\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"198.541016\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"260.064453\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"291.851562\" xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use x=\"352.107422\" xlink:href=\"#DejaVuSans-6f\"/>\n",
       "      <use x=\"413.289062\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"465.388672\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"493.171875\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"532.380859\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"560.164062\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"619.34375\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"680.867188\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"712.654297\" xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"782.105469\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"843.384766\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"882.59375\" xlink:href=\"#DejaVuSans-65\"/>\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 \n",
       "L -3.5 0 \n",
       "\" id=\"m6adc7cf414\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#m6adc7cf414\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(32.491875 476.498156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\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=\"74.47875\" xlink:href=\"#m6adc7cf414\" y=\"381.163875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(32.491875 389.522156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\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=\"74.47875\" xlink:href=\"#m6adc7cf414\" y=\"294.187875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(32.491875 302.546156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\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=\"74.47875\" xlink:href=\"#m6adc7cf414\" y=\"207.211875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(32.491875 215.570156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\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=\"74.47875\" xlink:href=\"#m6adc7cf414\" y=\"120.235875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.8 -->\n",
       "      <g transform=\"translate(32.491875 128.594156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#m6adc7cf414\" y=\"33.259875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1.0 -->\n",
       "      <g transform=\"translate(32.491875 41.618156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- True Positive Rate -->\n",
       "     <defs>\n",
       "      <path d=\"M -0.296875 72.90625 \n",
       "L 61.375 72.90625 \n",
       "L 61.375 64.59375 \n",
       "L 35.5 64.59375 \n",
       "L 35.5 0 \n",
       "L 25.59375 0 \n",
       "L 25.59375 64.59375 \n",
       "L -0.296875 64.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-54\"/>\n",
       "      <path d=\"M 41.109375 46.296875 \n",
       "Q 39.59375 47.171875 37.8125 47.578125 \n",
       "Q 36.03125 48 33.890625 48 \n",
       "Q 26.265625 48 22.1875 43.046875 \n",
       "Q 18.109375 38.09375 18.109375 28.8125 \n",
       "L 18.109375 0 \n",
       "L 9.078125 0 \n",
       "L 9.078125 54.6875 \n",
       "L 18.109375 54.6875 \n",
       "L 18.109375 46.1875 \n",
       "Q 20.953125 51.171875 25.484375 53.578125 \n",
       "Q 30.03125 56 36.53125 56 \n",
       "Q 37.453125 56 38.578125 55.875 \n",
       "Q 39.703125 55.765625 41.0625 55.515625 \n",
       "z\n",
       "\" id=\"DejaVuSans-72\"/>\n",
       "      <path d=\"M 8.5 21.578125 \n",
       "L 8.5 54.6875 \n",
       "L 17.484375 54.6875 \n",
       "L 17.484375 21.921875 \n",
       "Q 17.484375 14.15625 20.5 10.265625 \n",
       "Q 23.53125 6.390625 29.59375 6.390625 \n",
       "Q 36.859375 6.390625 41.078125 11.03125 \n",
       "Q 45.3125 15.671875 45.3125 23.6875 \n",
       "L 45.3125 54.6875 \n",
       "L 54.296875 54.6875 \n",
       "L 54.296875 0 \n",
       "L 45.3125 0 \n",
       "L 45.3125 8.40625 \n",
       "Q 42.046875 3.421875 37.71875 1 \n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \n",
       "Q 18.265625 -1.421875 13.375 4.4375 \n",
       "Q 8.5 10.296875 8.5 21.578125 \n",
       "z\n",
       "M 31.109375 56 \n",
       "z\n",
       "\" id=\"DejaVuSans-75\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(23.916563 350.901281)rotate(-90)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "      <use x=\"60.865234\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"101.978516\" xlink:href=\"#DejaVuSans-75\"/>\n",
       "      <use x=\"165.357422\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"226.880859\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"258.667969\" xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use x=\"318.923828\" xlink:href=\"#DejaVuSans-6f\"/>\n",
       "      <use x=\"380.105469\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"432.205078\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"459.988281\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"499.197266\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"526.980469\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"586.160156\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"647.683594\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"679.470703\" xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"748.921875\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"810.201172\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"849.410156\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path clip-path=\"url(#p25b3eedd5e)\" d=\"M 74.47875 294.713877 \n",
       "L 74.47875 244.124848 \n",
       "L 76.779103 217.051209 \n",
       "L 76.779103 216.741796 \n",
       "L 77.764969 196.475243 \n",
       "L 78.422213 179.612234 \n",
       "L 78.750835 179.612234 \n",
       "L 78.750835 179.148114 \n",
       "L 79.079457 179.148114 \n",
       "L 79.079457 178.993408 \n",
       "L 80.722566 162.90393 \n",
       "L 80.722566 161.666278 \n",
       "L 81.37981 161.511572 \n",
       "L 81.37981 161.202159 \n",
       "L 84.337407 147.123866 \n",
       "L 84.666029 147.123866 \n",
       "L 84.666029 146.50504 \n",
       "L 84.994651 146.350334 \n",
       "L 84.994651 146.040921 \n",
       "L 87.623626 135.830291 \n",
       "L 87.952248 135.830291 \n",
       "L 87.952248 135.520878 \n",
       "L 88.28087 135.520878 \n",
       "L 88.28087 135.366172 \n",
       "L 88.609492 135.366172 \n",
       "L 92.224333 125.155542 \n",
       "L 92.552955 125.155542 \n",
       "L 92.552955 125.000836 \n",
       "L 92.881577 124.846129 \n",
       "L 93.210199 124.846129 \n",
       "L 97.482284 113.552554 \n",
       "L 97.810905 113.552554 \n",
       "L 97.810905 113.397847 \n",
       "L 98.139527 113.397847 \n",
       "L 98.139527 112.779021 \n",
       "L 98.468149 112.779021 \n",
       "L 102.411612 105.353109 \n",
       "L 102.411612 104.579576 \n",
       "L 109.641294 96.844251 \n",
       "L 109.969916 96.844251 \n",
       "L 109.969916 96.534838 \n",
       "L 110.298538 96.534838 \n",
       "L 110.298538 96.380131 \n",
       "L 110.955782 96.380131 \n",
       "L 110.955782 96.225425 \n",
       "L 117.52822 88.02598 \n",
       "L 117.856842 88.02598 \n",
       "L 117.856842 87.56186 \n",
       "L 118.185464 87.407154 \n",
       "L 119.17133 86.169501 \n",
       "L 119.17133 86.014795 \n",
       "L 127.715499 78.898295 \n",
       "L 127.715499 78.434176 \n",
       "L 137.902778 72.864742 \n",
       "L 137.902778 72.710035 \n",
       "L 139.217266 72.710035 \n",
