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Resizing and making sure data has indeed resized as we wanted...
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### After defining the resizing function above, we can apply it to our entire dataset that includes the training data, validation data and test data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# We traverse through all the directories and images and resize the trainng data\n",
"for folder in directory_names:\n",
" os.chdir(data_dir+'train/'+folder)\n",
" g = glob.glob('*.jpg')\n",
" for image_path in g:\n",
" resize_save_image(image_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Through the power of visualization, we can make sure that we have successfully resized the training images into squares."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/copepod_calanoid_large/122348.jpg\n"
]
},
{
"data": {
"image/png": 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mWoFWcWY0PNpQjMnQkjeQjo+g89bXKFN93FarlXm92oinXvHW1ha2trayjiEaDWsDnUau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\nxnbsBB+5qyD7rA0b5WqkG8u3tkJrz5c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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69ba91c10>"
]
},
"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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maYqEUq1Wsbe3h/l8jmKxKD3U0+k0Wq2WjNljgzCPx7MwWo/fBY+X81jpwqHP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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe689091750>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/hydromedusae_typeD/76034.jpg\n"
]
},
{
"data": {
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nbbgbY4/5WQeTcGJ2jgaMiDh62zLJmeSu94aEe+/ePQAYG4ShBHzv3r02yiWa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\nVIVynyhMTvsMNBaYkR3qs/owdb8WHofhZqwklpaWwonnGT4XxZ9HkwP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AM+7+rbArq7zu\nvubudXf/6O63CA+qZsksZ3QCGAY+mFnTzJrAFDBrZn8Jd4G5ZV7n7r+B9urypfVvXxTheFV9D0y3\nP4v/yk4Di6naVQV3/0LotGL2PYTZBQOZPRbgS8BZd18u7ssxb4chYEemOV8BxwnDEbW4vQOeADV3\nr5Nf5nVxdflR4Gup/Zv6CWThyeJVYAWYAY4SFgv9AQynblsJ2XYTTthxwkyBG/Hvg3H/zZj1IuEk\nfwp8BranbvsWss4BvwhT1UYK287CMVnkBe7EnIeAMeAusAacyynnJt9B5+yIbDID94DJ2L+ngJeE\nu/19ZWZNHrQj9HXCe4VXCQ87JlK3qaRcU7H4tjq2R4VjbhOmvKwAz4HR1O3eYtZuOVvATMdxA58X\neAjU4/naAF60C3BOOTf5DhaKRTinzMA8YZrsKrBMWGn+cNlZ9T5hEZGE+mJMWETkf6UiLCKSkIqw\niEhCKsIiIgmpCIuIJKQiLCKSkIqwiEhCKsIiIgmpCIuIJKQiLCKSkIqwiEhC/wAA/r2XRVlFLAAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe688fd6a50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/hydromedusae_sideview_big/115841.jpg\n"
]
},
{
"data": {
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27NkzfPDBBwCAN954A7VaDW+88YafcNP8DHQRs+BkX8zr65uUiu12G8fHxzg7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\nD/LBFDVik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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe688999e50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/train/invertebrate_larvae_other_A/30379.jpg\n"
]
},
{
"data": {
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bnVaFVzQ66lDTUaJ1T9g7TH0wjBIwK0od/KLlErVMnIgjCyZ37/YhUtZ+jztK\ngmTdyLiS8Izo82cj5ZD7rOTr3hf/0/SUQDQ9b8ZTlUURBB5ultKrgQd6Hv7wes997vw1/5GnHHW2\nHR8f4/DwsNOsp8osEbBXVE4wSkQ5Eu5TwblruLGx0RlVyDLUmd18ljeffN6Hfet5syVBu0IjIJSE\nVQHra49yrYKoYnWiU9vFr6+XRx/8/mU6fh19rduuG/kSlYRngCvAIR6bP/RRsy4a4RR9V7WmaXvs\nLmNXfaSZd9rwBvf4U22+55qskRr1eXKVIPQ17t5pRfuDBHxyctI5x6hprATMvET5cEXFbWnd+Dnq\neZZIOKUUdj5Gtop2mmkoWUTAJHh6uzp6MBpW7ZXcxsZGS8LR5PF6PTxmumRR6H3aByfZSFH3+cj+\n/zoScSXhBcD9Mf8vIg9doljUkhrTdInI/2XY1PPnz9t5Fp49e9aq09yizVp9kPqUjxKuL95cnkwm\nbaWgQ5eVgHUC+mhYrqsketXRZOl6PaJzKTWRc2VfUonRgJfcOfD8dHQhrSAnxiEkzPNXEtYy4aAO\n7XBlxR6FI7oN4CIkh6h8+8ptHUm2D5WErxiuZqP/cwrM4R6hrnW4MBe+Bp7DZTXiwW0OV8MkYx63\n9BDxO0mYoVMaTuUTk19cXIRN6Jx94MeL7Ah+dgL2jsRciySqAKOmsZ5zrmL160MSzsFbNFFTPLKH\n+N3fqtE0zdQrlFguGmHBtZe7f9a13iMlO2EMolalp7uuqCR8RVDV4AQb2RE50nHVwc6qIQuVMAnY\nZzTzvEYPOY8dkbB7e1GT119q6ec4RF16eeo6OgfNh5KwEpyXqZJgTgFGx9O8++hBJ+EcqTrcctLj\n0erw0X460o77a5krgerESVzrwBUlYLenfE7mqA+hr9xKCrokWNYVlYQXgNJN40pKbzL3U/uUX9O8\nmvfBIx28E8j/Z0hUKZ+5paQYXQkpCTNMypvEel6lteYrVx5R/qNOqKgjUz8rgboFoHaRX1dNMxcS\nqCTspOjpRXaL4uLioh3c4efM/Xk89Xl1O76zTtecPMnLz0ML1bLyVlSpvBTvN5LtQyXhBcJvrqgp\nG6lA/h55b+4bKgkzlIvxvtFgC598Jzqe59mboxHxRkTsCpRKOPIZvQxyxDq23DX/Sh5RyyQiYB1x\nx3OiPxtdJ4+wiCZEUhL2YckeNheR8JBWkypgjzXWMkop4eDgoH1x6OnpKQ4ODsIZ7EjCSrzamUd4\nBy5/c2uczx8uAAAgAElEQVRnlmv7fkAl4TnQ17TiNtFnIrIr/H8+XP6QcY5fWg4+oiyKsY2OUbIj\nnHQ1TxFpuqfMzr2cytf0+NnzFhF35N8C3YpAP+t55ML7qGL9ujqheN6iSjKaoU6RU4t+vSLrKtc6\n8Apa1bHuf3JygoODg05FHZFwrqOVUR1e2QHoTPnp8BZg6X54P5F0JeEZkFO2ffuUbrrc76rS6Afr\nvLNOwromoTi5eqdVtETk5apc865kocfyzhs9L493jXr+o2M7OUVK2M85erAjJawErSQbXUtXeX5O\nej46L0YU4hVVRH7+OirSKyVvJXmnqlZaGrfMPOZiiqO5KpSEuZB8m+bF4JzS/d4nTBzR87FOJF1J\neIGY52aJVKZHO7j61XkI+GBQvTAtVabu6+ln+rf+wAHoqHDteNI4WOZR1RHTjdT8yclJO9+uLk+e\nPGnn4NVz1OgOdjyyfHVRctDyZ57dniHha7l7eFYUKZBb/P/oOpdIP1LpXnacH8OtKx/+HFWgfj7c\nJrKNNjY2OuGF+uaQ/f39KTKP4sE1PNCfCV9Hz4Pvs44YRcIppf8AwJ8C8AcAHAP4FQCfbprm/7Tt\nPgvgBwG8BuCXAXyiaZqvLSTHK4JIIUU3zpimlffS+2TfqoD9DQ18ePngUMVGMbrRgIooooGdL04a\nOuSWFQPtjyg6wgeRcLTcs2fP2thlxjHzu5JwNOw3N81mTvG6VaADJ1R1R9c5ItiIjId43/xcal1E\n2zF/2rph/vQceX00xlrTUhLW46h61cXvH5KwjwC8uLhoQ944sxvTjtLVvPtnLy+/HuuGsUr4ewH8\nlwD+xst9/xMA/1NK6YNN0xwDQErp0wA+CeDjAL4O4EcAfOnlNtOvPbjB0AfAm5K5bSP4w6bWg77b\nTX1f74BTIiABb25udgZCcMnFgEZzPPDBVxIF0BI/ZxA7PDxs57pVVc2BAU6AHERC9fvkyZP2pZ06\nEbpXNvrwe/7VdvDyjsLGIhWs1ytSwmOW0nXWax1tpypW85hSmiJit0LcStL7UstMy4ak7cQYDbbZ\n29vrhEKq5aLx0KUyLD0XXmHptuvoF48i4aZp/qR+Tyn9AID/D8ADAL/08udPAfhc0zQ/93KbjwN4\nF8BHAfzMnPldaXizDxhnR3gvvc79oIMuophgJ08S4f7+/tQSqRGStseEOnkp0bGi4KAQKjDOpMaJ\nxqPl8PCwVcAk4ffee689T30TRaSC1frQCIbc6LgofIwVSkTCLJOS1TDEjvCKuk/96nGdgJ2QNF2f\nwlOVrpaF78dy0QEtuo+3opSEfSIhJWC/j/xeKz0HvtbKZN0IGJjfE34NQAPgmwCQUvpOAB8A8Avc\noGmapymlLwP4ENachIH+YZl9+ylZUO1yYptnz55NvemYn5VESYJ7e3u4devW1JLLa9Sk5gNKAtYJ\nf+hbc1DI+fl559il2GWqYFoQ7733Ht57771wUp8oDlqVMM87soe8XF0F5zCWgHNWBfMR5Yd5djIe\nQsJ+z+Typ8fX+1DJmwQeVRKREo7etq2qnvciBQF/i/Lh5xOdX277dcHMJJxelMoXAPxS0zS/+fLn\nD+AFKb9rm7/78r8bjSE3Tg5RE4trb6qzs0vfqaaq0D1aPqhKSu7LaqcKjx01df1hbpqm0/MNvGi+\n+oQxPmIrimfWuObnz5+3FgQ9YNoPHmanD3yp0ohsAz1XfaBzqiwiUU3D74VoboghxBnly7ePttPr\n5naEnluuyb+xsdF5BRTTY2siR8KsYBmiVioXDw1Uv52/l56bqMwqCcf4cQD/DIB/fhEZeeutt3Dv\n3r3Obw8fPsTDhw8Xkfy1YYji1Z5uqkl/t9vZ2VnnPWX+IsuIVHJKKCKcKB/quWlHF/dlE5dWB3vJ\n9U0OHAILvHqFEpW82gycVIgErIpXLQftBGQ++BB7x6LHBzsx+3XwMuHnqOPKO031c85rHkLGWgEO\nvaeifOh9kPtMQlRrienlSDgSCNw+R/jaIuB94PeRlm9UEfap5lXCo0eP8OjRo85vT548Gbz/TCSc\nUvqvAPxJAN/bNM3/K399A0AC8Ca6avhNAF8ppfn222/j/v37s2RnJeE3J+G+r3bA6UKfVZvnbAZG\nJDuUiAl9kJWEVSFpE9WJOfIGU0rtZDAAWktF7RR9DbxOr+mTDPnUj5o/diJGER46OZHnOVJtORLW\n/6gytXNS19Fn7/QbiqGqT9VwrkLJ2SW8VpqO3hMuEKh+1UePWht+vKgiZz9DlN8Iq07AQCwWHz9+\njAcPHgzafzQJvyTgfxnAH2+a5u/rf03T/FZK6RsAPgzgN15ufxfA9wD4sbHHummIbpioSeudRD4E\nOXqdO5Wi9n6P6bVXaDNXK4XIitDzUPWi7znjQ8VedoY78T/aD/R+nzx50qpfPz9tDTgJA92QtNxA\nk+jcIzIstRa8DDwCQDuiokEVURxwhKGKOLqPciSm56BRI9qJSUXLz54XDYnzRUnV7RG9Nqp4ScC0\nyPqeFU1/3TE2TvjHATwE8BEAhymlN1/+9aRpmpOXn78A4IdTSl/DixC1zwH4HQBfXEiOVxRDbxgl\nYT7Q7KzSN/QeHR1NDUM+OTlB0zTtAIjSGxH6FEREGlEzM1o4kspVqg/NZYQHlTBJ+Jvf/Gb2xaI+\nAESHErOcuUQDUTQ6QvdxMsy1FJzstKyYL12i2F6ee2QXRNuWoJVIlC+uo+utLRmPllDV7hVVHwnr\nOedI2K0gjdjxbYeUwU1QxLNirBL+c3jR8fbX7fd/A8BfAICmaT6fUjoA8BN4ET3xiwC+r1mDGOGh\ntXJUo2saSsJUflTC+iYMJScumqarwyivObJ171I7eqJmLI/DB5tNVO63ubnZiRnloiTMmGCSsHdE\nRvHEPEYU1xyNABz6UOt5+mfglQXhTXOP9lBC0XRcITv8+uTy6a2R6Lrm9s91gnmlwHXkCWurTe8Z\ntzM0RNArR50AiK0HXif9nCuDdcfYOOH+O/zFdp8B8JkZ8nOjEKkTPiiRsuJ2TsK5RVWmDkd20iEx\nsonJCd01xvjZs2fttIW5TqyIfPVhU3Xn8wdsbm52HlKfblNVrnqC9HdTevG2D466c2KLQsBKERGO\n6PyUTPwaaVNbzz1a9DorCattUFLcPGaOUN0aie4//54j/lx+dJ8Sseu2StDR/euj6rzid/Gg91r0