{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nimport os\nimport time\nimport cv2\nimport glob\nimport matplotlib.pyplot as plt\n\n\nprint(os.listdir(\"../input\"))\n\n# Any results you write to the current directory are saved as output.","execution_count":2,"outputs":[{"output_type":"stream","text":"['gtsrb_challenge']\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"# 1. Load training images:\n- Note that all images in train/ or test/ are of .ppm extension"},{"metadata":{"trusted":true},"cell_type":"code","source":"train_image_names = glob.glob('../input/gtsrb_challenge/GTSRB_Challenge/train/*/*.ppm')\nprint(\"Total number of training images: \", len(train_image_names))\n\n# make train_image_names as serie object\ntrain_image_names = pd.Series(train_image_names)","execution_count":16,"outputs":[{"output_type":"stream","text":"Total number of training images:  39209\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# train_df: a dataframe with 2 field: Filename, ClassId\ntrain_df = pd.DataFrame()\n\n# generate Filename field\ntrain_df['Filename'] = train_image_names.map(lambda img_name: img_name.split(\"/\")[-1])\n\n# generate ClassId field\ntrain_df['ClassId'] = train_image_names.map(lambda img_name: int(img_name.split(\"/\")[-2]))\n\ntrain_df.head()","execution_count":22,"outputs":[{"output_type":"execute_result","execution_count":22,"data":{"text/plain":"          Filename  ClassId\n0  00001_00010.ppm       39\n1  00007_00019.ppm       39\n2  00003_00015.ppm       39\n3  00008_00002.ppm       39\n4  00008_00014.ppm       39","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Filename</th>\n      <th>ClassId</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>00001_00010.ppm</td>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>00007_00019.ppm</td>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00003_00015.ppm</td>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>00008_00002.ppm</td>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>00008_00014.ppm</td>\n      <td>39</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Visualize some image"},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_df = train_df.sample(9).reset_index()\nplt.figure(figsize=(10, 