       "L 153.019386 69.770611 \n",
       "L 153.019386 69.306492 \n",
       "L 153.67663 69.306492 \n",
       "L 163.863909 64.355884 \n",
       "L 163.863909 64.201177 \n",
       "L 164.849775 64.201177 \n",
       "L 164.849775 64.046471 \n",
       "L 165.507019 64.046471 \n",
       "L 165.507019 63.891764 \n",
       "L 182.266736 60.797634 \n",
       "L 182.266736 60.488221 \n",
       "L 182.595358 60.488221 \n",
       "L 182.595358 60.178808 \n",
       "L 183.909845 60.178808 \n",
       "L 198.040587 56.156439 \n",
       "L 198.040587 55.847025 \n",
       "L 199.355075 55.847025 \n",
       "L 199.355075 55.537612 \n",
       "L 219.401011 50.896417 \n",
       "L 222.029987 49.968178 \n",
       "L 222.029987 49.658765 \n",
       "L 222.358609 49.658765 \n",
       "L 240.432814 46.100515 \n",
       "L 240.432814 45.945809 \n",
       "L 240.761436 45.636396 \n",
       "L 240.761436 45.481689 \n",
       "L 241.418679 45.481689 \n",
       "L 241.418679 45.326983 \n",
       "L 241.747301 45.326983 \n",
       "L 258.178397 44.089331 \n",
       "L 274.609492 41.149907 \n",
       "L 274.609492 40.995201 \n",
       "L 274.938114 40.840494 \n",
       "L 275.595358 40.840494 \n",
       "L 275.92398 40.685787 \n",
       "L 294.326807 38.210483 \n",
       "L 294.326807 38.055777 \n",
       "L 294.655428 38.055777 \n",
       "L 314.372743 37.436951 \n",
       "L 314.372743 37.282244 \n",
       "L 337.704898 36.972831 \n",
       "L 337.704898 36.818125 \n",
       "L 338.03352 36.818125 \n",
       "L 338.03352 36.663418 \n",
       "L 339.019386 36.663418 \n",
       "L 360.37981 36.199299 \n",
       "L 383.054722 35.425766 \n",
       "L 383.054722 35.27106 \n",
       "L 383.711966 35.27106 \n",
       "L 384.040587 35.116353 \n",
       "L 408.687231 34.961647 \n",
       "L 409.015852 34.80694 \n",
       "L 441.549421 34.342821 \n",
       "L 469.482284 34.033408 \n",
       "L 471.782637 33.878701 \n",
       "L 501.687231 33.878701 \n",
       "L 632.47875 33.259875 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:square;stroke-width:2;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path clip-path=\"url(#p25b3eedd5e)\" d=\"M 74.47875 468.139875 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#000080;stroke-dasharray:7.4,3.2;stroke-dashoffset:0;stroke-width:2;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 74.47875 468.139875 \n",
       "L 74.47875 33.259875 \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 632.47875 468.139875 \n",
       "L 632.47875 33.259875 \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 74.47875 468.139875 \n",
       "L 632.47875 468.139875 \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 74.47875 33.259875 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_15\">\n",
       "    <!-- ROC -->\n",
       "    <defs>\n",
       "     <path d=\"M 39.40625 66.21875 \n",
       "Q 28.65625 66.21875 22.328125 58.203125 \n",
       "Q 16.015625 50.203125 16.015625 36.375 \n",
       "Q 16.015625 22.609375 22.328125 14.59375 \n",
       "Q 28.65625 6.59375 39.40625 6.59375 \n",
       "Q 50.140625 6.59375 56.421875 14.59375 \n",
       "Q 62.703125 22.609375 62.703125 36.375 \n",
       "Q 62.703125 50.203125 56.421875 58.203125 \n",
       "Q 50.140625 66.21875 39.40625 66.21875 \n",
       "z\n",
       "M 39.40625 74.21875 \n",
       "Q 54.734375 74.21875 63.90625 63.9375 \n",
       "Q 73.09375 53.65625 73.09375 36.375 \n",
       "Q 73.09375 19.140625 63.90625 8.859375 \n",
       "Q 54.734375 -1.421875 39.40625 -1.421875 \n",
       "Q 24.03125 -1.421875 14.8125 8.828125 \n",
       "Q 5.609375 19.09375 5.609375 36.375 \n",
       "Q 5.609375 53.65625 14.8125 63.9375 \n",
       "Q 24.03125 74.21875 39.40625 74.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-4f\"/>\n",
       "     <path d=\"M 64.40625 67.28125 \n",
       "L 64.40625 56.890625 \n",
       "Q 59.421875 61.53125 53.78125 63.8125 \n",
       "Q 48.140625 66.109375 41.796875 66.109375 \n",
       "Q 29.296875 66.109375 22.65625 58.46875 \n",
       "Q 16.015625 50.828125 16.015625 36.375 \n",
       "Q 16.015625 21.96875 22.65625 14.328125 \n",
       "Q 29.296875 6.6875 41.796875 6.6875 \n",
       "Q 48.140625 6.6875 53.78125 8.984375 \n",
       "Q 59.421875 11.28125 64.40625 15.921875 \n",
       "L 64.40625 5.609375 \n",
       "Q 59.234375 2.09375 53.4375 0.328125 \n",
       "Q 47.65625 -1.421875 41.21875 -1.421875 \n",
       "Q 24.65625 -1.421875 15.125 8.703125 \n",
       "Q 5.609375 18.84375 5.609375 36.375 \n",
       "Q 5.609375 53.953125 15.125 64.078125 \n",
       "Q 24.65625 74.21875 41.21875 74.21875 \n",
       "Q 47.75 74.21875 53.53125 72.484375 \n",
       "Q 59.328125 70.75 64.40625 67.28125 \n",
       "z\n",
       "\" id=\"DejaVuSans-43\"/>\n",
       "    </defs>\n",
       "    <g transform=\"translate(324.698625 27.259875)scale(0.264 -0.264)\">\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "     <use x=\"69.482422\" xlink:href=\"#DejaVuSans-4f\"/>\n",
       "     <use x=\"148.193359\" xlink:href=\"#DejaVuSans-43\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 274.97875 457.139875 \n",
       "L 617.07875 457.139875 \n",
       "Q 621.47875 457.139875 621.47875 452.739875 \n",
       "L 621.47875 422.648 \n",
       "Q 621.47875 418.248 617.07875 418.248 \n",
       "L 274.97875 418.248 \n",
       "Q 270.57875 418.248 270.57875 422.648 \n",
       "L 270.57875 452.739875 \n",
       "Q 270.57875 457.139875 274.97875 457.139875 \n",
       "z\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_15\">\n",
       "     <path d=\"M 279.37875 436.064563 \n",
       "L 323.37875 436.064563 \n",
       "\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:square;stroke-width:2;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_16\"/>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- ROC curve (area = 0.96) -->\n",
       "     <defs>\n",
       "      <path d=\"M 48.78125 52.59375 \n",
       "L 48.78125 44.1875 \n",
       "Q 44.96875 46.296875 41.140625 47.34375 \n",
       "Q 37.3125 48.390625 33.40625 48.390625 \n",
       "Q 24.65625 48.390625 19.8125 42.84375 \n",
       "Q 14.984375 37.3125 14.984375 27.296875 \n",
       "Q 14.984375 17.28125 19.8125 11.734375 \n",
       "Q 24.65625 6.203125 33.40625 6.203125 \n",
       "Q 37.3125 6.203125 41.140625 7.25 \n",
       "Q 44.96875 8.296875 48.78125 10.40625 \n",
       "L 48.78125 2.09375 \n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \n",
       "Q 5.515625 14.109375 5.515625 27.296875 \n",
       "Q 5.515625 40.671875 12.859375 48.328125 \n",
       "Q 20.21875 56 33.015625 56 \n",
       "Q 37.15625 56 41.109375 55.140625 \n",
       "Q 45.0625 54.296875 48.78125 52.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-63\"/>\n",
       "      <path d=\"M 31 75.875 \n",
       "Q 24.46875 64.65625 21.28125 53.65625 \n",
       "Q 18.109375 42.671875 18.109375 31.390625 \n",
       "Q 18.109375 20.125 21.3125 9.0625 \n",
       "Q 24.515625 -2 31 -13.1875 \n",
       "L 23.1875 -13.1875 \n",
       "Q 15.875 -1.703125 12.234375 9.375 \n",
       "Q 8.59375 20.453125 8.59375 31.390625 \n",
       "Q 8.59375 42.28125 12.203125 53.3125 \n",
       "Q 15.828125 64.359375 23.1875 75.875 \n",
       "z\n",
       "\" id=\"DejaVuSans-28\"/>\n",
       "      <path d=\"M 10.59375 45.40625 \n",
       "L 73.1875 45.40625 \n",
       "L 73.1875 37.203125 \n",
       "L 10.59375 37.203125 \n",
       "z\n",
       "M 10.59375 25.484375 \n",
       "L 73.1875 25.484375 \n",
