{
 "cells": [
  {
   "source": [
    "# Tutorial 3 - Standard membership functions"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "This tutorial uses the fuzzy inference system developed in Tutorial 1."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "\n",
    "os.chdir('/workspaces/fuzzy-expert')\n",
    "warnings.filterwarnings(\"ignore\")\n"
   ]
  },
  {
   "source": [
    "## Specification of the fuzzy variables with standard membership functions"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "In the following code, fuzzy sets are specified using standard membership functions, which are described in the function reference section.\n",
    "\n",
    "Fuzzy sets in variables `score` and `ratio` are specified using the `smf` and `zmf` functions. Fuzzy sets for variables `credit` and `decision` are specified using the `trapmf` function."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d0b87f10-2777-43f0-ab20-9c516cf20dd3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from fuzzy_expert.variable import FuzzyVariable\n",
    "\n",
    "variables = {\n",
    "    \"score\": FuzzyVariable(\n",
    "        universe_range=(150, 200),\n",
    "        terms={\n",
    "            \"High\": ('smf', 175, 190),\n",
    "            \"Low\": ('zmf', 155, 175),\n",
    "        },\n",
    "    ),\n",
    "    \"ratio\": FuzzyVariable(\n",
    "        universe_range=(0.1, 1),\n",
    "        terms={\n",
    "            \"Goodr\": ('zmf', 0.3, 0.42),\n",
    "            \"Badr\": ('smf', 0.44, 0.7),\n",
    "        },\n",
    "    ),\n",
    "    #\n",
    "    \"credit\": FuzzyVariable(\n",
    "        universe_range=(0, 10),\n",
    "        terms={\n",
    "            \"Goodc\": ('trapmf', 0, 0, 2, 5),\n",
    "            \"Badc\":  ('trapmf', 5, 8, 10, 10),\n",
    "        },\n",
    "    ),\n",
    "    #\n",
    "    \"decision\": FuzzyVariable(\n",
    "        universe_range=(0, 10),\n",
    "        terms={\n",
    "            \"Approve\": ('trapmf', 5, 8, 10, 10),\n",
    "            \"Reject\": ('trapmf', 0, 0, 2, 5),\n",
    "        },\n",
    "    ),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 372.103125 248.518125\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-06-24T19:40:45.928169</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 248.518125 \nL 372.103125 248.518125 \nL 372.103125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \nL 364.903125 7.2 \nL 30.103125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m2293f21c3b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"45.321307\" xlink:href=\"#m2293f21c3b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 150 -->\n      <g transform=\"translate(35.777557 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"127.246094\" 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=\"106.194034\" xlink:href=\"#m2293f21c3b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 160 -->\n      <g transform=\"translate(96.650284 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\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=\"167.066761\" xlink:href=\"#m2293f21c3b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 170 -->\n      <g transform=\"translate(157.523011 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\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=\"227.939489\" xlink:href=\"#m2293f21c3b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 180 -->\n      <g transform=\"translate(218.395739 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\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=\"288.812216\" xlink:href=\"#m2293f21c3b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 190 -->\n      <g transform=\"translate(279.268466 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\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=\"349.684943\" xlink:href=\"#m2293f21c3b\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 200 -->\n      <g transform=\"translate(340.141193 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m3b7933336f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m3b7933336f\" y=\"214.756364\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.0 -->\n      <g transform=\"translate(7.2 218.555582)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\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=\"30.103125\" xlink:href=\"#m3b7933336f\" y=\"175.221818\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.2 -->\n      <g transform=\"translate(7.2 179.021037)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m3b7933336f\" y=\"135.687273\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.4 -->\n      <g transform=\"translate(7.2 139.486491)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n       </defs>\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=\"30.103125\" xlink:href=\"#m3b7933336f\" y=\"96.152727\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.6 -->\n      <g transform=\"translate(7.2 99.951946)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m3b7933336f\" y=\"56.618182\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.8 -->\n      <g transform=\"translate(7.2 60.417401)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m3b7933336f\" y=\"17.083636\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.0 -->\n      <g transform=\"translate(7.2 20.882855)scale(0.1 -0.1)\">\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>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p7aa6187ba6)\" d=\"M 45.321307 214.756364 \nL 197.503125 214.756364 \nL 208.916761 208.579091 \nL 220.330398 190.047273 \nL 231.744034 159.160909 \nL 254.723489 72.267273 \nL 265.984943 41.792727 \nL 277.39858 23.260909 \nL 288.812216 17.083636 \nL 349.684943 17.083636 \nL 349.684943 17.083636 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p7aa6187ba6)\" d=\"M 45.321307 17.083636 \nL 75.75767 17.083636 \nL 90.975852 23.260909 \nL 106.194034 41.792727 \nL 121.412216 72.679091 \nL 151.84858 159.160909 \nL 167.066761 190.047273 \nL 182.284943 208.579091 \nL 197.503125 214.756364 \nL 349.684943 214.756364 \nL 349.684943 214.756364 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \n\" style=\"fill:none;stroke:#808080;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_4\">\n     <path d=\"M 302.91875 132.098125 \nL 357.903125 132.098125 \nQ 359.903125 132.098125 359.903125 130.098125 \nL 359.903125 101.741875 \nQ 359.903125 99.741875 357.903125 99.741875 \nL 302.91875 99.741875 \nQ 300.91875 99.741875 300.91875 101.741875 \nL 300.91875 130.098125 \nQ 300.91875 132.098125 302.91875 132.098125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_15\">\n     <path d=\"M 304.91875 107.840312 \nL 324.91875 107.840312 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_16\"/>\n    <g id=\"text_13\">\n     <!-- High -->\n     <g transform=\"translate(332.91875 111.340312)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 2753 \nL 3553 2753 \nL 3553 4666 \nL 4184 4666 \nL 4184 0 \nL 3553 0 \nL 3553 2222 \nL 1259 2222 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-48\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"75.195312\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"102.978516\" xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"166.455078\" xlink:href=\"#DejaVuSans-68\"/>\n     </g>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 304.91875 122.518437 \nL 324.91875 122.518437 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_18\"/>\n    <g id=\"text_14\">\n     <!-- Low -->\n     <g transform=\"translate(332.91875 126.018437)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" id=\"DejaVuSans-77\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-4c\"/>\n      <use x=\"53.962891\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"115.144531\" xlink:href=\"#DejaVuSans-77\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p7aa6187ba6\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "variables['score'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 372.103125 248.518125\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-06-24T19:40:46.110367</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 248.518125 \nL 372.103125 248.518125 \nL 372.103125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \nL 364.903125 7.2 \nL 30.103125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mf30233a2d6\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.139489\" xlink:href=\"#mf30233a2d6\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0.2 -->\n      <g transform=\"translate(71.187926 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\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_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.775852\" xlink:href=\"#mf30233a2d6\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0.4 -->\n      <g transform=\"translate(138.82429 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n       </defs>\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_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"214.412216\" xlink:href=\"#mf30233a2d6\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0.6 -->\n      <g transform=\"translate(206.460653 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\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_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"282.04858\" xlink:href=\"#mf30233a2d6\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0.8 -->\n      <g transform=\"translate(274.097017 