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@crikeli
Last active April 27, 2017 01:27
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Exploring Training Data
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Training Data Exploration\n",
"\n",
"##### First things first, let's check our parent working directory like so:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"u'/home/ubuntu/nbs'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%pwd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Next, let's make a reference to the path where our data resides. I've chosen to define it as data_dir."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os, sys\n",
"current_dir = os.getcwd()\n",
"nb_dir = current_dir\n",
"data_dir = current_dir + '/data/plankton/'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The next step is to get our dependencies in order. We will need all the modules mentioned below to proceed further."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# To carry out matrix manipulations.\n",
"import numpy as np\n",
"# To plot images and visualize data.\n",
"from matplotlib import pyplot as plt\n",
"# To access files that reside in similar paths effortlessly.\n",
"from glob import glob\n",
"# Importing the Python Imaging Library.\n",
"import PIL\n",
"# A PIL module that allows to open, rotate and display images.\n",
"from PIL import Image\n",
"# A PIL module that allows for performing image processing operations.\n",
"from PIL import ImageOps\n",
"# importing imshow to diplay images, imshow to save an image.\n",
"from skimage.io import imread, imshow\n",
"# importing color mapping from python.\n",
"from pylab import cm\n",
"# importing glob\n",
"import glob\n",
"# This allows us to view matplot lib plots in the jupyter notebook\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train\n"
]
}
],
"source": [
"%cd $data_dir/train"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"directory_names = os.listdir(data_dir+\"train\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['ctenophore_lobate',\n",
" 'hydromedusae_typeD',\n",
" 'hydromedusae_sideview_big',\n",
" 'invertebrate_larvae_other_A',\n",
" 'echinoderm_seacucumber_auricularia_larva']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Here are the first five directory names, it may vary for you...\n",
"directory_names[1:6]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### As you can deduce from the above code block , the directories are not arranged in alphabetical Order..."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 121 folders.\n"
]
}
],
"source": [
"# The number of categries we are supposed to classify...\n",
"print(\"There are {} folders.\").format(len(directory_names))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are a total of 30336 training images\n"
]
}
],
"source": [
"# The below will tell you how many files are there in all the folders combined.\n",
"numberofImages = 0\n",
"for folder in directory_names:\n",
" for fileNameDir in os.walk(os.path.join(data_dir+\"train\", folder)):\n",
" for fileName in fileNameDir[2]:\n",
" # Only read in the images\n",
" if fileName[-4:] != \".jpg\":\n",
" continue\n",
" numberofImages += 1\n",
"\n",
"# You should see There are a total of 30336 training images upon running this bit of code.\n",
"print(\"There are a total of {} training images\").format(numberofImages)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Next, let us visualize some of the images from the training set..."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/copepod_calanoid_large/102545.jpg\n"