       "L 73.1875 17.1875 \n",
       "L 10.59375 17.1875 \n",
       "z\n",
       "\" id=\"DejaVuSans-3d\"/>\n",
       "      <path d=\"M 10.984375 1.515625 \n",
       "L 10.984375 10.5 \n",
       "Q 14.703125 8.734375 18.5 7.8125 \n",
       "Q 22.3125 6.890625 25.984375 6.890625 \n",
       "Q 35.75 6.890625 40.890625 13.453125 \n",
       "Q 46.046875 20.015625 46.78125 33.40625 \n",
       "Q 43.953125 29.203125 39.59375 26.953125 \n",
       "Q 35.25 24.703125 29.984375 24.703125 \n",
       "Q 19.046875 24.703125 12.671875 31.3125 \n",
       "Q 6.296875 37.9375 6.296875 49.421875 \n",
       "Q 6.296875 60.640625 12.9375 67.421875 \n",
       "Q 19.578125 74.21875 30.609375 74.21875 \n",
       "Q 43.265625 74.21875 49.921875 64.515625 \n",
       "Q 56.59375 54.828125 56.59375 36.375 \n",
       "Q 56.59375 19.140625 48.40625 8.859375 \n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \n",
       "Q 15.09375 0.046875 10.984375 1.515625 \n",
       "z\n",
       "M 30.609375 32.421875 \n",
       "Q 37.25 32.421875 41.125 36.953125 \n",
       "Q 45.015625 41.5 45.015625 49.421875 \n",
       "Q 45.015625 57.28125 41.125 61.84375 \n",
       "Q 37.25 66.40625 30.609375 66.40625 \n",
       "Q 23.96875 66.40625 20.09375 61.84375 \n",
       "Q 16.21875 57.28125 16.21875 49.421875 \n",
       "Q 16.21875 41.5 20.09375 36.953125 \n",
       "Q 23.96875 32.421875 30.609375 32.421875 \n",
       "z\n",
       "\" id=\"DejaVuSans-39\"/>\n",
       "      <path d=\"M 8.015625 75.875 \n",
       "L 15.828125 75.875 \n",
       "Q 23.140625 64.359375 26.78125 53.3125 \n",
       "Q 30.421875 42.28125 30.421875 31.390625 \n",
       "Q 30.421875 20.453125 26.78125 9.375 \n",
       "Q 23.140625 -1.703125 15.828125 -13.1875 \n",
       "L 8.015625 -13.1875 \n",
       "Q 14.5 -2 17.703125 9.0625 \n",
       "Q 20.90625 20.125 20.90625 31.390625 \n",
       "Q 20.90625 42.671875 17.703125 53.65625 \n",
       "Q 14.5 64.65625 8.015625 75.875 \n",
       "z\n",
       "\" id=\"DejaVuSans-29\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(340.97875 443.764563)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"69.482422\" xlink:href=\"#DejaVuSans-4f\"/>\n",
       "      <use x=\"148.193359\" xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use x=\"218.017578\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"249.804688\" xlink:href=\"#DejaVuSans-63\"/>\n",
       "      <use x=\"304.785156\" xlink:href=\"#DejaVuSans-75\"/>\n",
       "      <use x=\"368.164062\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"409.277344\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"468.457031\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"529.980469\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"561.767578\" xlink:href=\"#DejaVuSans-28\"/>\n",
       "      <use x=\"600.78125\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"662.060547\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"703.142578\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"764.666016\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"825.945312\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"857.732422\" xlink:href=\"#DejaVuSans-3d\"/>\n",
       "      <use x=\"941.521484\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"973.308594\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      <use x=\"1036.931641\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "      <use x=\"1068.71875\" xlink:href=\"#DejaVuSans-39\"/>\n",
       "      <use x=\"1132.341797\" xlink:href=\"#DejaVuSans-36\"/>\n",
       "      <use x=\"1195.964844\" xlink:href=\"#DejaVuSans-29\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p25b3eedd5e\">\n",
       "   <rect height=\"434.88\" width=\"558\" x=\"74.47875\" y=\"33.259875\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d60873b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============= model =============\n",
      "Accuracy: 0.93\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.91      0.95      0.93      2978\n",
      "          1       0.95      0.90      0.92      3035\n",
      "\n",
      "avg / total       0.93      0.93      0.93      6013\n",
      "\n"
     ]
    },
    {
     "data": {
      "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 (http://matplotlib.org/) -->\n",
       "<svg height=\"528pt\" version=\"1.1\" viewBox=\"0 0 657 528\" width=\"657pt\" 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 0 528.923625 \n",
       "L 657.172187 528.923625 \n",
       "L 657.172187 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 74.47875 468.139875 \n",
       "L 632.47875 468.139875 \n",
       "L 632.47875 33.259875 \n",
       "L 74.47875 33.259875 \n",
       "z\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 \n",
       "L 0 3.5 \n",
       "\" id=\"mf4b0a0e035\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#mf4b0a0e035\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-30\"/>\n",
       "       <path d=\"M 10.6875 12.40625 \n",
       "L 21 12.40625 \n",
       "L 21 0 \n",
       "L 10.6875 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-2e\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(56.985313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\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=\"186.07875\" xlink:href=\"#mf4b0a0e035\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0.2 -->\n",
       "      <defs>\n",
       "       <path d=\"M 19.1875 8.296875 \n",
       "L 53.609375 8.296875 \n",
       "L 53.609375 0 \n",
       "L 7.328125 0 \n",
       "L 7.328125 8.296875 \n",
       "Q 12.9375 14.109375 22.625 23.890625 \n",
       "Q 32.328125 33.6875 34.8125 36.53125 \n",
       "Q 39.546875 41.84375 41.421875 45.53125 \n",
       "Q 43.3125 49.21875 43.3125 52.78125 \n",
       "Q 43.3125 58.59375 39.234375 62.25 \n",
       "Q 35.15625 65.921875 28.609375 65.921875 \n",
       "Q 23.96875 65.921875 18.8125 64.3125 \n",
       "Q 13.671875 62.703125 7.8125 59.421875 \n",
       "L 7.8125 69.390625 \n",
       "Q 13.765625 71.78125 18.9375 73 \n",
       "Q 24.125 74.21875 28.421875 74.21875 \n",
       "Q 39.75 74.21875 46.484375 68.546875 \n",
       "Q 53.21875 62.890625 53.21875 53.421875 \n",
       "Q 53.21875 48.921875 51.53125 44.890625 \n",
       "Q 49.859375 40.875 45.40625 35.40625 \n",
       "Q 44.1875 33.984375 37.640625 27.21875 \n",
       "Q 31.109375 20.453125 19.1875 8.296875 \n",
       "z\n",
       "\" id=\"DejaVuSans-32\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(168.585313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\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=\"297.67875\" xlink:href=\"#mf4b0a0e035\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0.4 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.796875 64.3125 \n",
       "L 12.890625 25.390625 \n",
       "L 37.796875 25.390625 \n",
       "z\n",
       "M 35.203125 72.90625 \n",
       "L 47.609375 72.90625 \n",
       "L 47.609375 25.390625 \n",
       "L 58.015625 25.390625 \n",
       "L 58.015625 17.1875 \n",
       "L 47.609375 17.1875 \n",
       "L 47.609375 0 \n",
       "L 37.796875 0 \n",
       "L 37.796875 17.1875 \n",
       "L 4.890625 17.1875 \n",
       "L 4.890625 26.703125 \n",
       "z\n",
       "\" id=\"DejaVuSans-34\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(280.185313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\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=\"409.27875\" xlink:href=\"#mf4b0a0e035\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.6 -->\n",
