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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "German Traffic Sign Recognition Benchmark (GTSRB)\n",
    "=================================================\n",
    "---\n",
    "Introduction au Deep Learning  (IDLE) - S. Aria, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020\n",
    "\n",
    "## Episode 1 : Preparation of data\n",
    "\n",
    " - Understanding the dataset\n",
    " - Preparing and formatting data\n",
    " - Organize and backup data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1/ Import and init"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IDLE 2020 - Practical Work Module\n",
      "  Version            : 0.1.1\n",
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      "  Run time           : Monday 6 January 2020, 15:05:02\n",
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      "  Matplotlib style   : idle/talk.mplstyle\n",
      "  TensorFlow version : 2.0.0\n",
      "  Keras version      : 2.2.4-tf\n"
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     ]
    }
   ],
   "source": [
    "import os, time, sys\n",
    "import csv\n",
    "import math, random\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import PIL\n",
    "\n",
    "from skimage import exposure\n",
    "from skimage.morphology import disk\n",
    "from skimage.filters import rank\n",
    "from skimage import exposure\n",
    "\n",
    "import idle.pwk as ooo\n",
    "\n",
    "ooo.init()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2/ Read the dataset\n",
    "Description is available there : http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset\n",
    " - Each directory contains one CSV file with annotations (\"GT-<ClassID>.csv\") and the training images\n",
    " - First line is fieldnames: Filename;Width;Height;Roi.X1;Roi.Y1;Roi.X2;Roi.Y2;ClassId  \n",
    "    \n",
    "### 2.1/ Usefull functions"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {},
   "outputs": [],
   "source": [
    "def read_dataset_dir(csv_filename):\n",
    "    '''Reads traffic sign data from German Traffic Sign Recognition Benchmark dataset.\n",
    "\n",
    "    Arguments:  csv filename\n",
    "                Example /data/GTSRB/Train.csv\n",
    "    Returns:   list of images, list of corresponding labels'''\n",
    "\n",
    "    # ---- csv filename and path\n",
    "    #\n",
    "    name=os.path.basename(csv_filename)\n",
    "    path=os.path.dirname(csv_filename)\n",
    "    \n",
    "    # ---- Read csv file\n",
    "    #\n",
    "    f,x,y = [],[],[]\n",
    "    with open(csv_filename) as csv_file:\n",
    "        reader = csv.DictReader(csv_file, delimiter=',')\n",
    "        for row in reader:\n",
    "            f.append( path+'/'+row['Path'] )\n",
    "            y.append( int(row['ClassId'])  )\n",
    "        csv_file.close()\n",
    "    nb_images = len(f)\n",
    "\n",
    "    # ---- Read images\n",
    "    #\n",
    "    for filename in f:\n",
    "        image   = PIL.Image.open( filename )\n",
    "        image.load()\n",
    "        x.append(image)\n",
    "        ooo.update_progress(name,len(x),nb_images)\n",
    "\n",
    "    # ---- Return\n",
    "    return x,y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Read the data\n",
    "We will read the following datasets:\n",
    " - **x_train, y_train** : Learning data\n",
    " - **x_test, y_test** : Validation or test data\n",
    " - x_meta, y_meta : Illustration data\n",
    " \n",
    "The learning data will be randomly mixted and the illustration data sorted."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train.csv        [########################################] 100.0% of 39209\n",
      "Test.csv         [########################################] 100.0% of 12630\n",
      "Meta.csv         [########################################] 100.0% of 43\n",
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      "CPU times: user 9.2 s, sys: 9.88 s, total: 19.1 s\n",
      "Wall time: 40.3 s\n"
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     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# ---- Read datasets\n",
    "(x_train,y_train) = read_dataset_dir('./data/origine/Train.csv') #  , 39209)\n",
    "(x_test ,y_test)  = read_dataset_dir('./data/origine/Test.csv')  #  ,  12630)\n",
    "(x_meta ,y_meta)  = read_dataset_dir('./data/origine/Meta.csv')  #  ,  43)\n",
