char-test-v2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/mushrooms.csv')\n",
    "\n",
    "data.drop('stalk-shape', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Column : cap-shape\n",
      "[*] key x : 1948/1708 (0.533/0.467) (total 3656)\n",
      "[*] key b : 404/48 (0.894/0.106) (total 452)\n",
      "[*] key s : 32/0 (1.000/0.000) (total 32)\n",
      "[*] key f : 1596/1556 (0.506/0.494) (total 3152)\n",
      "[*] key k : 228/600 (0.275/0.725) (total 828)\n",
      "[*] key c : 0/4 (0.000/1.000) (total 4)\n",
      "Column : cap-surface\n",
      "[*] key s : 1144/1412 (0.448/0.552) (total 2556)\n",
      "[*] key y : 1504/1740 (0.464/0.536) (total 3244)\n",
      "[*] key f : 1560/760 (0.672/0.328) (total 2320)\n",
      "[*] key g : 0/4 (0.000/1.000) (total 4)\n",
      "Column : cap-color\n",
      "[*] key n : 1264/1020 (0.553/0.447) (total 2284)\n",
      "[*] key y : 400/672 (0.373/0.627) (total 1072)\n",
      "[*] key w : 720/320 (0.692/0.308) (total 1040)\n",
      "[*] key g : 1032/808 (0.561/0.439) (total 1840)\n",
      "[*] key e : 624/876 (0.416/0.584) (total 1500)\n",
      "[*] key p : 56/88 (0.389/0.611) (total 144)\n",
      "[*] key b : 48/120 (0.286/0.714) (total 168)\n",
      "[*] key u : 16/0 (1.000/0.000) (total 16)\n",
      "[*] key c : 32/12 (0.727/0.273) (total 44)\n",
      "[*] key r : 16/0 (1.000/0.000) (total 16)\n",
      "Column : bruises\n",
      "[*] key t : 2752/624 (0.815/0.185) (total 3376)\n",
      "[*] key f : 1456/3292 (0.307/0.693) (total 4748)\n",
      "Column : odor\n",
      "[*] key p : 0/256 (0.000/1.000) (total 256)\n",
      "[*] key a : 400/0 (1.000/0.000) (total 400)\n",
      "[*] key l : 400/0 (1.000/0.000) (total 400)\n",
      "[*] key n : 3408/120 (0.966/0.034) (total 3528)\n",
      "[*] key f : 0/2160 (0.000/1.000) (total 2160)\n",
      "[*] key c : 0/192 (0.000/1.000) (total 192)\n",
      "[*] key y : 0/576 (0.000/1.000) (total 576)\n",
      "[*] key s : 0/576 (0.000/1.000) (total 576)\n",
      "[*] key m : 0/36 (0.000/1.000) (total 36)\n",
      "Column : gill-attachment\n",
      "[*] key f : 4016/3898 (0.507/0.493) (total 7914)\n",
      "[*] key a : 192/18 (0.914/0.086) (total 210)\n",
      "Column : gill-spacing\n",
      "[*] key c : 3008/3804 (0.442/0.558) (total 6812)\n",
      "[*] key w : 1200/112 (0.915/0.085) (total 1312)\n",
      "Column : gill-size\n",
      "[*] key n : 288/2224 (0.115/0.885) (total 2512)\n",
      "[*] key b : 3920/1692 (0.699/0.301) (total 5612)\n",
      "Column : gill-color\n",
      "[*] key k : 344/64 (0.843/0.157) (total 408)\n",
      "[*] key n : 936/112 (0.893/0.107) (total 1048)\n",
      "[*] key g : 248/504 (0.330/0.670) (total 752)\n",
      "[*] key p : 852/640 (0.571/0.429) (total 1492)\n",
      "[*] key w : 956/246 (0.795/0.205) (total 1202)\n",
      "[*] key h : 204/528 (0.279/0.721) (total 732)\n",
      "[*] key u : 444/48 (0.902/0.098) (total 492)\n",
      "[*] key e : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key b : 0/1728 (0.000/1.000) (total 1728)\n",
      "[*] key r : 0/24 (0.000/1.000) (total 24)\n",
      "[*] key y : 64/22 (0.744/0.256) (total 86)\n",
      "[*] key o : 64/0 (1.000/0.000) (total 64)\n",
      "Column : stalk-root\n",
      "[*] key e : 864/256 (0.771/0.229) (total 1120)\n",
      "[*] key c : 512/44 (0.921/0.079) (total 556)\n",
      "[*] key b : 1920/1856 (0.508/0.492) (total 3776)\n",
      "[*] key r : 192/0 (1.000/0.000) (total 192)\n",
      "[*] key ? : 720/1760 (0.290/0.710) (total 2480)\n",
      "Column : stalk-surface-above-ring\n",
      "[*] key s : 3640/1536 (0.703/0.297) (total 5176)\n",
      "[*] key f : 408/144 (0.739/0.261) (total 552)\n",
      "[*] key k : 144/2228 (0.061/0.939) (total 2372)\n",
      "[*] key y : 16/8 (0.667/0.333) (total 24)\n",
      "Column : stalk-surface-below-ring\n",
      "[*] key s : 3400/1536 (0.689/0.311) (total 4936)\n",
      "[*] key f : 456/144 (0.760/0.240) (total 600)\n",
      "[*] key y : 208/76 (0.732/0.268) (total 284)\n",
      "[*] key k : 144/2160 (0.062/0.938) (total 2304)\n",
      "Column : stalk-color-above-ring\n",
      "[*] key w : 2752/1712 (0.616/0.384) (total 4464)\n",
      "[*] key g : 576/0 (1.000/0.000) (total 576)\n",
      "[*] key p : 576/1296 (0.308/0.692) (total 1872)\n",
      "[*] key n : 16/432 (0.036/0.964) (total 448)\n",
      "[*] key b : 0/432 (0.000/1.000) (total 432)\n",
      "[*] key e : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key o : 192/0 (1.000/0.000) (total 192)\n",
      "[*] key c : 0/36 (0.000/1.000) (total 36)\n",
      "[*] key y : 0/8 (0.000/1.000) (total 8)\n",
      "Column : stalk-color-below-ring\n",
      "[*] key w : 2704/1680 (0.617/0.383) (total 4384)\n",
      "[*] key p : 576/1296 (0.308/0.692) (total 1872)\n",
      "[*] key g : 576/0 (1.000/0.000) (total 576)\n",
      "[*] key b : 0/432 (0.000/1.000) (total 432)\n",
      "[*] key n : 64/448 (0.125/0.875) (total 512)\n",
      "[*] key e : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key y : 0/24 (0.000/1.000) (total 24)\n",
      "[*] key o : 192/0 (1.000/0.000) (total 192)\n",
      "[*] key c : 0/36 (0.000/1.000) (total 36)\n",
      "Column : veil-type\n",
      "[*] key p : 4208/3916 (0.518/0.482) (total 8124)\n",
      "Column : veil-color\n",
      "[*] key w : 4016/3908 (0.507/0.493) (total 7924)\n",
      "[*] key n : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key o : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key y : 0/8 (0.000/1.000) (total 8)\n",
      "Column : ring-number\n",