\neV0Juc4dMQO8OeiIbhr3z1TxDSVhpuPNb5Kwz6mwubnZeYMCP+vCEXVOckru/nBqRxTQDcwHXk08\nT4VPEo462rgfLRbvOfemq651WsiIhJ1geMzovHQ7b27nyNeb8zli5X9RHiPCc/Xr95B65Lp97pyi\n71ELoO9+9vRYBpy72Ak4F+nilZfbKSUCXkciriQ8EqUbPXejRHYEH2B/IaSSMrdXYiT5OAl7iBT9\nWZ0Hgutbt27h9u3buH37NoBXIWeuFDVsyYknChtjRaFKWON9aVcoCUeqN6qwIjUcKeHoOuhDHTXn\no+8ehhY1y90fLV33iIRd8ekyNK0osqFkVXilEJVT6ZiEl0mkgKNIFx0couo+Uvul/KwTKgnPCL/B\nh9bYQ5WwDsuNSMftBO6jzX+OdvPt7927hzfeeKP1dnUosx8TeEVIuRFS3I77OQnrvLVKXKpmVdV6\nOXHbHBFHJK6foyY3EUU2ROTYZ0c4nHS1PKP7qNT8d9ItWRlug0TblMrKP0d5YXp6H6eUOveyWhF6\nT3s0Tu450nyvK/kSlYRHIlIa/nCVbhp9qHNeGheNeXXlG9kGOo8D37YRqQm+Sn5rawsHBwcdovO0\nVRlqxaHQfHDbSAm7HcHz0lF3LCM9HvMWkXBExiUi9vLQDjQNtdPr1WdH+PX1Mimp9ejecO82t/h+\neh5jSDiXbklIeCsFQOgJ5+wI7t/XkbruBAxUEh6FkloZsm+pCec3KptsAFrPNHp7LheSnhKh3/D8\nvLu7i9u3b3cGgfAtzK6wvQOReVRiiUiY50cFrKqZoXXRWxsipcVhtkC3peHWgSpFJ2xt7kYkFtkt\nUWywRzwwTbeo9H+utVLLWVoKbj9EoUb3m54b0/JoDiJndwwRFH12jXvYs5zPOqOS8AiMvWHcb3Q1\nGZFbrvNKJ1GJRorpcVShR5P9qFJl9ETuRY9ORtxfw4+cGHmuOsw1pdR6zwcHB60V4hPERJaEpqvp\nR2UdqeSS4lPy6Itaia6Llzu/uw3h5xV50SU/ty+Mi8f0Y+t9G+Ur17qIthuiwnNk6zaad6qWnh9N\nax1RSXhGDFUOTsCugkthPExbA911zl5tyuuxlLz0OKqO1S44OjoqjjTzJnvTvJriUB9SPWclbuZl\na2urnUAIQOeNDVxHShjoDhmOHnwlZrcAIruCpBZVMrkKMupUBDBVNtF9oX65Knj3RplONP2jq+aI\naCOrwe9H/T+yS0oE7MhVGrkyiDqVS/nUykXPb51QSXgGqOLg9xL5epMt1yEXkTBvXJ2jN3oDhh/T\nO82U0Jqm6ZDw4eFheHPrzZ97KGgvuLrUc6UqZ2VBws+9TslbDcyvDrXVY7g/G9k1ESEDmCJfVcJ6\nnZT8WTaqTrWZn1OcpcqN+ykp63WIro1/djVcghMjzyXXanCS93siR8Za5hEBewXu6ep66LndNFQS\nHonoRohuUCDvmUUkrHaEP5yqhBnz6wrSyckVl3qrVMKc4cynt+RnPb+IVJgvJR3uq3aEKmF6wYxh\n9sUJmATIdP2zh+ZRRUYRJL4AmJohLLdo56WXiV5vvwe8zJy4NPyO+/McuK8r7Ch9FwV+b0bo6ziM\nWhF6rnoekRL2e0Y7YnMtL03f78F1JGCgkvBMGHqTexPTibgUS+l2BMl2b2+vQ8ZcR8dwRZqLXjg8\nPGyVnjbxqcqc0PztHUrCSi4avuS+o9orOpjECZgde5ofnoMSvYZAue+YI+WUUhij7baEdpS6qlai\nUBsoau77vcFziNSzWh6lpr5/LhFVVLFGSlj/zyni6P4u5TNSw3ocTzOX53VEJeE5MOYG0YfECVOV\njj4Y0eIPtN60Sox7e3utotrd3cXBwQFu376N09NT7O3t4eDgAAcHB7h16xYODg5aMvWFlYCT8N7e\nXlshaOeclw/z5iPL/GFlmbBC8nLx9Lz8o2NrRabnpBWCE62ruoiASsTDa9PXwTgUfq94iydSn/7d\nl8gKiK4Ht/cwPKpYnqf3WfD+40ILTfdzWyvKu/62rgQMVBKeGWMepGjfnHUQkXCp2ahkowqT8bWM\nRtCmtQ5f5kPCNytHJOSq0q0Efbi8bHLEqeesFoTHFEek1Vf2rtBYNkqG3jGn10KhilERkaorfif/\nXPkOOQ+txPSeiawAJS6PgPD7SI/lpJhT1azIeN39DS56b+3v73eietySUdUfVSg5m2WdUEl4BkQk\nEN2wJXWoxOMkzJmvckrYHx4lFp0uUEOodK2zWmmkRbRt1Ix0S8JJ2M8zWtz2UBKORteNUcFaLhsb\nG1Plq5WYd+5FpF/yQ3WtxBspYR4vl36uac7rq354Tonr/n0dlG59+PnkypTnwWO4ElYCZmtJQytL\nx3A4Aa8jEVcSngND1Exuv7F2RKSEI7XHhwFAq1I9PVVEkcpTRP5q1KniBKLnGjWhfSDJZDLB1tZW\nJ2QvIplccz5HlGpJ6LaER69oReHerh47Ij9tokcVpe5XundylawTZa4sND9qI0WVuNsRuYrOKwRG\n5FA0UAmrClY7QpUw0/MKoCRi1pF8iUrCC0DpRoq2jRSgKk+mk+tcyj3gGgZGYlXbQDvxSmoKQIdQ\nogpB943UnaaplQ3XKaXO+bMjLLIjPD0vx9L1KCmuklLXcqCaJvS8tayHVkaO0j5aVvq7f44UYy40\nLFLyOXXvLRYtDyp+7Th2O0L7DdSOiO43fX7WWfk6KgmPRHSzlm6UPrWYU3X+gHgsrKfh0RR8WNz7\n3d3d7ShRbYrnHuSIhNVjbpr4rRM+SEQXeomqkLe2tjphbTmlmStP/R4R1Zh1rplfIvW+a1yyIfQY\nvm9E3NF20fVzNV+6/6Lzz9kHKhIiAtZ7zu2I3HkOFTLrhkrCc8Bv4Kg5pQ9ARGgkHr0JozCt09PT\nlrR8PmHG6mozWqMoLi8vO1NjltSfP8De0cQ0dG4IrvnyTl97uBy92u3t7U7l4SFfnoecx8mF6fYR\ni5/zkKa45wmYVsA5qJWg6llD7hx6LXOqP9dc9/3UG8+Vix/Xj6PlrB1xrnqVhHUwjr6EILLAhoqT\ndUQl4RlQag4SWquTGKJ4Vf1NQ5CchLkdO9x05jFXsa56GE9L8iz5kJFyitQa0+S7705OTvD8+fNw\ncT+Y56CExIe7VBkMWUpEqqTkCjMi4txD7/6s/haVqX5WK8d9Zs2Lkqh/9u36oFaC/17ah/l2AUES\n9o64PgIeMl+E5ysnbtYJlYRnRPTw8Peoeek3s6titRmchE9PT9ubl0pY3/FGUvOOOz7kJHcSsKvL\nqKkaNfkjJcxRd0dHR1PkSzUckZ+OtOOD7f60k6+XIYnMSVg7wfzaeIVQspeicy9VYNF2npYrYc+f\n30dOxNExc/CKp5T33L3MbbTccyQ8lohzec7lYV2tikrCc2JIE5E3UI6AlWRcCXN6Sv2PBMzmvBKb\nK0dNjw9kLtohUnZOxISTMIn32bNnU0Qc2QCc/Ecfaq/YxqrgqNLw4yoJe6yyX0e1G/zaRt8dEYnn\nlHDOEtFz0HTHqGCvBHNKNGdFsCz0WkUxwTki1lDISAmXKoCxFc9NRCXhGZDz6CLkiNgXVSRKwqoa\n9D8nEU4Dye9qcXjHmD5MzJt6dE5+Tm7Mh5Kwe8G6cB9dez6iEXKRai8RcERq0TWLQgM1b3quTsT+\nf3Ru0T2g/jzT7bNEtGIcUtn7+SqBq/eea+F4WXn+3Y5QIi6pYPeE9V7TyiR3zXJlui6oJDwDIkU0\nRCW5ouAN7NMzkhyUnKk8uc3FxUUbV+vvkOPnlNJUVALjcfUB0RAiV8hOwmxGP336tKN6Dw8P27d5\nsOnLqSujJr8H73uoms7d4O8ni37TxdVuKRaYKJFc3/VXRMotR5glAtLfvJXSlwdPv6+SiPLKtccA\n7+zsYH9/H/v7++2wdw59Pzg46JAx9yvZEFELrE/crBMBA5WEZ0aOZPtuEBKcTsiTC+T3CAeGbnEy\nGSdM7awjgUck5eFEHkKkaUe2xOXlJZ49e9ZZnj9/juPj47ai4NBmTuDuTW59UwgfPCfY0pSf0Sxn\nGlscka8T8JCWzFDkiD0iYiVX/a6fcxWE79N3v/URfZSe5pnXSW0HEq7OP3L79m0cHBxMjZLzqIi+\nyq3Pflg3AgYqCY+G3rR9TcLc/tqxQRL25jKPQZBE9Fi6jiwOAFMKkSSsHh4fmqjJHzVbLy8vp3xf\nKmGS8MbGxpTKV4LZ2NgISdhnmcu9fSRHxD4Sz/3QIeSbU4VDrjPTZ/mX0s/lg2mUSJrpDPGGS036\nHPly8Xs1UsGqhvf396e8YL+fhiDK2zoSMFBJeCbkboa+m8TtCJJUpNBUwSmB5kgl8kkBTBHwZDLp\nPEz7+/s4OzvD7u7ulP+au/EvLy9xeHiIo6OjloAPDw9xcnLSDjemEgbynUPeKeivfXKSzU2C70Qc\nlWNOEc9SkTqiSiYi+5yKzR23z6KYJZ+al5x1oveAknBJCSsJ61Bl7yzOqdtc3taVeBWVhGfErDeH\n2hE5AiZR6KTm/J7zQp04eSM7iU8mE+zv7+PWrVvtZDnn5+fY29ubsh1I5E4Gk8mkDUvjQj+YJLix\nsdF6zZEi9XLk7yXiLdkQPtIuV6lFhFlq9s6igj197uvKNdf0Lql19XmHqGDPg+4fpavX3knYlbAS\ncGRH8PrnylMR5W2o0r/pqCR8Rcg9RN4xV1JNp6ennQeW01OSULW5rvtpHryDymcmIzSG2BfH5eUl\njo+POzOe6Rs0dI6CiAA9NEw/M5+RahpCrFHaJVKLrIccYUSEEOXJz8uPN6+aHUJMQ1prUaXr/Qz0\ng0nAOge1dshFfrDPVTEGTsDVjqgYhNxD5991qLH+rip5d3e3JbnT01Ocnp5id3e38yYOrn1SFrcp\n/DdOsq2DOfgGDFfUOZvDrZXt7e2pd8BFJKnkFPmQfs46ZNtjqnUeCy3HkhouKcnIE/Xr5yFlrnhz\n1z23XbRPiXii31TFls7Dr6lea15HX3vn2507d3D79m3cvn076wX7ZD1ROeTOW6/PupKuo5LwAlB6\nEL02V+LibxEBKxHpwt8ZmsbBHDnfk8dQaIcJSfj8/HwqHlcfXI2+0AgKDV/SOYCjOXqdgJ3cNzc3\ncXx83A6D5uKDWlgR5HxrJdkSIfs+/tnXJbVbItcxSlBtC/9tiDXiZOwVaq5i1cpU55tWAuZCInYf\n2DvjvFXmn7VcIyKOtl1HYq4kPAeiGyvXXPQHgzeqB8CTzDgQgnMzKBFvb2/j9PS0Q06RT0wlHKkg\n7xDjttHDSRKmNxjNnuWvhveQMS+nlFInnI6f1WPWJm0UZ+oDWVT9swKIlLFfu+g65a53ZHsMSSNq\nqej2OcU7xB7K5cHVbu76qvfrL5B13/fu3btTJEwi1uupMe5RGZTKKmfZrCMBA5WEZ4YTS84L9BtH\nVRyjCLa2ttrQMSVREvDOzk772YeA8gHTzik+rDqnRDS3BEHVqtsq2TC/+vYEtSBYcUQvzFSrQMtN\nVbQuubjlEgk5MZJ8WQbRNfJr2EcYuo4iLGbxLCM1Hlk00W855KyHHPlyrRWqxpGTZHNK+NatW21n\nnc+S5mpWr0OOaPU83i+oJDwnIgLu870YQ+oPtpLJ5eUlTk5O2iB5krEGwOsDqXaCHjPy+dy