10))\n\nfor i in range(9):\n    img_name = plot_df.loc[i, 'Filename']\n    label_str = \"%05d\"%(plot_df.loc[i, 'ClassId'])\n    plt.subplot(3,3,i+1)\n    plt.imshow(plt.imread(os.path.join('../input/gtsrb_challenge/GTSRB_Challenge/train/',label_str, img_name)))\n    plt.title(label_str)\n    plt.xticks([])\n    plt.yticks([])","execution_count":55,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 9 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# 2. See the classes distribution:\n- You will see that the distribution of image among classes is highly imbalanced"},{"metadata":{"trusted":true},"cell_type":"code","source":"class_id_distribution = train_df['ClassId'].value_counts()\nclass_id_distribution.head(10)","execution_count":28,"outputs":[{"output_type":"execute_result","execution_count":28,"data":{"text/plain":"2     2250\n1     2220\n13    2160\n12    2100\n38    2070\n10    2010\n4     1980\n5     1860\n25    1500\n9     1470\nName: ClassId, dtype: int64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(13,5))\nplt.xticks(np.arange(43))\nplt.bar(class_id_distribution.index, class_id_distribution.values)","execution_count":34,"outputs":[{"output_type":"execute_result","execution_count":34,"data":{"text/plain":"<BarContainer object of 43 artists>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 936x360 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAwcAAAEyCAYAAACvcKx4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHDRJREFUeJzt3XuQZmddJ/DvzwwgoJJghhiTsIMaXKOlEceAKyISF3KxiLiIUK5EhMoukhVYd9dBt0ShsKKo7LKlWCiBoMhFAYkmSmK8oFsSMsEkTAiQEQYzMTcNgi6lGHj2j/OMNMN7Oae7py8zn09VV799+v3187xv//qc9/ueS1drLQAAAF+w2RMAAAC2BuEAAABIIhwAAACdcAAAACQRDgAAgE44AAAAkggHAABAJxwAAABJhAMAAKDbsdkTWOTEE09su3bt2uxpAADAtnb99df/bWtt57L7belwsGvXruzdu3ezpwEAANtaVX10zP0cVgQAACQRDgAAgE44AAAAkggHAABAJxwAAABJhAMAAKATDgAAgCTCAQAA0AkHAABAEuEAAADohAMAACBJsmOzJ8B8u/ZcMbnmwCXnH4GZAABwLLDnAAAASCIcAAAAncOKjrCphwY5LAgAgM1izwEAAJBEOAAAADrhAAAASCIcAAAAnXAAAAAkEQ4AAIDOpUyBNXG5XgA4ethzAAAAJBEOAACATjgAAACSCAcAAEAnHAAAAEmEAwAAoHMpUzjGTb0UaeJypABwtLLnAAAASCIcAAAAnXAAAAAkcc4BAACrNPW8NeesbX32HAAAAEmEAwAAoBMOAACAJCPCQVWdVlV/XFXvr6qbq+r5fflDq+rqqrq1fz6hL6+qemVV7a+qm6rqUSt+1oX9/rdW1YVH7mEBAABTjdlzcF+SH22tnZHkMUmeV1VnJNmT5