      "[*] key o : 3680/3808 (0.491/0.509) (total 7488)\n",
      "[*] key t : 528/72 (0.880/0.120) (total 600)\n",
      "[*] key n : 0/36 (0.000/1.000) (total 36)\n",
      "Column : ring-type\n",
      "[*] key p : 3152/816 (0.794/0.206) (total 3968)\n",
      "[*] key e : 1008/1768 (0.363/0.637) (total 2776)\n",
      "[*] key l : 0/1296 (0.000/1.000) (total 1296)\n",
      "[*] key f : 48/0 (1.000/0.000) (total 48)\n",
      "[*] key n : 0/36 (0.000/1.000) (total 36)\n",
      "Column : spore-print-color\n",
      "[*] key k : 1648/224 (0.880/0.120) (total 1872)\n",
      "[*] key n : 1744/224 (0.886/0.114) (total 1968)\n",
      "[*] key u : 48/0 (1.000/0.000) (total 48)\n",
      "[*] key h : 48/1584 (0.029/0.971) (total 1632)\n",
      "[*] key w : 576/1812 (0.241/0.759) (total 2388)\n",
      "[*] key r : 0/72 (0.000/1.000) (total 72)\n",
      "[*] key o : 48/0 (1.000/0.000) (total 48)\n",
      "[*] key y : 48/0 (1.000/0.000) (total 48)\n",
      "[*] key b : 48/0 (1.000/0.000) (total 48)\n",
      "Column : population\n",
      "[*] key s : 880/368 (0.705/0.295) (total 1248)\n",
      "[*] key n : 400/0 (1.000/0.000) (total 400)\n",
      "[*] key a : 384/0 (1.000/0.000) (total 384)\n",
      "[*] key v : 1192/2848 (0.295/0.705) (total 4040)\n",
      "[*] key y : 1064/648 (0.621/0.379) (total 1712)\n",
      "[*] key c : 288/52 (0.847/0.153) (total 340)\n",
      "Column : habitat\n",
      "[*] key u : 96/272 (0.261/0.739) (total 368)\n",
      "[*] key g : 1408/740 (0.655/0.345) (total 2148)\n",
      "[*] key m : 256/36 (0.877/0.123) (total 292)\n",
      "[*] key d : 1880/1268 (0.597/0.403) (total 3148)\n",
      "[*] key p : 136/1008 (0.119/0.881) (total 1144)\n",
      "[*] key w : 192/0 (1.000/0.000) (total 192)\n",
      "[*] key l : 240/592 (0.288/0.712) (total 832)\n"
     ]
    }
   ],
   "source": [
    "import collections\n",
    "\n",
    "\n",
    "def stack_bar_processing(d_):\n",
    "    dists = collections.OrderedDict()\n",
    "    \n",
    "    for c in d_.columns[1:]:\n",
    "        print(\"Column : %s\" % c)\n",
    "        keys = d_[c].unique()\n",
    "\n",
    "        d_k = collections.OrderedDict()\n",
    "        for k in keys:\n",
    "            d = pd.concat([d_['class'], d_[c]], axis=1)\n",
    "\n",
    "            e = d.loc[(d['class'] == 'e') & (d_[c] == k)]\n",
    "            p = d.loc[(d['class'] == 'p') & (d_[c] == k)]\n",
    "\n",
    "            e_len, p_len = len(e), len(p)\n",
    "            total = e_len + p_len\n",
    "\n",
    "            print(\"[*] key %s : %d/%d (%.3f/%.3f) (total %d)\" % \n",
    "                  (k, e_len, p_len, (e_len/total), (p_len/total), total))\n",
    "            d_k.update({k: [e_len, p_len]})\n",
    "        dists[c] = d_k\n",
    "    return dists\n",
    "\n",
    "dists = stack_bar_processing(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IDCmBi4iIxJASuIiISAwpgYuIiMSQEriIiEgMKYGLiIjEkBK4iIhIDCmBi4iIxJASuIiISAwpgYuIiMSQEriIiEgMKYGLiIjEkBK4iIhIDCmBi4iIxJASuIiISAwpgYuIiMSQEriIiEgMKYGLiIjEkBK4iIhIDCmBi4iIxJASuIiISAwpgYuIiMSQEriIiEgMKYGLiIjEkBK4iIhIDCmBi4iIxJASuIiISAwpgYuIiMSQEriIiEgMKYGLiIjEkBK4iIhIDCmBi4iIxJASuIiISAwpgYuIiMSQEriIiEgMKYGLiIjEkBK4iIhIDCmBi4iIxJASuIiISAwpgYuIiMSQEriIiEgMKYGLiIjEkBK4iIhIDCmBi4iIxJASuIiISAwpgYuIiMRQfiaVzKwVsDnwMzDb3UtzGpWIiIikVWkCN7MWwDnAiUADYD5QALQ3swnAne7+Zo1EKSIiIuWk2wN/EngI2MfdFycPMLPewClm1tXd789lgCIiIrKuShO4ux+YZthkYHJOIhIREZEqZXwRm5m1M7NrzOwmM9t2Q2ZqZi3N7Ekz+8zMppvZnmbW2sxeM7MZ4W+rDZmHiIjIxqw6V6HfBLwNvAw8uoHzvRV42d13AHoC04FLgTHu3g0YE/pFREQkhUoTuJm9bGb7JBU1AGaHT8P1naGZNQf2Be4HcPdV4Rz7EcCoUG0UcOT6zkNERGRjZ+6eekB0FfofiW4f+yNRsr8CaATc4u7vrtcMzXYFRgKfEu19TwaGA/PcvWVSvR/dfZ3D6GY2DBgG0L59+96jR49enzAq5Uu/y8p0lpU2pGm9lVmZljXrkHZ4McVZmY8vc6ypZWVazWmednhdjBnSxx3HmLPVnqFm23Qcv4eKWTFnS//+/Se7e2FV9dJdxLYEuNjMugLXAvOAc0L5hsgHdgPOc/eJZnYr1Thc7u4jiX4AUFhY6EVFRRsYTnmrxlyXlemMW96Ffo1nZWVaDYoGpR3+Eq9mZT4lY1eQX1SQlWkVUZR2eF2MGdLHHceYs9WeoWbbdBy/h4pZMde0dIfQu5rZjcBpwEXAc8DjZnaemeVtwDznAnPdfWLof5IooX9vZh3DvDsCP2zAPERERDZq6S5ie5TogrUJwMPu/o67HwQUw/rvirj7d8DXZrZ9KBpAdDj9eWBwKBtM9INBREREUkj3IJcCYBbQBGicKHT3UWb2+AbO9zzgn2bWAPgK+DXRj4nHzWwoMAc4bgPnISIistFKl8DPBm4EVgFnJg9w9583ZKbuPhVIdYJ+wIZMV0REZFOR7iK2ccC4GoxFREREMpTuIrYXzOwXZlY/xbCuZna1mZ2a2/BEREQklXSH0E8HLgRuNbNFrH0bWWfgS+B2d9eFZiIiIrUg3SH074DfAb8zs85AR6L3gX/h7strJDoRERFJKd0eeBl3n030CFURERGpA6rzMhMRERGpI5TARUREYiijBG5mjZKenCYiIiK1rMoEbma/BKYSPVYVM9vVzJ7PdWAiIiJSuUz2wK8E+gCLoewpap1zF5KIiIhUJZMEXpKFV4iKiIhIFmVyG9nHZvZ/QJ6ZdQN+A/w3t2GJiIhIOpnsgZ8H7ASsJHrFaDFwfi6DEhERkfSq3AMPT127PHxERESkDqgygZvZC4BXKF4CTALucfcVuQhMREREKpfJIfSvgGXAveFTDHwPbBf6RUREpIZlchFbL3ffN6n/BTN72933NbNPchWYiIiIVC6TPfB2ZrZVoid0tw29q3ISlYiIiKSVyR74RcC7ZvYlYEAX4GwzawKMymVwIiIiklomV6G/FO7/3oEogX+WdOHaiFwGJyIiIqll9D5woBuwPVAA9DAz3P2h3IVVtwy78SlemvgZ7Vo24YP7olvgFxUv56RrRvO/739k6/at+NcfT6RVs0a4Oxfe8SLPTviK1o2M+353DL26bbHONKd8MY/T/vokP69azcF9tufmc36BmWUt5hGn3sR7L06k5WYtufPjkQAsXVTM9Sf8hR9mf89mndtz6eOX06xVM9yde4bfxftPTaSgTSMuePAitt2t2zrTnDF5BrcM+Rurfl5J4aF9OOPWszb5mOMqjm1aMSvmjSnmbMjkZSZXALeFT3/gr8DhOY6rTjnloN144boh5cpuHP0W+/fahk9HXcT+vbbhxtFvAfDye18wc95CHr7nFu684EjOu/W5lNM879bnuPPCo/h01EXMnLeQV97/IqsxHzBkIFe/fG25sieuf5yeA3px74wH6DmgF09c/xgAk/7zPt/MmMfdj9zNeSOHc8dZt6Wc5p1n/Z3zRg7n3hkP8M2MeUx+edImH3NcxbFNK2bFvDHFnA2ZXMR2LDAA+M7dfw30BBrmNKo6Zp8eXWjVrHG5shf+O52TB/YC4OSBvXh+3Keh/FNOPrAXZsYe3bdi8bIVfLuwuNy43y4spnj5Cvp23woz4+QD146fLTvvuwvNWjcrVzbhufEcMPgAAA4YfAATnh1fVr7/rw7AzNih7478tPgnFn27sNy4i75dyPLi5ey4Z3fMjP1/dQDjn83uE3XjGHNcxbFNK2bFvDHFnA2ZJPCf3b0UKDGz5sAPQNfchlX3/fDjMjq2aQ5AxzbNmb94GQDfLCimU7sWZfW2aNecbxaUbxzfLChmi7bp6+TC4u9/pHXHNgC07tiGxT8sBmDhvAW027