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n       </defs>\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_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"349.684943\" xlink:href=\"#mf30233a2d6\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 1.0 -->\n      <g transform=\"translate(341.733381 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\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>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_6\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mb4bd5e8cc1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mb4bd5e8cc1\" y=\"214.756364\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0.0 -->\n      <g transform=\"translate(7.2 218.555582)scale(0.1 -0.1)\">\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_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mb4bd5e8cc1\" y=\"175.221818\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.2 -->\n      <g transform=\"translate(7.2 179.021037)scale(0.1 -0.1)\">\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_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mb4bd5e8cc1\" y=\"135.687273\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.4 -->\n      <g transform=\"translate(7.2 139.486491)scale(0.1 -0.1)\">\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_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mb4bd5e8cc1\" y=\"96.152727\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.6 -->\n      <g transform=\"translate(7.2 99.951946)scale(0.1 -0.1)\">\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_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mb4bd5e8cc1\" y=\"56.618182\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.8 -->\n      <g transform=\"translate(7.2 60.417401)scale(0.1 -0.1)\">\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_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mb4bd5e8cc1\" y=\"17.083636\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 1.0 -->\n      <g transform=\"translate(7.2 20.882855)scale(0.1 -0.1)\">\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>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pea4cdc8be6)\" d=\"M 45.321307 17.083636 \nL 79.139489 17.083636 \nL 112.95767 17.083636 \nL 112.95767 17.083636 \nL 118.030398 23.260909 \nL 123.103125 41.792727 \nL 128.175852 72.679091 \nL 133.24858 115.92 \nL 138.321307 159.160909 \nL 143.394034 190.047273 \nL 146.775852 202.401818 \nL 148.466761 208.579091 \nL 153.539489 214.756364 \nL 160.303125 214.756364 \nL 171.294034 214.756364 \nL 180.594034 214.756364 \nL 182.284943 214.756364 \nL 193.275852 214.756364 \nL 204.266761 214.756364 \nL 214.412216 214.756364 \nL 215.25767 214.756364 \nL 226.24858 214.756364 \nL 237.239489 214.756364 \nL 248.230398 214.756364 \nL 248.230398 214.756364 \nL 282.04858 214.756364 \nL 315.866761 214.756364 \nL 349.684943 214.756364 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pea4cdc8be6)\" d=\"M 45.321307 214.756364 \nL 79.139489 214.756364 \nL 112.95767 214.756364 \nL 112.95767 214.756364 \nL 118.030398 214.756364 \nL 123.103125 214.756364 \nL 128.175852 214.756364 \nL 133.24858 214.756364 \nL 138.321307 214.756364 \nL 143.394034 214.756364 \nL 146.775852 214.756364 \nL 148.466761 214.756364 \nL 153.539489 214.756364 \nL 160.303125 214.756364 \nL 171.294034 208.579091 \nL 180.594034 192.898322 \nL 182.284943 190.047273 \nL 193.275852 159.160909 \nL 204.266761 115.92 \nL 214.412216 76.005315 \nL 215.25767 72.679091 \nL 226.24858 41.792727 \nL 237.239489 23.260909 \nL 248.230398 17.083636 \nL 248.230398 17.083636 \nL 282.04858 17.083636 \nL 315.866761 17.083636 \nL 349.684943 17.083636 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \n\" style=\"fill:none;stroke:#808080;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_4\">\n     <path d=\"M 295.457813 132.098125 \nL 357.903125 132.098125 \nQ 359.903125 132.098125 359.903125 130.098125 \nL 359.903125 101.741875 \nQ 359.903125 99.741875 357.903125 99.741875 \nL 295.457813 99.741875 \nQ 293.457813 99.741875 293.457813 101.741875 \nL 293.457813 130.098125 \nQ 293.457813 132.098125 295.457813 132.098125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_14\">\n     <path d=\"M 297.457813 107.840312 \nL 317.457813 107.840312 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_15\"/>\n    <g id=\"text_12\">\n     <!