JrW2ulJrulfJ8m5SU7vHxcleVUyhIkkL07y6CRnJXnxoUABAABsvqXhoLV2R2vtvf32PyS5JckpSS5Iclm/22VJvrvfviDJ69vg3UmOr6qTkzwpydWttXtbax9LcnWSc9b10QAAAKs26VKmVbUryTcmuTbJSa21O/q37kxyUr99SpLbVpQd7MvmLQficnAAwOYbfUJyVX1RkrcmeUFr7RMrv9daa0naekyoqi6qqr1Vtfeee+5Zjx8JAACMMCocVNX9MgSDN7TW3tYX39UPF0r/fHdffnuS01aUn9qXzVv+OVprr26t7W6t7d65c+eUxwIAAKzB0sOKqqqSvCbJLa21X1zxrcuTXJjkkv75HSuWX1xVb8pw8vHHW2t3VNU7k/zMipOQn5jkRevzMFhvDnEBADj2jDnn4FuT/ECS91XVDX3Zj2cIBW+pqmcn+WiSp/XvXZnkvCT7k3wyybOSpLV2b1W9NMl1/X4vaa3duy6PAgAAWLOl4aC19udJas63z55x/5bkeXN+1qVJLp0yQQAAYGP4D8kAAEAS4QAAAOiEAwAAIIlwAAAAdMIBAACQRDgAAAA64QAAAEgiHAAAAJ1wAAAAJBEOAACATjgAAACSJDs2ewIcfXbtuWJyzYFLzj8CMwEAYAp7DgAAgCTCAQAA0AkHAABAEuEAAADohAMAACCJcAAAAHTCAQAAkEQ4AAAAOuEAAABIIhwAAACdcAAAACQRDgAAgE44AAAAkggHAABAJxwAAABJhAMAAKATDgAAgCTCAQAA0AkHAABAEuEAAADohAMAACCJcAAAAHTCAQAAkEQ4AAAAOuEAAABIIhwAAACdcAAAACQRDgAAgE44AAAAkggHAABAJxwAAABJhAMAAKATDgAAgCTCAQAA0AkHAABAEuEAAADohAMAACDJiHBQVZdW1d1VtW/Fsp+qqtur6ob+cd6K772oqvZX1Qer6kkrlp/Tl+2vqj3r/1AAAIC1GLPn4HVJzpmx/BWttTP7x5VJUlVnJHl6kq/tNb9cVcdV1XFJfinJuUnOSPKMfl8AAGCL2LHsDq21d1XVrpE/74Ikb2qt/XOSj1TV/iRn9e/tb619OEmq6k39vu+fPGMAAOCIWBoOFri4qp6ZZG+SH22tfSzJKUneveI+B/uyJLntsOWPnvVDq+qiJBclycMf/vA1TA8A1m7Xnism3f/AJecfoZkAHHmrPSH5VUm+MsmZSe5I8gvrNaHW2qtba7tba7t37ty5Xj8WAABYYlV7Dlprdx26XVW/muT3+pe3JzltxV1P7cuyYDkAALAFrGrPQVWdvOLLpyQ5dCWjy5M8vaoeUFWPSHJ6kvckuS7J6VX1iKq6f4aTli9f/bQBAID1tnTPQVW9Mcnjk5xYVQeTvDjJ46vqzCQtyYEk/ylJWms3V9VbMpxofF+S57XWPt1/zsVJ3pnkuCSXttZuXvdHA5vIcckAwHY35mpFz5ix+DUL7v+yJC+bsfzKJFdOmh0AALBh/IdkAAAgydouZQpbztRDexKH9wAAHGLPAQAAkEQ4AAAAOuEAAABI4pyDo5pLa07nOQMAjmX2HAAAAEmEAwAAoBMOAACAJMIBAADQCQcAAEAS4QAAAOiEAwAAIIlwAAAAdMIBAACQxH9IhqOC/+wMAKwHew4AAIAkwgEAANAJBwAAQBLhAAAA6IQDAAAgiXAAAAB0wgEAAJBEOAAAADrhAAAASCIcAAAAnXAAAAAkEQ4AAIBOOAAAAJIkOzZ7AgDHml17rph0/wOXnH+EZgJsFdYLbBX2HAAAAEmEAwAAoBMOAACAJMIBAADQCQcAAEAS4QAAAOiEAwAAIIlwAAAAdMIBAACQxH9IBphs6n8yTfw3UwC2B3sOAACAJMIBAADQCQcAAEAS4QAAAOiEAwAAIIlwAAAAdMIBAACQRDgAAAC6peGgqi6tqrurat+KZQ+tqqur6tb++YS+vKrqlVW1v6puqqpHrai5sN//1qq68Mg8HAAAYLXG7Dl4XZJzDlu2J8k1rbXTk1zTv06Sc5Oc3j8uSvKqZAgTSV6c5NFJzkry4kOBAgAA2BqWhoPW2ruS3HvY4guSXNZvX5bku1csf30bvDvJ8VV1cpInJbm6tXZva+1jSa7O5wcOAABgE632nIOTWmt39Nt3Jjmp3z4lyW0r7newL5u3HAAA2CLWfEJya60laeswlyRJVV1UVXurau8999yzXj8WAABYYrXh4K5+uFD