]
},
{
"data": {
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7GzMzM31hTZ5lyQ+xtWJnZ2extLTU0zikYnzjxg1cv34dN2/e7Arz2toaNjc3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\ntIU2jE0xDwCf+cxnsLq6imvXrjXaeZyTig5S3nERZR0NUdb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"text/plain": [
"<matplotlib.figure.Figure at 0x7f608c447610>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/ctenophore_lobate/143717.jpg\n"
]
},
{
"data": {
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oadJI1KgjGE2nUwCQmhIAqdc0m02cnp6KvA7VwSeTCTwej4BDLBbD5uYmer2e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\nkdrttjKZzExot2+C597BYKCdnR3t7+9rOBzO+JuwxFj7jJH7b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MGPNqCQBYJ6OUDEWikC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\nPpJ87pN9JmzCsiXgEGO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"text/plain": [
"<matplotlib.figure.Figure at 0x7f6066aeebd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/hydromedusae_typeD/134968.jpg\n"
]
},
{
"data": {
"image/png": 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IpVKOcysUCm7perZSXnQf1JPitp9SbaC1ZfPgJtnBBwFWal/WUyqMk9L3bJio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\nK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"text/plain": [
"<matplotlib.figure.Figure at 0x7f6066989e90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/hydromedusae_sideview_big/52837.jpg\n"
]
},
{
"data": {
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IET3vt0gSPiGDvLDQtFDPOJNSGOPe3NzM5JyTrPSG05PPsB1j7VrDrra5xre1cw7tcW10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\nmwijaa92zEp6PfYkbUIlPPdniDFG+GVEIvwMmIXQk77Dh1+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"text/plain": [
"<matplotlib.figure.Figure at 0x7f60663ba490>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/invertebrate_larvae_other_A/76795.jpg\n"
]
},
{
"data": {
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PVydpSulKRJKXakGd2Gtra1e+YynLy4Jpo42S/q2dj42cuFNgmc7akN8xWxst\nDImS/DUPguyHQxD+CqNpWG3EoDlyvBBKDslU0rey+sJ04p2dnSmJpZSwtbVV1P2NrKyu5rg8Pz+/\n8ro8Xqs2b5+VtI38NCST21TJX9clwi/JKCallJzbmj+Hn0lT52tlsPyi+Yi4Q2UHbS0ddQ2e07UG\nT6sv+UEC14Mg/BWEWndAOVJDLT8vQyKTPjAbo9/Hwtf6sE7MIYE7OzvF2H2rv0kdTP5K9toB6Cv4\ncs4zUgyAKxY+OzeV8EtrbVPtPJXsjfCV7Llj0PbwRlulxau/dny21Cx86/Q8g6L2W6gZILUInKFI\nv69fIfAMQfgrhtIfrvRjV3LSdAk6e5NJrS/ZK4xgjOwtDJC1ap6cxZY1694W0ll7QTYvTPD2Vilg\nVsNmi50jlGyf7fes8pqFz2RvWUGt/iqz1XwqHDdfeibWXvz87d7V2Wtto34Uk8K4TA9Nenkf0g+S\nXh0E4a8w1Lr3nI1q4Zcse3Yqejr+PDDCN8ve9PyTk5OpQ/fw8PBK3nYmWwa/MPvk5OTKjFzuvLR9\n1MI3mHOVQye5s1RJjNvOs/At+sdGGUb8Kumo/KOjq5I/RUd51la2bW3JM2mt3TiP/RAaftPvkNF0\nTJD/9SIIf0HgH35beFKObZese9bwOX+NkpdH+Eq0fWFkYmRvZZ+enmJ/f38mAsj2qxbOixEXk/zm\n5uaVyVrAM2teI3WYEAFM5ZZSh6mJ5WoLdxIsLfEEtNKi/gQm8DYWPvtAAExfd2jEb9E4PDLqmr9e\nHchcjzakb2UEVg9B+AtCX128y3kaAcOhiCwBqNOUnYfs0OOcKxqfrdu6NlJh0rJwRS+yRbNR6qQh\nbkcewfAsWoaOWtiCtpw2FhJpiyUtK70KsGTlM9Fr7ngN6+T6eM+O4Vn1dqyXi559HOzbYF1fY+z5\nGjXdfdlo6yCu/T9W4T5WHUH4Kwov4sGDlyCM/+RsDbLlzVaxERyTliYg05BK7QiUSLhulgPfRhgW\nRVIahVgH4qV94BBH4Jk2z9kgNTLIooCY6G3b3ipVctCWnLYlZ2mJXI1YNaKGn4MH1unVYa0pE3S2\ntOf05d8D/86856i/Q92/SHTtiILs26ET4aeU/iGAHwHw5wEcAvg8gA/knP9vOe7DAH4cwJsB/FsA\nP5lz/sogNb6BaEPchrZEb9+zc5LPU8u4RJac78aLe9f4d54F68kESiBMTExelhffI1tgNs0ASzRm\nsds2W/69l7oxAAAgAElEQVSqlfOcBJ3ZaqTflN65RPjaKfKinaF2gHwugCsT3pRg2SHr5cJhK98r\nyyN+fm5N8mPfkYBnBCzq/FUZqaw6