-- Goodr -->\n     <g transform=\"translate(325.457813 111.340312)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 3809 666 \nL 3809 1919 \nL 2778 1919 \nL 2778 2438 \nL 4434 2438 \nL 4434 434 \nQ 4069 175 3628 42 \nQ 3188 -91 2688 -91 \nQ 1594 -91 976 548 \nQ 359 1188 359 2328 \nQ 359 3472 976 4111 \nQ 1594 4750 2688 4750 \nQ 3144 4750 3555 4637 \nQ 3966 4525 4313 4306 \nL 4313 3634 \nQ 3963 3931 3569 4081 \nQ 3175 4231 2741 4231 \nQ 1884 4231 1454 3753 \nQ 1025 3275 1025 2328 \nQ 1025 1384 1454 906 \nQ 1884 428 2741 428 \nQ 3075 428 3337 486 \nQ 3600 544 3809 666 \nz\n\" id=\"DejaVuSans-47\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"138.671875\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"199.853516\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"263.330078\" xlink:href=\"#DejaVuSans-72\"/>\n     </g>\n    </g>\n    <g id=\"line2d_16\">\n     <path d=\"M 297.457813 122.518437 \nL 317.457813 122.518437 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_17\"/>\n    <g id=\"text_13\">\n     <!-- Badr -->\n     <g transform=\"translate(325.457813 126.018437)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 1259 2228 \nL 1259 519 \nL 2272 519 \nQ 2781 519 3026 730 \nQ 3272 941 3272 1375 \nQ 3272 1813 3026 2020 \nQ 2781 2228 2272 2228 \nL 1259 2228 \nz\nM 1259 4147 \nL 1259 2741 \nL 2194 2741 \nQ 2656 2741 2882 2914 \nQ 3109 3088 3109 3444 \nQ 3109 3797 2882 3972 \nQ 2656 4147 2194 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2241 4666 \nQ 2963 4666 3353 4366 \nQ 3744 4066 3744 3513 \nQ 3744 3084 3544 2831 \nQ 3344 2578 2956 2516 \nQ 3422 2416 3680 2098 \nQ 3938 1781 3938 1306 \nQ 3938 681 3513 340 \nQ 3088 0 2303 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-42\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-42\"/>\n      <use x=\"68.603516\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"129.882812\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"193.359375\" xlink:href=\"#DejaVuSans-72\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pea4cdc8be6\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "variables['ratio'].plot()"
   ]
  },
  {
   "source": [
    "variables['credit'].plot()"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 5,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 372.103125 248.518125\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-06-24T19:40:46.312635</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 248.518125 \nL 372.103125 248.518125 \nL 372.103125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \nL 364.903125 7.2 \nL 30.103125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m8c11b16801\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"45.321307\" xlink:href=\"#m8c11b16801\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(42.140057 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"106.194034\" xlink:href=\"#m8c11b16801\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 2 -->\n      <g transform=\"translate(103.012784 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"167.066761\" xlink:href=\"#m8c11b16801\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 4 -->\n      <g transform=\"translate(163.885511 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"227.939489\" xlink:href=\"#m8c11b16801\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 6 -->\n      <g transform=\"translate(224.758239 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"288.812216\" xlink:href=\"#m8c11b16801\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 8 -->\n      <g transform=\"translate(285.630966 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"349.684943\" xlink:href=\"#m8c11b16801\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 10 -->\n      <g transform=\"translate(343.322443 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m5160d6507e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5160d6507e\" y=\"214.756364\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.0 -->\n      <g transform=\"translate(7.2 218.555582)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\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=\"30.103125\" xlink:href=\"#m5160d6507e\" y=\"175.221818\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.2 -->\n      <g transform=\"translate(7.2 179.021037)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m5160d6507e\" y=\"135.687273\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.4 -->\n      <g transform=\"translate(7.2 139.486491)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m5160d6507e\" y=\"96.152727\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.6 -->\n      <g transform=\"translate(7.2 99.951946)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m5160d6507e\" y=\"56.618182\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.8 -->\n      <g transform=\"translate(7.2 60.417401)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m5160d6507e\" y=\"17.083636\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.0 -->\n      <g transform=\"translate(7.2 20.882855)scale(0.1 -0.1)\">\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>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p5743502496)\" d=\"M 45.321307 17.083636 \nL 48.364943 17.083636 \nL 51.40858 17.083636 \nL 54.452216 17.083636 \nL 57.495852 17.083636 \nL 60.539489 17.083636 \nL 63.583125 17.083636 \nL 66.626761 17.083636 \nL 69.670398 17.083636 \nL 72.714034 17.083636 \nL 75.75767 17.083636 \nL 78.801307 17.083636 \nL 81.844943 17.083636 \nL 84.88858 17.083636 \nL 87.932216 17.083636 \nL 90.975852 17.083636 \nL 94.019489 17.083636 \nL 97.063125 17.083636 \nL 100.106761 17.083636 \nL 103.150398 17.083636 \nL 106.194034 17.083636 \nL 109.23767 23.672727 \nL 112.281307 30.261818 \nL 115.324943 36.850909 \nL 118.36858 43.44 \nL 121.412216 50.029091 \nL 124.455852 56.618182 \nL 127.499489 63.207273 \nL 130.543125 69.796364 \nL 133.586761 76.385455 \nL 136.630398 82.974545 \nL 139.674034 89.563636 \nL 142.71767 96.152727 \nL 145.761307 102.741818 \nL 148.804943 109.330909 \nL 151.84858 115.92 \nL 154.892216 122.509091 \nL 157.935852 129.098182 \nL 160.979489 135.687273 \nL 164.023125 142.276364 \nL 167.066761 148.865455 \nL 170.110398 155.454545 \nL 173.154034 162.043636 \nL 176.19767 168.632727 \nL 179.241307 175.221818 \nL 182.284943 181.810909 \nL 185.32858 188.4 \nL 188.372216 194.989091 \nL 191.415852 201.578182 \nL 194.459489 208.167273 \nL 197.503125 214.756364 \nL 200.546761 214.756364 \nL 203.590398 214.756364 \nL 206.634034 214.756364 \nL 209.67767 214.756364 \nL 212.721307 214.756364 \nL 215.764943 214.756364 \nL 218.80858 214.756364 \nL 221.852216 214.756364 \nL 224.895852 214.756364 \nL 227.939489 214.756364 \nL 230.983125 214.756364 \nL 234.026761 214.756364 \nL 237.070398 214.756364 \nL 240.114034 214.756364 \nL 243.15767 214.756364 \nL 246.201307 214.756364 \nL 249.244943 214.756364 \nL 252.28858 214.756364 \nL 255.332216 214.756364 \nL 258.375852 214.756364 \nL 261.419489 214.756364 \nL 264.463125 214.756364 \nL 267.506761 214.756364 \nL 270.550398 214.756364 \nL 273.594034 214.756364 \nL 276.63767 214.756364 \nL 279.681307 214.756364 \nL 282.724943 214.756364 \nL 285.76858 214.756364 \nL 288.812216 214.756364 \nL 291.855852 214.756364 \nL 294.899489 214.756364 \nL 297.943125 214.756364 \nL 300.986761 214.756364 \nL 304.030398 214.756364 \nL 307.074034 214.756364 \nL 310.11767 214.756364 \nL 313.161307 214.756364 \nL 316.204943 214.756364 \nL 319.24858 214.756364 \nL 322.292216 214.756364 \nL 325.335852 214.756364 \nL 328.379489 214.756364 \nL 331.423125 214.756364 \nL 334.466761 214.756364 \nL 337.510398 214.756364 \nL 340.554034 214.756364 \nL 343.59767 214.756364 \nL 346.641307 214.756364 \nL 349.684943 214.756364 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p5743502496)\" d=\"M 45.321307 214.756364 \nL 48.364943 214.756364 \nL 51.40858 214.756364 \nL 54.452216 214.756364 \nL 57.495852 214.756364 \nL 60.539489 214.756364 \nL 63.583125 214.756364 \nL 66.626761 214.756364 \nL 69.670398 214.756364 \nL 72.714034 214.756364 \nL 75.75767 214.756364 \nL 78.801307 214.756364 \nL 81.844943 214.756364 \nL 84.88858 214.756364 \nL 87.932216 214.756364 \nL 90.975852 214.756364 \nL 94.019489 214.756364 \nL 97.063125 214.756364 \nL 100.106761 214.756364 \nL 103.150398 214.756364 \nL 106.194034 214.756364 \nL 109.23767 214.756364 \nL 112.281307 214.756364 \nL 115.324943 214.756364 \nL 118.36858 214.756364 \nL 121.412216 214.756364 \nL 124.455852 214.756364 \nL 127.499489 214.756364 \nL 130.543125 214.756364 \nL 133.586761 214.756364 \nL 136.630398 214.756364 \nL 139.674034 214.756364 \nL 142.71767 214.756364 \nL 145.761307 214.756364 \nL 148.804943 214.756364 \nL 151.84858 214.756364 \nL 154.892216 214.756364 \nL 157.935852 214.756364 \nL 160.979489 214.756364 \nL 164.023125 214.756364 \nL 167.066761 214.756364 \nL 170.110398 214.756364 \nL 173.154034 214.756364 \nL 176.19767 214.756364 \nL 179.241307 214.756364 \nL 182.284943 214.756364 \nL 185.32858 214.756364 \nL 188.372216 214.756364 \nL 191.415852 214.756364 \nL 194.459489 214.756364 \nL 197.503125 214.756364 \nL 200.546761 208.167273 \nL 203.590398 201.578182 \nL 206.634034 194.989091 \nL 209.67767 188.4 \nL 212.721307 181.810909 \nL 215.764943 175.221818 \nL 218.80858 168.632727 \nL 221.852216 162.043636 \nL 224.895852 155.454545 \nL 227.939489 148.865455 \nL 230.983125 142.276364 \nL 234.026761 135.687273 \nL 237.070398 129.098182 \nL 240.114034 122.509091 \nL 243.15767 115.92 \nL 246.201307 109.330909 \nL 249.244943 102.741818 \nL 252.28858 96.152727 \nL 255.332216 89.563636 \nL 258.375852 82.974545 \nL 261.419489 76.385455 \nL 264.463125 69.796364 \nL 267.506761 63.207273 \nL 270.550398 56.618182 \nL 273.594034 50.029091 \nL 276.63767 43.44 \nL 279.681307 36.850909 \nL 282.724943 30.261818 \nL 285.76858 23.672727 \nL 288.812216 