       "      <defs>\n",
       "       <path d=\"M 33.015625 40.375 \n",
       "Q 26.375 40.375 22.484375 35.828125 \n",
       "Q 18.609375 31.296875 18.609375 23.390625 \n",
       "Q 18.609375 15.53125 22.484375 10.953125 \n",
       "Q 26.375 6.390625 33.015625 6.390625 \n",
       "Q 39.65625 6.390625 43.53125 10.953125 \n",
       "Q 47.40625 15.53125 47.40625 23.390625 \n",
       "Q 47.40625 31.296875 43.53125 35.828125 \n",
       "Q 39.65625 40.375 33.015625 40.375 \n",
       "z\n",
       "M 52.59375 71.296875 \n",
       "L 52.59375 62.3125 \n",
       "Q 48.875 64.0625 45.09375 64.984375 \n",
       "Q 41.3125 65.921875 37.59375 65.921875 \n",
       "Q 27.828125 65.921875 22.671875 59.328125 \n",
       "Q 17.53125 52.734375 16.796875 39.40625 \n",
       "Q 19.671875 43.65625 24.015625 45.921875 \n",
       "Q 28.375 48.1875 33.59375 48.1875 \n",
       "Q 44.578125 48.1875 50.953125 41.515625 \n",
       "Q 57.328125 34.859375 57.328125 23.390625 \n",
       "Q 57.328125 12.15625 50.6875 5.359375 \n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \n",
       "Q 6.984375 17.96875 6.984375 36.375 \n",
       "Q 6.984375 53.65625 15.1875 63.9375 \n",
       "Q 23.390625 74.21875 37.203125 74.21875 \n",
       "Q 40.921875 74.21875 44.703125 73.484375 \n",
       "Q 48.484375 72.75 52.59375 71.296875 \n",
       "z\n",
       "\" id=\"DejaVuSans-36\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(391.785313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\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=\"520.87875\" xlink:href=\"#mf4b0a0e035\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0.8 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 34.625 \n",
       "Q 24.75 34.625 20.71875 30.859375 \n",
       "Q 16.703125 27.09375 16.703125 20.515625 \n",
       "Q 16.703125 13.921875 20.71875 10.15625 \n",
       "Q 24.75 6.390625 31.78125 6.390625 \n",
       "Q 38.8125 6.390625 42.859375 10.171875 \n",
       "Q 46.921875 13.96875 46.921875 20.515625 \n",
       "Q 46.921875 27.09375 42.890625 30.859375 \n",
       "Q 38.875 34.625 31.78125 34.625 \n",
       "z\n",
       "M 21.921875 38.8125 \n",
       "Q 15.578125 40.375 12.03125 44.71875 \n",
       "Q 8.5 49.078125 8.5 55.328125 \n",
       "Q 8.5 64.0625 14.71875 69.140625 \n",
       "Q 20.953125 74.21875 31.78125 74.21875 \n",
       "Q 42.671875 74.21875 48.875 69.140625 \n",
       "Q 55.078125 64.0625 55.078125 55.328125 \n",
       "Q 55.078125 49.078125 51.53125 44.71875 \n",
       "Q 48 40.375 41.703125 38.8125 \n",
       "Q 48.828125 37.15625 52.796875 32.3125 \n",
       "Q 56.78125 27.484375 56.78125 20.515625 \n",
       "Q 56.78125 9.90625 50.3125 4.234375 \n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \n",
       "Q 19.734375 -1.421875 13.25 4.234375 \n",
       "Q 6.78125 9.90625 6.78125 20.515625 \n",
       "Q 6.78125 27.484375 10.78125 32.3125 \n",
       "Q 14.796875 37.15625 21.921875 38.8125 \n",
       "z\n",
       "M 18.3125 54.390625 \n",
       "Q 18.3125 48.734375 21.84375 45.5625 \n",
       "Q 25.390625 42.390625 31.78125 42.390625 \n",
       "Q 38.140625 42.390625 41.71875 45.5625 \n",
       "Q 45.3125 48.734375 45.3125 54.390625 \n",
       "Q 45.3125 60.0625 41.71875 63.234375 \n",
       "Q 38.140625 66.40625 31.78125 66.40625 \n",
       "Q 25.390625 66.40625 21.84375 63.234375 \n",
       "Q 18.3125 60.0625 18.3125 54.390625 \n",
       "z\n",
       "\" id=\"DejaVuSans-38\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(503.385313 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\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=\"632.47875\" xlink:href=\"#mf4b0a0e035\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 12.40625 8.296875 \n",
       "L 28.515625 8.296875 \n",
       "L 28.515625 63.921875 \n",
       "L 10.984375 60.40625 \n",
       "L 10.984375 69.390625 \n",
       "L 28.421875 72.90625 \n",
       "L 38.28125 72.90625 \n",
       "L 38.28125 8.296875 \n",
       "L 54.390625 8.296875 \n",
       "L 54.390625 0 \n",
       "L 12.40625 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-31\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(614.985312 491.856438)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- False Positive Rate -->\n",
       "     <defs>\n",
       "      <path d=\"M 9.8125 72.90625 \n",
       "L 51.703125 72.90625 \n",
       "L 51.703125 64.59375 \n",
       "L 19.671875 64.59375 \n",
       "L 19.671875 43.109375 \n",
       "L 48.578125 43.109375 \n",
       "L 48.578125 34.8125 \n",
       "L 19.671875 34.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-46\"/>\n",
       "      <path d=\"M 34.28125 27.484375 \n",
       "Q 23.390625 27.484375 19.1875 25 \n",
       "Q 14.984375 22.515625 14.984375 16.5 \n",
       "Q 14.984375 11.71875 18.140625 8.90625 \n",
       "Q 21.296875 6.109375 26.703125 6.109375 \n",
       "Q 34.1875 6.109375 38.703125 11.40625 \n",
       "Q 43.21875 16.703125 43.21875 25.484375 \n",
       "L 43.21875 27.484375 \n",
       "z\n",
       "M 52.203125 31.203125 \n",
       "L 52.203125 0 \n",
       "L 43.21875 0 \n",
       "L 43.21875 8.296875 \n",
       "Q 40.140625 3.328125 35.546875 0.953125 \n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \n",
       "Q 6 8.015625 6 15.921875 \n",
       "Q 6 25.140625 12.171875 29.828125 \n",
       "Q 18.359375 34.515625 30.609375 34.515625 \n",
       "L 43.21875 34.515625 \n",
       "L 43.21875 35.40625 \n",
       "Q 43.21875 41.609375 39.140625 45 \n",
       "Q 35.0625 48.390625 27.6875 48.390625 \n",
       "Q 23 48.390625 18.546875 47.265625 \n",
       "Q 14.109375 46.140625 10.015625 43.890625 \n",
       "L 10.015625 52.203125 \n",
       "Q 14.9375 54.109375 19.578125 55.046875 \n",
       "Q 24.21875 56 28.609375 56 \n",
       "Q 40.484375 56 46.34375 49.84375 \n",
       "Q 52.203125 43.703125 52.203125 31.203125 \n",
       "z\n",
       "\" id=\"DejaVuSans-61\"/>\n",
       "      <path d=\"M 9.421875 75.984375 \n",
       "L 18.40625 75.984375 \n",
       "L 18.40625 0 \n",
       "L 9.421875 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-6c\"/>\n",
       "      <path d=\"M 44.28125 53.078125 \n",
       "L 44.28125 44.578125 \n",
       "Q 40.484375 46.53125 36.375 47.5 \n",
       "Q 32.28125 48.484375 27.875 48.484375 \n",
       "Q 21.1875 48.484375 17.84375 46.4375 \n",
       "Q 14.5 44.390625 14.5 40.28125 \n",
       "Q 14.5 37.15625 16.890625 35.375 \n",
       "Q 19.28125 33.59375 26.515625 31.984375 \n",
       "L 29.59375 31.296875 \n",
       "Q 39.15625 29.25 43.1875 25.515625 \n",
       "Q 47.21875 21.78125 47.21875 15.09375 \n",
       "Q 47.21875 7.46875 41.1875 3.015625 \n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \n",
       "Q 10.6875 0.296875 5.421875 2 \n",
       "L 5.421875 11.28125 \n",
       "Q 10.40625 8.6875 15.234375 7.390625 \n",
       "Q 20.0625 6.109375 24.8125 6.109375 \n",
       "Q 31.15625 6.109375 34.5625 8.28125 \n",
       "Q 37.984375 10.453125 37.984375 14.40625 \n",
       "Q 37.984375 18.0625 35.515625 20.015625 \n",
       "Q 33.0625 21.96875 24.703125 23.78125 \n",
       "L 21.578125 24.515625 \n",
       "Q 13.234375 26.265625 9.515625 29.90625 \n",
       "Q 5.8125 33.546875 5.8125 39.890625 \n",
       "Q 5.8125 47.609375 11.28125 51.796875 \n",
       "Q 16.75 56 26.8125 56 \n",
       "Q 31.78125 56 36.171875 55.265625 \n",
       "Q 40.578125 54.546875 44.28125 53.078125 \n",
       "z\n",
       "\" id=\"DejaVuSans-73\"/>\n",
       "      <path d=\"M 56.203125 29.59375 \n",