    "    \n",
    "# ---- Shuffle train set\n",
    "combined = list(zip(x_train,y_train))\n",
    "random.shuffle(combined)\n",
    "x_train,y_train = zip(*combined)\n",
    "\n",
    "# ---- Sort Meta\n",
    "combined = list(zip(x_meta,y_meta))\n",
    "combined.sort(key=lambda x: x[1])\n",
    "x_meta,y_meta = zip(*combined)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3/ Few statistics about train dataset\n",
    "We want to know if our images are homogeneous in terms of size, ratio, width or height.\n",
    "\n",
    "### 3.1 Do statistics "
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
   "outputs": [],
   "source": [
    "train_size  = []\n",
    "train_ratio = []\n",
    "train_lx    = []\n",
    "train_ly    = []\n",
    "\n",
    "test_size   = []\n",
    "test_ratio  = []\n",
    "test_lx     = []\n",
    "test_ly     = []\n",
    "\n",
    "for image in x_train:\n",
    "    (lx,ly) = image.size\n",
    "    train_size.append(lx*ly/1024)\n",
    "    train_ratio.append(lx/ly)\n",
    "    train_lx.append(lx)\n",
    "    train_ly.append(ly)\n",
    "\n",
    "for image in x_test:\n",
    "    (lx,ly) = image.size\n",
    "    test_size.append(lx*ly/1024)\n",
    "    test_ratio.append(lx/ly)\n",
    "    test_lx.append(lx)\n",
    "    test_ly.append(ly)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Show it"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train size :  39209\n",
      "y_train size :  39209\n",
      "x_test size  :  12630\n",
      "y_test size  :  12630\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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q96U5gdNhmfmV9q729fCBNZdmhSJinwFa+wd7Daebdbf7fxD4cr17dGZ+caD4oRZbb4fbDbg5S/QEFs6ivWjBEc9mYW+CZ2aVrnuSNIdvvGiAezT/bQ53huwhqYeE/ILSG2ImsOsgQyueXW+by2y1v5q/az5b79/fXsAQNIcibDFg1OKa71Ev72dzf7OI6NZq3fp7col8PySNPSbWkjR6tI6Zvb5LzE5djjfjN4yIbn+E/jMduvNm5m0s/KP3HUOo54DqGcGvoSSDd1H+r3lVv+U2RcSbKZMqLaDMhn1QferoiJgyUvcZZZpj4Lv9XLyWpf9/+up0b+0f7NXXhwAR8R7KEnIBnJiZ0/opr0Vzfenbh3nddSzsMfCGLjFvrLePAVe3nfvlQNfWM983l9j7+TDrNqh6CMrPKcnyzcAbmysZLGOb19vhdrduvp+vjYjF5hOqexW8vt5tfz+voHywshIL18Nu1/xe/ikz/zrMukkap0ysJWn0eJSFLWUvbj9Z//F7YJdrr6MsUwNlQqFOBmrR/Xq9bQw0njGKtVr2u3aXrmcIbo517DTJ1rDVXTDPrHe/lJlXZOY3gIsorYXfjogRudco00zaOv1cTKAsi7RUZeapQxg20O11QK/3jYi3AN+mHn871OXc6snfBjr/zyzsMTKscdqZ+RRwQb17UPvPYD17dvMDoAs7LAV2Tr3dNiJ27HCLj1K6XT8K/Gg4dRtMPVnYDMpkin+iLLv2wMBXQWZuO9D3mIXzOXyqPrbI7NmdEt628zuz8Of9ymE+1vmU7vUbUiZCa/ceyiSMTwPntT3XfZSWe+jwuzQi1qasHQ9lzgNJAkysJWnUqLtdXlXvntVsfY2IFSLi9ZSWlI7JQT1J2rH17kci4ti6lYsoaz2fThmjO6fT9cAJlHHdqwNXRMQHW8dJ1pN8fRj4P+DtLdf9R0RcEBFvi4h/aInfICJOobQ4JWU5qJFwJmVJpZuAw1uO/xtwH6Xr52JLnI0DzffvuIjYpTmONyJeTFnrd0vKJHfjWv3v4HxKa+JZwHAS9H+LiHMiYrc6OWqWuU5EfBT4GSVZvws4pcO9/zUWrsO9bYfyj6P8+3oecF5EbFxftyElcd6KMsnfMe0XZuZ/U5aXAji3fk4iYqX63920+twJWa9P31a3C+p6/XZI78TC69aiTFT2QsoHc69fkjP6t/lRREyLiJe0JtkRsVFEfAq4sD50KwuX+qMl7tr6mRf7oCEzbwea4+1PiYjd69+jEWUZseYQgv/qsorC4ZQeMTtGxFejrJHeHIP+fUqvi78BJ/Xw3JLGKZfbkqTR5RBKN8YXA9dHxOOUD0FXpcy++yEWri3c7izK+tb7UP4w/HREPAo0k4iDgE8Bz6ItCcvMh+sWoh9QkrSvU5L7h+t7r9oa3vL1SpRJ1t4JUN8vKDMKNx2emcP6g7+TOsF4C2V5r71aJ1XKzFkRsR+lNe/giPhRZv6iS1Fj0Wcpy0ltSpkdfF5EPEl5n5+itMpVjFDPgFHseBY+45uBewdoiN4vM1uTrpVYuFxZ82f1acq/j2YhfwLe1il5HUxm3h4Re1JaQN8KvLX+97NWXX7z5/YvXYr4AHA5JQGfUf/bX5mFk+idz8Br0ffifZSl8qCMib56gPfzssx8/wjeez3gqPo1PyIeoTxr6++O3wNv7tDCPxSfoHxgsCPlezKX8rur+bvsSsqEi4vJzKsi4gDgVGAqsF9E/J3yvYTSc+DtvfycSBq/bLGWpFEkM/8X2J6SPD9E+cP6b8BXgSnADQNcm5n5IUryfQ0leQ7KH+u7ZeapLBzbutj4ybrlZmugQUnuH6zj5wM3AtMpS4B9q+WykygJ+/eBP9b3W4Uyqdh5wL9k5khMVLUFC5fXOjwzb+xQ/0sorVQBfL21VXKsy8z7KWNsz6TMQhyUcacXAK/MzPOXYfWWpta/WwZaGm4DYGLbtT+htPxeRhlDvQIwiTLx3wxK6/dLM/N3vVYuM78PvIx62TnKkk33Ulqst83Miwa4djZljPcRwG8p3+MngP8B9snM97TNXt2qOWlht/XIu2l9Pycx8Pu5zmJX9+cASiv/lZSZuFen/L67E/ghsDew9QAfRAyoTsZ3ovx+upbyAdTTlGEzhwCvy8wnBrj+y5QlBL9H+RlZldKqfzrwkuxj3W5J41Nk1yVWJUnjSZ2c/onScrZGPRuxNCpExCxKq+l2mXntsq7PWFHPXP0wJUl+QZeuzVoGIuJaygct787MCwaLlzS22WItScuP5uRlvzKplsaN7SktvWebVEvSsmNiLUnjSER8LSLeFRHrthzbPCIqylhBgBOXTe2kIbmmZZKw9ZZ1ZcaAf6F0cf7ssq6IICLObP78UlqrJS0nnLxMksaXN1DGJlJPfrSARScD+mxm/nQZ1EsazP2U8fytuo0pVi0zmxOAaXR4hPKz3KqXydckjTGOsZakcSQi9qDMSLw1ZcKh1SgT7/yGsubveJopW5IkaVQwsR4hjUYjAaqq6rpOhSRJkiRp/LEr+MjzkwpJkiRJGp86NqQ6eZkkSZIkSX0wsZYkSZIkqQ8m1pIkSZIk9WHUJdYRsVpE3FavAXhqh/PPj4iLI+KhiHg8Iq6MiNd1KWutiJgeEXdHxNyI+F1E7B8Ri/WLj4gVIuKQiPhDHXtnRJwYEasvieeUJEmSJI0Po3HysmOA9TqdiIgtgF9T1rn8PGWtwA8Dl0bErpk5oyV2AnAZZcmZ6cDNwK5ARVmCZlpb8ScBBwHfA04Etqz3t46InTLTtTQlSZIkLXeeeuop7rrrLubOXX6WZZ84cSKbbLIJK6+88pDiR1ViHRHbAAcD/05JbtsdD6wNvCwzZ9bXfBP4HXBaRLwgF64fth+wHXBQZk6vj50RERcCh0XE1zLzjrqMFwEHAhdl5jtb6nMbcArwXuCckX1aSZIkSRr97rrrLtZYYw0222wzOnT+HXcyk9mzZ3PXXXex+eabD+maUdMVPCJWBM4Afgpc1OH86sBbgMubSTVAZj4GnAk8j5JIN+0JzKnLbHUysDLwnpZje1CmTT+5LfaMuoy9hv9EkiRJkjT2zZ07l3XXXXe5SKoBIoJ11113WC30oyaxBg4BXgAc0OX8S4BVgN90OHdVvd0OynhpYBvg+sxsfzeuBhawaBK+XX3s6tbA+tqZbbGSJEmStFxZXpLqpuE+76hIrCNic+Bo4JjMvL1L2Mb19u4O55rHJtfbdYBVO8Vm5pPA7JbYZtmz6nOdyl6vHrPdqe5TI+LaLnWWJEmSJPVh9uzZTJkyhSlTprDhhhsyefLkZ/bnzZs3pDL22WcfbrnlliVWx9EyxvrLwG3AlwaIWa3edkp+57bFDBTbjF+tZX+1QWKbMYt91zLzdOD0RqOR7eckSZIkabzZ+dhLRrS8S4/YbcDz6667LjNnltHA06ZNY9KkSXzyk59cJCYzyUxWWKFz2/HXvva1kalsF8u8xToi9gLeCHwkM58aIHROvV2lw7mJbTEDxTbj57TszxkktrVMSZIkSdIy9qc//YmtttqKj3zkI2yzzTbce++9TJ06lW233ZYXvehFHHPMMc/EvupVr2LmzJnMnz+ftddem0MPPZSXvvSlbL/99vztb3/ruy7LNLGOiFUordQ/Bu6LiOdGxHOBZ9cha9XH1gbuqY9N7lBU81iz6/dDwBOdYut7rsui3cTvoXT37pRcT6Z0Ex9aHwNJkiRJ0lLx+9//nn333Zfrr7+eyZMnc8IJJ3Dttddyww03cNlll/H73/9+sWseeeQRXvOa13DDDTew/fbbc9ZZZ/Vdj2XdYr0qsD6wG3Bry+vy+vxe9f5+wE2U7trbdyjnFfX2WoB6zenrKGtQtyfLL6c8d+u46GvqYy9vDYyIicCUtlhJkiRJ0iiwxRZbsN12C+eaPvfcc9lmm23YZpttuPnmmzsm1quuuiq77rorAC972cu4/fbb+67Hsk6sHwfe3eHVqM//tN7/Qb2s1g+BHSPipc0CImISJfG+lUVn9T6XMi56ats9DwbmA+e3HDsPyPpcqw/XZZzd2+NJkiRJkpaU1Vdf/Zmvb731Vv7zP/+TX/ziF9x4443ssssuHZfMmjBh4bzUK664IvPnz++7Hst08rJ6TPUF7ccjYrP6yz9nZuv5TwOvB34WEScBj1KS38nAbpnZOoHYGcA+wJfq8m4G3gS8HTguM29rqcdNEXEacEBEXETpmr4lcBBwBXBOv8+6vOo2scFgExRIkiRJ0nA8+uijrLHGGqy55prce++9XHrppeyyyy5L5d6jZVbwIcnMP0XEK4ETgEOBCZQu37tk5oy22HkRsRNwHLAHZVz1n4EDgdM6FH8wcDulhXs3YBYwHTiy7louSZIkSRqlttlmG174whey1VZb8ZznPIdXvvKVS+3esWgjr3rVXG6rqqplXZVRxRZrSZIkaWy7+eab2XLLLZd1NZa6Ls8dnWKX9RhrSZIkSZLGNBNrSZIkSZL6YGItSZIkSVIfTKwlSZIkSeqDibUkSZIkSX0wsZYkSZIkqQ8m1pIkSZKkUWv27NlMmTKFKVOmsOGGGzJ58uRn9ufNmzfkcs466yzuu+++JVLHlZZIqZIkSZKk8Wm/XUa2vDN/OuDpddddl5kzZwIwbdo0Jk2axCc/+clh3+ass85im222YcMNN+ypmgMxsZYkSZIkjUnf+MY3OO2005g3bx477LADp556KgsWLGCfffZh5syZZCZTp05lgw02YObMmbznPe9h1VVX5eqrr2bChAkjVg8Ta417Ox97Sddzlx6x21KsiSRJkqSR8tvf/pbvfe97/PrXv2allVZi6tSpfOc732GLLbZg1qxZ3HTTTQA8/PDDrL322kyfPp1TTz2VKVOmjHhdTKwlSZIkSWPOjBkzuOaaa9h2220BeOKJJ9h0003ZeeedueWWW/jYxz7Gm970Jt74xjcu8bqYWEuSJEmSxpzM5EMf+hDHHnvsYuduvPFGfvKTn3DKKadw4YUXcvrppy/RujgruCRJkiRpzNlpp504//zzmTVrFlBmD//rX//KAw88QGby7ne/m6OPPprrrrsOgDXWWIO///3vS6QutlhLkiRJksacF7/4xRx11FHstNNOLFiwgJVXXpmvfOUrrLjiiuy7775kJhHB5z73OQD22Wcf9ttvPycvkyRJkiQtY4Msj7UkTZs2bZH9Pffckz333HOxuOuvv36xY7vvvju77777EqmXXcElSZIkSeqDibUkSZIkSX0wsZYkSZIkqQ8m1pIkSZKkAWXmsq7CUjXc5zWxliRJkiR1NXHiRGbPnr3cJNeZyezZs5k4ceKQr3FWcEmSJElSV5tssgl33XUXDzzwwLKuylIzceJENtlkkyHHm1hLkiRJkrpaeeWV2XzzzZd1NUY1u4JLkiRJktQHE2tJkiRJkvpgYi1JkiRJUh+WeWIdEc+PiLMj4uaIeCQi5kTEHyLiSxGxUVvstIjILq9Pdih7hYg4pC5vbkTcGREnRsTqXerypoj4dUQ8HhEPRsR3I8LBBJIkSZKkrkbD5GWbABsB3wPuAuYDLwamAu+NiCmZ+be2aw4BZrUd+78OZZ8EHFSXfSKwZb2/dUTslJkLmoER8Q7gAuAG4FPAWsDBwP9ExLaZeU9fTylJkiRJGpeWeWKdmT8Hft5+PCJ+BZwP7A18vu30xZl5+0DlRsSLgAOBizLznS3HbwNOAd4LnFMfWxmYDtwJvDozH6uP/4SSsE+jJPqSJEmSJC1imXcFH8Ad9XadTicjYs2IGOiDgT2AAE5uO34GMAfYq+XYa4CNgTObSTVAZs4ELgfeUyffkiRJkiQtYtQk1hExMSLWi4hNIuKNwFfrUz/uEH4j8Agwtx4TvWuHmO2ABcDVrQczcy4wsz7fGgvwmw7lXAWsCTxvyA8jSZIkSVpujJrEGtgPeIDSHftSYG1gr8y8siXmYeB0ShfvtwKfBp4NXBIRe7eVtzEwKzOf7HCvu4H1ImJCS2zzeKdYgMnDehpJkiRJ0nJhNCXWFwNvAN4OHENJotdvDcjMkzPz3zLzG5n5g8z8AvAS4H7gpIiY1BK+GtApqQaY2xLTuu0U3x67iIiYGhHXdn8sSZIkSdJ4NtY2Lm4AACAASURBVGoS68y8KzNnZObFmXkU8EHgcxHx6UGumw18hdLCvUPLqTnAKl0um9gS07rtFN8e237/0zNz24HqKEmSJEkav0ZNYt0uM28ErgcaQwi/vd6u13LsHkp3707J8mRKN/F5LbHN451ioXM3cUmSJEnScm7UJta1VYF/GELcP9Xb+1uOXUN5vpe3BkbERGAKcG1bLMD2Hcp+BfAo8Mch1EOSJEmStJxZ5ol1RGzY5fhrga0os3ITEStFxFod4jYF9gdmA79uOXUekMDBbZd8mDJe+uyWY1cA9wL7tY7TjoiXAjsC383Mp4b1YJIkSZKk5cJA60AvLV+OiI2AX1DWrp4IvAx4L/B34BN13CTgtoi4GLgZeAh4PmU28UnAHpn5RLPQzLwpIk4DDoiIiyjLdm0JHERJpM9piX0qIj5GScavjIgzKEtsHUKZqfyoJfTskiRJkqQxbjQk1udSJip7P2UW8KQk2F8FvpCZf63jngAuBP4ZeBslmZ4FzAA+n5lXs7iDKeOvpwK71fHTgSMzc0FrYGZ+NyKeAA4HvkiZIfznwP/LTMdXS5IkSZI6WuaJdWaeD5w/hLgnKa3Twyn7aeDE+jWU+B8BPxrOPSRJkiRJy7dlPsZakiRJkqSxzMRakiRJkqQ+mFhLkiRJktQHE2tJkiRJkvpgYi1JkiRJUh9MrCVJkiRJ6oOJtSRJkiRJfTCxliRJkiSpDybWkiRJkiT1wcRakiRJkqQ+mFhLkiRJktQHE2tJkiRJkvpgYi1JkiRJUh9MrCVJkiRJ6oOJtSRJkiRJfTCxliRJkiSpDybWkiRJkiT1wcRakiRJkqQ+mFhLkiRJktQHE2tJkiRJkvpgYi1JkiRJUh9MrCVJkiRJ6oOJtSRJkiRJfTCxliRJkiSpDybWkiRJkiT1wcRakiRJkqQ+LPPEOiKeHxFnR8TNEfFIRMyJiD9ExJciYqMu8RdHxEMR8XhEXBkRr+tS9loRMT0i7o6IuRHxu4jYPyKiQ+wKEXFIfe+5EXFnRJwYEasvieeWJEmSJI0PKy3rCgCbABsB3wPuAuYDLwamAu+NiCmZ+TeAiNgC+HUd83ngEeDDwKURsWtmzmgWGhETgMuArYHpwM3ArkAFbABMa6vHScBBdT1OBLas