JdWb22ndqycF75ZLhw3kLadGpboc4CxbwRiWObVsyKeWOKuboyOQc+ycxaEj20ZTLRQ13ey2lUMeYVn1kH65w3yaROTUoVD+vEvG4lxbxp2FjatGLOPsVcu6rcA3f3s919sbvfDRwIDA6H0jdpm7VqWnbY5duFxbRr2RSIfqnNnb/27avz5hfTsU35w8JbtGvOvAXp6+RCy/atyg4zL/p2IS03awlEe6bzv55fVm/B3AW02bx1uXHbdmrLwrkLytVpvXkbxVzBc7c+w9k7D+OsnU7n2RFPl5U/f9tzDNt+KGftdDoP3v1gynGXLV7GX479M2fsMJQzdjyN6eNr9pBdHNu0YlbMG1PM1ZXJRWxjEt3uPtvdP0wu21T9Ys8deeTVDwB45NUP+OVeO64tf+0D3J2Jn86hRZOCssM4CR3bNKdZo4ZM/HQO7s4jr33AL/fqnvOY9zi8L6+Peh2A10e9Tt8j9iwrf+Oh13F3PpswnSYtGpcdtk5o3bENjZo15rMJ03F33nho7fiKOTL749m8cu9/uPm9v3P7tLt578WJzJsxj2lvTmXCc//ljg/v4q5P7uXIE45MOf7I4XfR++BC7vnsfm6fdhdb7rhVynq5Esc2rZgV88YUc3VVegjdzAqAxkBbM2tFdA84QHNg8xqIrc445drRvD1tFguW/ETXQdfzx8EH8NtB+/F/1/yLB16exJabteDRP/4fAIfssT0vv/c5J59xPq0LjHt/e0zZdHY/4zbev+c8AG4bfgSn3fgkP68s4aA+23Fwn+2yGvMNJ17HR2M/pHjBEn7V6SROuuoUjrv0BK4//lpeu/9l2m21GZc9Eb1gbvdD+zDppfc58+Qzadi6gAseuKhsOufueha3T70LgHPuOo9bhvyNlT+vovCQQgoP2X2TjznZ19PnsH3fHSloXADALvv1YPwz45gx6QuOu/QE6jdsAEDLVi3XGXd58U98/PZHXPDgxQDUb1Cf+g3q5yzWOLZpxayYN6aYs8FSnScEMLPhRO/93hyYx9oEXgzc6+6310iEaRQWFvqkSdm9LWjVmOuyMp1xy7vQr/GsrEyrwYDL0g5/iVezMp+SsSvILyrIyrQOZWDa4XUxZkgfd1Uxz5k+hz8fcSU3jR9Bg0YNuHzApWxb2I1P3vmYvkfsyeSXJ9GgoAFDThzMjmfuUm7cL6d+ye3DRrBl962ZNe0rtu3djTNuPYuCJlUvW7qYs9WeoWbbdBy/h4pZMWeLmU1298Kq6lV6CN3db3X3LsDF7t7V3buET8+6kLxF6pqtdtyKYy85nj8ceBl/OvhyuvTsQl5+HqUla1j24zJunnArp954Gn+96q/rXGBXWrKGmVNmcuhZv+C2D+6koElB2T3vIiKpZPIo1dvMbC+gc3L9TelJbCKZOmjowRw09GAARv3+H7Tp1I6vp89hr6P7YWZs32cH6tWrR/GCJbRot/ZQeptObWnbqR077LEDAP2O3Zsnrn+8VpZBROIhk4vYHgb+BuwN7B4+Ve7ai2yKEvep/zDnB/779Dj2O7GIPY/ci2lvTAVg3hdzWb16Nc2T7jEFaN2hNe22bMvcz78GYNqYqWzVvWYvYhOReMnkPvBCoLtXdrJcRMr85ZirKV64lPz6eZx1x7k0a9WMA089iBGn3szZOw8jv0F9zr/0fMyMhd8s5O+n3cJVL10DwBm3ncONJ91AyaoSOnTtwPlJF+aJiFSUSQL/GOgAfJvjWERi76/v3LxOWf0G9fntI5eU9ZeMjV7m12bzNmXJG2CbXbfh1km6vEREMpNJAm8LfGpm7wErE4Xuvkm90ERERKQuySSBX5nrIERERKR6MrkK/S0z2xro5u6vm1ljIC/3oYmIiEhlMrkK/XTgSeCeULQF8GwugxIREZH0Mnmd6DlAP6InsOHuM4DNchmUiIiIpJdJAl/p7qsSPWaWD+iWMhERkVqUSQJ/y8x+DzQyswOBJ4AXchuWiIiIpJNJAr8UmA98BJwBvAT8IZdBiYiISHqZ3EbWCPiHu98LYGZ5oWx5LgMTERGRymWyBz6GKGEnNAJez004IiIikolMEniBuy9L9ITuxrkLSURERKqSSQL/ycx2S/SYWW/g59yFJCIiIlXJ5Bz4cOAJM/sm9HcETshdSCIiIlKVtAnczOoBDYAdgO0BAz5z99U1EJuIiIhUIm0Cd/dSM7vJ3fckeq2oiIiI1AGZnAN/1cyOMTPLeTQiIiKSkUzOgV8INAHWmNnPRIfR3d2b5zQyERERqVSVe+Du3szd67l7fXdvHvo3OHmbWZ6ZfWBmL4b+LmY20cxmmNljZtZgQ+chIiKyscrkdaJmZieb2R9D/5Zm1icL8x4OTE/qvwG4xd27AT8CQ7MwDxERkY1SJufA7wT2BP4v9C8D7tiQmZpZJ+Aw4L7Qb8D+RO8dBxgFHLkh8xAREdmYmXv6N4Oa2RR3383MPnD3XqFsmrv3XO+Zmj0JXAc0Ay4GhgAT3H3bMHxL4D/uvnOKcYcBwwDat2/fe/To0esbRkq+9LusTGdZaUOa1luZlWlZsw5phxdHr2rfYL7MsabZuVaxOenPstTFmCF93HGMOVvtGWq2Tcfxe6iYFXO29O/ff7K7F1ZVL5OL2FaHF5g4gJm1A0rXNzAz+wXwg7tPNrOiRHGKqil/Wbj7SGAkQGFhoRcVFaWqtt5WjbkuK9MZt7wL/RrPysq0GhQNSjv8JV7NynxKxq4gv6ggK9Mqoijt8LoYM6SPO44xZ6s9Q8226Th+DxWzYq5pmSTwvwPPAJuZ2bXAsWzY60T7AYeb2aFAAdAcGAG0NLN8dy8BOgHfpJmGiIjIJi2Tq9D/CfyO6JD3t8CR7v7E+s7Q3S9z907u3hkYBLzh7icBbxL9OAAYDDy3vvMQERHZ2FW6B25mBcCZwLbAR8A9Ye84Vy4BRpvZNcAHwP05nJeIiEispTuEPgpYDbwDHALsCJyfzZm7+1hgbOj+CsjG7WkiIiIbvXQJvLu77wJgZvcD79VMSCIiIlKVdOfAy944luND5yIiIlJN6fbAe5pZ4sZXAxqFfj0LXUREpJZVmsDdPa8mAxEREZHMZfIoVREREaljlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIZLowP9AAAVaElEQVSUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGKoxhO4mW1pZm+a2XQz+8TMhofy1mb2mpnNCH9b1XRsIiIicVEbe+AlwEXuviPQFzjHzLoDlwJj3L0bMCb0i4iISAo1nsDd/Vt3nxK6lwLTgS2AI4BRodoo4Miajk1ERCQuzN1rb+ZmnYG3gZ2BOe7eMmnYj+6+zmF0MxsGDANo375979GjR2c1Jl/6XVams6y0IU3rrczKtKxZh7TDiynOynx8mWNNLSvTak7ztMPrYsyQPu44xpyt9gw126bj+D1UzIo5W/r37z/Z3Qurqpef1blWg5k1BZ4Cznf3YrPMNmjuPhIYCVBYWOhFRUVZjWvVmOuyMp1xy7vQr/GsrEyrQdGgtMNf4tWszKdk7AryiwqyMq0iitIOr4sxQ/q44xhzttoz1GybjuP3UDEr5ppWK1ehm1l9ouT9T3d/OhR/b2Ydw/COwA+1EZuIiEgc1MZV6AbcD0x395uTBj0PDA7dg4Hnajo2ERGRuKiNQ+j9gFOAj8xsaij7PXA98LiZDQXmAMfVQmwiIiKxUOMJ3N3fBSo74T2gJmMRERGJKz2JTUREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSG8ms7gLh75b0vuOjOF1lTWsqph+zOb0/cr9zwlatKOPWGJ5gyYx5tmjfmkT+cSOcOrWopWpH04tie4xgzxDNuxVy31Kk9cDM72Mw+N7OZZnZpbcdTlTVrShl+2/M8/5chTLv/fB57cxrT//d9uToP/GcSLZs1YvpDF/ObY/px+b0v11K0IunFsT3HMWaIZ9yKue6pMwnczPKAO4BDgO7AiWbWvXajSu/9z+eyzeZt6Lp5axrUz+f4oh68MG56uTov/Hc6pwzcDYCj992ZNz/4EnevjXBF0opje45jzBDPuBVz3VNnEjjQB5jp7l+5+ypgNHBELceU1jcLlrDlZi3K+rdo14J5C4vL11m4hE7tojr5eXk0b1LAwuLlNRqnSCbi2J7jGDPEM27FXPdYXfmlYWbHAge7+2mh/xRgD3c/t0K9YcCw0Ls98HmNBlpeK6A58L/Q3xpoAnwNtAUWADsBXwCrQ52dgenAmhqNNDOJmONEMWdPuvYMUdztqVvtOY4xQzy3HYq55mzt7u2qrOXudeIDHAfcl9R/CnBbbcdVRcx7Aq8k9V8GXBa6J4W/rwB7hu58ogZjtR17JcszqbZjUMy1Glel7TkRd11rz3GMuaq46+q2QzHXvU9dOoQ+F9gyqb8T8E0txZKp94FuZtbFzBoAg4DnK9R5Hhgcuo8F3vDQUkTqmDi25zjGDPGMWzHXMXXpNrKyFQ3MI1rR/1e7IaXn7iVmdi7RL7g84B/u/omZXQ0kTrzcDzxsZjOBRUTLJVLnVNGeJ4Vqdao9xzFmiOe2QzHXPXXmHDiAmR0KjGDtir62lkNab2Y2zN1H1nYc1aGYa0YcY4Z4xq2Ya4Zirh11KoGLiIhIZurSOXARERHJkBK4iIhIDCmBbwAzO9/MfhW6bzSzz8zsQzN7xsxahvLOZvazmU0Nn7uTxm9gZiPN7Isw7jGh/Fwz+3WOYh5hZvtWKLvNzJYl9Tc0s8fCI20nmlnnpGGXhfLPzeygpOV428zW66JIM5ttZm1TlJuZvWFmzZPK8szsAzN7MamsS4hzRoi7QbrlMLNdzOzB9Ym1iuU40sz+FLrPNLOPwv/83cRTBStrD2bW2Mz+HdrBJ2Z2fdJ0tzKzN8NyfxiuFcloOczsODObbmZvphjWMbEezexAM5scYp5sZvsn1bvWzL5ObiNJw443s09DzP9KKh8c/h8zzGxwUvnrZpa1B02bWS8zuy9072Bm481spZldXKHecDP7OMR5flJ5Zd/bnLSRMO1y7Tq0/0RbmZRU77GkdjLbzKYmDesRlvWTMG5BKM/q+k2aX/K27kozm5cUW6I9npRUNtXMSs1s1zCsxrd1lSxHcpvvkxTrNDM7KqleSzN7MsQ63cz2DOV/S/5u1Lravo8trh+iK/g/BPJD/8Ck7huAG0J3Z+DjSqZxFXBN6K4HtA3djYEPchBza2BChbJC4GFgWVLZ2cDdoXsQ8Fjo7g5MAxoCXYAvgbww7ArgpPWMa3Zi2SuUHwbcUqHsQuBfwItJZY8Dg0L33cBZ6ZYj9L8ObJXl9fvfpP9h86Tyw4GX07WH8D/vH7obAO8Ah4T+kUnL1B2YnelyAC8nppti2I3AEaG7F7B56N4ZmJdUry/QMbmNhPJuwAdAq9C/WVI7+yr8bRW6E3UGA5dncZ0/AfRMzB/YHbgWuDipzs7Ax2Ed54d11i0MS/m9zVUbSdWuK2v/Fca5CfhT6E5sexLL3Ya138Osrt8K80uspyuT128l4+wCfJXUX6PbujRxJbf5xknL1BH4Ial/FHBa6G4AtAzdWwOv1lS8VX20B56CmS0zs5vMbIqZjTGzVE/E2R+Y4u4lAO7+aqIbmEB0H3tVTgWuC+OXuvuC0L0cmG1mfaoR811mNin8Ir+qkmrHEm3QE+PkETXo31WodwRRAwZ4EhhgZhbKR7v7SnefBcwkegQuwLPASZnGm6GTgOeS4u1EtPG7L6nMiP4XT4aiUcCRVSwHwAtkeLtIaA/Xhl/pE8ysfYo62wErk/6Hyc9rbAKkvVrU3Ze7+5uhexUwhbVtyImeJgXRrS/Jz0eodDksOhqwN3C3md2YosoxhPbg7h+4e2K6nwAFZtYwDJvg7t+mGP904A53/zHU+yGUHwS85u6LwrDXgIPDsOeBE1OvhXXiPzh8B6eZ2ZgUw5sBPdx9WmL+7v4+a5+olbAj0Q/X5eE7+hZwVBgn3fc24zYS4hlqZrck9Z9uZjenqFquXWcwXQOOBx4NRQOBD5OWe6G7J54alvH6DdPOM7MHw9GJj8zsghTVym3rMnRiUryQxW1dUuzLzOwGi44YvR72qMea2VdmdngloyW3+eVJy1RA+I6GIyP7Et1ehruvcvfFoft/QBsz61DdeHNBCTy1JkQNdjeiL/sVKer0AyZXMv6pwH+S+rtYdPjzLTPbB6JDNGHYn8NG6okKiWESsE81Yr7c3QuBHsB+ZtYjg5jPBZ5PsXHegvAoytDAlxD9yi8rD+aGMoj2cHavRryZqBjvCKIfG6VJZW2AxUlfxOSYKlsOqN76bUKUAHoCbxMlrlSxTkkuMLNzzOxL4K/Ab5IGrdMeKozXEvglkEhaVwInm9lc4CXgvKTqlS6HuyfuhT7J3X9bYR5dgB/dfWWKUY8h2itKNSzZdsB2ZjYu/LBJJOlK20lI6A3NrA1phB/N9wLHhPV+XIpqhUTtriofA/uaWRszawwcSvmHRiVU/N5W9zs4GjjczOqH/l8DD6SoV7FdO/BqSETDUtTfB/je3WeE/u0AN7NXwraj7Ad4pus3ya7AFu6+s7vvkmG8AOdadNrhH5Ucsj+BkMBzsK1LaAKMdffewFLgGuBAoh9nV1esnKrNm9keZvYJ8BFwZthOdAXmAw+E7+l9ZtYkaVJTiNZJrVMCT60UeCx0P0K0F1NRR6J/cjlmdjlQAvwzFH1LdBiuF+Hwb/iFl0/0a39c+KEwHvhb0qR+ADavRszHm9kUokOaOxEdaq00ZjPbnGijeFuKepaizNOUE/YAVoW9omxp7e5LAczsF8AP7l5xQ1JpTFUMq876XQUkzrlPJjoMXtE67cHd73D3bYBLgD+E4sraQxRwdB3Bo8Df3f2rUHwi8KC7dyJKPg+bWeK7W912Umm8Yf47ER1KPiODaeQTHUYvCjHeFzbW6dY7ZBZzX+DtcKQHd1+Uok7KZVhnxu7TiZbpNaK9r2lE39EyKb63mcaZPJ+fgDeAX5jZDkB9d/8oRdWydh30C9uAQ4BzrMI1Kqy7N5tPtE06Kfw9yswGrGfcXwFdLboO5mCgOEWdiuv5LmAbouT/LdHh/TJmtgew3N0TP66yva1LWMXaI4ofAW+5++rQ3TmD5cDdJ7r7TkQ7H5dZdC1BPrAbcFf4nv4EJL/een3jzTol8MykOvz5M9FhlzIWXazzC6I9nkRiW+nuC0P3ZKLzxtsBC4HlwDNh9CeIGk1CQZhHlcIvy4uBAe7eA/h3xdhSxNwL2BaYaWazgcYWPYkIkh5rGxJKC6InFFX1uNuGwIpMYs5QSVKi6ke0dzObaE9nfzN7hOi5xS1t7QV0yTFVthxQjfULrE78P4lecJDqYr112kOS0YTD+mnaQ8JIYIa7j0gqG0p0nh93Hx/mk7jorzrLkTbecIriGeBX7v5lBtOYCzzn7qtDov2cKKFX1U4yidmo4rQD6dd5Oe5+v7vv5u77ErWBxN5syu9tNeKs6D5gCJXvfUP5dk3i1EU4BfEMa09LJdrt0azdoYBo/b7l7gvCIeiXWM9tR9hj7wmMBc4h6fRUknLr2d2/d/c17l5KdJSk4uHvQZT/wZG1bV0Fyd/LUmBliK+Uan5Hw4+8n4iul5gLzHX3iWHwk1mKN+uUwFOrR3S+GKLHub6bos50ogQIROfriPa0Dg9fqkR5u3CuGTPrSrSB+yo0vBeI9l4ABgCfJk1/OzI7PAjR+dGfgCXh0NQhldQri9nd/+3uHdy9s7t3JvrFnFieyp4N/DwwyKKru7uEZXkvLFsbYH74BZwtnxMdzsLdL3P3TiHWQSGmk0Ncb7L2/zWYtecX0z3juDrrNxMV20O3pGGHERJGZe0h9F9D9CPjfMqbQ9Q+MLMdiTYgiT2J9V2OL0jaSwl7zv8metHDuAyn8SzQP4zfNsTyFdFjKweaWatweHVgKEucz+1AdOFWOuOJTgV1CeO1TlGn3DpPx8w2C3+3IkqIicO7Kb+3QbXXbdjob0m03Xi0kmpl7drMmiSOWoXDtAMrzPMA4DN3n5tU9grQw6I7F/KB/QjbjmqsX0L9tkA9d38K+CPlE1VCxbbdMWnYUcnxhh8mxxH9aAUgy9u6DVGxzXdJ/PA3s62J3m45292/A742s+1rOd6qeR24kq6ufYBlwJ+JDpe+AbRLUWdrokN8if6ZROf9poZP4urnY4guCppGdO7klxWnQXSF5xiSrngNddNemVohngeJvmj/Bp4GhqSosw/wSGXLnNRdQPQreSZRgu6aNOxyor3GzwlXSYfyY4Gb1nN9z061rEQblNNSlBdR/ir0riHOmSHuhhksx+3J/4uq2kOF5XwwRZ3G4f+ceLrhraF/KtEPjJ3StQeivVQP/8NEG0pcBdsdGBfGmQoMzHQ5iPasCisZNgbYNnT/gehH4NSkT+Kq8r8S7ZWUhr9XhnIDbibauH1EuBMgDDs1rPeZwK+TyguBpzJc74cQnRKaRnRRXKo6HwHNQneHEF8xsDh0Nw/D3glxTiM6UpX2e1vdNlIhpkuJLvasbHhZuw5td1r4fEKFK8iJvtdnppjGyaH+x8Bf12f9hvo9QztMLP8hKepU3NY9HNb7h0Q/kjtW+G5OqGwaZGFbV8n38krK33mwrJJxktv8Kaz9jk4BjkyqtyvRufkPiX6oJu6iqE/0Hc2vbry5+NR6AHXxU9k/P0W9Zwi3o2R5/r2Ah3O0bO8SbonI8nSfBrbP8jQ7Vrbh3sDpNiS64jirX0KipH1ALv5vuVgOor2na2oq3qR1NCCL07uAFD/yanPdEl0vUeky5qpd52L9Jk03dtu6Sua3QW0+jP/nmoq3qo8OoW+YS4m+jNnWluhXei5cBGyVzQla9OCUZ93982xO16Or4+9NvsgrS7YCLvXq3RaTib8Q7YnXlA1aDnd/hgwPtWbRx+6+zi1hG+AuwrnPLKv2urXo4R9fAD+nW8YctmvI/vpNiOO2bh1ZaPP5VLhorzbpZSYiIiIxpD1wERGRGFICFxERiSElcBERkRhSAhepw8xsjZV/w1Pn9ZhGSzM7O/vRZYdFb7e6uOqaIpJsvV7/KCI15md333UDp9GS6M1sd1ZnJDPL87UvyagzzCw/B3cQiMSO9sBFYsaiN0jdaGbvhxdKnBHKm1r09rwpFr1Z6ogwyvXANmEP/kYzK7Ly71O/3cyGhO7ZZvYnM3sXOM7MtjGzly160cY74Rnf1Yn1QovedPWxlX8P9+UWvVP+daInYCXKd7XoxSiJ93O3CuVjzewvZvYWMHz91pzIxkV74CJ1WyMzmxq6Z7n7UUTPRl/i7rtb9MrPcWb2KtETxY5y9+LwiMwJZvY80T28Oyf25M2sqIp5rnD3vUPdMURPApsRXlJxJ9HrJcuYWWGoc1qF8t5EzwTfg+ipbRNDAq5H9DjcXkTboCmsfdvVQ8B57v6WmV1N9CbAROJv6e77ZbLSRDYFSuAidVuqQ+gDiZ6FnXj+ewvWvkTkLxa9zaqU6BWe67y7PAOPQbRHD+wFPGFlr1GnYcXK7j4JOK1iOdGbsp7x6C1dmNnTRI/zrRfKl4fy58PfFkRJ+q0w/iiiR+GWi0tEIkrgIvFjRHupr5QrjA6DtwN6u/vq8Oa2VG9fKqH86bOKdX4Kf+sRvWt9fc/Bp3qtaML6PEHqp6qriGw6dA5cJH5eAc4ys/oAZrZdeJNVC6J3pq82s/5EL5AAWAokv6f9f0D38Fa5FoQ3nVXk7sXALDM7LszHzKxnNeJ8GzgyvDWrCdFzpN8J5UeZWaPwJq5fhvktAX40s33C+KcAb6WYroigPXCROLqP6LWIU8LrI+cTvW/8n8ALZjaJ6A1LnwG4+0IzG2dmHwP/cfffmtnjRG9amkH0xq/KnATcZWZ/IHoT02iiN2eVqewcuLtPMbMHCa+cBe5z9w/COI+FGP9HlNQTBgN3m1ljoleT/jrjtSKyidGz0EVERGJIh9BFRERiSAlcREQkhpTARUREYkgJXEREJIaUwEVERGJICVxERCSGlMBFRERi6P8BqPiLBCqrahAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "\n",
    "if not os.path.exists('./stack_bar/'):\n",
    "    os.mkdir(\"./stack_bar/\")\n",
    "\n",
    "def stack_bar(d, name=\"\", title=None):\n",
    "    e_data = [100. * x / (x + y) for x, y in d.values()]\n",
    "    p_data = [100. * y / (x + y) for x, y in d.values()]\n",
    "    \n",
    "    plt.figure(figsize=(7, 5))\n",
    "    \n",
    "    width = .85\n",
    "    e_bar = plt.bar(d.keys(), e_data, label='edible', color='#b5ffb9', edgecolor='white', width=width)\n",
    "    p_bar = plt.bar(d.keys(), p_data, label='poison', bottom=e_data, color='#f9bc86', edgecolor='white', width=width)\n",
    "    bars = [e_bar, p_bar]\n",
    "    \n",
    "    for axis in bars:\n",
    "        for bar in axis:\n",
    "            w, h = bar.get_width(), bar.get_height()\n",
    "            plt.text(bar.get_x() + w / 2, bar.get_y() + h / 2, \n",
    "                     \"{:.1f}\".format(h),\n",
    "                     ha=\"center\", va=\"center\")\n",
    "\n",