657v78tuTnLbifqf2ZfOWf57W2qtba7tba7t37ty5yukBAABTrTYcXJ7k0BWHLkzyjhXLn9mvWvSYJB/vhx+9M8kTq+qEfiLyE/syAABgi9ix7A5V9cYkj09yYlUdzHDVoUuSvKWqnp3ko0me1u9+ZZLzkuxP8skkz0qS1tq9VfXSJNf1+72ktXb4Sc4AAMAmWhoOWmvPmPOts2fctyV53pyfc2mSSyfNDgAA2DD+QzIAAJBEOAAAADrhAAAASCIcAAAAnXAAAAAkEQ4AAIBOOAAAAJIIBwAAQCccAAAASYQDAACgEw4AAIAkwgEAANAJBwAAQBLhAAAA6IQDAAAgiXAAAAB0wgEAAJBEOAAAADrhAAAASCIcAAAA3Y7NngBw7Nq154pJ9z9wyflHaCbAVmG9AJvLngMAACCJcAAAAHTCAQAAkEQ4AAAAOuEAAABIIhwAAACdcAAAACQRDgAAgE44AAAAkggHAABAt2OzJwAAsBXs2nPFpPsfuOT8IzQT2Dz2HAAAAEmEAwAAoBMOAACAJMIBAADQCQcAAEASVysCtjFXFgGA9WXPAQAAkEQ4AAAAOuEAAABI4pwDADhinBcDbDf2HAAAAEmEAwAAoBMOAACAJMIBAADQCQcAAEAS4QAAAOhcyhQAjkIuowqsxpr2HFTVgap6X1XdUFV7+7KHVtXVVXVr/3xCX15V9cqq2l9VN1XVo9bjAQAAAOtjPQ4r+o7W2pmttd396z1JrmmtnZ7kmv51kpyb5PT+cVGSV63D2AAAwDo5EocVXZDk8f32ZUn+JMmP9eWvb621JO+uquOr6uTW2h1HYA4AHEUcIgOwMda656Aluaqqrq+qi/qyk1a84L8zyUn99ilJbltRe7Av+xxVdVFV7a2qvffcc88apwcAAIy11j0Hj22t3V5VD0tydVV9YOU3W2utqtqUH9hae3WSVyfJ7t27J9UCAACrt6Y9B6212/vnu5O8PclZSe6qqpOTpH++u9/99iSnrSg/tS8DAAC2gFWHg6p6cFV98aHbSZ6YZF+Sy5Nc2O92YZJ39NuXJ3lmv2rRY5J83PkGAACwdazlsKKTkry9qg79nN9srf1BVV2X5C1V9ewkH03ytH7/K5Ocl2R/kk8medYaxgYAANbZqsNBa+3DSb5hxvK/S3L2jOUtyfNWOx4AAHBk+Q/JAMC6culZ2L7W45+gAQAARwHhAAAASOKwIrYgu6PZCPoMWE9T1ymJ9Qpbkz0HAABAEuEAAADohAMAACCJcw4A2ACOx4YjxzlUrCd7DgAAgCTCAQAA0DmsCOAY4vAD4GhhfXZk2HMAAAAkEQ4AAIBOOAAAAJI45wCAkRzfC3D0s+cAAABIIhwAAACdw4oAANhw/nP61mTPAQAAkEQ4AAAAOuEAAABI4pwDAI5yjmueznMGxy57DgAAgCTCAQAA0DmsCAC2IIf2TOc5Y6y1/sf3o/k/xttzAAAAJBEOAACATjgAAACSOOdgKccvAlvJ0XycK7A5rFdYyZ4DAAAgiXAAAAB0wgEAAJBEOAAAADrhAAAASCIcAAAAnXAAAAAkEQ4AAIBOOAAAAJIIBwAAQCccAAAASYQDAACgEw4AAIAkwgEAANAJBwAAQBLhAAAA6IQDAAAgiXAAAAB0wgEAAJBkE8JBVZ1TVR+sqv1VtWejxwcAAGbb0HBQVccl+aUk5yY5I8kzquqMjZwDAAAw20bvOTgryf7W2odba59K8qYkF2zwHAAAgBk2OhyckuS2FV8f7MsAAIBNVq21jRus6qlJzmmtPad//QNJHt1au3jFfS5KclH/8quTfHDDJjjdiUn+dpvVHqtjb9d5b+bY23Xex+rY23Xemzn2dp33Zo69Xee9mWNv13lv5tjbdd7rUX8k/ZvW2s6l92qtbdhHkm9J8s4VX78oyYs2cg7r/Hj2brfaY3Xs7Tpvz5mxj/Z5e86219jbdd6es+019nad93rUb4WPjT6s6Lokp1fVI6rq/kmenuTyDZ4DAAAww46NHKy1dl9VXZzknUmOS3Jpa+3mjZwDAAAw24aGgyRprV2Z5MqNHvcIefU2rD1Wx96u897MsbfrvI/VsbfrvDdz7O06780ce7vOezPH3q7z3syxt+u816N+023oCckAAMDWteH/IRkAANiahAMAACCJcLAqVXVOVX2wqvZX1Z6JtZdW1d1VtW8V455WVX9cVe+vqpur6vkTar+wqt5TVTf22p+eOn7/