17.083636 \nL 291.855852 17.083636 \nL 294.899489 17.083636 \nL 297.943125 17.083636 \nL 300.986761 17.083636 \nL 304.030398 17.083636 \nL 307.074034 17.083636 \nL 310.11767 17.083636 \nL 313.161307 17.083636 \nL 316.204943 17.083636 \nL 319.24858 17.083636 \nL 322.292216 17.083636 \nL 325.335852 17.083636 \nL 328.379489 17.083636 \nL 331.423125 17.083636 \nL 334.466761 17.083636 \nL 337.510398 17.083636 \nL 340.554034 17.083636 \nL 343.59767 17.083636 \nL 346.641307 17.083636 \nL 349.684943 17.083636 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \n\" style=\"fill:none;stroke:#808080;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_4\">\n     <path d=\"M 294.070313 132.098125 \nL 357.903125 132.098125 \nQ 359.903125 132.098125 359.903125 130.098125 \nL 359.903125 101.741875 \nQ 359.903125 99.741875 357.903125 99.741875 \nL 294.070313 99.741875 \nQ 292.070313 99.741875 292.070313 101.741875 \nL 292.070313 130.098125 \nQ 292.070313 132.098125 294.070313 132.098125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_15\">\n     <path d=\"M 296.070313 107.840312 \nL 316.070313 107.840312 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_16\"/>\n    <g id=\"text_13\">\n     <!-- Goodc -->\n     <g transform=\"translate(324.070313 111.340312)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 3809 666 \nL 3809 1919 \nL 2778 1919 \nL 2778 2438 \nL 4434 2438 \nL 4434 434 \nQ 4069 175 3628 42 \nQ 3188 -91 2688 -91 \nQ 1594 -91 976 548 \nQ 359 1188 359 2328 \nQ 359 3472 976 4111 \nQ 1594 4750 2688 4750 \nQ 3144 4750 3555 4637 \nQ 3966 4525 4313 4306 \nL 4313 3634 \nQ 3963 3931 3569 4081 \nQ 3175 4231 2741 4231 \nQ 1884 4231 1454 3753 \nQ 1025 3275 1025 2328 \nQ 1025 1384 1454 906 \nQ 1884 428 2741 428 \nQ 3075 428 3337 486 \nQ 3600 544 3809 666 \nz\n\" id=\"DejaVuSans-47\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"138.671875\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"199.853516\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"263.330078\" xlink:href=\"#DejaVuSans-63\"/>\n     </g>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 296.070313 122.518437 \nL 316.070313 122.518437 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_18\"/>\n    <g id=\"text_14\">\n     <!-- Badc -->\n     <g transform=\"translate(324.070313 126.018437)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 1259 2228 \nL 1259 519 \nL 2272 519 \nQ 2781 519 3026 730 \nQ 3272 941 3272 1375 \nQ 3272 1813 3026 2020 \nQ 2781 2228 2272 2228 \nL 1259 2228 \nz\nM 1259 4147 \nL 1259 2741 \nL 2194 2741 \nQ 2656 2741 2882 2914 \nQ 3109 3088 3109 3444 \nQ 3109 3797 2882 3972 \nQ 2656 4147 2194 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2241 4666 \nQ 2963 4666 3353 4366 \nQ 3744 4066 3744 3513 \nQ 3744 3084 3544 2831 \nQ 3344 2578 2956 2516 \nQ 3422 2416 3680 2098 \nQ 3938 1781 3938 1306 \nQ 3938 681 3513 340 \nQ 3088 0 2303 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-42\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-42\"/>\n      <use x=\"68.603516\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"129.882812\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"193.359375\" xlink:href=\"#DejaVuSans-63\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p5743502496\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"248.518125pt\" version=\"1.1\" viewBox=\"0 0 372.103125 248.518125\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-06-24T19:40:46.519867</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 248.518125 \nL 372.103125 248.518125 \nL 372.103125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \nL 364.903125 7.2 \nL 30.103125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m39931d18a9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"45.321307\" xlink:href=\"#m39931d18a9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(42.140057 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"106.194034\" xlink:href=\"#m39931d18a9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 2 -->\n      <g transform=\"translate(103.012784 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"167.066761\" xlink:href=\"#m39931d18a9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 4 -->\n      <g transform=\"translate(163.885511 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"227.939489\" xlink:href=\"#m39931d18a9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 6 -->\n      <g transform=\"translate(224.758239 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"288.812216\" xlink:href=\"#m39931d18a9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 8 -->\n      <g transform=\"translate(285.630966 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use 