    "    xtick_name = [ \" %s (%d) \" % (k, x + y) for k, [x, y] in d.items()]\n",
    "    plt.xticks(np.arange(len(xtick_name)), xtick_name)\n",
    "    plt.xlabel(\"Feature : %s\" % name)\n",
    "    plt.ylabel(\"Percentage (%)\")\n",
    "        \n",
    "    plt.grid()\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    if title:\n",
    "        plt.title(title)\n",
    "        \n",
    "        if not os.path.exists(\"./stack_bar/%s/\" % title):\n",
    "            os.mkdir(\"./stack_bar/%s\" % title)\n",
    "        \n",
    "        plt.savefig('./stack_bar/%s/%s.png' % (title, name))\n",
    "    else:\n",
    "        plt.savefig('./stack_bar/%s.png' % name)\n",
    "        \n",
    "    plt.show()\n",
    "\n",
    "\n",
    "for k, v in dists.items():\n",
    "    stack_bar(v, k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Column : cap-shape\n",
      "[*] key x : 1548/8 (0.995/0.005) (total 1556)\n",
      "[*] key s : 32/0 (1.000/0.000) (total 32)\n",
      "[*] key f : 1452/48 (0.968/0.032) (total 1500)\n",
      "[*] key b : 148/48 (0.755/0.245) (total 196)\n",
      "[*] key k : 228/12 (0.950/0.050) (total 240)\n",
      "[*] key c : 0/4 (0.000/1.000) (total 4)\n",
      "Column : cap-surface\n",
      "[*] key s : 840/36 (0.959/0.041) (total 876)\n",
      "[*] key f : 1512/16 (0.990/0.010) (total 1528)\n",
      "[*] key y : 1056/64 (0.943/0.057) (total 1120)\n",
      "[*] key g : 0/4 (0.000/1.000) (total 4)\n",
      "Column : cap-color\n",
      "[*] key g : 1032/0 (1.000/0.000) (total 1032)\n",
      "[*] key n : 1168/16 (0.986/0.014) (total 1184)\n",
      "[*] key w : 416/32 (0.929/0.071) (total 448)\n",
      "[*] key e : 624/0 (1.000/0.000) (total 624)\n",
      "[*] key b : 48/24 (0.667/0.333) (total 72)\n",
      "[*] key u : 16/0 (1.000/0.000) (total 16)\n",
      "[*] key c : 32/0 (1.000/0.000) (total 32)\n",
      "[*] key p : 56/24 (0.700/0.300) (total 80)\n",
      "[*] key r : 16/0 (1.000/0.000) (total 16)\n",
      "[*] key y : 0/24 (0.000/1.000) (total 24)\n",
      "Column : bruises\n",
      "[*] key f : 1456/40 (0.973/0.027) (total 1496)\n",
      "[*] key t : 1952/80 (0.961/0.039) (total 2032)\n",
      "Column : odor\n",
      "[*] key n : 3408/120 (0.966/0.034) (total 3528)\n",
      "Column : gill-attachment\n",
      "[*] key f : 3216/120 (0.964/0.036) (total 3336)\n",
      "[*] key a : 192/0 (1.000/0.000) (total 192)\n",
      "Column : gill-spacing\n",
      "[*] key w : 1104/16 (0.986/0.014) (total 1120)\n",
      "[*] key c : 2304/104 (0.957/0.043) (total 2408)\n",
      "Column : gill-size\n",
      "[*] key b : 3216/72 (0.978/0.022) (total 3288)\n",
      "[*] key n : 192/48 (0.800/0.200) (total 240)\n",
      "Column : gill-color\n",
      "[*] key k : 216/0 (1.000/0.000) (total 216)\n",
      "[*] key n : 712/0 (1.000/0.000) (total 712)\n",
      "[*] key g : 120/24 (0.833/0.167) (total 144)\n",
      "[*] key p : 756/0 (1.000/0.000) (total 756)\n",
      "[*] key h : 204/0 (1.000/0.000) (total 204)\n",
      "[*] key u : 444/0 (1.000/0.000) (total 444)\n",
      "[*] key w : 732/68 (0.915/0.085) (total 800)\n",
      "[*] key e : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key r : 0/24 (0.000/1.000) (total 24)\n",
      "[*] key y : 64/4 (0.941/0.059) (total 68)\n",
      "[*] key o : 64/0 (1.000/0.000) (total 64)\n",
      "Column : stalk-root\n",
      "[*] key e : 864/0 (1.000/0.000) (total 864)\n",
      "[*] key b : 1824/80 (0.958/0.042) (total 1904)\n",
      "[*] key ? : 720/32 (0.957/0.043) (total 752)\n",
      "[*] key c : 0/8 (0.000/1.000) (total 8)\n",
      "Column : stalk-surface-above-ring\n",
      "[*] key s : 2840/80 (0.973/0.027) (total 2920)\n",
      "[*] key f : 408/0 (1.000/0.000) (total 408)\n",
      "[*] key k : 144/32 (0.818/0.182) (total 176)\n",
      "[*] key y : 16/8 (0.667/0.333) (total 24)\n",
      "Column : stalk-surface-below-ring\n",
      "[*] key s : 2792/80 (0.972/0.028) (total 2872)\n",
      "[*] key f : 456/0 (1.000/0.000) (total 456)\n",
      "[*] key y : 16/40 (0.286/0.714) (total 56)\n",
      "[*] key k : 144/0 (1.000/0.000) (total 144)\n",
      "Column : stalk-color-above-ring\n",
      "[*] key w : 1952/112 (0.946/0.054) (total 2064)\n",
      "[*] key g : 576/0 (1.000/0.000) (total 576)\n",
      "[*] key p : 576/0 (1.000/0.000) (total 576)\n",
      "[*] key e : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key o : 192/0 (1.000/0.000) (total 192)\n",
      "[*] key y : 0/8 (0.000/1.000) (total 8)\n",
      "[*] key n : 16/0 (1.000/0.000) (total 16)\n",
      "Column : stalk-color-below-ring\n",
      "[*] key w : 1904/80 (0.960/0.040) (total 1984)\n",
      "[*] key p : 576/0 (1.000/0.000) (total 576)\n",
      "[*] key g : 576/0 (1.000/0.000) (total 576)\n",
      "[*] key n : 64/16 (0.800/0.200) (total 80)\n",
      "[*] key e : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key y : 0/24 (0.000/1.000) (total 24)\n",
      "[*] key o : 192/0 (1.000/0.000) (total 192)\n",
      "Column : veil-type\n",
      "[*] key p : 3408/120 (0.966/0.034) (total 3528)\n",
      "Column : veil-color\n",
      "[*] key w : 3216/112 (0.966/0.034) (total 3328)\n",
      "[*] key n : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key o : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key y : 0/8 (0.000/1.000) (total 8)\n",
      "Column : ring-number\n",
      "[*] key o : 2880/48 (0.984/0.016) (total 2928)\n",
      "[*] key t : 528/72 (0.880/0.120) (total 600)\n",
      "Column : ring-type\n",
      "[*] key e : 1008/40 (0.962/0.038) (total 1048)\n",