       "L 56.203125 25.203125 \n",
       "L 14.890625 25.203125 \n",
       "Q 15.484375 15.921875 20.484375 11.0625 \n",
       "Q 25.484375 6.203125 34.421875 6.203125 \n",
       "Q 39.59375 6.203125 44.453125 7.46875 \n",
       "Q 49.3125 8.734375 54.109375 11.28125 \n",
       "L 54.109375 2.78125 \n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \n",
       "Q 5.515625 13.8125 5.515625 26.8125 \n",
       "Q 5.515625 40.234375 12.765625 48.109375 \n",
       "Q 20.015625 56 32.328125 56 \n",
       "Q 43.359375 56 49.78125 48.890625 \n",
       "Q 56.203125 41.796875 56.203125 29.59375 \n",
       "z\n",
       "M 47.21875 32.234375 \n",
       "Q 47.125 39.59375 43.09375 43.984375 \n",
       "Q 39.0625 48.390625 32.421875 48.390625 \n",
       "Q 24.90625 48.390625 20.390625 44.140625 \n",
       "Q 15.875 39.890625 15.1875 32.171875 \n",
       "z\n",
       "\" id=\"DejaVuSans-65\"/>\n",
       "      <path id=\"DejaVuSans-20\"/>\n",
       "      <path d=\"M 19.671875 64.796875 \n",
       "L 19.671875 37.40625 \n",
       "L 32.078125 37.40625 \n",
       "Q 38.96875 37.40625 42.71875 40.96875 \n",
       "Q 46.484375 44.53125 46.484375 51.125 \n",
       "Q 46.484375 57.671875 42.71875 61.234375 \n",
       "Q 38.96875 64.796875 32.078125 64.796875 \n",
       "z\n",
       "M 9.8125 72.90625 \n",
       "L 32.078125 72.90625 \n",
       "Q 44.34375 72.90625 50.609375 67.359375 \n",
       "Q 56.890625 61.8125 56.890625 51.125 \n",
       "Q 56.890625 40.328125 50.609375 34.8125 \n",
       "Q 44.34375 29.296875 32.078125 29.296875 \n",
       "L 19.671875 29.296875 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-50\"/>\n",
       "      <path d=\"M 30.609375 48.390625 \n",
       "Q 23.390625 48.390625 19.1875 42.75 \n",
       "Q 14.984375 37.109375 14.984375 27.296875 \n",
       "Q 14.984375 17.484375 19.15625 11.84375 \n",
       "Q 23.34375 6.203125 30.609375 6.203125 \n",
       "Q 37.796875 6.203125 41.984375 11.859375 \n",
       "Q 46.1875 17.53125 46.1875 27.296875 \n",
       "Q 46.1875 37.015625 41.984375 42.703125 \n",
       "Q 37.796875 48.390625 30.609375 48.390625 \n",
       "z\n",
       "M 30.609375 56 \n",
       "Q 42.328125 56 49.015625 48.375 \n",
       "Q 55.71875 40.765625 55.71875 27.296875 \n",
       "Q 55.71875 13.875 49.015625 6.21875 \n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \n",
       "Q 5.515625 13.875 5.515625 27.296875 \n",
       "Q 5.515625 40.765625 12.171875 48.375 \n",
       "Q 18.84375 56 30.609375 56 \n",
       "z\n",
       "\" id=\"DejaVuSans-6f\"/>\n",
       "      <path d=\"M 9.421875 54.6875 \n",
       "L 18.40625 54.6875 \n",
       "L 18.40625 0 \n",
       "L 9.421875 0 \n",
       "z\n",
       "M 9.421875 75.984375 \n",
       "L 18.40625 75.984375 \n",
       "L 18.40625 64.59375 \n",
       "L 9.421875 64.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-69\"/>\n",
       "      <path d=\"M 18.3125 70.21875 \n",
       "L 18.3125 54.6875 \n",
       "L 36.8125 54.6875 \n",
       "L 36.8125 47.703125 \n",
       "L 18.3125 47.703125 \n",
       "L 18.3125 18.015625 \n",
       "Q 18.3125 11.328125 20.140625 9.421875 \n",
       "Q 21.96875 7.515625 27.59375 7.515625 \n",
       "L 36.8125 7.515625 \n",
       "L 36.8125 0 \n",
       "L 27.59375 0 \n",
       "Q 17.1875 0 13.234375 3.875 \n",
       "Q 9.28125 7.765625 9.28125 18.015625 \n",
       "L 9.28125 47.703125 \n",
       "L 2.6875 47.703125 \n",
       "L 2.6875 54.6875 \n",
       "L 9.28125 54.6875 \n",
       "L 9.28125 70.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-74\"/>\n",
       "      <path d=\"M 2.984375 54.6875 \n",
       "L 12.5 54.6875 \n",
       "L 29.59375 8.796875 \n",
       "L 46.6875 54.6875 \n",
       "L 56.203125 54.6875 \n",
       "L 35.6875 0 \n",
       "L 23.484375 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-76\"/>\n",
       "      <path d=\"M 44.390625 34.1875 \n",
       "Q 47.5625 33.109375 50.5625 29.59375 \n",
       "Q 53.5625 26.078125 56.59375 19.921875 \n",
       "L 66.609375 0 \n",
       "L 56 0 \n",
       "L 46.6875 18.703125 \n",
       "Q 43.0625 26.03125 39.671875 28.421875 \n",
       "Q 36.28125 30.8125 30.421875 30.8125 \n",
       "L 19.671875 30.8125 \n",
       "L 19.671875 0 \n",
       "L 9.8125 0 \n",
       "L 9.8125 72.90625 \n",
       "L 32.078125 72.90625 \n",
       "Q 44.578125 72.90625 50.734375 67.671875 \n",
       "Q 56.890625 62.453125 56.890625 51.90625 \n",
       "Q 56.890625 45.015625 53.6875 40.46875 \n",
       "Q 50.484375 35.9375 44.390625 34.1875 \n",
       "z\n",
       "M 19.671875 64.796875 \n",
       "L 19.671875 38.921875 \n",
       "L 32.078125 38.921875 \n",
       "Q 39.203125 38.921875 42.84375 42.21875 \n",
       "Q 46.484375 45.515625 46.484375 51.90625 \n",
       "Q 46.484375 58.296875 42.84375 61.546875 \n",
       "Q 39.203125 64.796875 32.078125 64.796875 \n",
       "z\n",
       "\" id=\"DejaVuSans-52\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(249.626719 517.148312)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "      <use x=\"57.378906\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"118.658203\" xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use x=\"146.441406\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"198.541016\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"260.064453\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"291.851562\" xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use x=\"352.107422\" xlink:href=\"#DejaVuSans-6f\"/>\n",
       "      <use x=\"413.289062\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"465.388672\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"493.171875\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"532.380859\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"560.164062\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"619.34375\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"680.867188\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"712.654297\" xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"782.105469\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"843.384766\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"882.59375\" xlink:href=\"#DejaVuSans-65\"/>\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 \n",
       "L -3.5 0 \n",
       "\" id=\"mbf15bdb529\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#mbf15bdb529\" y=\"468.139875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(32.491875 476.498156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\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=\"74.47875\" xlink:href=\"#mbf15bdb529\" y=\"381.163875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(32.491875 389.522156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\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=\"74.47875\" xlink:href=\"#mbf15bdb529\" y=\"294.187875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(32.491875 302.546156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\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=\"74.47875\" xlink:href=\"#mbf15bdb529\" y=\"207.211875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(32.491875 215.570156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\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=\"74.47875\" xlink:href=\"#mbf15bdb529\" y=\"120.235875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.8 -->\n",
       "      <g transform=\"translate(32.491875 128.594156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"74.47875\" xlink:href=\"#mbf15bdb529\" y=\"33.259875\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1.0 -->\n",