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=\"349.684943\" xlink:href=\"#m39931d18a9\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 10 -->\n      <g transform=\"translate(343.322443 239.238437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m305263a671\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m305263a671\" y=\"214.756364\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.0 -->\n      <g transform=\"translate(7.2 218.555582)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\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=\"30.103125\" xlink:href=\"#m305263a671\" y=\"175.221818\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.2 -->\n      <g transform=\"translate(7.2 179.021037)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m305263a671\" y=\"135.687273\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.4 -->\n      <g transform=\"translate(7.2 139.486491)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m305263a671\" y=\"96.152727\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.6 -->\n      <g transform=\"translate(7.2 99.951946)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m305263a671\" y=\"56.618182\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.8 -->\n      <g transform=\"translate(7.2 60.417401)scale(0.1 -0.1)\">\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=\"30.103125\" xlink:href=\"#m305263a671\" y=\"17.083636\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.0 -->\n      <g transform=\"translate(7.2 20.882855)scale(0.1 -0.1)\">\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>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p92cffc3891)\" d=\"M 45.321307 214.756364 \nL 48.364943 214.756364 \nL 51.40858 214.756364 \nL 54.452216 214.756364 \nL 57.495852 214.756364 \nL 60.539489 214.756364 \nL 63.583125 214.756364 \nL 66.626761 214.756364 \nL 69.670398 214.756364 \nL 72.714034 214.756364 \nL 75.75767 214.756364 \nL 78.801307 214.756364 \nL 81.844943 214.756364 \nL 84.88858 214.756364 \nL 87.932216 214.756364 \nL 90.975852 214.756364 \nL 94.019489 214.756364 \nL 97.063125 214.756364 \nL 100.106761 214.756364 \nL 103.150398 214.756364 \nL 106.194034 214.756364 \nL 109.23767 214.756364 \nL 112.281307 214.756364 \nL 115.324943 214.756364 \nL 118.36858 214.756364 \nL 121.412216 214.756364 \nL 124.455852 214.756364 \nL 127.499489 214.756364 \nL 130.543125 214.756364 \nL 133.586761 214.756364 \nL 136.630398 214.756364 \nL 139.674034 214.756364 \nL 142.71767 214.756364 \nL 145.761307 214.756364 \nL 148.804943 214.756364 \nL 151.84858 214.756364 \nL 154.892216 214.756364 \nL 157.935852 214.756364 \nL 160.979489 214.756364 \nL 164.023125 214.756364 \nL 167.066761 214.756364 \nL 170.110398 214.756364 \nL 173.154034 214.756364 \nL 176.19767 214.756364 \nL 179.241307 214.756364 \nL 182.284943 214.756364 \nL 185.32858 214.756364 \nL 188.372216 214.756364 \nL 191.415852 214.756364 \nL 194.459489 214.756364 \nL 197.503125 214.756364 \nL 200.546761 208.167273 \nL 203.590398 201.578182 \nL 206.634034 194.989091 \nL 209.67767 188.4 \nL 212.721307 181.810909 \nL 215.764943 175.221818 \nL 218.80858 168.632727 \nL 221.852216 162.043636 \nL 224.895852 155.454545 \nL 227.939489 148.865455 \nL 230.983125 142.276364 \nL 234.026761 135.687273 \nL 237.070398 129.098182 \nL 240.114034 122.509091 \nL 243.15767 115.92 \nL 246.201307 109.330909 \nL 249.244943 102.741818 \nL 252.28858 96.152727 \nL 255.332216 89.563636 \nL 258.375852 82.974545 \nL 261.419489 76.385455 \nL 264.463125 69.796364 \nL 267.506761 63.207273 \nL 270.550398 56.618182 \nL 273.594034 50.029091 \nL 276.63767 43.44 \nL 279.681307 36.850909 \nL 282.724943 30.261818 \nL 285.76858 23.672727 \nL 288.812216 17.083636 \nL 291.855852 17.083636 \nL 294.899489 17.083636 \nL 297.943125 17.083636 \nL 300.986761 17.083636 \nL 304.030398 17.083636 \nL 307.074034 17.083636 \nL 310.11767 17.083636 \nL 313.161307 17.083636 \nL 316.204943 17.083636 \nL 319.24858 17.083636 \nL 322.292216 17.083636 \nL 325.335852 17.083636 \nL 328.379489 17.083636 \nL 331.423125 17.083636 \nL 334.466761 17.083636 \nL 337.510398 17.083636 \nL 340.554034 17.083636 \nL 343.59767 17.083636 \nL 346.641307 17.083636 \nL 349.684943 17.083636 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p92cffc3891)\" d=\"M 45.321307 17.083636 \nL 48.364943 17.083636 \nL 51.40858 17.083636 \nL 54.452216 17.083636 \nL 57.495852 17.083636 \nL 60.539489 17.083636 \nL 63.583125 17.083636 \nL 66.626761 17.083636 \nL 69.670398 17.083636 \nL 72.714034 17.083636 \nL 75.75767 17.083636 \nL 78.801307 17.083636 \nL 81.844943 17.083636 \nL 84.88858 17.083636 \nL 87.932216 17.083636 \nL 90.975852 17.083636 \nL 94.019489 17.083636 \nL 97.063125 17.083636 \nL 100.106761 17.083636 \nL 103.150398 17.083636 \nL 106.194034 17.083636 \nL 109.23767 