ulr47wLwTwH89tNz/ycAv5JSelvO+RAAUkofAPA+AO8B8HUA\n/wjAZ54eczJUxW8KPF2+DZG3saqYDDm3vUk6Ru5s7RtZmmVs0g5HeKh+bvIMR714M0GVGJiomOwn\nk0lVK1fnJW/bfVn9WeYpRcF4hG+kX5KVmgifZZbStu7TzJXeM/V+Lyzf6CsJvZw47M/gNvT8A/pb\nUqPB++21IV9v3zyE3MVoCpTRifBzzj/In1NKfxvA/wvgHoDfeLr7/QA+knP+pafHvAfAawB+GMAv\nzlnfG4W+Di+g/Q9bLW4m+7Ozsyvx10yWSlBKKJ6T0TqWUv30HjkhGmdu9Byk7JT1whpZF/d8CioN\n2bblsPEWmxVcmijlOXN5ApQuKvFoXv6LiwtMJpNpvZWYvd+OtZ1F3nAu+9JIiJ9Zk6Sj1+Pvuvqi\nascPYYUH8c+HeTX8NwPIAP4EAFJKbwHwAoDP2gE559dTSl8A8E6MiPC9P+/Qw06WVdhhajKGWnwc\nXeJhMplge3t7ZkKQkoh9biIOlnSY7L1JSKW1N0EJeBaDrp1RySIvWfhM+N5S6pTYsayWr1nj3qKh\npDx3oAa18Le3t7G7u4utra2ZNi+NijziZ61/EVr5vHJOm/KD9LujN+Gny9b+OIDfyDn//tPdL+Cy\nA3hNDn/t6Xejg1o89kPVHyzva2tVsZWr1/BePGIkxtYeb1sWSyYmjvNWS9IIpDbcNwtX20PnDehi\nOWesPTiktBTjrgRt2zULn+9X26QWqll61mtra8XJYkbuKvF45TBYGjMLf29vbyYEVkdDVk6J7Pm3\nViPPLqRa+t0GOa8O5rHwPwngLwD4ywPV5VaipoXqPs9q7DqktvOZUIwodLKThkIyueqLS9gpyFar\nhv/pYvXRz6onq/at2jSHlBqYnHUeAnceHI6pqYmV8HntafccbaTPyu5Lw0dZatN79qSg0kxjDrtk\nB7p1NPyb0fbk63hyWGAc6EX4KaV/BuAHAbwr5/wf6atXASQAz2PWyn8ewJdqZT548AB3796d2Xf/\n/n3cv3+/TxVXHov8o6l+bq8RNOvOi45hmcKs25OTSx/72dnZlRhv1ahrESveZ+54mPyVADkXDn9v\nJMfn8/3ou3ZLLx7hEY+uvRm42kF6HRyXU3KW8n1q56wTzjhFgjeJytPwtd21/XV02GRYzPN7bXNu\nH3/BGPHw4UM8fPhwZt/jx49bn9+Z8J+S/Q8B+J6c8x/ydznnr6WUXgXwbgC/9/T4NwF4B4BP1Mp9\n+eWX8eKLL3atzsqCf8CehLMI8B+GJ+dYnhsjSZZSjEAsVJOtVFubL6BE7mqNew5L3Qbqudy5bI/s\nWbrgsljaKU224oWjgnSilDcS4o5TfShWP2/iFS+ePFYifS8njv6OuBytW4n0PTlw3t/ovKTdVc4c\nIzwj+NGjR7h3716r87vG4X8SwH0ALwHYTyk9//Srxznno6fbHwfwwZTSV3AZlvkRAN8E8Kku17pt\nWCbZ2/XYUWr7NjY2ZvR9DdtkwuKJUiWC85yUpayWbLGnlGZ0Z7XiOdSU9zEZs6ShZG8+ALXwPcJX\nYlYr39PJdTSjI46+Fj6/sITDLy1Fglr4tmay9yQdJXyuh7VhG/mxLfqS/7xyZqCOrhb+T+DSKftv\nZP/fAfDzAJBz/mhKaRfAz+AyiufXAfxAHmEMfulHPzT5lxzD7BRUUjF9nv/wJYcuE7GtefEclGyV\nsgato54mScdgZGXEy7N/1SpXSUdlHE7oVrLwuR08py7PtuVRiHZgWqb+DnSUxITvWfglScfayK5T\nkthY6y/9jrQTmAdePfucO1RHNHZ0jcNv9abjnPOHAHyoR31uHea1mvjP1wZ2HBMmyzulZFrsqOQI\nFZ4MVaq7kpMlOtPslhqlUrKAVY82orfcPBsbG9P0EFx/jfxhwvdknYODgyt+BM/S94ibfQv22UZH\n2lGU7lGll5KVb2kTmPC5HJaJdJRUknPsOK4TW/mLJtWuI4DQ+IdB5NJZApr+REP9kJVQzAo2sjci\n9xx2SsrsuD05OXEnYdm2SQ9G8jaxijVv1a+tM/KIRzVxlks8K5eteyN9lXQ84rcoHY/sa4u2gdWZ\nRxtN5+u9eoTvJUZrkjxKozCVgLznqB1HX9LXTsSuO+/vPCz7+RGEf4PR9AdiK9mOZdlA5Rpz8Hox\n8dYReMSn+r2ROU+wsmOtI9EZu7xWEvIsbyV4TYngZbj0fAZtiZnbtFQ/rRenfrD2Lc07MN8KyzBG\nvlyWJaLz2tB79jVJp0TMpc6iDdocq9KRt11bAv0RhL8EMEEMYTW1AV+HHXoApta+HWfWpU288iYc\n1UjSC/kD/Nw9Vi6PPnStbcZrb8KVEr2XC8dL19DUpp41rs+wRvo8mkopTV/f6M0E9mLs7Tp6T0b6\navHzc2dZTLdr8I73iNZrG2/Nx3rykXdOqaNqU/9AHUH4C8a8w1g9v1Ze7c9gmjmAmUgZk1fsrU0l\nq7mkZdcWntlrTk4OBS2tvfvwCN8Lm/SInu9HncRDyGl2r6zhc0ZNbueSdc+ErwTr3ZeNpEqkqTJO\nSdbRbfUraEdRajfvGnyONzIs1dFGQ+wUD6IfBkH4S0YXK98bcut2qSz9I7NGazCSPT8/x2QycUMQ\nPRlESb80kYsTnqnVaH4FzSDpER7fj5WnZK8To0qWvxcGWpNwmp6P18lxNk2+jxLhTyYTnJycuBY1\nt6+NBvhNViWSrf3Gap0B+xPUsvZGXUzcpVFB2/kIXIb5a+w4HqEG+iMIf0XhEXzNutLPSu5M+vbZ\npvt7YZhd1uwgteuoE1ixtrY245A0n8JkMpn+sT1i8uScknXvSTpK9trmbbR77xzPytecO7XcQToa\n4LKV7FUW8zTuEkFz+5fItjTBzrPSmbi9UYEaCZ4DX2UkvpbVNch+GAThLxAl8miy8tuQvZXBBM5Q\nS4+vyfJO6U+s12J9WrctzNHqY0RXGxkY4VuMOV+3RGRWfonwS6Svs2SbJkXVrP2S3MQ+ES+bZs7Z\n9ZMYeXtkb3W1c0x2Y83fI2wm2ppl7en1pVnS2oGUytNFyZ4Xr4OwazLZWyhun1FYYBZB+DcYXsfR\nJPG07Wi87zyy5+gdjYU3q0xJ3z7bn9lkJfujswSkVqsmMVOruWbht7Hy59WKa0TryT/apl4nVqqT\nR97Wdl67d7XIeQSo5K2Er74Y7hyU6LVeJuHwKI47G/t9sFzGz2reZzYmBOEvECUZoIYmSUHlGtW7\nm0YP84CvzZE/nKSNLV2LBlJ/gP1pvZdwe/H1fG8mH5mExJ81S6Z2AEr6GpbqWeW21tGAWqV8rsbU\n6+zZ2msKvUVTVvCs25J+7tVbCbppXbo/73ehcwk0Z5LX8XAbM9R44PuxCW7qXwjJpx2C8BeMLqRf\nsjiZZBZJ6G3A1zarT+P6TRqwWbbeAqDotAVwxfK1bSV6j/SN+DW0VKUdJkC7Hx1VNDkcPS2cyY+J\nm9MktCV97RR5XZN0gLIcWJN0PEOCn7kaF7ZPyd46KT5WO83SM2bCtzkcVoaFo+oSaIcg/CWgifSb\nOoSaVs/HLAt6LSM2+84+G+F74ZGmaXtOQrPqPZnDI3qbSetZ+RpBpKMNqzMTn9VHCYjXnn9ByyhZ\n92rpd1m4A6j5OvQZ8W/M66g0EkfP0d+fN8rk+7a6eh2EwTMEeCRghoH9FkzLt4XrFKTfDkH4S0Lt\nDzjP+R7RN3UOXaD1VGvPLHz7bM5YlVJ0u2YlA8+sP3XEtrXuS6SvFj7fi+rGbH2yPs56s51bIvxa\nfvt5lzaEr7+BWidl9+bJL9w58pqdq9rRbW5uVkcJPAqzsjiUlzsAnW3M19WRWqCMIPwbijY/7nn/\nBCWyV+vO1hZbz5Z5yYnK2nypM7M/vpcQrUT6dkxbDV/rz6RlRMPEWCK+Wjmc6pgTzHUleD2nifC9\nDkk/qwzEz463+Vz1JdU6OtX/eVlfX5++ZMfamp97zs8c+1aOZ9mHdd8eQfg3AG3JvbR/aMvHIzkm\nSbtuzrn4gnK23vh4tibZsrMXmnSVdEpWPkef2D3wfeikHyV+rz28cmoWvpdC2nPUKtlzfvwmwi+N\nokqdg3XSRrT6nLTj0CgdTfPMdVQnMBsQ1rFbmazzc9tap8CTBruOlseMIPyBUSPXeWWcPljEMNcb\nnvN2LbqFj/WcoRyfrTNVtUwv3M8L/fOur/D0apV8SnKJN8rRCB0lcu/NYLxoLLwX414ifM8Zq9Es\nJcL3onTss+fPsPDN0r150TRW5sbGxozMZp+9KB517rZ5poGrCMJfEkqEV0JXom4qbyjU5Bdbs3VW\nittWK5G/MxIxS1FJoUQmHoHZNTxZQTsUteRVx1Yr17ueEp+3eEnSanVv80xK5F4icK/z0raxhX0e\nnsav0UgcMloK6eRRgT3jzc1NAJg67j1fgtdugfYIwl8SPEIu7RvqGvP+GdRi98ozgvasdbXK9DyW\nBLSj8ELvvFmgHonpNXhbLVa+Ry86xLMma5Z06XWPTRZwiYA9cOeqx3sjgRrpl9qJJZNSx20Lj2qY\n8Ntci8NX7bOmwuCl1NEH2iEIf0koWd9D/1gX8eOvlalSiA75eYjepAMblPDZylfSb7JWuf41y9zq\nq51crU08gq2RvWnaHtG3vRdtd88qL0lAHknqdXjm68XFxYwT3pPq7Fx9Xk2dMZ/H5XBorhe26UlZ\ngfYIwl8SPGv+NoCtc7XovRmtfJ63DcAle3amdpVzbO1ZsQarv5fh0ztfydXWSvbzSDoeQZaegVrx\nHvEzCZfahrV67cCtnXhtqHUspWeztvZs4p6RP2v55mjnOpfKD7RDEP6ScBvJHiinCC45T4F2Tl+P\n7NXy95y7NYLnbVv4uXhx9jVnpzpYddKR57D16l+TPdqiRPbe2muT0jPlz96zb2pf7354P2v9/Nsx\nol9bW5uJ09f7DHRDEP6SUBqSNx0/b0fRhzgMba7N9fQiODR3ip7nEYMRPpOoDfHbWMclMqtZm+w/\nMBgJGbF4MgwTvkf2JQtfLfASSbYhf+2E1M9R8nnoc2Do81LZzUPtnNraG2mdnp4Wn1FY+P0RhD8w\n+hB0nx9smz9gn/rM42vwhv16Hmu2XG7NIqyNGrSOZjWyBKTyDJdZujcldV1qFrTGz29tbWF7e/tK\nLh3eVqc0MPuKSO9ZeCMrW1s53FHa/q7QkVkby91be2V6own2/dj5rN1bkj0d3QWaEYR/A1Ej1OtE\nqS5MDDVL38B/YiaApjTHanVPJpMpcfDowaz2Joua5RwumwmoifSZ8Le3t6dEzzNuLQWBdkiaAqLk\nIGe5Sx3bXmQTQ8ssfee1kS7aTrXfBD9bb1TI+61M1vpL/ohAHUH4S4Bn0Q5Z9qr+2LVenjVYO49J\nrfYSEz6PCff8/PLVjdxGXKZJNkxWtW3P6m9D9kb4Ozs7M+kVON0CEzzfb8lhqv4SlXBqi1dOyRnL\nn7UDLLWFPYva8weupnEohYAaydt11XG/qr//VUQQ/oLRRwvtUt4QWGSH1FWTZuvbPne18Fn3VwvW\nyipFftSiQPgzE46SbUnSMcI3eYfX+iIXThZmdfeI3yz6knbvLcDVtM9eW/G2Z8HzYqko2Anr/Q70\nWbOT1u7Xi5Di58H3Ehp+NwThLxDen0a3rxOlyIuh61aymEsEw39itgL1/bRK9iXCV2uYX6xRk2es\nXF3zOSUL35KmbW5uTuUcI33v88nJCY6Ojqb3bKTPESq2ZgezyTjqBC6RvRGzJ6XoiEl/H3oNvg4/\nB5Zi2kg6mmSPOzFvBOF1zIF2CMJfELw/zqJIv2tZTaOEIetW0neZ8HWtWrYnc5RI34jh4uJimqPf\nyuHJW56Fz6RYc242WfjmP7CXnrCF7y3b29s4Pj4G8IzsAUwJv2Tdm2xVcior0VvnoG3KmjlfQ7c9\nf4CVze1vUlkNKtfxCIfz3vMzYqs+onT6IQh/wWgj6dg+Xrcpa4j69DmvTV35WM+SZgeqWq8lDZ8l\nHdV4gVni1s6DOwx7a5LJDhrVwySm987yRklCUQtfCX93d/fK2sj49PR0Smo555mRiOegLMksOn/B\nRgMc4upp6Hy/aqiURg06b8H2tfk963M5PT2dlsf+AO60PIkt0A5B+AuG/uBLP86S02wR9Zn3Ol5d\nldh5H5/HWrEXlXFxcYGjoyMcHh7i6Ohomu5Y31DFkThmSXNaXyM+DWtk8rARQIm49V75frlj4G0O\ntywlevMscL4Hvs+mJGw6aio5lLkebOGXImN0rR2xjgb0O54ly9/z78GO4Q7FXpWp7Vfr9ALtEYS/\nIDDRs0W8qGuVrt2mfk3ldQE76/SeTVaxa6vVbsvx8TEODw+nOe41f75q9ZubmzOx5zxLU4f+5mC0\n88zR6MkiSvZM+kr0XBdNhdxGarFzOf58bW1tmn9HZ+kygatkpqMp3VZC523P8reFCbfk6FWJRtuf\nF5WS7Nlo+6pWH6TfH0H4C4SSvn7XFl2t8bbHKxnPUy8mA5Vs+Fi27vnFJLx9fHyMo6OjKeHbd2rh\nm5VuJMlEr+TC0SSnp6fY3NycWpc1p7K3ALhC1rbN1n3NwlcN3Is7N6tfLXWVxrz6a4enHRnLZSqd\naUdsspI+e3se2mGsr69PpSmvHjwK5N8PW/Olji1Ifz4E4S8YbSUdxTySSxsL3zunbXm1kYFHlDz8\nN3LQ1xbqmt9gpZE5noXfRHJGHJZ3nX0BHomYBeoRozlMPdL3LHwlfU9C0pfAW1k7OzuuRl8j+1on\n4HXEvFjnaiMldiB77cCjBB5dlUYXvK90X6XzVSIMsu+OIPwlYJEk75