       "      <g transform=\"translate(32.491875 41.618156)scale(0.22 -0.22)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- True Positive Rate -->\n",
       "     <defs>\n",
       "      <path d=\"M -0.296875 72.90625 \n",
       "L 61.375 72.90625 \n",
       "L 61.375 64.59375 \n",
       "L 35.5 64.59375 \n",
       "L 35.5 0 \n",
       "L 25.59375 0 \n",
       "L 25.59375 64.59375 \n",
       "L -0.296875 64.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-54\"/>\n",
       "      <path d=\"M 41.109375 46.296875 \n",
       "Q 39.59375 47.171875 37.8125 47.578125 \n",
       "Q 36.03125 48 33.890625 48 \n",
       "Q 26.265625 48 22.1875 43.046875 \n",
       "Q 18.109375 38.09375 18.109375 28.8125 \n",
       "L 18.109375 0 \n",
       "L 9.078125 0 \n",
       "L 9.078125 54.6875 \n",
       "L 18.109375 54.6875 \n",
       "L 18.109375 46.1875 \n",
       "Q 20.953125 51.171875 25.484375 53.578125 \n",
       "Q 30.03125 56 36.53125 56 \n",
       "Q 37.453125 56 38.578125 55.875 \n",
       "Q 39.703125 55.765625 41.0625 55.515625 \n",
       "z\n",
       "\" id=\"DejaVuSans-72\"/>\n",
       "      <path d=\"M 8.5 21.578125 \n",
       "L 8.5 54.6875 \n",
       "L 17.484375 54.6875 \n",
       "L 17.484375 21.921875 \n",
       "Q 17.484375 14.15625 20.5 10.265625 \n",
       "Q 23.53125 6.390625 29.59375 6.390625 \n",
       "Q 36.859375 6.390625 41.078125 11.03125 \n",
       "Q 45.3125 15.671875 45.3125 23.6875 \n",
       "L 45.3125 54.6875 \n",
       "L 54.296875 54.6875 \n",
       "L 54.296875 0 \n",
       "L 45.3125 0 \n",
       "L 45.3125 8.40625 \n",
       "Q 42.046875 3.421875 37.71875 1 \n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \n",
       "Q 18.265625 -1.421875 13.375 4.4375 \n",
       "Q 8.5 10.296875 8.5 21.578125 \n",
       "z\n",
       "M 31.109375 56 \n",
       "z\n",
       "\" id=\"DejaVuSans-75\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(23.916563 350.901281)rotate(-90)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "      <use x=\"60.865234\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"101.978516\" xlink:href=\"#DejaVuSans-75\"/>\n",
       "      <use x=\"165.357422\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"226.880859\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"258.667969\" xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use x=\"318.923828\" xlink:href=\"#DejaVuSans-6f\"/>\n",
       "      <use x=\"380.105469\" xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use x=\"432.205078\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"459.988281\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"499.197266\" xlink:href=\"#DejaVuSans-69\"/>\n",
       "      <use x=\"526.980469\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"586.160156\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"647.683594\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"679.470703\" xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"748.921875\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"810.201172\" xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use x=\"849.410156\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path clip-path=\"url(#p2eb9da860a)\" d=\"M 74.47875 290.892244 \n",
       "L 74.853498 241.027915 \n",
       "L 75.040872 206.495433 \n",
       "L 75.790369 182.422999 \n",
       "L 76.539865 163.508943 \n",
       "L 77.476735 147.603941 \n",
       "L 77.476735 147.317364 \n",
       "L 78.413606 135.567723 \n",
       "L 80.662095 124.677812 \n",
       "L 80.662095 124.534524 \n",
       "L 83.847454 114.504343 \n",
       "L 85.721195 105.47718 \n",
       "L 85.721195 105.333891 \n",
       "L 86.845439 96.16344 \n",
       "L 90.592921 90.431908 \n",
       "L 93.216158 85.846682 \n",
       "L 96.401517 81.977898 \n",
       "L 100.523747 77.822537 \n",
       "L 103.521732 75.10006 \n",
       "L 103.521732 74.956771 \n",
       "L 107.269213 71.517852 \n",
       "L 107.269213 71.374564 \n",
       "L 112.890436 67.649068 \n",
       "L 119.635902 64.640013 \n",
       "L 129.004606 60.771229 \n",
       "L 129.19198 60.771229 \n",
       "L 135.937447 58.048751 \n",
       "L 147.367266 54.609832 \n",
       "L 158.797084 51.457489 \n",
       "L 158.984459 51.457489 \n",
       "L 173.412262 48.448435 \n",
       "L 189.713807 46.155822 \n",
       "L 189.713807 46.012534 \n",
       "L 210.324956 43.576633 \n",
       "L 210.324956 43.433345 \n",
       "L 210.51233 43.433345 \n",
       "L 236.182578 41.713885 \n",
       "L 236.369952 41.713885 \n",
       "L 269.535164 39.707849 \n",
       "L 269.909912 39.707849 \n",
       "L 308.88372 38.704831 \n",
       "L 309.071094 38.704831 \n",
       "L 309.633216 38.704831 \n",
       "L 309.82059 38.704831 \n",
       "L 351.979757 37.415236 \n",
       "L 352.354506 37.415236 \n",
       "L 407.442484 36.555506 \n",
       "L 483.703733 34.692758 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:square;stroke-width:2;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path clip-path=\"url(#p2eb9da860a)\" d=\"M 74.47875 468.139875 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#000080;stroke-dasharray:7.4,3.2;stroke-dashoffset:0;stroke-width:2;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 74.47875 468.139875 \n",
       "L 74.47875 33.259875 \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 632.47875 468.139875 \n",
       "L 632.47875 33.259875 \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 74.47875 468.139875 \n",
       "L 632.47875 468.139875 \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 74.47875 33.259875 \n",
       "L 632.47875 33.259875 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_15\">\n",
       "    <!-- ROC -->\n",
       "    <defs>\n",
       "     <path d=\"M 39.40625 66.21875 \n",
       "Q 28.65625 66.21875 22.328125 58.203125 \n",
       "Q 16.015625 50.203125 16.015625 36.375 \n",
       "Q 16.015625 22.609375 22.328125 14.59375 \n",
       "Q 28.65625 6.59375 39.40625 6.59375 \n",
       "Q 50.140625 6.59375 56.421875 14.59375 \n",
       "Q 62.703125 22.609375 62.703125 36.375 \n",
       "Q 62.703125 50.203125 56.421875 58.203125 \n",
       "Q 50.140625 66.21875 39.40625 66.21875 \n",
       "z\n",
       "M 39.40625 74.21875 \n",
       "Q 54.734375 74.21875 63.90625 63.9375 \n",
       "Q 73.09375 53.65625 73.09375 36.375 \n",
       "Q 73.09375 19.140625 63.90625 8.859375 \n",
       "Q 54.734375 -1.421875 39.40625 -1.421875 \n",
       "Q 24.03125 -1.421875 14.8125 8.828125 \n",
       "Q 5.609375 19.09375 5.609375 36.375 \n",
       "Q 5.609375 53.65625 14.8125 63.9375 \n",
       "Q 24.03125 74.21875 39.40625 74.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-4f\"/>\n",
       "     <path d=\"M 64.40625 67.28125 \n",
       "L 64.40625 56.890625 \n",
       "Q 59.421875 61.53125 53.78125 63.8125 \n",
       "Q 48.140625 66.109375 41.796875 66.109375 \n",
       "Q 29.296875 66.109375 22.65625 58.46875 \n",
       "Q 16.015625 50.828125 16.015625 36.375 \n",
       "Q 16.015625 21.96875 22.65625 14.328125 \n",
       "Q 29.296875 6.6875 41.796875 6.6875 \n",
       "Q 48.140625 6.6875 53.78125 8.984375 \n",
       "Q 59.421875 11.28125 64.40625 15.921875 \n",
       "L 64.40625 5.609375 \n",
       "Q 59.234375 2.09375 53.4375 0.328125 \n",
       "Q 47.65625 -1.421875 41.21875 -1.421875 \n",
       "Q 24.65625 -1.421875 15.125 8.703125 \n",