OcdV1V9W1e9NrDtQVe+rqhuqau8qxj2+qn67qj5QVbdU1beMrPvqPuahj09U1QsmjPvC/nztq6o3VtUXTpz383vtzcvGndUbVfXQqrq6qm7tn0+YWP+9fezPVNXuibUv78/3TVX19qo6fmL9S3vtDVV1VVV9+djaFd/70apqVXXihHF/qqpuX/E7P2/KvPvy/9If+81V9XMTxn7zinEPVNUNU8auqjOr6t2H/k6q6qwJtd9QVX/R/85+t6q+ZE7tzPXI2F5bUL+01xbULu21BbVj+2zh+nNRry0Ye1SvLRp7Wa8tGHtpry2oHdtn8+qX9lrN2ebUcLXCa2vYfr65hisXzhp7Xv3FvXbRemFe7Rtq2Hbvq+Fv6H4T61/Tl91Uw/boi8bWrvj+K6vqHyeO+7qq+siK3/eZE+urql5WVR+qYfv5IxNq/2zFuH9TVb8zceyzq+q9vf7Pq+qrJtQ+odfuq6rLqmruebJ12GuTsX02p3Zpjy2pH9VnW9pmX0t1u31kuMrSXyX5iiT3T3JjkjMm1D8uyaOS7FvF2CcneVS//cVJPjR27CSV5Iv67fsluTbJY1Yxh/+a5DeT/N7EugNJTlzD835Zkuf02/dPcvwqf3d3ZvgnIGPuf0qSjyR5YP/6LUl+cMJ4X5dkX5IHZTj5/w+TfNWU3kjyc0n29Nt7kvzsxPqvyfDPBP8kye6JtU9MsqPf/tlVjP0lK27/SJJfGVvbl5+W4cpmH53XO3PG/akk/23k72hW/Xf039UD+tcPmzLvFd//hSQ/OXHsq5Kc22+fl+RPJtRel+Tb++0fSvLSObUz1yNje21B/dJeW1C7tNcW1I7ts7nrz2W9tmDsUb22oH5pry2a97JeWzDu2D6bV7+01zJnm5NhPfr0vvxXkjx3ztjz6r8xya4s2KYsqD2vf6+SvHEVY6/stV9M/3sZU9u/3p3k15P848RxX5fkqSP6bF79s5K8PskXLOizpa8Rkrw1yTMnjv2hJF/Tl/9wkteNrP13SW5L8si+/CVJnr3gsX/Oa5OxfTandmmPLakf1Wdb+cOeg+nOSrK/tfbh1tqnkrwpyQVji1tr70py72oGbq3d0Vp7b7/9D0luyfACdkxta60derfifv1j0tnoVXVqkvOT/NqUurWqqodkeDH0miRprX2qtfb3q/hRZyf5q9baRyfU7EjywP6OxYOS/M2E2q9Jcm1r7ZOttfuS/GmS75l35zm9cUGGYJT++bun1LfWbmmtLf0v43Nqr+rzTpJ3Jzl1Yv0nVnz54MzptwV/E69I8j/m1S2pHWVO/XOTXNJa++d+n7unjl1VleRpGTYMU8ZuSQ69C/uQzOm3ObWPTPKufvvqJP9hTu289cioXptXP6bXFtQu7bUFtWP7bNH6c2GvrWXdu6R+aa8tG3tRry2oHdtn8+qX9tqCbc4Tkvx2X76oz2bWt9b+srV2YFbNiNor+/dakvdkzjptQf0nkn99zh+YGf0yr7aqjkvy8gx9Nmneix7ryPrnJnlJa+0z/X6z+mzh2DXsHXpCkpl7DhbUL+21ObWfTvKp1tqH+vK567TDX5v038+oPpv1umZMjy2pH9VnW5lwMN0pGdLsIQczYSOxXqpqV4Z0e+2EmuNq2PV8d5KrW2uja7v/lWHF9pmJdcmwgriqqq6vqosm1j4iyT1JXtt33f1aVT14FXN4eha8WDtca+32JD+f5K+T3JHk4621qyaMty/Jt1XVl1bVgzK8m3DahPokOam1dke/fWeSkybWr5cfSvL7U4v6ruzbknx/kp+cUHdBkttbazdOHbO7uO/6v7QWHIo1xyMz/N6urao/rapvXsX435bkrtbarRPrXpDk5f05+/kM/0V+rJvz2Tcqvjcjeu2w9cjkXlvNemhE7dJeO7x2ap+trJ/aazPmPanXDquf1GtznrNRvXZY7eQ+O6x+VK8dvs3JsNf971cEwYXbz7VssxbV9sM8fiDJH0ytr6rXZvj7+LdJ/s+E2ouTXL7ib2zqvF/W++wVVfWAifVfmeT7ajiE7Per6vSJYyfDi+trDgvjY+qfk+TKqjqY4Tm/ZExthhfVO+qzhyg+NfPXaYe/NvnSjO+ztbyuWVg/ps+2KuFgG6rhOMe3JnnBoj/Uw7XWPt1aOzNDij2rqr5uwpjfleTu1tr1kyc8eGxr7VFJzk3yvKp63ITaHRkOoXhVa+0bk/y/DIc9jNaPN3xykt+aUHNChg3gI5