      "[*] key p : 2352/80 (0.967/0.033) (total 2432)\n",
      "[*] key f : 48/0 (1.000/0.000) (total 48)\n",
      "Column : spore-print-color\n",
      "[*] key n : 1344/0 (1.000/0.000) (total 1344)\n",
      "[*] key k : 1296/0 (1.000/0.000) (total 1296)\n",
      "[*] key w : 576/48 (0.923/0.077) (total 624)\n",
      "[*] key h : 48/0 (1.000/0.000) (total 48)\n",
      "[*] key r : 0/72 (0.000/1.000) (total 72)\n",
      "[*] key o : 48/0 (1.000/0.000) (total 48)\n",
      "[*] key y : 48/0 (1.000/0.000) (total 48)\n",
      "[*] key b : 48/0 (1.000/0.000) (total 48)\n",
      "Column : population\n",
      "[*] key a : 384/0 (1.000/0.000) (total 384)\n",
      "[*] key y : 968/0 (1.000/0.000) (total 968)\n",
      "[*] key v : 1096/104 (0.913/0.087) (total 1200)\n",
      "[*] key s : 528/0 (1.000/0.000) (total 528)\n",
      "[*] key c : 288/16 (0.947/0.053) (total 304)\n",
      "[*] key n : 144/0 (1.000/0.000) (total 144)\n",
      "Column : habitat\n",
      "[*] key g : 1056/36 (0.967/0.033) (total 1092)\n",
      "[*] key u : 96/0 (1.000/0.000) (total 96)\n",
      "[*] key d : 1784/32 (0.982/0.018) (total 1816)\n",
      "[*] key w : 192/0 (1.000/0.000) (total 192)\n",
      "[*] key m : 0/36 (0.000/1.000) (total 36)\n",
      "[*] key l : 240/16 (0.938/0.062) (total 256)\n",
      "[*] key p : 40/0 (1.000/0.000) (total 40)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8FVECF8lg7s45d75Cl+1bc/EJ+5XMP7Lvbjw7diaXn3wgz46dye/33W2TZQ/puTPXPjG25MK1D2d8x81nHVptdZfos6wgBVXZcKJJJG+AWrVqcfcjd5ead+CAA/lo5qZXiscOITrxs4mbvN5tr25MnTp1k/njx48ved6qVauUnANXAhfJYJNn/8hzH85k987b0Ouc4H7XG88cyOWDD+SUm//Fk+9NZ7s2TXn+2lOYA8z4dgGPvjWNRy49jhZNGvCXU/uz74jgdpprhhxEiyYN0hiNSGZRAhfJYP326MS6D29N+Nr7d5xdekY+9Ni1Az127VAya9jhPRl2eM9UVlGkSm3faXumzJ6S7mpUCV3EJiIi1SbRxY+Zakv/F0rgIiJSLerVq0dubq6SOEHyzs3NpV695O76SERN6CIiUi06dOjAggULWLJkSan5a6q4//JYvtaxeqm9v7E+9Su1XL169ejQoUPFBcugBC4iItWidu3adO7ceZP57zA2ZdssGL+W7O6VP8pNxiAGpnT9ZVETuoiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRFBaEriZXWJmX5nZbDN73szqmVlnM/vEzOaZ2QtmVicddRMREYmCak/gZtYe+BPQ0913B7KAwcDtwN3uvjOwHDiruusmIiISFelqQs8G6ptZNtAA+AU4CHg5fH00cEya6iYiIlLjmbtX/0bNLgJuAdYAY4GLgKnuvlP4+nbAu+ERevyyw4HhAG3btu0xZsyYKq1bHnlVur54vtqxRpbSbTShSYVlMiVOSG2sNSdOB1Jbj9WrV9OoUaMUbiG5GDLlveurfk1pHVYX1aVRrXUp3YY13iapcpnxGU1e//79Z7h7z4rKZVfpVpNgZs2Bo4HOwArgJeDwBEUT/rJw91HAKICePXt6Tk5OldbvHcZW6friFYxfS3ZOvZRuI4ecCstkSpyQ2lgzJU6AovFF5OesT9n6BzEwqXKZ8t5dP25kSuswKb8z/Rr8kNJt1MkZnFS5TPmMVrV0NKEfDPzg7kvcfQPwCrAv0CxsUgfoACxKQ91EREQiIR0J/Cegj5k1MDMDBgBfA/8FTgjLDAVeT0PdREREIqHaE7i7f0JwsdpnwJdhHUYBVwJ/NrPvgJbA49VdNxERkaio9nPgAO5+HXBd3Ozvgd5pqI6IiEjkqCc2ERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJICVwERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJICVwERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJICVwERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJICVwERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJICVwERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJICVwERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJICVwERGRCFICFxERiSAlcBERkQhSAhcREYkgJXAREZEIUgIXERGJoOxkCplZc2BbYA0w392LUlorERERKVeZCdzMmgIjgJOBOsASoB7Q1symAg+5+3+rpZYiIiJSSnlH4C8DTwP7u/uK2BfMrAdwmpnt4O6Pp7KCIiIisqkyE7i7H1LOazOAGSmpkYiIiFQo6YvYzKy1md1sZv8ws522ZKNm1szMXjazb8xsjpn1NbMWZvaBmc0L/zbfkm2IiIhszTbnKvR/ABOB94Dnt3C79wLvuXsXYE9gDnAVMM7ddwbGhdMiIiKSQJkJ3MzeM7P9Y2bVAeaHj7qV3aCZNQEOAB4HcPf14Tn2o4HRYbHRwDGV3YaIiMjWztw98QvBVejXEtw+di1Bsr8OqA/c7e4fV2qDZnsBo4CvCY6+ZwAXAQvdvVlMueXuvkkzupkNB4YDtG3btseYMWMqU40y5ZFXpeuL56sda2Qp3UYTmlRYJlPihNTGmilxQupjzZQ4IblYfdWvKa3D6qK6NKq1LqXbsMbbJFUuUz6jyerfv/8Md+9ZUbkyE3hJAbMdgFuAhcBN7r5ySypmZj2BqUA/d//EzO4F8oALk0ngsXr27OnTp0/fkups4h3GVun64hWMX0t2Tr2UbmMQAysskylxQmpjzZQ4IfWxZkqckFys68eNTGkdJuV3pl+DH1K6jToDrk6qXKZ8RpNlZkkl8PKa0HcwszuAs4FLgdeBF83sQjPL2oK6LQAWuPsn4fTLwN7A/8ysXbjtdsDiLdiGiIjIVq28i9ieJ7hgbSrwjLt/5O6HEhwtV/rnkrv/CvxsZruGswYQNKe/AQwN5w0l+MEgIiIiCZTXkUs94AegIdCgeKa7jzazF7dwuxcCz5lZHeB74AyCHxMvmtlZwE/AH7ZwGyIiIlut8hL4+cAdwHrg3NgX3H3NlmzU3WcBidr3B2zJekVERDJFeT2xTQImVWNdREREJEnlXcT2ppkdaWa1E7y2g5ndaGZnprZ6IiIikkh5Teh/BP4M3Gtmy9g4Glkn4P+AB9xdF5qJiIikQXlN6L8CVwBXmFknoB3BeOBz3T2/WmonIiIiCZV3BF7C3ecTdKEqIiIiNcDmDGYiIiIiNYQSuIiISAQllcDNrH5Mz2kiIiKSZhUmcDP7PTCLoFtVzGwvM3sj1RUTERGRsiVzBH490BtYASW9qHVKXZVERESkIskk8IItHUJUREREqlYyt5HNNrNTgCwz2xn4EzA5tdUSERGR8iRzBH4h8DtgHcEQo3nAxamslIiIiJSvwiPwsNe1a8KHiIiI1AAVJnAzexPwuNkrgenAP919bSoqJiIiImVLpgn9e2A18Gj4yAP+B+wSTouIiEg1S+Yitu7ufkDM9JtmNtHdDzCzr1JVMRERESlbMkfgrc2sY/FE+LxVOLk+JbUSERGRciVzBH4p8LGZ/R9gQGfgfDNrCIxOZeVEREQksWSuQn8nvP+7C0EC/ybmwrV7Ulk5ERERSSyp8cCBnYFdgXpANzPD3Z9OXbWkJrnnzH8w7a1PaNamGQ/NHgXAqmV53HbSrSye/z/adGrLVS9eQ+PmjXF3/nnRw3z670+o17I+lzx1KTvtvfMm65w3Yx53D7uT9WvW0XNQb8659zzMrLpDKyVT4swkmbJPh9/xb9755BtaN2vIzMeCbjqW5eVz6s1j+PF/y9m+bXP+de3JNG9cH3fnzw++xWtTv6dFfeOxK46n+87tN1nnZ3MXcvbfX2bN+g0c1ntX7hpxZNrjzJT9maxkBjO5Drg/fPQH/g4cleJ6SQ1y8LCB3PjeLaXmvXTbi+w5oDuPznuSPQd056XbXgBg+rufsmjeQh559hEuHHURD553f8J1PnTefVw46iIenfcki+YtZMZ701MeR0UyJc5Mkin79LRD9+bNkcNKzbtjzAQO6r4jX4++lIO678gdYyYA8N60uXy3MJdn/nk3D11yDBfe+3rCdV547+s89Odj+Xr0pXy3MJf3P52b6jAqlCn7M1nJXMR2AjAA+NXdzwD2BOqmtFZSo+x+wB40btG41Lypr0/h4KEHA3Dw0IOZ+tqUkvkHnX4wZkaXPrvx24rfWPZLbqlll/2SS35ePrv17YqZcdDpBzPltfT3zpspcWaSTNmn+3frTPPGDUrNe3PyHIYM7A7AkIHdeWPS1+H8rxlySHfMjH26dmTF6rX8kptXatlfcvPIy19Ln64dMTOGHLJx+XTKlP2ZrGQS+Bp3LwIKzKwJsBjYIbXVkppuxf+W06JdSwBatGvJisUrAMhduJTW27UuKdeqQytyF5b+0OQuzKVlh1ZxZZZWQ603X6bEmUkyZZ8uXr6adi2bANCuZROWrFgNwKKleXRo3bSkXPvWTVi0tHQCX7Q0j/atyi9TU2TK/kwkmXPg082sGUGnLTMIOnWZltJaSWR5fJ99AHHnkzxBoaiccyqWKXFmkkzZp4nijI8hmTI1XSbszwqPwN39fHdf4e6PAIcAQ8OmdMlgzdo2L2mOWvZLLs3aNAOCX7BLfl5SUm7pgqW03LZFqWVbdWhF7oKlpcq02LZlNdR682VKnJkkU/Zpm+aNSprGf8nNo3WzRkBwNL1gycYRohcuyaNdy9LN0u1bN2Hh0vLL1BSZsj8TSeYitnHFz919vrt/ETtPAq/f+yrn7z6c8373R16755WS+W/c/zrDdz2L8373R5644rGEy05/71OG73oWZ+80jBfDCzBqun2O6sOHoz8E4MPRH9Ln6L4l8//z9Ie4O99MnUPDpg1KmreKtWjXkvqNG/DN1Dm4O/95euPyNU2mxJlJMmWfHtl3N54dOxOAZ8fO5Pf77rZx/gczcXc++fonmjasV9LUXqxdyyY0rl+XT77+CXfn2Q9m8vt9u1Z7DMnIlP2ZSJlN6GZWD2gAtDKz5gT3gAM0AbathrpFxvzZ83n/0Xe5a9p91K5Tm2sP+wu9jtiHpQuWMPX1yTz4xcPUrlsnODcTdx1IYWEhD494kJs/GEmrDq24pNeF9DmqDx27bp+eYBK4/eSRfDn+C/KWruT0Dqdy6g2n8YerTuK2E2/hg8ffo3XHNlz9UjBYXa9BvZn+zqecO+Rc6raoxyVPXlqyngv2Oo8HZj0MwIiHL+TuYXeybs16eh7ek56H90pLbLEyJc5Mkin79LRbxjDx8x9YuvI3dhh8G9cOPZjLBx/IKTf/iyffm852bZry/LWnAHD4Prvy3rRvGXLOxbSoZzx6+fEl6+l1zv18+s8LAbj/oqM5+46XWbOugEN778JhvXdJS2yxMmV/JssSnQMAMLOLCMb93hZYyMYEngc86u4PVEsNy9GzZ0+fPr1qL/l/h7GbvcxHL03ks/dncNFjlwDw/E3PUbtubeZNn8thwwfR/eC9S8oWjF9Ldk69kuk5U77mX9c/y03v3wrAiyPHAHDi1YMrHcMgBlZYpjJxbo74OFMhmTghtbFmSpyQ+lgzJU5ILtb140amtA6T8jvTr8EPKd1GnQFXJ1UuUz6jyTKzGe7es6JyZTahu/u97t4ZuMzdd3D3zuFjz5qQvGuS7XfvxOyJX5KXm8fa/LVMf+dTlvy8hIVzF/LVR7O5ZJ8/ceWBlzH30283WTZ3YS6tNrlSMjpXQYqISHok05Xq/Wa2L9Aptrx6Ytuo424dOeHKE/nrIVdTr1E9Ou/ZmazsLIoKClm9fDV3Tb2XuZ9+y20n3sI/n/hnqWUTtoBE6CpIERFJjwoTuJk9A+wIzAIKw9kOKIHHOPSswzj0rMMAGP2XJ2jZoTU/z/mJfY/rh5mxa+8uWK1a5K3MoyX1S5Zr1aEVSze5UjI6V0GKiEh6JHMfeE+gq5d1slwAWLF4Bc3aNGPxT4uZ/Mok7pxyD7VqGZ//ZxbdcvZk4dwFFKzfQJOmpa/23KXXriyct5Bff/iVlu1bMnHMeC7/11VpikJERKIimQQ+G9gG+CXFdYm0W4+/kbzcVWTXzuK8By+gcfPGHHLmodxz5l2cv/twsuvU5s+jL8fMyF2Uy31n380N79xMVnYW5z0wgmsP/QtFhUUccuZAtv9dp3SHIyIiNVwyCbwV8LWZTQPWFc90dw1oEuPvH921ybzadWpz+bNXlppXMH4tLbdtyQ3v3Fwyr9eg3vQa1DvldRQRka1HMgn8+lRXQkRERDZPMlehTzCz7YGd3f1DM2sAZKW+aiIiIlKWZLpS/SPwMlB8/1N74LVUVkpERETKl8xwoiOAfgQ9sOHu84A2qayUiIiIlC+ZBL7O3dcXT5hZNsF94CIiIpImySTwCWb2F6C+mR0CvAS8mdpqiYiISHmSSeBXAUuAL4FzgHeAv6ayUiIiIlK+ZG4jqw884e6PAphZVjgvP5UVExERkbIlcwQ+DmI67w6ef5ia6oiIiEgykkng9dx9dfFE+LxB6qokIiIiFUkmgf9mZnsXT5hZD2BN6qokIiIiFUnmHPiBZKnQAAAb5klEQVRFwEtmtiicbgeclLoqiYiISEXKTeBmVguoA3QBdgUM+MbdN1RD3URERKQM5SZwdy8ys3+4e1+CYUVFRESkBkjmHPhYMzvezCzltREREZGkJHMO/M9AQ6DQzNYQNKO7uzdJac1EpFq8evcrjH3sXcyM7ffozCVPXsqyX5Zx++BbWb1sFTvuvROXPnMFiX7BvzhyDGMff49aWVmcc9959Di0Z7XXXyRTVXgE7u6N3b2Wu9d29ybh9BYnbzPLMrOZZvZWON3ZzD4xs3lm9oKZ1dnSbYhI+ZYuXMqb973GPdMf4KHZoygqLGTCmPE8eeVjHHPJcTw670kaNW/E2Mff22TZn77+kYljxvPwV6O48b1beOj8BygsLExDFCKZKZnhRM3MhpjZteH0dmbWuwq2fREwJ2b6duBud98ZWA6cVQXbEJEKFBYUsn7NOgoLClmXv44W7VrwxX8+Z78T9gdgwNBDmPralE2Wm/r6FA4YnEPtunXYpvM2bLvTtsyd9m11V18kYyVzDvwhoC9wSji9GnhwSzZqZh2AI4DHwmkDDiIYdxxgNHDMlmxDRCrWqn0rjrvsBIZ1PI0h7U6mYdOG7NRjZxo2a0hWdlZQpkMrchcu3WTZ3IVLabVd65Lplh1akbswt9rqLpLpkjkHvo+7721mMwHcfXkVNG/fA1wBNA6nWwIr3L0gnF4AtE+0oJkNB4YDtG3blvHjx29hVUorYG2Vri+er3YKxqd2G+MZX2GZTIkTUhtr1ONcvWo1U0ZPYtSzo2jYqCF/v/7vTLtrMr5mY1wFi9dB/qaxFi4ooGjOhpJ5/kshRV9toKBV5f4fNWF/Qs3Zp57fOaV1WF1Ul0kp3oYl+f2cKZ/RqpZMAt8QDmDiAGbWGiiq7AbN7EhgsbvPMLOc4tkJiiYcc9zdRwGjAHr27Ok5OTmJilXaO4yt0vXFKxi/luyceindRg45FZbJlDghtbFGPc4vX5rGNt23peUxbQHot2h/vpkyh/x1+dh+tcnKzmLFlFW03LkV1shKxdpmyjYsY0XJvGUjl9N64DZk963c/6Mm7E+oOft0/biRKa3DpPzO9GvwQ0q3USdncFLlMuUzWtWSaUK/D3gVaGNmtwAfA7duwTb7AUeZ2XxgDEHT+T1AMzMr/kHRAViUeHERqSqtO7bh26lzWJu/Fnfn83Gz2K7r9uzRf08+fvkjAMaN/oB9ju67ybL7HNWHiWPGs2Hden794VcWzlvILr13re4QRDJWhUfg7v6cmc0ABhAcKR/j7nMqWKy89V0NXA0QHoFf5u6nmtlLwAkESX0o8HpltyEiyemyTxf6nbA/F+09gqzsLHbovhOHDz+cXkf05u+Db+WZvz7FDt134tCzDoUpRUx9Ywrzps/ltBuHsv3vOrHfiQdwbtfhZGVncf6DF5CVlZXukEQyRpkJ3MzqAecCOwFfAv+MOUedClcCY8zsZmAm8HgKtyUioSE3nM6QG04vNa/dDu24e9r9peYVsJY+R/Wlz1Ebj8YHX3MKg685BRGpfuUdgY8GNgAfAYcDuwEXV+XG3X08BGf/3f17oCpuTxMREdnqlZfAu7r7HgBm9jgwrXqqJCIiIhUp7yK2khHHUtx0LiIiIpupvCPwPc0sL3xuQP1wWn2hi4iIpFmZCdzddTmpiIhIDZXMfeAiIiJSwyiBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEULUncDPbzsz+a2ZzzOwrM7sonN/CzD4ws3nh3+bVXTcREZGoSMcReAFwqbvvBvQBRphZV+AqYJy77wyMC6dFREQkgWpP4O7+i7t/Fj5fBcwB2gNHA6PDYqOBY6q7biIiIlFh7p6+jZt1AiYCuwM/uXuzmNeWu/smzehmNhwYDtC2bdseY8aMqdI65ZFXpeuL56sda2Qp3UYTmlRYJlPihNTGmilxQupjzZQ4IblYfdWvKa3D6qK6NKq1LqXbsMbbJFUuUz6jyerfv/8Md+9ZUbnsKt3qZjCzRsC/gYvdPc8suX+wu48CRgH07NnTc3JyqrRe7zC2StcXr2D8WrJz6qV0GznkVFgmU+KE1MaaKXFC6mPNlDghuVjXjxuZ0jpMyu9MvwY/pHQbdXIGJ1UuUz6jVS0tV6GbWW2C5P2cu78Szv6fmbULX28HLE5H3URERKIgHVehG/A4MMfd74p56Q1gaPh8KPB6dddNREQkKtLRhN4POA340sxmhfP+AtwGvGhmZwE/AX9IQ91EREQiodoTuLt/DJR1wntAddZFREQkqtQTm4iISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEKYGLiIhEkBK4iIhIBCmBi4iIRJASuIiISAQpgYuIiESQEriIiEgEZae7AiIikjrvT5vLpQ+9RWFREWce3ovLTz6w1Ovr1hdw5u0v8dm8hbRs0oBn/3oynbZpnqbayuaoUUfgZnaYmX1rZt+Z2VXpro+ISJQVFhZx0f1v8Matw/j88Yt54b+fM+fH/5Uq8+S702nWuD5znr6MPx3fj2sefS9NtZXNVWMSuJllAQ8ChwNdgZPNrGt6ayUiEl2ffruAHbdtyQ7btqBO7WxOzOnGm5PmlCrz5uQ5nDZwbwCOO2B3/jvz/3D3dFRXNlONSeBAb+A7d//e3dcDY4Cj01wnEZHIWrR0Jdu1aVoy3b51Uxbm5pUuk7uSDq2DMtlZWTRpWI/cvPxqradUjtWUX1pmdgJwmLufHU6fBuzj7hfElRsODA8ndwW+rdaKbrlWwNJ0V6IaKM6tT6bEujXF2RxoAvwYTrcAGgI/szHO3wFzgQ1hmd2BOUBhtdY0daK4P7d399YVFapJF7FZgnmb/Lpw91HAqNRXJzXMbLq790x3PVJNcW59MiXWrSlOM+sLXO/uh4bTVwO4+8jiOM3s/bDMFDPLBn4F9vaacnS3hbam/RmvJjWhLwC2i5nuACxKU11ERLYGnwI7m1lnM6sDDAbeiCvzBjA0fH4C8J+tJXlv7WrSEXjJGw1YSPBGOyW9VRIRiS53LzCzC4D3gSzgCXf/ysxuBIpPjj8OPGNm3wHLCL57JQJqTAIv642W5mqlQmSb/zeT4tz6ZEqsW1Wc7v4O8E7cvL+Z2YLw+VrgD+moWzXZqvZnrBpzEZuIiIgkryadAxcREZEkKYGLiIhEkBJ4FTKze8zsgPD5BWGXsG5mrWLKNDezV83sCzObZma7x7x2iZl9ZWazzex5M6sXt/77zWx1zPQFZnZGdcSWiJldbGanh8+vN7OFZjYrfAwK558aM2+WmRWZ2V7ha3XMbJSZzTWzb8zs+JoQVzwzO8bM/hY+H2ZmS2LiKe63oH9cnGvN7JjwNTOzW8I455jZn8L5R5rZDemLrHxxcXc0s/+a2czwvTsoptzV4Xv9WzMrvl2pjplNDG9LqtHiPrcHmdln4WdwdGz9zSwn3LdfmdmEcF4k4gzfg/8xsyZmtl24L+eEsVyUoPxlsd9dEXivvmxmO4TPbzGzn2O/K8P525vZuPD9O97MOoTz9zKzKeH/4gszOylmmTFmtnP1RrMZ3F2PKngQdJAwNWa6O9AJmA+0ipl/B3Bd+LwLMC583h74AagfTr8IDItZrifwDLA6Zl4DYGaa4s0GvgCyw+