U9tB+gVp43MmBSMSlAdWMj\nE349ob6mUCM3uB5M+HbNmjVpurCnV5fusyR7GOGXJJ2ahu/p6qxR2yjERiD6akUl89q+0sL3quRv\nI6CTk5Mrvy2W40yS01GX1qXkR+BOko/V1Mq61t9aoBuC8FcEQ5G97h+C/NnCrxEkX5c1cE82ODs7\nm3kn7dHR0VTGMYLnyTglC9+u5Vm/LDFZfVWaKck22kEp8TdJOjWnrafjW5nWKbF+7lm1bYm9SQLR\nZ3h8fHyl/TzLXnX+kuXt+Sv4no3o7TmxM710Tx6iE2iHIPwbitoPfBkWfpPEw1agkreSPS9HR0dT\nvV6tcNZ+2SrkVx+adszEwm+w0jp7DkyP5HW/50TlDJlspXJ7cGfj+Ri8DqmGJsL3jq/B6wi149HR\nW80g4HvhOmjaCLX6u9TZrhWk34wg/BVBF9296YfdR8PvCv2Tl0iSZ1DyYnIOSzisqfNQvmR1qyU8\nmUxmZmvyttVT11wOx6NrrD93DIA/qmCSt+Otc9NO4eTkZCrbcPii185Nz2Eosuf70pnKRtL8chJu\nM4MSvhdZxH4LfQeunaej1DbtEGhGEP4KQfXV0vdN0PNr5D/PH0X1XE+G0QgcJX3+Tq15j7xqFrj3\nSjxbrB08EtdOwtZeB2Hrko5uxMVtcnJyMv1uc3Nz2sHZvTc5j0vP0Duu9Jy6PFP1jwDP3oSlSey4\nY1RYO2lkka3Vsa0joi6kHxZ+OwThryCG/OGWpJfSH6sP7I/Pyb/Y8VoifbWo2QFYckiWnKglq987\nVv0J7CDm+HEPTcTKpGWhp+xLMKcut4+RJp9bCkM0NHUQfZ8pE75dw6SzUhs3GRQlH4sXxRSkvlgE\n4Y8EbJ0acQ5B+mzNctQNT5pSQtWJVLp4JGGE4Eks+rm21n1eJ2XXtPvzHKGeJs8EyaMH4Fmis+Pj\nY2xtbV3pAM2a1miUNvJMk2O26/Pkzs7aXnPw8HZTedpps1ynDm2G97sM0p8PQfi3GDVJQkl/HrCl\nbFkfbaasZz3rJColVCMEL8JDCbZEvLrtOV/NArfOSeO9PYKyfbUIHu4EmfjX1tawtbU147cw3wX7\nRPiZcLRTCR7594Xeb2l05LW7d23tKGuLZ+EH6Q+LIPxbBCYNg0eCTPZDkL9a+EdHRzg4OMDh4eEV\nrd62zaHnTURSHZmjX0r3VCMdlm9Ukjg5OZlJgcAWemkiUErJdfKqA1OjW8zCt46QrXzu7Gp+jHn9\nO02wjrZmLHjrUj2aPnvXV3jPNki/H4LwbxGaLMF5yy5Z1yyL6MISjobiNWm/tmYLUL/T43XbrsMk\nz2svRt++M/LzSJ9Jnr9XqYotf6/js22933mJvUkLb3t+qT5Ddjxtfg+BYRCEf8tRst676r41xyhP\nmNKoE50g5c2OVbnErsfXZAL2NP4mglOit5wvNjrhfTz71ZvMpZ2P59Bka1/1by9SiZ8DSymrAK8e\ntU6pb9lemW18GIH2CMK/RuiPveu5bYbHNcmmyzWZGDWxFqcx9sIrOVTR4ru9uur1SqTPGj9Hedh5\nXAbX3SxwtcbtPjRqRDskJn5vohTr9RxqCuBKZ+ARPpfLssqqYijS1zKHOCbgIwj/mlAaIrextJvO\nKVlKpQ6mzR+IyUxlCZsxy+9itWuZJexFYJScr3pN08y1PM5fY1P1PX3fImSU7I1UNVqG33jljUA8\nbd3a0fwCVgeeA6BzA7j9NO2CTnrqgnl8MUNdaxGdVRD9/AjCvwbU/gy1P13pPD3HI/ZSuW3/RCyL\nGElptEnJwtcoDOt8vKgZb5IUOz45fNFma1r+Gq/j4Hob0fM2d2Jq4XP9PUnH+2wWPdfb9ls9PElH\nHdhtHdKlZ9VnxNj3XK+ceRDEvjgE4V8zuv6Z+Rw+j/+oXbTQLtfkmbMWfnl8fOzOVGULXx2eqp1z\n+gOdpl/6nFKaRu/YawTte+0s+FpK+haaOZlMruThseuoRV+K3mHt3e6LncIq6XBHyeGnbSY01dCX\n7Pnzskl33utFJ9EOQfjXCJUvatZ4W+u+duw8UEmHM1xq9AtPyFGt3axok1LYYcmWPBM214E7ErPw\n7Z2xtRm4nnVvi5G9vj7Q2rYUMeRlgGTHLM/YVV8EW/g2B8Dy1Gg0U+1Zl55Vl9HAvGWsAm5afa8L\nQfgDY1GaZhsH2TxDedv2JhOZLs2zaDUiB8DMbNim98Va+SqN2L168fmWi6aUb95gHQcTtkbW2GdL\nCFbKbsntyuVxWVw/lne4HO0sOWEYd1B2Pr+6UX8D8zjfFaXfVRfnqY44u/7WhyDqIPt2CMK/geA/\nVc26r/0JSs5NzXWjWjM7GjX80nNqek5Pkz68423xJl1tbGxga2sLW1tbU9LnLIul++S20nqUyN4k\nJm5H7ZBKZXshphyLbznnAUzbWAnfMn8q4etz1U5gmcRXIvY+pN/1Wt7vPki/GUH4Nwg1ojfw97VO\nwYtoYYlBnbIcislLzrlojWtkjtZBLXu+T06fy1a96fUWmWMzZEv3pw5kW9s59jo/JnwvRwzXUePk\n2crnUYuBy+M3SVkHe3JyMu0AWabiN15p/b3n2pfw1FLvUk5thNCG9JuudVskp1VBEP4NQ+mPVNN7\nS38OjWqxVL6sz5tjVtPg8nlsLetLQJR4ee3p48DVkEuz6re2tqadgC1m4TfdnzeKAFC08Nni9trf\n/BBcd7XwuQ6aZoHJnuUvu+ft7e2phV8j/FKH2Qd9zquR+ryErHKjlh2k3x1B+DcQnnZqUAu/NhLw\nIllOT0+nyc8ODg6miyfd8LYStFngXv50i4f3CMsrb3t7G9vb29jZ2bniKC2NJHQUw2UzMXNIpLWZ\njgy4zW1bv+eJWB7pc8gpkz1r/2bZ7+zszIS4loi+9tu46WDDQvfxbztIvxuC8G8w1NrXP0npj6Fk\nb+TFTsWDgwO88cYb2N/fxxtvvAEAM7o6E699Z5KLEbRFv7AfwK7vWff8mcszEtzd3b2SUkFTK+io\nRWUKDadssvA9eJKO1dkkLs/CNwK3ZGncMayvr0+jjXZ3d6c+Eo528tqL5anbQoAlQ0Z/y7fhXpeN\nIPyBwT/GRaFE9Lxds/SVEDlc0Aj/8PAQ+/v7ePLkCV5//XWklK5o6UZURqJs4e/s7Exf9GEzSe3a\npksriRk8SccIv6Zjl2Qd/l6jhdoSvm57Gj7PAvba29pYZTHgUlqye+R3CZTaismey2tDgLVRXx+0\n0eGVqNvAa6cg+/kQhL8AtP1B9+0YSnqmbvMkJDuPZRVdTk5OpimNAWAymUzj29fW1qZkz85UkyE2\nNzdnwgytDHP6ejNzTa7Y2Ni4YtVvb29PNXsu12sD+65kdQOYIXVPRuJOxu6PRz/aObJTlzu7tbU1\n7O3tTb9nJ6w3SY3TI5v1bz6U/f