       "Q 5.609375 18.84375 5.609375 36.375 \n",
       "Q 5.609375 53.953125 15.125 64.078125 \n",
       "Q 24.65625 74.21875 41.21875 74.21875 \n",
       "Q 47.75 74.21875 53.53125 72.484375 \n",
       "Q 59.328125 70.75 64.40625 67.28125 \n",
       "z\n",
       "\" id=\"DejaVuSans-43\"/>\n",
       "    </defs>\n",
       "    <g transform=\"translate(324.698625 27.259875)scale(0.264 -0.264)\">\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "     <use x=\"69.482422\" xlink:href=\"#DejaVuSans-4f\"/>\n",
       "     <use x=\"148.193359\" xlink:href=\"#DejaVuSans-43\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 274.97875 457.139875 \n",
       "L 617.07875 457.139875 \n",
       "Q 621.47875 457.139875 621.47875 452.739875 \n",
       "L 621.47875 422.648 \n",
       "Q 621.47875 418.248 617.07875 418.248 \n",
       "L 274.97875 418.248 \n",
       "Q 270.57875 418.248 270.57875 422.648 \n",
       "L 270.57875 452.739875 \n",
       "Q 270.57875 457.139875 274.97875 457.139875 \n",
       "z\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_15\">\n",
       "     <path d=\"M 279.37875 436.064563 \n",
       "L 323.37875 436.064563 \n",
       "\" style=\"fill:none;stroke:#ff8c00;stroke-linecap:square;stroke-width:2;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_16\"/>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- ROC curve (area = 0.98) -->\n",
       "     <defs>\n",
       "      <path d=\"M 48.78125 52.59375 \n",
       "L 48.78125 44.1875 \n",
       "Q 44.96875 46.296875 41.140625 47.34375 \n",
       "Q 37.3125 48.390625 33.40625 48.390625 \n",
       "Q 24.65625 48.390625 19.8125 42.84375 \n",
       "Q 14.984375 37.3125 14.984375 27.296875 \n",
       "Q 14.984375 17.28125 19.8125 11.734375 \n",
       "Q 24.65625 6.203125 33.40625 6.203125 \n",
       "Q 37.3125 6.203125 41.140625 7.25 \n",
       "Q 44.96875 8.296875 48.78125 10.40625 \n",
       "L 48.78125 2.09375 \n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \n",
       "Q 5.515625 14.109375 5.515625 27.296875 \n",
       "Q 5.515625 40.671875 12.859375 48.328125 \n",
       "Q 20.21875 56 33.015625 56 \n",
       "Q 37.15625 56 41.109375 55.140625 \n",
       "Q 45.0625 54.296875 48.78125 52.59375 \n",
       "z\n",
       "\" id=\"DejaVuSans-63\"/>\n",
       "      <path d=\"M 31 75.875 \n",
       "Q 24.46875 64.65625 21.28125 53.65625 \n",
       "Q 18.109375 42.671875 18.109375 31.390625 \n",
       "Q 18.109375 20.125 21.3125 9.0625 \n",
       "Q 24.515625 -2 31 -13.1875 \n",
       "L 23.1875 -13.1875 \n",
       "Q 15.875 -1.703125 12.234375 9.375 \n",
       "Q 8.59375 20.453125 8.59375 31.390625 \n",
       "Q 8.59375 42.28125 12.203125 53.3125 \n",
       "Q 15.828125 64.359375 23.1875 75.875 \n",
       "z\n",
       "\" id=\"DejaVuSans-28\"/>\n",
       "      <path d=\"M 10.59375 45.40625 \n",
       "L 73.1875 45.40625 \n",
       "L 73.1875 37.203125 \n",
       "L 10.59375 37.203125 \n",
       "z\n",
       "M 10.59375 25.484375 \n",
       "L 73.1875 25.484375 \n",
       "L 73.1875 17.1875 \n",
       "L 10.59375 17.1875 \n",
       "z\n",
       "\" id=\"DejaVuSans-3d\"/>\n",
       "      <path d=\"M 10.984375 1.515625 \n",
       "L 10.984375 10.5 \n",
       "Q 14.703125 8.734375 18.5 7.8125 \n",
       "Q 22.3125 6.890625 25.984375 6.890625 \n",
       "Q 35.75 6.890625 40.890625 13.453125 \n",
       "Q 46.046875 20.015625 46.78125 33.40625 \n",
       "Q 43.953125 29.203125 39.59375 26.953125 \n",
       "Q 35.25 24.703125 29.984375 24.703125 \n",
       "Q 19.046875 24.703125 12.671875 31.3125 \n",
       "Q 6.296875 37.9375 6.296875 49.421875 \n",
       "Q 6.296875 60.640625 12.9375 67.421875 \n",
       "Q 19.578125 74.21875 30.609375 74.21875 \n",
       "Q 43.265625 74.21875 49.921875 64.515625 \n",
       "Q 56.59375 54.828125 56.59375 36.375 \n",
       "Q 56.59375 19.140625 48.40625 8.859375 \n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \n",
       "Q 15.09375 0.046875 10.984375 1.515625 \n",
       "z\n",
       "M 30.609375 32.421875 \n",
       "Q 37.25 32.421875 41.125 36.953125 \n",
       "Q 45.015625 41.5 45.015625 49.421875 \n",
       "Q 45.015625 57.28125 41.125 61.84375 \n",
       "Q 37.25 66.40625 30.609375 66.40625 \n",
       "Q 23.96875 66.40625 20.09375 61.84375 \n",
       "Q 16.21875 57.28125 16.21875 49.421875 \n",
       "Q 16.21875 41.5 20.09375 36.953125 \n",
       "Q 23.96875 32.421875 30.609375 32.421875 \n",
       "z\n",
       "\" id=\"DejaVuSans-39\"/>\n",
       "      <path d=\"M 8.015625 75.875 \n",
       "L 15.828125 75.875 \n",
       "Q 23.140625 64.359375 26.78125 53.3125 \n",
       "Q 30.421875 42.28125 30.421875 31.390625 \n",
       "Q 30.421875 20.453125 26.78125 9.375 \n",
       "Q 23.140625 -1.703125 15.828125 -13.1875 \n",
       "L 8.015625 -13.1875 \n",
       "Q 14.5 -2 17.703125 9.0625 \n",
       "Q 20.90625 20.125 20.90625 31.390625 \n",
       "Q 20.90625 42.671875 17.703125 53.65625 \n",
       "Q 14.5 64.65625 8.015625 75.875 \n",
       "z\n",
       "\" id=\"DejaVuSans-29\"/>\n",
       "     </defs>\n",
       "     <g transform=\"translate(340.97875 443.764563)scale(0.22 -0.22)\">\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use x=\"69.482422\" xlink:href=\"#DejaVuSans-4f\"/>\n",
       "      <use x=\"148.193359\" xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use x=\"218.017578\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"249.804688\" xlink:href=\"#DejaVuSans-63\"/>\n",
       "      <use x=\"304.785156\" xlink:href=\"#DejaVuSans-75\"/>\n",
       "      <use x=\"368.164062\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"409.277344\" xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use x=\"468.457031\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"529.980469\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"561.767578\" xlink:href=\"#DejaVuSans-28\"/>\n",
       "      <use x=\"600.78125\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"662.060547\" xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use x=\"703.142578\" xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use x=\"764.666016\" xlink:href=\"#DejaVuSans-61\"/>\n",
       "      <use x=\"825.945312\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"857.732422\" xlink:href=\"#DejaVuSans-3d\"/>\n",
       "      <use x=\"941.521484\" xlink:href=\"#DejaVuSans-20\"/>\n",
       "      <use x=\"973.308594\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      <use x=\"1036.931641\" xlink:href=\"#DejaVuSans-2e\"/>\n",
       "      <use x=\"1068.71875\" xlink:href=\"#DejaVuSans-39\"/>\n",
       "      <use x=\"1132.341797\" xlink:href=\"#DejaVuSans-38\"/>\n",
       "      <use x=\"1195.964844\" xlink:href=\"#DejaVuSans-29\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p2eb9da860a\">\n",
       "   <rect height=\"434.88\" width=\"558\" x=\"74.47875\" y=\"33.259875\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d5d63e4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reload(project3models)\n",
    "project3models.train_models(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T23:18:23.293595Z",
     "start_time": "2018-05-14T23:18:23.216289Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'domain_model': RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
       "             max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "             min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "             min_samples_leaf=1, min_samples_split=2,\n",
       "             min_weight_fraction_leaf=0.0, n_estimators=32, n_jobs=1,\n",