97eOiJ0yc8GIP7kkSZIkacxb5ol1Zv4c+Hn78Yj4FXA+sDcliQY4HlgbeFlmzqzjvgn8DjgtIl6QmVnH7gdsBxyUmdPrY2dExIXAYRHxtcy8oy7jRcCBwEWZ+c6WOtwGnAK8Fzhn5J5akiRJkjReLPOu4AO4o96uA1B3yX4LcHkzqQbIzMeAM4HnURLppj2BOcAZbeWeDKwMvKfl2B5A1OdanVGXsVc/DyJJkiRJGr9GTWIdERMjYr2I2CQi3gh8tT7143r7EmAV4DcdLr+q3m5Xl7UCsA1wfWbObYu9GljAokn4dvWxq1sD62tntsVKkiRJkvSMUZNYU7puPwDcCVxK6fK9V2ZeWZ/fuN7e3eHa5rHJ9XYdYNVOsZn5JDC7JbZZ9qz6XKey16vHbC8mIqZGxLXdHkqSJEmSNL6NpsT6YuANwNuBY4CHgfVbzq9Wbzslv3PbYgaKbcav1rK/2iCxrWUuIjNPz8xtu1wrSZIkSRrnlvnkZU2ZeRdlVnCAi+tJxq6JiFUz83jKWGco3cHbTay3c9q2nWKb8XNa9ucA/zhAbGuZkiRJkiQ9YzS1WC8iM28Ergca9aF76u3kDuHNY82u3w8BT3SKjYhVgHVZtJv4PZTu3p0S8cmUbuLzhvUAkiRJkqTlwqhNrGurAv9Qf30Tpbv29h3iXlFvrwWo15y+jrIGdXuy/HLKc7eOi76mPvby1sCImAhMaYuVJEmSJOkZyzyxjogNuxx/LbAV9Yzf9bJaPwR2jIiXtsRNokx8diuLzup9LmVc9NS2og8G5lPWyG46D8j6XKsP12WcPayHkiRJkiQtN0bDGOsvR8RGwC8oa1dPBF4GvBf4O/CJlthPA68HfhYRJwGPUpLfycBumZktsWcA+wBfiojNgJuBN1EmRzsuM29rBmbmTRFxGnBARFxEWeJrS+Ag4ArgnBF+ZkmSJEnSODEaEutzgQ8C76fMAp6UBPurwBcy86/NwMz8U0S8EjgBOBSYQOnyvUtmzmgtNDPnRcROwHHAHpRx1X8GDgRO61CPg4HbKS3cuwGzgOnAkXXXckmSJEmSFrPME+vMPJ9Fu2UPFn8z8NYhxj4MHFC/Bot9GjixfkmSJEmSNCTLfIy1JEmSJEljmYm1JEmSJEl9MLGWJEmSJKkPJtaSJEmSJPXBxFqSJEmSpD6YWEuSJEmS1AcTa0mSJEmS+mBiLUmSJElSH0ysJUmSJEnqw0rLugKShmbnYy/pePzSI3ZbyjWRJEmS1MoWa0mSJEmS+mBiLUmSJElSH0ysJUmSJEnqg4m1JEmSJEl9MLGWJEmSJKkPJtaSJEmSJPXBxFqSJEmSpD70vI51o9FYEXg+sA6wYqeYqqp+1Wv5kiRJkiSNBT0l1o1G4wjgEGCtQUI7JtySJEmSJI0Xw06sG43GvwNHA48A3wLuBOaPcL0kSZIkSRoTemmx/jBwN7BNVVUPjHB9pEXsfOwlXc9desRuS7EmkiRJktRZL5OXbQpcbFItSZIkSVJvifX99DHpmSRJkiRJ40kvifX5wBsajcYqI10ZSZIkSZLGml4S6yOBe4ELGo3G5iNcH0mSJEmSxpReunT/DlgZ2Bh4U6PReAR4uENcVlW1RT+VkyRJkiRptOulxXoFyvJaf61fjwDR4TWksiPieRFxTERcFREPRMTfI2JmRHwmIlZvi50WEdnl9ckOZa8QEYdExB8iYm5E3BkRJ7aX2xL/poj4dUQ8HhEPRsR3I8JWeUmSJElSV8Nusa6qarMRrsOHgI8CPwDOBp4CXgscB+weEa/IzCfarjkEmNV27P86lH0ScBDwPeBEYMt6f+uI2CkzFzQDI+IdwAXADcCngLWAg4H/iYhtM/Oevp5SkiRJkjQujYbZvS8Ajs/MR1qOfSUibgU+A+wLnNp2zcWZeftAhUbEi4ADgYsy850tx28DTgHeC5xTH1sZmA7cCbw6Mx+rj/+EkrBPA6b2+HySJEmSpHGsl67gi2g0Gms2Go1NG43Gmr1cn5nXtiXVTefV2606XRcRa0bEQB8M7EHpkn5y2/EzgDnAXi3HXkMZM35mM6mu6zYTuBx4T518S5IkSZK0iJ5arBuNxoqU7tL7AZu3HL8NOBP4YlVV8/us2yb19v4O524E1gCejoirgWMz8ydtMdsBC4CrWw9m5tyImFmfb40F+E2He10FvA54HmXiNkmSJEmSnjHsFutGozEBuAz4LLAZpfv01fV2s/r4jDquJxGxImVZr/nU3bVrDwOnU7p4vxX4NPBs4JKI2LutmI2BWZn5ZIdb3A2sFxETWmKbxzvFAkzuUtepEXHtgA8kSZIkSRq3emmx/jiwI/Aj4BNVVd3aPNFoNLagTBL25jruhB7rdTLwCuCwzLyleTAz27t1ExFnAb8FToqIC1q6cq8GdEqqAea2xMyrt3SJb41dTGaeDpzeaDSy++NIkiRJksarXsZY70lJZN/WmlQDVFX1Z+AdlC7T7+ulQhFxLHAAcHpmHj9YfGbOBr4CrA3s0HJqDrBKl8smtsS0bjvFt8dKkiRJkvSMXhLr5wI/qapqQaeT9fGfAFsMt+CImAYcDnwN+MgwLr293q7XcuweSnfvTsnyZEo38Xktsc3jnWKhczdxSZIkSdJyrpfEeh4waZCY1SnrUQ9ZRBwFHAV8E9gvM4fTtfqf6m3rRGfXUJ7v5W33mQhMAa5tiwXYvkPZrwAeBf44jPpIkiRJkpYTvSTWNwLvajQa63c62Wg01gPeBdww1AIj4kjKWtHfAvbJzMVawyNipYhYq8PxTYH9gdnAr1tOnQckcHDbJR+mjJc+u+XYFcC9wH4R8cyHBhHxUsp48u9m5rA+KJAkSZIkLR96mbzsVOA7wNWNRuM44JeUpHRDShJ6OLA+cNBQCouIjwJHA38FZgB7RkRryP2ZeRmllfy2iLgYuBl4CHg+ZcmvScAemflE86LMvCkiTgMOiIiLgB8DW9b1uoKW2cYz86mI+BglGb8yIs4A1gQOAR6gtKRLkiRJkrSYYSfWVVWd32g0pgCHUpa+ahfA56uqOn+IRTbXkH4W8I0O56+gLO/1BHAh8M/A2yjJ9CxKMv75zLy6w7UHU8ZfTwV2q+OnA0e2t4pn5ncj4gnKBwNfpMwQ/nPg/2Wm46slSZIkSR310mJNVVWHNRqNHwD7AlsDawGPANcDZ1VV9ZuhlpWZewN7DyHuSUrr9JBl5tOU5b9OHGL8jyjLiEmSJEmSNCQ9JdYAVVVdBVw1gnWRJEmSJGnM6WXyMkmSJEmSVBu0xbrRaDyr/vLuqqqebtkfVFVVf+25ZtIosfOxl3Q9d+kRuy3FmkiSJEkajYbSFfx2yrJVW1LWcm7uDyaHWL4kSZIkSWPWUBLfb1KS5Efa9iVJkiRJWu4NmlhXVbX3QPuSJEmSJC3PnLxMkiRJkqQ+DDuxbjQaTzcajSMGiflMo9GY33u1JEmSJEkaG3ppsY76NZQ4SZIkSZLGtSXVFXwdYO4SKluSJEmSpFFjSMthNRqNf2k7tFmHYwArAs8C3gfc0mfdJEmSJEka9Ya6zvTlLFxiK4EP1q9OAlgAfKKvmkmSJEmSNAYMNbE+hpJQB3AkJdG+okPc08Bs4JdVVf1hJCooSZIkSdJoNqTEuqqqac2vG43GB4GLq6o6ZUlVSpIkSZKksWKoLdbPqKpq8yVREUmj387HXtLx+KVH7LaUayJJkiSNHktqVnBJkiRJkpYLw26xBmg0GgG8C9gZmAys0iEsq6p6fR91k8aNbi29YGuvJEmSNNYNO7FuNBqrAD8GdqRMZtac1KwpW45LkiRJkjSu9dIV/P8BrwWOA9anJNHTgI2BPYE7ge8AE0amipIkSZIkjV69JNbvBq6rquqoqqpmNw9WVXVfVVXfAV4H/Ctw8AjVUZIkSZKkUauXxHoL4H9a9hNYublTVdVfgEuAvfuqmSRJkiRJY0AvifVTwNyW/b9TuoS3ugN4Tq+VkiRJkiRprOglsb6LMhN40x+B7dtitgYe7LVSkiRJkiSNFb0st/U/wE4t+xcDxzUajf8CLqLMFr4TcE7ftZMkSZIkaZTrpcX6HOCWRqOxWb1/MnANsA/wA+ATwJ+BQ0eigpIkSZIkjWbDTqyrqrq8qqpdq6q6vd6fA7ySMlv4YcAewJSqqu4eSnkR8byIOCYiroqIByLi7xExMyI+ExGrd4h/fkRcHBEPRcTjEXFlRLyuS9lrRcT0iLg7IuZGxO8iYv+IiA6xK0TEIRHxhzr2zog4sVMdJEmSJElq6qUr+GKqqpoPXNjj5R8CPkpp7T6bMjlac53s3SPiFZn5BEBEbAH8GpgPfB54BPgwcGlE7JqZM5qFRsQE4DLKeO/pwM3ArkAFbEBZe7vVScBBwPeAE4Et6/2tI2KnzFzQ4/NJkiRJksaxEUms+3QBcHxmPtJy7CsRcSvwGWBf4NT6+PHA2sDLMnMmQER