nrgcsqWGYP4PuY6RuAm8PntYr/T+mMq4x6T46p2zDggSTeC8uABuH0GcDTQK1wuk3414CZxeVq2iMu7lHAeeHzrsD8mOefA3WBzsD/AVnha9cBp6Y7jiT21dSY9+DPwC7h9I3AWeHzZsDXQMfYfRihOI8A7g6ftyO4zxugMUEnLl1jym5HcDHxjzH7v8a+Vwk6onk1ZrpPGOPquHIvAUPD5wcBz4TPdwF2Dp9vC/wCNAunDwQeTXeMZT10BF4GMzvRzO4Kn19kZt+Hz3c0s48TLHICUDIKgLvPdPf5Ccp1BcaFZb4BOplZ2/C1bKB++Gu+AeF98Bb0E38HcEXsitw9H5hvZr0rHWgCZrbazP4RHomMM7NEPQIdBHzm7gWbseqTgedjps8ERgK4e5G7Lw2fpySueGZ2VnhUPN7MHjWzBxKU2QVYV1y3JJ0AvBvGAXAecKO7FwG4++LwrwPjgSO3JI7NFe7fW8zsczObGvP+iy0TH7cT9OgFwe1HxX00HA2Mcfd17v4D8B1Bt8gArwGnpiyQCpjZwPDI6jMze8nMGiUoFvu5bUkQ89xw+gPg+PD5KcAr7v4TbNyHobTFGb6H746Z/mPx91acU4HXAdz9F3f/LHy+iqDXtfYxZe8m+K4pucI5je/Vk83sy7BF5PYyipXEBuDuU939lwTlSr57gf8SdtXt7nPdfV74fBGwGCj+zvsIOLimtrAogZdtIrB/+Hx/INfM2gP7EezUeP2AGUms93PgOIAwQW0PdHD3hcCdwE8EvwBXuvvYcJkLgDfKeFNOj6lnVWlIkJz3BiYQHGHESxTvBWET1BNmlmg8wpMIE7iZNQvn3RTzBRubSFIRVwkz2xa4luDX+iEErSGJ9AM+i5t3fBjny2a2XYJlBlP6h8qOwElmNt3M3o1rkktpnGVoSHDUuSfB+/yPCcrEx309MMSCW4/eAS4M57cnOGottoCNyWA20Kvqqp28sOn3r8DB4ft4OvDnBEVj38dLgdpmVtxr1wls7FxqF6B5+GNvhoWnjkJpi5NgzIijzKx2OH0G8GSCcgm/n8ysE0Fr4Sfh9FHAQnf/PME6qvW9Gn5Gbyc4WNgL6GXhaak4m/PdW/yD7FigsZm1jNtmb6AOQUsS4Y/u74A9KxNDqimBl8HdfwUamVljgg/xv4ADCN7AiRJ4O2BJEqu+jeCLYBbBl+BMoCBMeEcTNENuCzQ0syHhm/gPwP1lrG9xWL4qFQEvhM+fJfjREi8+3ocJEtVeBD9A/hFb2Mz2AfLdfXY4K5ugt71J4RfsFIIfMMVSEVes3sAEd1/m7hsImtcSiY/zTaCTu3cDPgRGxxY2s3YEpwrej5ldF1jrQXeOjwJPxLyW6jgTWQ+8FT6fQXCqJ1583CcDT7l7B2AQQccftSinC2R3LwTWh5+h6taH4IhrUvhZG0rwYzleSZzhUeZg4G4zmwasAopbmLKBHgRN0YcC14atFGmN091/A/4DHGlmXYDa7v5lgqItwqPtEmGLxL+Bi909z8waANcAfytjc9X9Xu0FjHf3JWFL33ME38Hxkv3uvQw40MxmEjSNL2Tj/i3+7D4DnFHcWhZKx2c0KTWyWaAGmULwi/ZbgqR9JtAXuDRB2TVAvQTzS3H3vHCdmJkRnPf+geBL4Qd3XxK+9gqwL7Ac2An4LihOAzP7zt13CldZL9x2KiXqLKBUvO5eMsiwmT3KxgRRLP6oNBfIB14Np18Czop5PdVxJUo8iaxhY49VuHtuzGuPEhwhxDqR4Hzchph5Cwi+KCGIN/YIqTr2X7wNYbKCYMCKRN8DpeIm2DeHAXjQZ3Y9gkEiKuoCuS6wtorqvTkM+MDdT66gXPz7eArhUaaZDSQ48oYgzqVhwvzNzCYSHJUVN7enK06Ax4C/AN+Q+OgbgoOEWsWJKTxi/zfwnLu/EpbZkeAA4vPwu6YD8JmZ9Q4PaKr7vbo5n9FkvnsXsbH1sxFwvLuvDKebAG8Df3X3qXGLpuMzmhQdgZdvIsGvtokER8r9Cc6RrUxQdg5Boi2XmTWzoE9igLOBiWFS/wnoY2YNwsQ+AJjj7m+7+zbu3sndOxEcxcZuZxeCJryqVIug+RCCc3+JzvmXijf89Vrs2Ng6hUdqfyBo7gNKjnbeBHLCWQMILhIqloq4Yk0j+DXePDy/dXwZ5cqL86jw9Vjx5/khOEd6UPj8QDZ+6UPq46ys+PfzTwT7CDPbjeBLbQlBP9qDzayuBd0g70zwvyVsnlwS92OmukwF+pnZTmFdGhQfMceJ379twr91gSuBR8KXXgf2N7Ps8Eh1n3DZdMeJu39C8CPqFDZ97xX7Fii+StsIuk+d4+4l58vd/Ut3bxPzXbOA4GK3X8Mi1f1e/YTgM9oqvA7oZIJTevGS/e5tFX4XAVxN2BIWfh+/Cjzt7ola4nYBamavoOm+iq4mPwh+kTobr0odC9xXRtn9gWdjpv9E8AEoIDgieSyc3xeYR/Br+RWgecwyN4TzZxM05dRNsJ34Kys/I+Yq9yqKezVwE0Hz6n+A1gnKbE/w46N4+hngS4Ir098A2sW8lkPMFfrx6wiXGUd4hW+q4kqw/eEEyXQ8wSmAWxKUaUDw4S3utXBkOP05wYUwXWLKdiJolqsVt45mBL/uvyRo1dkz5rW3gD2q+X0deyfDCQRN4xXF3RWYFMY9CxgYU/YagnOG3wKHx637H9UZW1wMBxGMsfBF+DgqQZn4z+0dBAnhW4Km5diylxP8yJwd+1q64wzrcBXBxYRlvX4tcHb4fD+C77Uvwn05CxiUYJn5lL6DJh3v1VPCz81s4O9llDmN8G6WcPrvBN+9ReHf62P207zwM/8Y4fcrMIRgKNVZMY+9wtfaAtPSuW/L/f+kuwJb04PgSLVZNW6vO+GtEFW83tVJlnuV8PaLKMSVYDuNwr/ZBK0Bx5ZR7l6Ci6GqevttCW8jrImPLY2b4AfqrumOI4l6btHntibEGSbXAeW83o7glEJl119j36tAfYIWl6wUrPsSwlsJa+JDTehV61KgYzVurxXBL+t0uYrgi6GqVVdc14cXOM0muA7htTLK3UpwRFrVOpL4eoqaotJxh82Sr7n7t1VbpZSo9Oc23XGGp+TmAmvcfVxZ5Ty4g+XR8FxvZdTY96q7ryG4U6Z9RWUrYQVxF6rWJBrMREREJIJ0BC4iIhJBSuAiIiIRpAQuIiISQUrgknHMrNBKjxzWqRLraGZm51d97SrHgpHhKrzgLOwKtGf4fHVF5StRjy1apwWj2l1WndtMYv09zey+VG5DpDKUwCUTrXH3vWIe8yuxjmbAZifwsEOKVLiY1FwpnzIp/F9UGTPLdvfp7v6ndNdFJJ4SuAhBMjGzO8zs03CgknPC+Y0sGJHtMwtGRTo6XOQ2YMfwCP4OC8aKfitmfQ+Y2bDw+Xwz+5sFo9j9wYIR7d4LB8X4KOzDOtl6NjSzty0YSWy2mZ1kwfji2wL/NbP/huUetmDwlK+sgnGcwx6qppjZEQlea2vB+PWfh499w/l/Drc/28wuTrCchf+X2eH/7aRwfo4FY1H/i6CDjkT2tGDs6nlm9seYdV4es382iamcbT5kwSAdhLEU98B1lpndnGA911swTv1Y4OnYfRu+9kTYkvF9+L8vXu5aC8a1/8DMnt/clgSRzaW+0CUT1Q/v/4ag//ljCfr6XunuvSzoRnNS+AX+M0EHL3kWjHA11czeILgHfnd33wuCxFTBNte6+35h2XHAue4+z4JBXh5iY1erhGV6hmXOjlvPYcAidz8iLNfU3Vea2Z+B/r5x+M9r3H1ZeJQ7zsy6ufsX8ZWyYAS4Nwj6gP4gQb3vIxj05dhwXY3MrAdBf/77EPRX/YmZTXD3mTHLHUcwsM2eBPf1f2pB/+EQDCSzuwfDjybSjWAwkobATDN7G9idoJvW3uE23zCzA9x9YsxyZW2zeGTBNwjuFS7uu2A/Yrr3jdMD2M/d1yTYt10IulVuDHxrZg+H2zyeoBOibIKeBJMZIUuk0pTAJROtKU68MQYC3cysuA/4pgQJYwFwq5kdQNA1Y3uCXqk21wtQMojCvsBLZiVjNdSNL+zu0wn6yo/3JXCnBWMjv+XuiUbGAzjRzIYTfMbbEXSFGp/AaxN0YTvC3RP1MQ3BD4vTwzoVAivNbD+CAVt+C2N6hSBBxibw/YDnw2X+Z2YTCEaXyiPomrKs5A3wetg5x5qwRaF3uL6BMdtoRLB/YhN4Wdv8CLjYzLoSdIXa3II+7fsSdHmcyBthHRJ5293XAevMbDHB+2G/mHpjZm+WE59IlVACFwkYcKG7v19qZtAM3hro4e4bzGw+iUc+KqD0Kan4Mr+Ff2sBKxL8gEiKu88Nj4AHASPNbKy73xhX584Eg/D0cvflZvZUOXWeQTAS3oRw2VsIhsyknDomM0pUeWV+KylkNoKN45EPCv/G9y7l4fpGuvs/N3eb7r7QguF6DyNI+C0IRo1b7e6ryqjDb5uuqcS6mOfFo7klO3KWSJXROXCRwPvAeRYMs4iZ7WJmDQmOxBeHybs/G8eUXkXQhFrsR6CrBaNyNSUcuSueByPP/WBmfwi3Y2a2Z7KVtGB8+Hx3f5Zg/PS9E9SnCUECWhk2kR9exuqcYIjcLmZ2VVi/a4ov7gvLjAPOC7edZUFXnBOBYywY4ashwehz8S0BE4GTwmVaE4zjPC3B/+PBmIsJi4chPdrM6lkwylcOwYAk7wNnhi0YmFl7C0cOS3KbUwgu9JsY1vWy4jqXUYfN9THw+7DejQh/BImkko7ARQKPEYwm9pkFbdtLgGOA54A3zWw6wShF30AwLriZTTKz2cC77n65mb1I0Ew9j9LNyfFOBR42s78SNGOPIRjlq0Q558D3AO4wsyKCEZTOC+ePAt41s1/cvb+ZzSQYTex7glHEEnL3QjMbHMaY5+4PxRW5CBhlZmcRHG2e58F44E+xMTk+Fnf+G4KBbvqGcTlwhbv/asldsDeNYPS2jsBNYVJdZMEwplPCUw+rCUaRWlzRNsPXPiIYQe07M/uR4Ci8rNMPm83dPw2vjfic4MfcdCDRsMMiVUZ9oYuIVAEza+Tuqy24H38iMNzdP0t3vWTrpSNwEZGqMSq8UK4eMFrJW1JNR+AiIiIRpIvYREREIkgJXEREJIKUwEVERCJICVxERCSClMBFREQi6P8BPMUTFUOMMF4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## only for 'odor->n'\n",
    "odor_data = data.loc[data['odor'] == 'n']\n",
    "odor_data = stack_bar_processing(odor_data)\n",
    "\n",
    "## stack bar\n",
    "for k, v in odor_data.items():\n",
    "    stack_bar(v, k, \"odor_n\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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