{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_pickle(\"DataStudyCollection/df_statistics.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAA91JREFUeJzt2DtqVGEch2EnGYgWIlip4AUre9egthZa2dm6HzeRJWQXEhRUvCCIlZWEmNuxPoyFxBk+fXme8hR/fs3LB2cxTdMFoGNr9ABgvUQNMaKGGFFDjKghZrmJow+2nv5Tv9SX16+NnrDix/1boyfMXPp2MHrCzGL//egJK84OD0dPmNk721387ruXGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGmOUmjm5dvLiJs+f28fnd0RNWvH7xcvSEmcfvHo2eMHP05PLoCasOD0cv+CNeaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMctNHJ1OzzZx9tyOr0yjJ6x4c3QwesLMq/07oyfM3Dt5O3rCf8tLDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDzGKaprUffbjzbP1H/8L2zRujJ6z4efvq6AkzO5+/j54wc/rl6+gJK6bjo9ETZvbOdhe/++6lhhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghZrmJo9Px0SbOntvJh0+jJ6zY/sc2nYwewNp4qSFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUPMYpqm0RuANfJSQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTG/AKCLP+/TEaq6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAABAFJREFUeJzt2LFrnHUcx3GTu0AJhjhUqYNIwMXBqaurY5cOduj/0TF0de5cwVmdHCP6D3QsFFwcbbbADUa45JwfzkGOPPxyb16v8YYvHw7e/OA52Gw2HwAdh6MHAHdL1BAjaogRNcSIGmKWcxz9ZvHtvfqkvvjibPSELeuPT0ZPmDj683L0hIn1X+9HT7j3Lm5/PPiv373UECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXELOc4enh8PMfZnf3x8nT0hC0XX78aPWHi6XcvRk+YePT91egJW26vr0dP+F+81BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYpZzHD385OEcZ3d2/viX0RO2nB19OHrCxIMnl6MnTP2wGL1gb3mpIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIWc5y9fqfWc7u6verL0dP2PLs5LfREyZWfz8YPWHio5ub0RP2lpcaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooaY5RxHN+ubOc7u7M1PX42esOX8+Wr0hImjX09HT5haLEYv2FteaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMcs5jm5WqznO7uyz1+9GT9jy9ufPR0+Y+PTqfv1Ht+v16Al7y0sNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUPMwWazGb0BuENeaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCHmX+qLOZmn6i25AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAA/NJREFUeJzt2LGKVGcch+HZ3SkMrFoEtNtrsAhBiJXoLQi5A+8gXZpcQ8BGbyApQyAkEFtvwMYrkEAshF3UeE7qw1gs4558k5fnKbf482OZdz6Yo3meN0DH8egBwNUSNcSIGmJEDTGihpjtGkcfnjw6qJ/Ut7dvjZ6w64troxcsTK//Gj1hYTo/Hz3h4P0+/XT0qb97qSFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiNmucfT49HSNs3t7+cPZ6Ak7vv3qxegJC78+uzd6wsLtHw/r/7PZbDab6ePoBZfipYYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUELNd4+jxzRtrnN3b47vPR0/Y8d2Xr0ZPWPj5mzujJywcPTkZPWHHPH0cPeFSvNQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcRs1zg6/f1mjbN7++X7+6Mn7Hj69YPRExbOfns3egJXxEsNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUPMdo2j08XFGmf3dvrHy9ETdlz/87C+T+f3H0ZPWJj+Oaw9/yeH9ckCPpuoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qI2a5ydZ5XObuv6e3b0RPgP+OlhhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKgh5mie59EbgCvkpYYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpi/gWimDjGN6I/ugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAA9pJREFUeJzt2cHKjGEch2HzzUSUwlLkLGzFwlE4AWVr4XRslZ2FnICNslE2kqz07VhgMfNavw2l4fWMu+tazuLfr5nunvq+1TRNZ4COk9EDgL9L1BAjaogRNcSIGmI2Sxy9e/7eUf1J/eTGtdET9mwvXRg9YWb99sPoCTPbL19GT9h3ZP8perF7svrZ515qiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiNkscPbl+dYmzB7v99PXoCXseXnk3esLMzUf3R0+Yufz45egJ/y0vNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGmM0iV9frRc6WvPy2HT1h5tzn3egJc6sjfG+m4/rNfuUIvzngT4gaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xm0Wufjpd5Oyhnj+4NXrCnmcX7oyeMHPx1fvRE2Z26/XoCXum3Xb0hN/ipYYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIWazxNHd129LnD3Y2TcfR0/Yc/ZkNXrC3JH9ZhzOSw0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIWazxNHp+/clzh5se3o6egL8M15qiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiVtM0jd4A/EVeaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCHmB5e8NvThaQtjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAA+5JREFUeJzt2KGKVWsch+G9Z3bScLCooCC2c9CkzWTxFsQLMYp3YPUmRLwAkycZxGCymgzCIKKGGfYs82IbZOPim3l5nrjCn195+WCtp2laAR0HowcAf5eoIUbUECNqiBE1xGyWOPpg8+hM/VI/uHhh9IRdN66NXjCz/nI0esLM6dHX0RN2TCfHoyfMvD59sf7ddy81xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xm0Wunm4XObuvn/f/Gz1hx62nH0ZPmPn/5Z3RE2auP3s3esK55aWGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BCzWeTqweEiZ/f1+d7Z2rNarVZvrr0dPWHmyaMfoyfMvH9+afSEHduT49ET/oiXGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGmM0iV0+3i5zd181X30dP2HH39sPRE2aOPv8zesLMv9PH0RPOLS81xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xm0WurteLnN3X4cdPoyfsuPL48ugJM1dPvoyeMLM9Ph494dzyUkOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiNkscnWaFjm7r+23b6Mn7DqLm0jwUkOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUELOepmn0BuAv8lJDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMb8AVtk7Rfu4C/MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAA8NJREFUeJzt2SFuFGEch2G2TBF4EkgwICq5BTcAwwEQ3IA7oLkErhIOgEUWBSFAgoAgSA3bDnozCLLZyVfePI9c8c/PvPmSnc08z9eAjqPRA4DDEjXEiBpiRA0xooaYaY2jD48eX6m/1Kc7t0dPWDh/cHf0hB03z76NnrBj++nz6AlLV+xL0ZvLV5u//e6lhhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghZlrl6mazytl9fXl0f/SEhXfPX46esOPe6dPRE3acPPs6esLSfDF6wT/xUkOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiJnWOLq5cWONs3s7/jWPnrDw+vx49IQd08/roydwIF5qiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpipjWOzr+3a5zd263T96MnLLw4ezJ6wo6Tjx9GT9ixnS9HT/hveakhRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaoiZVrl6ebHK2X1dfP8xesLC5u3V2rQdPYCD8VJDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGmM08z6M3AAfkpYYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpi/gAA0TNCJbjRYgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for y in df.Input.unique():\n",
    "    for x in df.userID.unique():\n",
    "        img = df[(df.userID == x) & (df.Input == y)].iloc[100].Blobs[1:7, 1:7]\n",
    "        plt.axis('off')\n",
    "        plt.imshow(img)\n",
    "        plt.savefig(\"./out/blob_%s_%i.pdf\" % (y,x) , bbox_inches='tight', transparent=False, pad_inches=0)\n",
    "        plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