J8eZIHV9V/HFvfWrslwyESV2VYOdyQ4d2QVenvQmz4tYer6ieS3JfkDVNrW2s/0Vo7rddePHK8ByX58UwIE4d5VYaN4ZkZQt0vTKzfkeShGXaJ//ckb+nvRE3xjEwIois8N8kL+3P2wvS9ZSP9UJIfrqrrMxwC8qlFd160HhnTa6tdDy2qHdNrs2qn9NnK+j7W6F6bMfakXptRP7rXFjzfS3ttRu2kPptRP6rXDt/mZHhBPdpatllLan85ybtaa382tb619qwM24NbknzfyNrHZQhRM8PEiHFflOG5++YM/fJjE+sfkOSfWmu7k/xqkkunPOZuaZ/NqX9hkvNaa6cmeW2Gw7GW1ib52gxv6L2iqt6T5B8yY/u5ltcma31dM6J+aZ9tVcLBdLfnc9PrqX3ZhuhJ9K1J3tBae9tqfkYbDsn54yTnTCj71iRPrqoDGQ6lekJV/caEMW/vn+9O8vYMf/xjHUxycMW7GL+dISxMcW6S97bW7ppQ851JPtJau6e19i9J3pbhOMjRWmuvaa19U2vtcUk+luH4yynuqqqTk6R/nnmIy5FSVT+Y5LuSfH9/wbhab8icXcIzfGWGQHZj77dTk7y3qr5sTHFr7a6+oflMhg3hlF5Lhn57W98r/J4M7wgtPSntkBoOQfueJG+eOG6SXJihz5IhyI6ee2vtA621J7bWvinDRvyvFsxx1npkdK+tZT00r3ZMr40Yd2Gfzagf3Wuzxp7Sa3PmPqrXFjxnS3ttTu3oPpvzuEf3Wr//oW3OtyQ5vj57Yumo7ecqt1kza6vqxUl2ZjhOfHJ9X/bpDNvBheu0FbXfkeSrkuzvffagqto/dtw2HN7V2nD42WszYr1w2LwP5rO/77cn+foJtanhpNyzklyxbNzD6s9N8g0rtt1vzpJt6GGP+y9aa9/WWjsrw2Fss7afn/faJMn/zrg+W9PrmkX1U/tsqxEOprsuyek1nAl//wzJ9vKNGLi/o/SaJLe01mam7wW1O6tfAaSqHpjk3yf5wNj61tqLWmunttZ2ZXjMf9RaG/UuelU9uKq++NDtDCcfjr5aU2vtziS3VdVX90VnJ3n/2PpuNe/k/nWSx1TVg/pzf3aGd4tGq6qH9c8Pz7AR/82Jc7g8w4Y8/fM7JtavWlWdk2F36ZNba59cRf3KXdcXZGS/tdbe11p7WGttV++3gxlOirxz5Lgnr/jyKZnQa93vZNiYp6oemeEE+L+dUP+dST7QWjs4cdxkOB732/vtJyQZfVjSil77giT/M8NJeLPuN289MqrX1rgemlk7ptcW1I7qs1n1Y3ttwdijem3Bc7a015Y83wt7bUHtqD5b8LiX9tqcbc4tGV74PbXfbVGfrXqbNa+2qp6T5ElJntED3ZT6D1a/0k5/Xp48az5zaq9vrX3Zij77ZGtt1lV75s37UGivDIf3zOuzec/Zv/ZZht/7573IXvJ8PzXDybb/NPE5uyXJQ3pvZ8WysY/7UJ89IMPeks/rszmvTb4/I/psLa9rFtWP7bMtrW2Bs6K320eGY8c/lOHdkp+YWPvGDLuf/yXDhmju2fczah+bYVf/TRkOUbkhw+66MbVfn+Qve+2+LLiKyoif9fhMuFpRhis73dg/bp76nPWfcWaSvX3+v5PkhAm1D07yd0kesopxfzrDCnJfhqtMPGBi/Z9lCDI3Jjl7am9kOHbymgwb7z9M8tCJ9U/pt/85yV1J3jmhdn+G82sO9drMq8AsqH9rf95uSvK7GU4enfw3kcVXJZk17q8neV8f9/IkJ0+c9/2T/Eaf+3uTPGHKvDNcWeQ/j+iNWWM/Nsn1vV+uTfJNE2qfn2G99KEMx/XWnNqZ65GxvbagfmmvLahd2msLasf22dL157xeWzD2qF5bUL+01xbNe1mvLRh3bJ/Nq1/aa5mzzcmwPXhP/53/VuasUxfU/0jvs/syhJxfm1B7X4bt9qHHMnM7OKs+w5up/7f/vvdl2Ev1JWPHPuw+865WNG/ef7Ri3N9Iv7LPhPrjM7zr/74kf5Hh3fzR885wBbJzlqzP5o39lD7ujf3nfMWE2pdnCBMfzHBI27J16uPz2SsGjeqzObVLe2xJ/ag+28of1R8IAABwjHNYEQAAkEQ4AAAAOuEAAABIIhwAAACdcAAAACQRDgAAgE44AAAAkiT/H8CvDUIEum67AAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}