8E/gdcFpEvCAzs47dD9gOOCgzp9fHzoiIC4HDIuJrmXlHXcaLgAOBizLznc1KRMRtwCnAe3HMuCRJkiSpg0ET60aj8YFeC6+q6puDxWTmtV1OnUdJrLcCqLtkvwW4vJlU19c/FhFnAsdQEumr61N7AnOAM9rKPRl4B/AeSqs3lO7rUZ9rdQZwArAXJtaSJEmSpA6G0mL9dSAHC2oT9TWDJtYD2KTe3l9vXwKsAvymQ+xV9XY74OqIWAHYBrguM+e2xV4NLKhjabluAQuTcgAyc25EzGyLXW7sfOwlXc9desRuS7EmkiRJkjR6DSWx3meJ16JNRKwIHEkZS91sKd643naaFK15rLm+9jrAqp1iM/PJiJjNomtxbwzMyswnu5S9Q0RMyMx5w3oQSZIkSdK4N2hiXVXVN5ZGRdqcDLwCOCwzb6mPrVZvOyW/c9tiBoptxq/Wsr/aILHNmMUS64iYCkzdf//9u1wuSZIkSRrPelnHeomKiGOBA4DTM/P4llNz6u0qHS6b2BYzUGwzfk7L/pxBYlvLXERmnp6Z23a5VpIkSZI0zo2qxDoipgGHA18DPtJ2+p56O5nFNY81u34/BDzRKTYiVgHWZdFu4vcA69XnOpU9y27gkiRJkqROhr3cVqPR+MsQQ7Oqqi2GWm5EHAUcRZnwbL+WZbOabqJ0196+w+WvqLfXAmTmgoi4jrIG9SptY6dfTvlAoXU28muAN9bnrmyp00RgCvCroT6HJEmSJGn50kuL9QqUWb/bX2sDm9WvCcMpOyKOBKYB3wL2ycwF7TGZ+RjwQ2DHiHhpy7WTKGtW38qis3qfSxkXPbWtqIMpk6Kd33LsPMos5ge3xX64LuPsoT6LJEmSJGn5MuwW66qqNut2rtFoPBc4BVgd2Hko5UXER4Gjgb8CM4A9I6I15P7MvKz++tPA64GfRcRJwKOU5HcysFtbK/cZlBnNvxQRmwE3A28C3g4cl5m3NQMz86aIOA04ICIuAn4MbAkcBFyBa1hLkiRJkroYdmI9kKqq/tRoNN4B/JbSrfvTQ7isuUb0s4BOM5BfAVwGkJl/iohXAicAh1Jaxq8DdsnMGa0XZea8iNgJOA7YgzKu+s/AgcBpHe5zMHA7pYV7N2AWMB04slMLuiRJkiRJsAQmL6uqai4lEd5jKPGZuXdmxgCvHdvib87Mt2bm2pm5Wma+qj2pbol9ODMPyMyNM3OVzHxhZp7aYfw2mfl0Zp6Ymc+vYydn5sfrLuiSJEmSJHW0pGYFnw9suITKliRJkiRp1BjxxLrRaKxHGcd850iXLUmSJEnSaNPLcltHDlDWpsBbgbUY2vhqSZIkSZLGtF4mL5s2yPlHgeOqqvp8D2VLkiRJkjSm9JJYv7bL8QXAQ8Afqqqa33uVJEmSJEkaO3pZx/qKJVERSZIkSZLGoiU1K7gkSZIkScuFXrqCA9BoNF4F7ANsTZms7BHgOuDrVVX998hUT5IkSZKk0a2nFutGozEduIKSWE8BNq+3HwKuaDQap4xYDSVJkiRJGsWGnVg3Go0DgY8Ct1ES682BVevth+rjH200Gh8dwXpKkiRJkjQq9dIV/CPAPcC2VVU93HL8DuDrjUbjB8BNQAM4rf8qSpIkSZI0evXSFfw5wIVtSfUzqqp6ELiwjpMkSZIkaVzrJbGeDcwbJGYeMKuHsiVJkiRJGlN6SawvBt7SaDRW7nSy0WhMAN5Sx0mSJEmSNK71Msb6MODlwIxGo/Fp4DdVVWWj0QhgB+B44KE6TpIkSZKkca2XxHomMAHYCLgSmN9oNGYB67WUdy9wQ6PRaL0uq6raoo+6SpIkSZI06vSSWK8APAX8te34PW37Mci+JEmSJElj3rAT66qqNlsC9ZAkSZIkaUzqZfIySZIkSZJU66Ur+CIajcaawFrAI1VVPdp/lSRJkiRJGjt6SqwbjcaKwKeA/YDNW47fBpwJfLGqqvkjUkNJkiRJkkaxYXcFr9epvgz4LLAZcCdwdb3drD4+o46TJEmSJGlc66XF+uPAjsCPgE9UVXVr80Sj0dgCOBF4cx13wgjUUZIkSZKkUauXycv2BH4LvK01qQaoqurPwDuA3wHv6796kiRJkiSNbr20WD8XmF5V1YJOJ6uqWtBoNH4CHNhXzSSNqJ2PvaTruUuP2G0p1kSSJEkaX3ppsZ4HTBokZnXgqR7KliRJkiRpTOmlxfpG4F2NRmNaVVUPtJ9sNBrrAe8CbhhKYRHxaWAb4GWUGcbvyMzNusR+Hfhgl6LenZkXtMWvAnwGeD+wMXAX8DXgc5m5WOIfER8ADgFeADwK/BD4dGYu9pySxiZb7iVJkjTSekmsTwW+A1zdaDSOA34J3AtsSJnU7HBgfeCgIZb3H8CDwHXA2kO85v0djl3d4dh5wFuBs4DfANsDx1K6s+/dGhgRhwBfAq4APgZsQpmAbfuIeHlmPj7EukmSJEmSliPDTqyrqjq/0WhMAQ4FTu8QEsDnq6o6f4hFbpGZfwGIiN8yeDdzMvPbg8VExJsoSfWXMvMT9eEzI+Jh4OMRcXpm/rqOXQ84DrgGeH1mPl0fvwb4ASXR/o8hPo8kSZIkaTnSyxhrqqo6DNiB0hJ8PfCXensW8Mqqqg4dalnNpHo4olgzIgaq/5719uS24839vVqOvQ1YDZjeTKrruv2Q8mytsZIkSZIkPaOXruAAVFV1FXDVCNZlOB4B1gDmRcSvgMMz83/bYrYD7s7MO1sPZuadEXFPfb41Fkp38XZXAXtExKTMfGxkqi9JkiRJGi+GlVg3Go1nUZLQBK6pqurOQS4ZafcBJwH/BzwOvBQ4GLgyIt6UmTNaYjcGft+lnLspY6hbY5vHO8VGHfPH9pMRMRWYuv/++w/jMSRJkiRJ48WQu4I3Go0vUrpFnw98F7it0Wh8YUlVrJPMPDQzP56ZZ2fmxZl5NPByytJeX24LXw14sktRc+vzrbF0iZ/bFtNep9Mzc9shPYAkSZIkadwZUmLdaDT2pMyQHcAfgFvqrz/eaDT2WHLVG1xm3kpJ9p8bEc9rOTUHWKXLZRPr862xdImf2BYjSZIkSdIzhtpivS8wH9ipqqoXVVX1QmBnYEF9blm7vd6u13LsHmByl/jJLNrt+56W451isyVGkiRJkqRnDDWxfglwcVVVv2weqKpqBvB9YMqSqNgw/VO9vb/l2DXA5IjYtDWw3t8YuLYtFso61+3+GbjFicskSZIkSZ0MNbFeh9L9u90fgLVHrjrdRcTqETGxw/GtgXcDN2fmn1tOnVtvD267pLl/dsux7wNPAAdExIotZb8Z2KItVpIkSZKkZwx1VvAVKBOEtXuKMta6ZxHxfuDZ9e76wISIOLzevyMzv1V//U/ATyLiYuBWFs4K/iHgaWBqa7mZeUlE/Aj4eESsRVlKa3tK1/VvZ+Z/t8Q+EBFHAF8EZkTEuZQu4J+gfHjQvha2JEmSJEnA8JbbyiVUh32B17QdO7beXgE0E+v7gBnAa4H3AasC9wLnAcdn5h86lP1u4HBgL+D9lHHVRwIntAdm5okRMRs4BDgFeJQyKdqhdgP//+3dfbRldX3f8fdHAoPjNBhIMDJaSXD5kBqDDyhgqmBYESFKazpNoNioAVIG8ClrtdEAQaFqrSIr6DRhwAdQqbAaFYoFpAGLAYIjVYnShGd10EQR5GEYQPj2j72Ps+d4ztx759yHc859v9baa9/z2999Zu9zv+vO+e7fb/+2JEmSJGmYuRTWp6xdu/aUQRvWrl372IDmWrdu3YzvX1UHzOYfr6rv0xTHs1ZVm2kK6xNnim3jPw58fC7/hiRJkiRpeZtLYT3XId8jDRGXJEmSJGkSzKqwXrdu3WwnOZMkSZIkaVmxYJYkSZIkaQRzGQouzZ+jDh6+7exLF+84JEmSJGlE9lhLkiRJkjQCC2tJkiRJkkZgYS1JkiRJ0gi8x1rSonnVqZcM3XbZSYcu4pFIkiRJ88cea0mSJEmSRmBhLUmSJEnSCCysJUmSJEkagYW1JEmSJEkjsLCWJEmSJGkEzgouaaIMm1ncWcUlSZK0VOyxliRJkiRpBPZYS9Ii83nekiRJ08Uea0mSJEmSRmBhLUmSJEnSCBwKruXtqIMHt5996eIehyRJkqSJZY+1JEmSJEkjsLCWJEmSJGkEFtaSJEmSJI3Ae6yn2LBH+vg4H0mSJEmaP/ZYS5IkSZI0AgtrSZIkSZJGMBaFdZJ3JLkwyW1JKskdM8S/NMkVSe5Pcl+SS5PsPSR2jyTnJvlBkoeSbEiyZkjsiiTvTnJ7koeT3JrkxCQ7zsNpSpIkSZKm0LjcY/0e4EfADcCTtxWYZF/gKmAjcHLbfDxwdZL9q+rGTuyuwJeB3YHTge8CRwAXJHlTVX2s7+0/AxwGfBS4FtgPOBV4JvCG7T89SZIkSdK0GpfCeq+qug0gyd8Bq7YR++fAI8DLq2pju88FwE3AB4Hf7sT+CfArwGur6uI29hyaovkDSS6sqgfa9kNoiurTq+qP2/3PTnIv8PYkZ1XVNfNzupIkSZKkaTEWQ8F7RfVMkjwT2Ae4sFdUt/tvBC4EDkryy51djgBu7RXVbexjwJnArsAhfbEAZ/T9s73XR87mGCVJkiRJy8tYFNZzsE+7vnbAtuuAAC8CSPJUYHXbPii2+369nzdW1Xe6ge3ru/piJUmSJEkCJq+w3qNdbxywrde2ejtie/GDYnvxq4dskyRJkiQtY5NWWK9s1w8P2La5L2Yusb2fB8X24lcO2pDkmCQbhuwnSZIkSZpyk1ZYb2rXKwZs27kvZi6xvZ8HxfbiNw3aUFVnVdWLh+wnSZIkSZpyk1ZY39WuBw3L7rVt3I7YXvyw4d6rGT5MXJIkSZK0jI3L47Zm6yvtej/g7L5t+wIFfBWgqr6XZGPb3q/X1h3C/RXg3yV5encCsyRPp7n/+qLRD1/SNHjVqZcMbL/spEMX+UgkSZI0Diaqx7qqbqEphtck6U1ORvvzGuCvq+r7nV3OB/ZK8ppO7A7ACcC9wBf6YgHe2vfP9l5/al5OQpIkSZI0VcaixzrJ64FntC9/CdgpyYnt6zur6rxO+FuAK4Grk5zZtp1Ac5Hgj/ve+n00Bfenk5xOM5z7cJpHZx1VVff3AqvqkiT/E3h7kl1oHum1H/CHwCer6svzc7aSJEmSpGkyFoU1TfH6ir62U9v1l4CfFtZVdU2SA4DT2qWAa4A1VfX17htU1d1JXkZTYB8HrAK+Bfx+VX1mwHGsAU4EjgReT1OIn9zuL0mSJEnSzxiLwrqqDphj/LXAb80ydiNNkTyb2M00hfWJM8VKY+Oog4dvO/vSxTsOSZIkaZmaqHusk1rhRQAAEORJREFUJUmSJEkaNxbWkiRJkiSNwMJakiRJkqQRjMU91tJ28d5iSZIkSWPAHmtJkiRJkkZgYS1JkiRJ0ggsrCVJkiRJGoGFtSRJkiRJI7CwliRJkiRpBM4KLkmaWK869ZKh2y476dBFPBJJkrSc2WMtSZIkSdIILKwlSZIkSRqBhbUkSZIkSSPwHmttn6MOHtx+9qWLexySJEmStMQsrKVRDLvAAF5k0IJy0i5JkqTx4VBwSZIkSZJGYGEtSZIkSdIILKwlSZIkSRqB91hLS20aJoLzXnNJkiQtY/ZYS5IkSZI0AgtrSZIkSZJGYGEtSZIkSdIILKwlSZIkSRqBhbUkSZIkSSOwsJYkSZIkaQQ+bkuStGRedeolA9svO+nQRT4SSZKk7TdxPdZJasjywIDYZyf5XJJ7kjyY5OokrxzyvrskOTPJxiSbk3wzybFJsvBnJUmSJEmaVJPaY301cFZf26PdF0n2Aq4BfgK8H/gxcDRwWZJXV9UVndidgC8CLwDOBG4CXg2sA54CnLIgZyFJkiRJmniTWljfVlWfnCHmvcCTgRdV1dcAkpwLfBP4SJLnVFW1sUcB+wBvrqoz27b1Sf4H8M4kH6uqO+f/NCRp6TgMW5IkaX5M3FDwniQ7JVk1ZNuTgNcCV/WKaoCqegA4G3gWTSHdcwSwCVjf91ZnADsCvzePhy5JkiRJmiKTWlj/G5pC+P4k/9TeG71LZ/vzgRXAtQP2va5d7wOQ5AnAC4H/W1Wb+2KvBx5n6yJckiRJkqSfmsSh4NcDFwK3AD8PHAIcD7wiyf5tr/QebezGAfv32la3618AnjgotqoeTnJ3J/ZnJDkGOObYY4/djlORxsRRBw9uP/vSxT0OSZIkaQJNXGFdVS/tazo3yTeA/wy8pV2vbLc9POAter3SK/vWg2J78SuHbKOqzgLOWrt2bQ2LkTQhhl1gAC8yTDHvNZckSaOa1KHg/f4r8AjQ+xa0qV2vGBC7c1/MtmJ78ZuGbJMkSZIkLXMT12M9SFU9muQu4Bfbprva9aAh3L223tDve4CHBsUmWQHsBnxp/o5WkqTxM6znHuy9lyRpJlNRWCfZGXgaWyYmu5FmaPd+A8L3bdcbAKrq8SQ3AC9IsqKqukPCX0LTq79hQQ5c0hbe5z1xLMQkSZIaE1VYJ9mtqu4esOlUmnO5GJrHaiW5GHhdkt+oqq+3+6+ieWb1zTSToPWcD7wMOAY4s9P+VuAnwAXzfS5LyvtIJUmSJGneTFRhDZyYZF/gSuDbwCqaWcEPBP6WrYvidwC/BVye5EPAfcDRNEO+D62q7mRj64E3Aqcn2RO4qX3ffw2cVlW3L+A5SZIkSZIm2KQV1lcBvwb8Ac29z4/R9D7/KXB69znUVXVLkpcB7wP+BNgJuAE4uKqu6L5pVT2S5CDgNODw9r1vBU4APrLA5yRJkiRJmmATVVhX1eeBz88h/ibgsFnG3kvzPOzjt+/oJEmSJEnL0bQ8bkuSJEmSpCUxUT3WkjT1nFxQkiRp4lhYS5I04Xz0mSRJS8vCWtJ0sKdXkiRJS8TCWpKkEdhbLEmSnLxMkiRJkqQRWFhLkiRJkjQCh4JL0nzxPm9JDL89wFsDJGl62WMtSZIkSdII7LGWJEkjcxI3SdJyZmEtSZpOw4bmOyxfkiTNM4eCS5IkSZI0AnusJUlaYk52NT4c0i5J2h4W1pI0bRwCLUmStKgsrCVJkjR2HD0gaZJYWEuSpLFgIdXwc5CkyePkZZIkSZIkjcAea0mSNDWcCG582PMuaTmxsJYkbW3Y5Gcw+wnQRp1AbT6OQZIkaZE4FFySJEmSpBHYYy1J0iD2mm/hI9w0oRyO3vBzkBaehbUkSdPMCwTLkveaS9LisrCWJEmSxpgXSqTxZ2EtSdJCsbdYE8qhw5pG5rUWkoW1JElaWF5gaPg5TCR7ixt+DtK2WVh3JHkC8Bbgj4A9gR8AFwAnV9WDS3hokqTlyEJsi3GYQG0cjkGSNJYsrLf2IeDNwGeBDwLPbV+/IMlBVfX4Uh6cJEla5izuJ47Djxt+Do1p+Rym5Tzmk4V1K8m/AE4A/qqqfrfTfjvw58DvA59eosOTJEmaHqNeIHA0h5bIOBSU43AM82Habi+wsN7icCDAGX3t64H3AUdiYS1J0mSyEGvMx+cwLZ/lNBT3C/n7HMPf5bQVYktpGj7LcbvAYGG9xT7A48D13caq2pzka+12SZIkaX5MUFE71DhcrBmHY9jWe0zS73M+TNDnMJ8XGFJVox7PVEhyI7B7VT1lwLYLgDXAiqp6ZND+a9eu9YOUJEmSpCm3bt269Lc9YSkOZEytBB4esm1zJ2YrSY5JsmHBjkqSJEmSNNYcCr7FJmD3Idt27sRsparOAs4CSLKhql68MIenaWCOaCbmiGbDPNFMzBHNxBzRbJgns2eP9RZ3Ab+YZMWAbauBHw4bBi5JkiRJWr4srLf4Cs3n8ZJuY5Kdgb0Bh3tLkiRJkn6GhfUWnwEKeGtf+9E091Z/ahbvcdZ8H5SmjjmimZgjmg3zRDMxRzQTc0SzYZ7MkrOCdyQ5Ezge+CzwBeC5wJuBvwFeWVWPL+HhSZIkSZLGkIV1R5IdaHqsjwH2BH5I05N9clU9sISHJkmSJEkaUxbWkiRJkiSNwHusZyHJs5K8O8l1SX6Q5P4kX0vyp0meNCD+2Uk+l+SeJA8muTrJK5fi2LV0kqxMcnuSSvLhAdvNk2Uoya5JPpDkliSb278pVyb5l31xL01yRfv35r4klybZe6mOW4snyaok70xyY/v7/2GSa5K8IUn6Ys2TKZbkHUkuTHJb+3/JHTPEzzofkuyR5Nz2b9BDSTYkWbMgJ6IFM9scSbJzkqOTfD7JHe3v/LYk5yd57pB9VrTff29P8nCSW5OcmGTHBT0pzbu5/i3p2/f97T4DR++aJ1vYYz0LSd4HHAdcBFwHPAocCPxb4BvAvlX1UBu7F3A98BPgDODHNBOgPQ94dVVdsegnoCWR5APAHwGrgI9U1fGdbebJMpTkGcBVNDlxDvAPwC7A84HLquq/t3H7tnEbgd5FmeOB3YH9q+rGRT1wLZokTwC+BOwPfILm/5yVwOE0T614f1X9pzbWPJlySQr4EXAD8CLgvqrac0jsrPMhya40TzvZHTgd+C5wBPAK4E1V9bEFOB0tgNnmSJLnADcBXwYup3nM7K8CxwJPAg6uqiv79vkccBjwUeBaYD/gTcAnquoNC3NGWghz+VvSt9/eNE9O2kxTN64aEGOe9FSVywwL8GJglwHtp9HMJH58p+0C4DFg707bKuBO4O9pL2a4TPcCvJCmaH57myMf7ttunizDBbga+A7w1BnirgfuA1Z32la3bZcv9Xm4LGiO7Nf+zfhQX/tOwG3AvebJ8lmAX+38/HfAHduInXU+AO9v8+w1nbYd2ve4G1i11OfuMr85AuzW/c7Raf814GFgQ1/7IW2OfLCv/YNt+/5Lfe4u858nffvsQFNUX0Rz0e6BATHmSWdxKPgsVNWGqvrxgE2fadfPA2iHhb8WuKqqvtbZ/wHgbOBZwD4LfLhaYu0keOuBS4G/GrDdPFmGkrwc+E2aHsfvJdkxycoBcc+k+f1fWFUbe+3tzxcCByX55cU6bi26n2/Xd3Ubq+oRmgk1HwTzZLmoqttmE7cd+XAEcGtVXdyJfQw4E9iV5suyJsBsc6Sq7u5+5+i0f4um0Hpe36Yj2vUZfe2910fO5Ti1tGabJ33eTHPh5YRtxJgnHRbWo3lau/7Hdv18YAXNMIh+17VrC6bp9zbgOTRD8AYxT5an3hfVbye5GHgIeDDJPyTp/sfT+90Py4/QDOPSdLoeuBf4j0nWJPnn7XwM76X5vZ/Sxpkn6pp1PiR5Kk1P9nVDYrvvpynX3n7yVLZ8l+3ZB9hYVd/pNrav78IcmWrtrWunAu+qqju3EWqedFhYb6e2V/JkmuG+n26b92jXGwfs0mtbvcCHpiWU5FeAdwHvrqo7hoSZJ8vTs9v1epoeoT8A/hB4BDgvyRvb7ebHMlZV99CMaPkRzS0jdwL/j2aej9+tqvVtqHmirrnkg7mjrmNpCutP9LXvweAcoW03R6bbfwNup5mDYVvMk46fW+oDmGBnAPsC76yqv2/besM6Hx4Qv7kvRtNpNn+IzJPl6Z+16/uBA9uhvST5LM29s+9J8gnMD8EDNEMzLwKuobkQcxzw6SSHVdUXMU+0tbnkg7kjAJLsT3Mv7DeA9/RtXsngHIEmT8yRKZXkcOBg4Der6iczhJsnHRbW2yHJqTTDfM+qqvd2Nm1q1ysG7LZzX4ymTDuc97eBl1fVo9sINU+Wp4fa9fm9ohqaHsokFwH/nqZX2/xYxpL8Ok0x/baq+otO+/k0xfb69qkC5om65pIP5o5I8iLgEprhuodU1ea+kE0MzhFo8sQcmULtEwPOAM6pqmtmsYt50mFhPUdJTgFOBD4G/Ie+zb3JZgYNe+i1DRsuoQmWZAVNL/UXgO+3E8nAlt/7Lm3bDzFPlqvvtuvvD9j2vXb9C5gfy93baL6MXNhtrKpNSS6huai7J+aJtjaXfDB3lrkkLwS+SPOozwO7E9513MXwYbyrMUem1Z/RPH5tfee7LMATgbRtD3fuqTZPOrzHeg6S/BlNwp0LHFXtfPIdN9IMh9hvwO77tusNC3eEWkJPBH4JOBS4ubNc1W4/sn19FObJcnV9u37agG29tn+iebQFDM+PAr46v4emMdL7grLDgG0/11mbJ+qadT5U1fdovuzuOyQW/D9oaiV5AU1R3bstadjEVF8BVid5et/+T6e5r9YcmU7PoCms/5atv8++hGZY983A/+rEmycdFtazlORkmtlYzwPeWFWP98e0j0u6GDggyW909l1FU1DdzJYv15ouDwJrBixr2+2Xtq8vMk+Wrc/RfJE5sv1dAz+dofdfATdX1S1VdQvNf0RrkuzRiduDJof+uqoG9XprOnyrXb+h25jkycBhwD00j0kyT/RT25EP5wN7JXlNJ3YHmsfq3Esz+kpTpi2qr6D5znJgVd2+jfDz2/Vb+9p7rz81z4en8fBfGPx99ls090yvoRlZ1WOedORnO13VL8lxwIeBbwMnAf1F9T+2k8n0niV5PfAo8CHgPuBo4NeBQ6vqssU6bi29JHvSTGb2kao6vtNunixDSY4B/hL4JvBRYCe2zMj6O1V1eRu3P3AlzfDxM9vdTwCeArysqr6+yIeuRdI+4uQGmtsCPgX8Dc3kZUfTDAE/rqrWtbHmyZRL8nqaHiRofrc70Uw2BXBnVZ3XiZ11PiTZjaYHezea25g2AocDB9CMyDtngU5J82y2OdL+bfkqzd+TdwG3Dni7z1bVg533vhj4HeAcmke57UfzNItPVtXr5/9stFDm8rdkyP5XAS+uqlUDtpknPVXlMsMCfJxmGNWw5aq++OcCn6e56rsJ+DJw0FKfh8uS5M6ebY58eMA282QZLsDraJ4V+yBND/blNF96++P2A/43zQzR9wOXAS9c6uN3WZQc2Yvm0Tffpbn4dh/wf4DXmSfLa6G5nWhW3z3mmg80tx2cRzP3x2aaCzq/t9Tn7LIwOUJz0WRb32UL2LPvvXcGTgPuoLmF7TaaDqYdl/q8XRYmT2bY/4Eh28yTdrHHWpIkSZKkEXiPtSRJkiRJI7CwliRJkiRpBBbWkiRJkiSNwMJakiRJkqQRWFhLkiRJkjQCC2tJkiRJkkZgYS1JkiRJ0ggsrCVJkiRJGoGFtSRJkiRJI7CwliRJkiRpBP8fClJJYPxeL+EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------ Global stuff\n",
    "print(\"x_train size : \",len(x_train))\n",
    "print(\"y_train size : \",len(y_train))\n",
    "print(\"x_test size  : \",len(x_test))\n",
    "print(\"y_test size  : \",len(y_test))\n",
    "\n",
    "# ------ Statistics / sizes\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.hist([train_size,test_size], bins=100)\n",
    "plt.gca().set(title='Sizes in Kpixels - Train=[{:5.2f}, {:5.2f}]'.format(min(train_size),max(train_size)), \n",
    "              ylabel='Population',\n",
    "              xlim=[0,30])\n",
    "plt.legend(['Train','Test'])\n",
    "plt.show()\n",
    "\n",
    "# ------ Statistics / ratio lx/ly\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.hist([train_ratio,test_ratio], bins=100)\n",
    "plt.gca().set(title='Ratio lx/ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ratio),max(train_ratio)), \n",
    "              ylabel='Population',\n",
    "              xlim=[0.8,1.2])\n",
    "plt.legend(['Train','Test'])\n",
    "plt.show()\n",
    "\n",
    "# ------ Statistics / lx\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.hist([train_lx,test_lx], bins=100)\n",
    "plt.gca().set(title='Images lx - Train=[{:5.2f}, {:5.2f}]'.format(min(train_lx),max(train_lx)), \n",
    "              ylabel='Population',\n",
    "              xlim=[20,150])\n",
    "plt.legend(['Train','Test'])\n",
    "plt.show()\n",
    "\n",
    "# ------ Statistics / ly\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.hist([train_ly,test_ly], bins=100)\n",
    "plt.gca().set(title='Images ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ly),max(train_ly)), \n",
    "              ylabel='Population',\n",
    "              xlim=[20,150])\n",
    "plt.legend(['Train','Test'])\n",
    "plt.show()\n",
    "\n",
    "# ------ Statistics / classId\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.hist([y_train,y_test], bins=43)\n",
    "plt.gca().set(title='ClassesId', \n",
    "              ylabel='Population',\n",
    "              xlim=[0,43])\n",
    "plt.legend(['Train','Test'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4/ List of classes\n",
    "What are the 43 classes of our images..."