       "             oob_score=False, random_state=None, verbose=0,\n",
       "             warm_start=False),\n",
       " 'model': RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
       "             max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "             min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "             min_samples_leaf=1, min_samples_split=2,\n",
       "             min_weight_fraction_leaf=0.0, n_estimators=32, n_jobs=1,\n",
       "             oob_score=False, random_state=None, verbose=0,\n",
       "             warm_start=False),\n",
       " 'path_model': RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
       "             max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "             min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "             min_samples_leaf=1, min_samples_split=2,\n",
       "             min_weight_fraction_leaf=0.0, n_estimators=32, n_jobs=1,\n",
       "             oob_score=False, random_state=None, verbose=0,\n",
       "             warm_start=False)}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models = project3models.get_models()\n",
    "models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T23:18:24.938829Z",
     "start_time": "2018-05-14T23:18:24.936229Z"
    }
   },
   "outputs": [],
   "source": [
    "model = models['model']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T23:18:26.588605Z",
     "start_time": "2018-05-14T23:18:26.584003Z"
    }
   },
   "outputs": [],
   "source": [
    "def top_n_features(model, columns, n):\n",
    "    return sorted(list(zip(columns, model.feature_importances_)), reverse=True, key=lambda f: f[1])[0:n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T23:18:28.148487Z",
     "start_time": "2018-05-14T23:18:28.140614Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('subdomain_empty_string', 0.046956957999174466),\n",
       " ('subdomain_total_chars', 0.045898762264477137),\n",
       " ('path_ends_in_php', 0.044153031233148822),\n",
       " ('subdomain_consonants', 0.041792634772054658),\n",
       " ('path_entropy', 0.037057628438803045),\n",
       " ('path_total_chars', 0.036516745764626636),\n",
       " ('domain_entropy', 0.03049496697852137),\n",
       " ('path_vowels', 0.029169036840877339),\n",
       " ('https', 0.028729780923883882),\n",
       " ('path_char_hyphen', 0.02834294535681409),\n",
       " ('domain_total_chars', 0.025665891943378885),\n",
       " ('path_char_dot', 0.023033827813837754),\n",
       " ('path_char_p', 0.022315919713690818),\n",
       " ('domain_consonants', 0.02003786114476349),\n",
       " ('path_char_slash', 0.019138429060340984),\n",
       " ('path_char_h', 0.017706418994606975),\n",
       " ('domain_char_p', 0.017685252664738131),\n",
       " ('path_digits', 0.016290426398062326),\n",
       " ('path_consonants', 0.015673991139656993),\n",
       " ('domain_char_0', 0.014851865503119234),\n",
       " ('path_char_d', 0.014300008669988646),\n",
       " ('path_char_n', 0.013527117048009926),\n",
       " ('subdomain_entropy', 0.013153872402029042),\n",
       " ('domain_char_o', 0.012065475752239511),\n",
       " ('domain_digits', 0.011260578897430665),\n",
       " ('domain_vowels', 0.010432054979757639),\n",
       " ('path_char_c', 0.0095998798926856879),\n",
       " ('domain_char_i', 0.0088885345339429333),\n",
       " ('path_char_e', 0.0086200136982221478),\n",
       " ('path_char_i', 0.0081912504793116674)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_n_features(models['model'], project3utils.numeric_feature_columns, 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T23:18:31.453020Z",
     "start_time": "2018-05-14T23:18:31.407826Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('subdomain_total_chars', 0.074383030352264304),\n",
       " ('subdomain_consonants', 0.071569820562060571),\n",
       " ('domain_total_chars', 0.061254180958270059),\n",
       " ('domain_entropy', 0.054847995422745682),\n",
       " ('subdomain_empty_string', 0.050580703358393188),\n",
       " ('domain_consonants', 0.042782365855880987),\n",
       " ('https', 0.040022733603431636),\n",
       " ('domain_vowels', 0.028046641386349144),\n",
       " ('domain_char_o', 0.025484469959985382),\n",
       " ('domain_digits', 0.023087651412117032),\n",
       " ('domain_char_e', 0.022521252368392999),\n",
       " ('domain_char_p', 0.021878013671689268),\n",
       " ('domain_char_a', 0.02174135798343237),\n",
       " ('domain_char_i', 0.02043551531007903),\n",
       " ('domain_char_n', 0.019526093068592907),\n",
       " ('domain_char_c', 0.019338321544261426),\n",
       " ('domain_char_r', 0.01861898808253774),\n",
       " ('subdomain_entropy', 0.01825561948176848),\n",
       " ('domain_char_g', 0.017794656364335106),\n",
       " ('domain_char_0', 0.017782245868666502),\n",
       " ('domain_char_s', 0.017059164699671076),\n",
       " ('domain_char_l', 0.016743543525100272),\n",
       " ('domain_char_t', 0.016341930756019425),\n",
       " ('domain_char_hyphen', 0.015585085532361541),\n",
       " ('domain_char_m', 0.015358529583093443),\n",
       " ('subdomain_char_w', 0.014929044706879654),\n",
       " ('domain_char_h', 0.013334345417257814),\n",
       " ('domain_char_d', 0.012857881906220633),\n",
       " ('subdomain_vowels', 0.012711002386028927),\n",
       " ('domain_char_w', 0.01236039205765712)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_n_features(models['domain_model'], project3utils.nonpath_feature_columns, 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-14T23:18:33.992837Z",
     "start_time": "2018-05-14T23:18:33.953387Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('path_char_hyphen', 0.083315223464027005),\n",
       " ('path_char_slash', 0.076465519947803998),\n",
       " ('path_entropy', 0.059966175308671002),\n",
       " ('path_ends_in_php', 0.053646464487341533),\n",
       " ('path_total_chars', 0.04598581319992924),\n",
       " ('path_consonants', 0.045282657016467359),\n",
       " ('path_char_dot', 0.03861098055477126),\n",
       " ('path_char_p', 0.035537821778633044),\n",
       " ('path_char_k', 0.035235657221692494),\n",
       " ('path_char_i', 0.032360581568422815),\n",
       " ('path_digits', 0.031397679755430667),\n",
       " ('path_vowels', 0.030490895731698265),\n",
       " ('path_char_s', 0.030431584654755157),\n",
       " ('path_char_o', 0.022478858574833723),\n",
       " ('path_char_r', 0.022418194987984977),\n",
       " ('path_char_h', 0.021984303054940941),\n",
       " ('path_char_a', 0.020836265566300249),\n",
       " ('path_char_e', 0.020323228045137386),\n",
       " ('path_char_m', 0.020320967756257483),\n",
       " ('path_char_t', 0.019817551560712673),\n",
       " ('path_char_w', 0.019281051823963766),\n",
       " ('path_char_d', 0.019224154092367735),\n",
       " ('path_char_n', 0.019030532240721987),\n",
       " ('path_char_c', 0.018443704972441102),\n",
       " ('path_char_f', 0.014493604982943812),\n",
       " ('path_char_l', 0.013947180349908472),\n",
       " ('path_char_b', 0.013192929277474348),\n",
       " ('path_char_0', 0.012857458329877797),\n",
       " ('path_char_g', 0.012400811601394715),\n",
       " ('path_char_u', 0.011891525757712752)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_n_features(models['path_model'], project3utils.path_feature_columns, 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:anaconda3]",
   "language": "python",
   "name": "conda-env-anaconda3-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}