23.672727 \nL 112.281307 30.261818 \nL 115.324943 36.850909 \nL 118.36858 43.44 \nL 121.412216 50.029091 \nL 124.455852 56.618182 \nL 127.499489 63.207273 \nL 130.543125 69.796364 \nL 133.586761 76.385455 \nL 136.630398 82.974545 \nL 139.674034 89.563636 \nL 142.71767 96.152727 \nL 145.761307 102.741818 \nL 148.804943 109.330909 \nL 151.84858 115.92 \nL 154.892216 122.509091 \nL 157.935852 129.098182 \nL 160.979489 135.687273 \nL 164.023125 142.276364 \nL 167.066761 148.865455 \nL 170.110398 155.454545 \nL 173.154034 162.043636 \nL 176.19767 168.632727 \nL 179.241307 175.221818 \nL 182.284943 181.810909 \nL 185.32858 188.4 \nL 188.372216 194.989091 \nL 191.415852 201.578182 \nL 194.459489 208.167273 \nL 197.503125 214.756364 \nL 200.546761 214.756364 \nL 203.590398 214.756364 \nL 206.634034 214.756364 \nL 209.67767 214.756364 \nL 212.721307 214.756364 \nL 215.764943 214.756364 \nL 218.80858 214.756364 \nL 221.852216 214.756364 \nL 224.895852 214.756364 \nL 227.939489 214.756364 \nL 230.983125 214.756364 \nL 234.026761 214.756364 \nL 237.070398 214.756364 \nL 240.114034 214.756364 \nL 243.15767 214.756364 \nL 246.201307 214.756364 \nL 249.244943 214.756364 \nL 252.28858 214.756364 \nL 255.332216 214.756364 \nL 258.375852 214.756364 \nL 261.419489 214.756364 \nL 264.463125 214.756364 \nL 267.506761 214.756364 \nL 270.550398 214.756364 \nL 273.594034 214.756364 \nL 276.63767 214.756364 \nL 279.681307 214.756364 \nL 282.724943 214.756364 \nL 285.76858 214.756364 \nL 288.812216 214.756364 \nL 291.855852 214.756364 \nL 294.899489 214.756364 \nL 297.943125 214.756364 \nL 300.986761 214.756364 \nL 304.030398 214.756364 \nL 307.074034 214.756364 \nL 310.11767 214.756364 \nL 313.161307 214.756364 \nL 316.204943 214.756364 \nL 319.24858 214.756364 \nL 322.292216 214.756364 \nL 325.335852 214.756364 \nL 328.379489 214.756364 \nL 331.423125 214.756364 \nL 334.466761 214.756364 \nL 337.510398 214.756364 \nL 340.554034 214.756364 \nL 343.59767 214.756364 \nL 346.641307 214.756364 \nL 349.684943 214.756364 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 30.103125 224.64 \nL 364.903125 224.64 \n\" style=\"fill:none;stroke:#808080;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_4\">\n     <path d=\"M 284.289063 132.098125 \nL 357.903125 132.098125 \nQ 359.903125 132.098125 359.903125 130.098125 \nL 359.903125 101.741875 \nQ 359.903125 99.741875 357.903125 99.741875 \nL 284.289063 99.741875 \nQ 282.289063 99.741875 282.289063 101.741875 \nL 282.289063 130.098125 \nQ 282.289063 132.098125 284.289063 132.098125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_15\">\n     <path d=\"M 286.289063 107.840312 \nL 306.289063 107.840312 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_16\"/>\n    <g id=\"text_13\">\n     <!-- Approve -->\n     <g transform=\"translate(314.289063 111.340312)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" id=\"DejaVuSans-41\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 191 3500 \nL 800 3500 \nL 1894 563 \nL 2988 3500 \nL 3597 3500 \nL 2284 0 \nL 1503 0 \nL 191 3500 \nz\n\" id=\"DejaVuSans-76\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"131.884766\" xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"195.361328\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"234.224609\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"295.40625\" xlink:href=\"#DejaVuSans-76\"/>\n      <use x=\"354.585938\" xlink:href=\"#DejaVuSans-65\"/>\n     </g>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 286.289063 122.518437 \nL 306.289063 122.518437 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_18\"/>\n    <g id=\"text_14\">\n     <!-- Reject -->\n     <g transform=\"translate(314.289063 126.018437)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 -63 \nQ 1178 -731 923 -1031 \nQ 669 -1331 103 -1331 \nL -116 -1331 \nL -116 -844 \nL 38 -844 \nQ 366 -844 484 -692 \nQ 603 -541 603 -63 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6a\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-52\"/>\n      <use x=\"64.982422\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"126.505859\" xlink:href=\"#DejaVuSans-6a\"/>\n      <use x=\"154.289062\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"215.8125\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"270.792969\" xlink:href=\"#DejaVuSans-74\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p92cffc3891\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "variables['decision'].plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.5 64-bit"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  },
  "interpreter": {
   "hash": "4cd7ab41f5fca4b9b44701077e38c5ffd31fe66a6cab21e0214b68d958d0e462"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}