   ]
  },
  {
   "cell_type": "code",
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Jean-Luc Parouty committed
   "execution_count": 6,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1015.2 with 43 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ooo.plot_images(x_meta,y_meta, range(43), columns=8, x_size=2, y_size=2, \n",
    "                                colorbar=False, y_pred=None, cm='binary')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5/ What does it really look like"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 7,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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Jean-Luc Parouty committed
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x676.8 with 32 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ---- Get and show few images\n",
    "\n",
    "samples = [ random.randint(0,len(x_train)-1) for i in range(32)]\n",
    "ooo.plot_images(x_train,y_train, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6/ dataset cooking...\n",
    "\n",
    "Images must have the **same size** to match the size of the network.   \n",
    "It is possible to work on **rgb** or **monochrome** images and **equalize** the histograms.   \n",
    "The data must be **normalized**.  \n",
    "\n",
    "See : [Exposure with scikit-image](https://scikit-image.org/docs/dev/api/skimage.exposure.html)  \n",
    "See : [Local histogram equalization](https://scikit-image.org/docs/dev/api/skimage.filters.rank.html#skimage.filters.rank.equalize)  \n",
    "See : [Histogram equalization](https://scikit-image.org/docs/dev/api/skimage.exposure.html#skimage.exposure.equalize_hist)  "
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 8,
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   "metadata": {},
   "outputs": [],
   "source": [
    "def images_enhancement(images, width=25, height=25, mode='RGB'):\n",
    "    '''\n",
    "    Resize and convert images - doesn't change originals\n",
    "    args:\n",
    "        images :         images list\n",
    "        width,height :   new images size (25,25)\n",
    "        mode :           RGB | L | HE | LHE | CLAHE\n",
    "    return:\n",
    "        enhanced images : new images as a list of list\n",
    "    '''\n",
    "    \n",
    "    out=[]\n",
    "    for image in images:\n",
    "        \n",
    "        # ---- Resize anyway\n",
    "        image=image.resize( (width,height), resample=PIL.Image.LANCZOS)\n",
    "               \n",
    "        # ---- if not RGB, convert image to grayscale\n",
    "        if mode!='RGB':\n",
    "            image=image.convert('L')\n",
    "\n",
    "        # ---- convert image to numpy\n",
    "        npi=np.array(image)\n",
    "        \n",
    "        # ---- Histogram Equalization\n",
    "        if mode=='HE':\n",
    "            npi=exposure.equalize_hist(npi)\n",
    "            \n",
    "        # ---- Local Histogram Equalization\n",
    "        if mode=='LHE':\n",
    "            npi=rank.equalize(npi, disk(10))\n",
    "        \n",
    "        # ---- Contrast Limited Adaptive Histogram Equalization (CLAHE)\n",
    "        if mode=='CLAHE':\n",
    "            npi=exposure.equalize_adapthist(npi)\n",
    "            \n",
    "        # ---- Normalize\n",
    "        npi=(npi / 255.).astype(np.float32)\n",
    "        \n",
    "        # ---- Add image in list of list\n",
    "        out.append(npi.tolist())\n",
    "        ooo.update_progress('Enhancement: ',len(out),len(images))\n",
    "    return out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.1/ To get an idea of the different recipes"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enhancement:     [########################################] 100.0% of 50\n",
      "Enhancement:     [########################################] 100.0% of 50\n",
      "Enhancement:     [########################################] 100.0% of 50\n",
      "Enhancement:     [########################################] 100.0% of 50\n",
      "Enhancement:     [########################################] 100.0% of 50\n",
      "x_samples / original\n"
     ]
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x97.2 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_samples_RGB\n"
     ]
    },
    {
     "data": {
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Jean-Luc Parouty committed
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x97.2 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_samples_L\n"
     ]
    },
    {
     "data": {
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Jean-Luc Parouty committed
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x97.2 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_samples_HE\n"
     ]
    },
    {
     "data": {
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Jean-Luc Parouty committed
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x97.2 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_samples_LHE\n"
     ]
    },
    {
     "data": {
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Jean-Luc Parouty committed
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x97.2 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_samples_CLAHE\n"
     ]
    },
    {
     "data": {
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Jean-Luc Parouty committed
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x97.2 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_samples = x_train[:50]\n",
    "samples   = range(16)\n",
    "\n",
    "x_samples_RGB   = images_enhancement( x_samples, width=25, height=25, mode='RGB'  )\n",
    "x_samples_L     = images_enhancement( x_samples, width=25, height=25, mode='L'    )\n",
    "x_samples_HE    = images_enhancement( x_samples, width=25, height=25, mode='HE'   )\n",
    "x_samples_LHE   = images_enhancement( x_samples, width=25, height=25, mode='LHZ'  )\n",
    "x_samples_CLAHE = images_enhancement( x_samples, width=25, height=25, mode='CLAHE')\n",
    "\n",
    "print(\"x_samples / original\")\n",
    "ooo.plot_images(x_samples,       y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
    "\n",
    "print(\"x_samples_RGB\")\n",
    "ooo.plot_images(x_samples_RGB,   y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
    "\n",
    "print(\"x_samples_L\")\n",
    "ooo.plot_images(x_samples_L,     y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
    "\n",
    "print(\"x_samples_HE\")\n",
    "ooo.plot_images(x_samples_HE,    y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
    "\n",
    "print(\"x_samples_LHE\")\n",
    "ooo.plot_images(x_samples_LHE,   y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
    "\n",
    "print(\"x_samples_CLAHE\")\n",
    "ooo.plot_images(x_samples_CLAHE, y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2/ Cook and save\n",
    "A function to save a dataset"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 10,
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   "metadata": {},
   "outputs": [],
   "source": [
    "def save_npy_dataset(x_train, y_train, x_test, y_test, dirname):\n",
    "    \n",
    "    # ---- create subdir in data\n",
    "    path = './data/'+dirname\n",
    "    os.makedirs(path, mode=0o750, exist_ok=True)\n",
    "    \n",
    "    # ---- convert list in numpy dataset\n",
    "    x_train_np = np.array(x_train)\n",
    "    y_train_np = np.array(y_train)\n",
    "    x_test_np  = np.array(x_test)\n",
    "    y_test_np  = np.array(y_test)\n",
    "    \n",
    "    # ---- save numpy dataset\n",
    "    np.save(path+'/x_train.npy', x_train_np)\n",
    "    np.save(path+'/y_train.npy', y_train_np)\n",
    "    np.save(path+'/x_test.npy',  x_test_np)\n",
    "    np.save(path+'/y_test.npy',  y_test_np)\n",
    "    \n",
    "    # ---- done\n",
    "    size=ooo.get_directory_size(path)\n",
    "    print('Dataset : {:24s}  shape : {:22s} size : {:6.1f} Mo   (saved)\\n'.format(path, str(x_train_np.shape),size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create enhanced datasets, and save them..."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prepare and save dataset : RGB25\n",
      "Enhancement:     [########################################] 100.0% of 39209\n",
      "Enhancement:     [########################################] 100.0% of 12630\n",
      "Dataset : ./data/RGB25              shape : (39209, 25, 25, 3)     size :  742.0 Mo   (saved)\n",
      "\n",
      "Prepare and save dataset : RGB35\n",
      "Enhancement:     [########################################] 100.0% of 39209\n",
      "Enhancement:     [########################################] 100.0% of 12630\n",
      "Dataset : ./data/RGB35              shape : (39209, 35, 35, 3)     size : 1453.9 Mo   (saved)\n",
      "\n",
      "Prepare and save dataset : L25\n",
      "Enhancement:     [########################################] 100.0% of 39209\n",
      "Enhancement:     [########################################] 100.0% of 12630\n",
      "Dataset : ./data/L25                shape : (39209, 25, 25)        size :  247.6 Mo   (saved)\n",
      "\n",
      "Prepare and save dataset : L35\n",
      "Enhancement:     [########################################] 100.0% of 39209\n",
      "Enhancement:     [########################################] 100.0% of 12630\n",
      "Dataset : ./data/L35                shape : (39209, 35, 35)        size :  484.9 Mo   (saved)\n",
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      "\n",
      "CPU times: user 1min 44s, sys: 53.2 s, total: 2min 37s\n",
      "Wall time: 2min 40s\n"
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     ]
    }
   ],
   "source": [
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    "%%time\n",
    "\n",
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    "# ---- Create and save dataset RGB 25x25\n",
    "#\n",
    "print('Prepare and save dataset : RGB25')\n",
    "x_train_new = images_enhancement( x_train, width=25, height=25, mode='RGB'  )\n",
    "x_test_new  = images_enhancement( x_test,  width=25, height=25, mode='RGB'  )\n",
    "save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'RGB25')\n",
    "\n",
    "# ---- Create and save dataset RGB 35x35\n",
    "#\n",
    "print('Prepare and save dataset : RGB35')\n",
    "x_train_new = images_enhancement( x_train, width=35, height=35, mode='RGB'  )\n",
    "x_test_new  = images_enhancement( x_test,  width=35, height=35, mode='RGB'  )\n",
    "save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'RGB35')\n",
    "\n",
    "# ---- Create and save dataset L 25x25\n",
    "#\n",
    "print('Prepare and save dataset : L25')\n",
    "x_train_new = images_enhancement( x_train, width=25, height=25, mode='L'  )\n",
    "x_test_new  = images_enhancement( x_test,  width=25, height=25, mode='L'  )\n",
    "save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'L25')\n",
    "\n",
    "# ---- Create and save dataset L 35x35\n",
    "#\n",
    "print('Prepare and save dataset : L35')\n",
    "x_train_new = images_enhancement( x_train, width=35, height=35, mode='L'  )\n",
    "x_test_new  = images_enhancement( x_test,  width=35, height=35, mode='L'  )\n",
    "save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'L35')\n",
    "\n",
    "x_train_new,x_test_new=0,0\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7/ Reload data to be sure ;-)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1152x507.6 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "CPU times: user 719 ms, sys: 312 ms, total: 1.03 s\n",
      "Wall time: 1.07 s\n"
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     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "dataset='L25'\n",
    "samples=range(24)\n",
    "\n",
    "x_tmp = np.load('./data/{}/x_train.npy'.format(dataset))\n",
    "y_tmp = np.load('./data/{}/y_train.npy'.format(dataset))\n",
    "\n",
    "ooo.plot_images(x_tmp,y_tmp, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n",
    "x_tmp,y_tmp=0,0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "That's all folks !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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",
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  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}