39abvqopJaTeaZFzpKmqeMoTqVIPt+6ET4KaWfAPCTAL796a5/\nB+DDOedfpmM+DODHAbwZwL8F8JM5568MUttbgEU6n7gsttq9TI5N75gFLq3O7e3tKVky2TMxqgOV\n5QuP7DWkk8vPOc8QvveC61Jberq6tYsn/9h3/L1JVvaCcWsvK58TrnH9raMyv4Vd38h+d3d36gDX\nhTto0/ZthGV14XbmNlPCXyQR9vmdzjPS9aRI28/rQHt0tfC/AeADAP4fAAnA3wbwqZTSd+Scv5xS\n+gCA9wF4D4CvA/hHAD6TUnpbzvlksFrfUJR+/CUpossP2vtzaOqCErnzm5dUZjBt2UiNZ6NyNI5Z\nyEz4KSWX7C0MsZSeQEMxaxa+jmC4PZgAmezbWvhWJkcW2cvNdQ6CEfPm5iaAWct+d3cXh4eHVxzh\n5gvg1yAa4ZuFb+1vqSN41LJM6/66oKNX3q/7As3oRPg55/9Ddn0wpfSTAP5LAF8G8H4AH8k5/xIA\npJTeA+A1AD8M4Bfnr+7NRN8/jRKYB+8PoY5C78UkTMC2znn2LVQaDaOpB2xb62eSTs65SPg55ymZ\nc8y9TrTSWHt1xpacsyW92yNHzVRpHQ5LYACujJiYgDmiiC17i7g5OTnBwcEBXn/9dUwmkynZm8/E\nypjrlYcAABorSURBVDdJ5/DwcHrfOt/BrHwerSzDwrf2XjbJ1n77gW7oreGnlNYA/HUAuwA+n1J6\nC4AXAHzWjsk5v55S+gKAd2KkhF8je/3B1o6t6ahq/doxXnZLcwh62ymlqTVpJGafNTKHt72sl3Zt\n1uyZ+AFMLVWNtzei05GDOpu5Y+P79mSOkvTBnYHO7rURkran95IXJnybJasjrDfeeGN6b0z2OjIy\nC587OfN1mOwFzEpWQ6DmJ1kmmnxbQfT90ZnwU0p/EcBvAtgG8ATAj+Sc/yCl9E4AGZcWPeM1XHYE\no0PXH23TD53LbHJiqYVvenFJRz46OpqZKWp69Pb2Nvb29mascY104Rz53sjCs/JTSjN6tJHl7u7u\nlclUOnpQmcX2qUbP2nxTu3uSDid34/vSVAjqbPY6JQDTsNKcn6VY2N/fn9aPCZ/3cRttbW25k9aG\nwHXLN4wg9cWgj4X/7wG8HcBdAH8NwM+nlP7KoLUaMdqQvkG1a157hMszZzUZmr3MW6NLjIRNhvAW\n07SBq6MK9hXwBCyONDGStTh0i2e3e6ndp0es1o5cx1p7G6Ey4ZvT1iZmqW+ERxUstVi4qjeKWF9f\nn7b7wcEB9vf3p5FI1lFx+1m9rV1K7xrwfhdtfkOe0TAU6S+q84iOYD50Jvyc8xmArz79+KWU0nfj\nUrv/KC4duc9j1sp/HsCXmsp98OAB7t69O7Pv/v37uH//ftcqrgxKf6AhLbLSTFbPircsl2aZmoVt\nxL6xsYG9vT3cuXMHOzs7blikyhwArsg1GnoJPItYYefvzs4Otre3p6MJtc7VCc3yC+esMRLsGrXC\n5XHHw7ls9MUo3oSvWnik5y/QSWXWyamzWl/I4vkg5iHWpnPbdgCrNDK47Xj48CEePnw4s+/x48et\nzx8iDn8NwFbO+WsppVcBvBvA7wFASulNAN4B4BNNhbz88st48cUXB6jOaqGkr89bJoAr0knJKcvb\nJrtwRIzVbzKZYGdnZ7qYHs0as8oppkV7i0WfsBVsMLnIOhUOv2SyVychk71ZsnYcE3DNqtfnoHLO\n5ubmlVcQeqTPZK9k3CQd6SxiDXvlUFftaBblnPUIvs3vd8iRQaAOzwh+9OgR7t271+r8rnH4Pw3g\nXwH4QwDPAfhRAN8D4PufHvJxXEbufAWXYZkfAfBNAJ/qcp3bBo+45inLoE4+tuRZV+dtk1O8hWUV\nTlbGEov3InMleQ7z1EgfdozahK02Fj6DyZ6XthOR1AJXh63loTey1/DTmmVfuqY6eNlRbZE9Xshr\nk4U/JEqk3XS9IPubg64W/n8K4OcA/GcAHuPSkv/+nPPnACDn/NGU0i6An8HlxKtfB/ADOWLwF/In\nNa3eCN/ivA8PD92ZtCx9cOigka5O8GEr06JSuJNRovc6FwAz19PraDy/tVVTB2nHaEhmEwF7n9XC\nt3Y6OTkpvmxFRxNtnahq4VtSONP4NRrKk5IWRfhhqd9+dI3D//EWx3wIwId61ifQAd5EHUt45kWy\nmBRiTkLT7i2HS2kav0XvmIZvli+PJrzJXRbXb52MWfWWZ0ejfdTCB/yoJJV8GCXSrVn7GoNvZR4f\nH1+xtD0Nv4vPQDsXs/CN8LVNlPTbXKcvVp3sw2E7PyKXzjWji1WlP3idqGPJzp48eeKen3OeaudM\n+Hfu3MFzzz2Hra2tK5EltpRmgx4dHc0Qvr6U3AhU0wwY4fM1POvV+6zW/zw+EnXaclneaKQN6Xv1\nMpQ0fPtOF0/DHxti5DEcgvAXgDY/0C4REF7oYc75yrtlS2934jVLNabTWzpjm13KC7+aT9+EZVa+\nN/vUiJAlG5Z0LAVBGxlE26zWKfQlhhrReiTfZG2XorO0g7F2se9L9eii4feNDOtrQfdp8z4dc2B+\nBOEvAPOEsvF+I1zV4o3gbcKUhUlubm5ib29vJm5cpZD19XXs7e1hd3e3GnbphXnqW7BMxzcS4jQL\ndq3d3V03xFPrtmh40pB+73WsOgLxdHwuo/ZqRN7njQqY5GsWfpNzOBAoIQj/mtH0B+VJVBrnznr5\n2traVINnaQaYJZ319fWZsEtNa8yhnjp5S2P6LcyzpDmbfMQvRNFZtIuEJ/W0iZbyJnKp1V2KideO\npWnEpYSvo4ouUTpB9oEmBOGvOMzqZs3cFp6MZBZ+U3TK2tralXfEqoXPBM/rUl57s+492cYWfu2h\n6tDLcEB6k7j0e5XMuH4lC9++9zqJ0r2V/CSejOONKNpKSIGAIgh/RWF/YM2Rrul1+Q1UvF2COU95\nVilPrDLJSDsYs+Y13v7s7GzmBSabm5vT0YPN3tXQy2VZ+NyOJf2fj7HtkqzTxsLXd9CWrunJOp52\nXwoHrbVfk3wVGC+C8FccGmtvoZdPnjzB5ubmNCGXWfimmZdgxKxOSbXwTbO3zsUmUnH4pa05B7zF\nlu/t7U1fOu45Pvu2RZfjlMhrBGzHlCx1JXsNI21j4Ze0+5KfoM/EK++eAwFDEP4KwSO0Uujl48eP\np+GVW1tbU2t/d3cXd+/erZKjpx+rhm8djCX5srw47MzlVMgm65iFf+fOncZ30C4DbSx8Ps62+1j4\n1hbcoTXdr2fde7JOW6dtFwz1LEJiujkIwl8RaBikLRpy6VmCnsO06TretdgxqzNpLa6eRwj2pzYJ\nx3R6nTm7KigRnCen6MtedAGujr54zoG38IvJre3UQeu9QpLf/OXNVehKrsvodGNksZoIwl8R6ItD\nbFsTnvFsVQt3NGcohzzWYNINh11eXFzM5Ms3wudUwCUi4zBPq0ufSJIhLU615ksjDO1AObTUkqZ5\nqRUATOUve5cAgGk6ZZ01u7a2Nh2p8cQ060A9gtftEunb/ZbuPRAwBOGvANji1hmr+sJvlk0026Rn\n/Xlg5yw7X80x7BG+kaL3GkIvzFN1epVMDIsiphrpK9iy51GUpinmmbYAptFT1u7WQZdy4tjxnNde\nJ2BpXiMvVXKTD6QUoRUIBOGvCHjSU+nl4mzhA5iGVqqF36RVc6w9h1tq3nx+uxNLRhzWadf3Ml/y\nNb31oq1RtXx5P29bZ8b7TILRtApGuOzgBjDNrmnSjpf10mYs83sCShY+t6nKdaWw2zYhoYFxIwh/\nRWASjpGsvi2KCR+Yjaf3LPxaaJ6+lcqkHH3PLVv4RnScD8cse+/F4yWduRY5MwT5K/G1sfCNdJn8\nLy4uZshe9XzgmYVvo6Xj4+MZ4tYlpTQzkxmYzcVvozd+vy8nmWuKcgqCDzQhCH8FYJKOEQdPcDKy\nZ0lHk29pYq8mMOEb2ZuUoymPWcO361qGzTt37kxTOXgzUb375LWhDVF5Fmzt2LYwgrf2te2c8xXC\n9zR8jqKyjqM0+cwL4bROmjsGJX0vnDPIPdAHQfgLQBtyUouWHbZGuJaYjKNI+A/P5FDS8EuzSrlj\nYcLndA2cBRN4NmnLfAh7e3t405veNL0fD96M1z4Tg3gU0AfeSELDLvV67K/QEElOFscOdwuPZanL\n2lHDOXlEoSMDlszmwdAjqMDNRhD+AtCGlLoQl8bNG2l4nYBBQy45zPPw8HAmCZr3vluzaC2DpuXM\nZ0exSRtdSaQv6cwT213yI5SgRGwvEbcOWBPM2TqldMW3odFL3qIhrW0d8F3vOzBuBOGvODyy9xYl\n/FLo5enpKQ4PD6+QvmnRpfK3t7enhF/KidP2Xpr2rQqM8I242XnuZS+1kVDJqc1+Al10/sJQhB8I\nMILwrxltLC9PAvDInknfpAbNqqk5cniilTkqNWqE38w0D+Hbvaiko+tVgfkjzMK30c/6+rorfdlL\nYpTwbakRPkf1sJ9gGSGsgfEgCP+GoIucA8zG2mumS826afsBTIncSI5J3vMZGNpIJHZcm8iZZaCp\nzmzhM9lPJpMrobO2DcC17psI30ul0MYfU7un6CACiiD8G4AS2ZesfOCZpGOEr7nseVatLevr6zN5\ncSz8cm9vb0Zu0IigPv6ItvsXhbYjK4ufV7LnsFnbNp9GGwvfyq9JdZ6jtW0+oNKx4bgdN4Lwbwia\niKGk4XPEj+n2mjPH1kZubOHv7e3hueeem8aRc6fThzhWgWzadlAm6TDZm1av7WYzbHPOnSQdAMXP\nXN95HN2r0OaB1UAQ/gqiRAQeNBmaTuAyC5/fQcsyhCbzYnLjVMelRGhDWPdtyhuKtLrE8ltbcNoF\na+fSS0qU8EuSDl+jTR2DuANDIAh/RaAWvJEIkwLHfXNst74oY319fcaC11w8dj12SJ6dnWEymeC5\n556bSYTWlHmz6bu2JDVv2CA7g+dFkxOZNXfLkMl10Alb3mhI/Rie9h56fGBoBOGvCJjwmcSNrHnh\nczQzo611tiynZrA1jwguLi6wsbExzXyp76BVlMi1D+l6idW6EtwQZF+7phK0tSHX1yx8L9lZ02jN\n67CGIPnoKAKMIPwVgqYnMGvcS5vMGSw9TV/PAWY7CA/20nHLfMmTqxiec7AvPLK37S5k1dfCb7qG\nF13kZde0zwCujLi8dMbetT3L3kOpUyxFQgUChiD8FYEn6ehsWU6fbDHfGsFTsyK9joE/c/IuW5py\n7Lchpy7avcoj80pC81jNWgfe5lnG6+vrOD8/n1r8nFuIo5m8a9f2tSV+PS/IPlBCEP6KgMlayd4k\nGU1rzOfq2ktmpnIRh1nqNu/TiBFvuw1KBO5N/x/CSh1K5vHqwiOpnPNUIrNzSp1wF1L2QirbHhsI\neAjCXyGohW9kz05bjqs3gjEwIXDiL9OVrVx9uYZa8zoCWBS8zkPlir7EP2TuGE86sfLtOel121rz\nXetRG8kE6QeaEIQ/MPrKH56kAzwjeXXM6qQnr2zWljnfOqdWVvmmzX2sOvpq+W1nC+t2Uz3aSC+l\n8vp2XDf5+QUWhyD8JaGNxqzOPwAzVjofwxKCZ2F6L8TW/DgaQcL1KIGJcV6S9MqqSR9NFm4fWJlD\njgiarjcE+kYzBcaNIPxrhEf2Fj7J1qERIZO9dQKlSTqqw+t26aUpXQmk7fFtOpE2pM8YYtLXMoi+\nbwSRYlmdUuD2Igh/RcCEzvt4m8ne3oRVgs4A9WaGathgF/IeaoZtySnaVJea87hrWYuCjmD0uyEQ\n2n2gC4LwVwil6A6L3LGJWBZbX9LtgashmFamvo6Qv+taV8B/L60e06asvsTIIyHP0RtkGAg8QxD+\nNaFklZqcoxN69HV6bazaUudR2t8HfcINa+W0gTpDPdJfFXijoVUINw2ME0H4KwQj3trsU91uivho\nspiXTZCl0UBXqI9Dy25bj3nQtoxltfEqdniB1UIQ/gqApQj+rNu1c3m7759+aMuxVI++ztgh67ds\nJ2pTVM1Qk8QCgRoWN6smUIX35+wqr3SNC78NKPktusS2XyeGJvZVvMfA6iIs/CWhpOWWCGCV/sir\nIluUyL4mb7Utb5H113r3lV6WEfUTuN0Iwl8S2hB73xmii0JXyWJRdVnUDFjdt4j6D50KYRFO4MB4\nEIS/JLRx8K3SH9ezSkvwwiEXUY8hiL9WxrKdnvOQfiDQB0H4S8JNDaVrU+9SDPyQ1+4ifXW18q+T\nQCOyJrBMBOEvCfqnnsfaX3Tn0af865B0hpBybP9NJd2bWu/A9SAIf2AMRcZDxKjPe+686ROGaotF\n69Zdy2rbQbS9/1p5TR3/qvl9AquNCMscOYw05skYuYwwQY7A6Ruh0jRnoQuJDz3KumnZOgM3E2Hh\njxR99fEa+oRDls5tc0yXa3roY9kvEjdZWgrcDAThLwFNsyybzithiBm1arEuMhdOU4TMkNeqnTuU\nPLSqBD3vswzcXgThLxi1/Ddtz2s6Zh7CKkkUQ8s0pRFFHzlmXvQp66ZEWWk7eyOn6AjGi9DwVxCL\nJBcv6VhfR+081+fPNf9Bl1QTtwFDO+tvSkcVWA6C8BeIZSQBm7c8rwNogjo8503axnVpM8Hruq19\nxrI6SHWud5kYFwgYgvAXiD6hdkNep815Gv3SJgJGRwZdIldqdW1rzd9mchs6vHVMo6NAM0LDXzDa\npFSY55w+kTSm45b03EXIKLXEX9eJLu286I7mNvsWAquBsPCXgFoMedM58x7Ttl62XiQZzxvmed3k\ntsj26VJum3kTY/N9BNohLPwlYZlJspqs0Zq1vehJVIuwlJedF6dtR7SIutykBHyB1UMQ/i1EVy1d\npZ1Fk0YbnbrvJK7bHHbYN8Q3EDCEpHMLUXLAtjl+yNmsXc5TB3IbXLfEs2iU2mGZYbSB24Ww8AdG\nmz/pEOUt6/x50bU9FiUjlbBMwlzmyOm6n3tgNREW/pIQf8DhsSptOnSOny7XW5U2CNwMzEX4KaV/\nkFK6SCl9TPZ/OKX0Rymlg5TSr6aU3jpfNW8+Yui9GLSZN3Ad9Vj0NVR+C+IPtEFvwk8pfReA9wL4\nXdn/AQDve/rddwPYB/CZlNLmHPUMBKoT2ZYZhnid9Vj2aCJwu9CL8FNKdwD8AoAfB/D/ydfvB/CR\nnPMv5Zz/LwDvAfCfA/jheSoauF0IkuqPJid7IFBCXwv/EwD+Zc75c7wzpfQWAC8A+Kztyzm/DuAL\nAN7Zt5KBwKJw3aOCQGCZ6Bylk1L6mwC+A8B3Ol+/ACADeE32v/b0u8BTlCYgLWMK/7wYsu7LOmce\naDqKZeMm/CYCNwOdCD+l9KcBfBzA9+WcT4esyIMHD3D37t2Zfffv38f9+/eHvMy1oYv2uorWYFvn\naNfY+2Wc07bMLtdd9shgFX8TgeXj4cOHePjw4cy+x48ftz4/dXzT0A8B+N8AnAOwX+A6Lq36cwB/\nHsBXAHxHzvn36Lx/A+BLOecHTpkvAnjllVdewYsvvti6LoFAIBAAHj16hHv37gHAvZzzo9qxXTX8\nXwPwl3Ap6bz96fLbuHTgvj3n/FUArwJ4t52QUnoTgHcA+HzHawUCgUBgQHSSdHLO+wB+n/ellPYB\nfCvn/OWnuz4O4IMppa8A+DqAjwD4JoBPzV3bQCAQCPTGEKkVZjShnPNHU0q7AH4GwJsB/DqAH8g5\nnwxwrUAgEAj0xNyEn3P+XmffhwB8aN6yA4FAIDAcIpdOIBAIjARB+IFAIDASBOEHAoHASBCEHwgE\nAiNBEH4gEAiMBEH4gUAgMBIE4QcCgcBIEIQfCAQCI0EQfiAQCIwEQfiBQCAwEgThBwKBwEgQhB8I\nBAIjQRB+IBAIjARB+IFAIDASBOEHAoHASBCEHwgEAiNBEH4gEAiMBEH4gUAgMBIE4QcCgcBIEIQf\nCAQCI0EQfiAQCIwEQfiBQCAwEgThBwKBwEgQhB8IBAIjQRB+IBAIjAQrSfgPHz687iqsDKItniHa\nYhbRHs8QbdEOQfgrjmiLZ4i2mEW0xzNEW7TDShJ+IBAIBIZHEH4gEAiMBEH4gUAgMBJsXHcFAGwD\nwJe//OXpjsePH+PRo0fXVqFVQrTFM0RbzCLa4xnG3BbEndtNx6ac82Jr01SBlP4WgH9+rZUIBAKB\nm48fzTn/i9oBq0D4fwrAXwXwdQBH11qZQCAQuHnYBvDtAD6Tc/5W7cBrJ/xAIBAILAfhtA0EAoGR\nIAg/EAgERoIg/EAgEBgJgvADgUBgJFgpwk8p/b2U0tdSSocppd9KKX3XdddpGUgpvSul9OmU0n9I\nKV2klF5yjvlwSumPUkoHKaVfTSm99TrqumiklP5hSumLKaXXU0qvpZT+95TSn3WOu/XtkVL6iZTS\n76aUHj9dPp9S+m/lmFvfDh5SSv/g6X/lY7J/lO3RFitD+CmlvwHgHwP4HwH8FwB+F8BnUkrfdq0V\nWw72APwOgJ8CcCVsKqX0AQDvA/BeAN8NYB+XbbO5zEouCe8C8E8BvAPA9wGYAPiVlNKOHTCi9vgG\ngA8AeBHAPQCfA/CplNLbgFG1wwyeGoLvxSVH8P5Rtkcn5JxXYgHwWwD+Z/qcAHwTwN+/7rotuR0u\nALwk+/4IwAP6/CYAhwD++nXXdwnt8W1P2+S/ivbIAPAtAH9nrO0A4A6APwDwvQD+NYCPxe+i/bIS\nFn5KaYJLC+azti9fPrFfA/DO66rXKiCl9BYAL2C2bV4H8AWMo23ejMtRz58A422PlNJaSulvAtgF\n8PmxtgOATwD4lznnz/HOEbdHJ6xCLh3g0opbB/Ca7H8NwJ9bfnVWCi/gkvC8tnlh+dVZHlJKCcDH\nAfxGzvn3n+4eVXuklP4igN/E5WzKJwB+JOf8Bymld2JE7QAATzu87wDwnc7Xo/pd9MWqEH4g4OGT\nAP4CgL983RW5Rvx7AG8HcBfAXwPw8ymlv3K9VVo+Ukp/Gped//flnE+vuz43FSsh6QD4YwDnAJ6X\n/c8DeHX51VkpvIpLf8ao2ial9M8A/CCA/zrn/B/pq1G1R875LOf81Zzzl3LO/wMuHZXvx8jaAZeS\n738C4FFK6TSldArgewC8P6V0gktLfkzt0QsrQfhPe+xXALzb9j0dzr8bwOevq16rgJzz13D5g+W2\neRMuo1huZds8JfsfAvDf5Jz/kL8bY3sI1gBsjbAdfg3AX8KlpPP2p8tvA/gFAG/POX8V42qPXlgl\nSedjAH42pfQKgC8CeIBLB9XPXmelloGU0h6At+LSQgGAP5NSejuAP8k5fwOXQ9kPppS+gsusoh/B\nZQTTp66hugtFSumTAO4DeAnAfkrJLLbHOWfLpjqK9kgp/TSAfwXgDwE8B+BHcWnVfv/TQ0bRDgCQ\nc94H8Pu8L6W0D+BbOWdLCD+a9uiN6w4T4gWXcehfx2Uo1W8C+M7rrtOS7vt7cBl6eC7L/0rHfAiX\nYWcHAD4D4K3XXe8FtYXXDucA3iPH3fr2APC/APjq0//DqwB+BcD3jq0dKu3zOVBY5tjbo80S6ZED\ngUBgJFgJDT8QCAQCi0cQfiAQCIwEQfiBQCAwEgThBwKBwEgQhB8IBAIjQRB+IBAIjARB+IFAIDAS\nBOEHAoHASBCEHwgEAiNBEH4gEAiMBEH4gUAgMBIE4QcCgcBI8P8D6uULNIch1n8AAAAASUVORK5C\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f6064a960d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# A very important thing to note is that upon running this block of code, you will find that the sizes of each image\n",
"# is varying.\n",
"for i in xrange(5):\n",
" example_file = glob.glob(os.path.join(data_dir+\"train\", directory_names[i],'*.jpg'))[8]\n",
" im = imread(example_file)\n",
" plt.imshow(im, cmap=cm.gray)\n",
" print(example_file)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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