2IFGR\niJum6eRRlbCOhnLl7fMI87OeP6EjBv2Ny/4WBu7vqpfQTsecl+j79NkHShLR9fW4bfXKS+kORU4d\nD/1eImOPJ1cS1qHHJGFVwu4JqxIuWQY5S6qikvBM6HuYSlZE9Lt3FtGrVWLm9u7hkbhcferINV88\nbE2HSfvCuFCNK9b4ZiXAXCxvBLUztBlMAvcZuLyp6x5xbmDJGJR8Vle9Gr5X8l3HHp/7uk8aqW1X\n8q7KmZZfUy1PLtHLX/f29joKWAdm8D5QDzjCED9ez/H9iErCc0DJMecDj7mxIuuCcbb83zvwSJJR\n7Kz7vNw/GgQCoPOQ8rM/lFSs0bwMuTjeSIFqReLroYQ7lHjHqGCmo4SWU9e6feS9j7EponMYYkGo\nSo/uv6icveLzYck6K5p6wCRij4RwAo7sh6qE86gkvCBED+sYEo7219Az78HWzjAO6Ig65iI/MaeE\nnQg56k07avg5ivslEUf5AKYJw5Uj7ZPSZEKR8h1CUrnPJfUbfdZyzCnVXL7U4oiuvR6rRMp958Zt\n3X6gao1sh6iy3dvbm/J/PRrCSTjqG8mpYL3f+yq6dUYl4QUi98DMSsT0ZenJ6rSPTnaubn3QgsIJ\nmEo4ilbwsCX+z3T1wYryMCRETD9HSjjXuVQiPEXUKaf/9RHukOvmlYr+PiSdIZWBfo/IPCJylpXb\nDvpK+mhREo6I2Gfr83yU+kr6WpDvN1QSXiBmId5cGrqmjxspz9wkNaXPkRIGugSYU6SR1+kPW26g\nRpQPz4/bEFEnUtTkd0Te41Al3KdChyjhaL8+aHpjyCk6Vy2jKAzShx/TYnAyjjriNBxNlXCpsvXP\nlYBfoZLwSOQU1RDF0+dFOkpeW5R2pDwioos+AwjVb0lx5sjP8xCRs8/5kFLqhNdp2pF69mPlyien\nwvoQkSw/q0fv20eVwpBjjiGlvnNxAtZr6hPxqM+bU8IeCbG7u1uslDWfuWsUWRFjno91Iu9KwnOg\nz1fs22/RiB5kPowEB3aQTDhPAz1hn//V86znHJGU50f38XRIxBrO5u+r4+Txx8fH7X/8zNhpDuXW\nOSzckhlSdn2+rkYt8POs94CXxzzIqV4dgKG+Lydw0pAzkqu/JUMnah8Tux3lkeummR5ENKRc1ol4\nFZWEF4SSiin5d7Mi8gqjPJAsfJsoTjiKRtD8KoGWrADPl6scVeg+OpDTY/J9dSThk5OTzpBmztrG\nYdw6tWVpuLTmIVeWnnc/h5y6zvncXobz3A9D1a934uoc0rQhSMJ3795t7QiN21bbojSApoRc5Vyy\nbYYo/XVCJeEZED3QQwi4RATRfiVy0P/9Oz/zd23ukUA9vAzAVBPT1Z539mlkA/OheSzBlTBVrSph\nkvDTp0/DIdyqoLlE04OWrkmufHWJRn+VbJchzetS/kr7lPLsMeS5F3L6hDx3797FwcFBZ6Scv33F\nlfBQBex59HVkPUXlM8Tuu6moJDwjIm9ryLbR77nforRzitcJONqH/ysR+40eqZzI19Xh10o6JeWj\n56UkTCV8cnLSmSheSVgnLvIpNH3eCj1GVKYlOEFoeTi0cvIKbUyFOwR9BNxnR3hUhCrhe/futREP\nHpLo8cQaHTOGGJ1wS1ZWqQVTSbiigxyJ9nmhuf2HEETk+fo2pe9KHJGvqcqPtgX3K3mtqrxLD6ce\nn0OdXQm7HfH06dN2O53GM/eSzwhDSDBSaFomUZlqqyOq1Px6j1W/Y/JesiNKnjCVsBMula8PqJl1\nJGCfDaHnq5W+t/hy+91UVBIeiVItDYwLqM/tG91oJWKLHvbSMZ10/burYB+SzBeNRhPCRJPD5Mon\nUsNqMUQv8XS/19MuPeBRuUTEECGye/S/SHmXVFzUatDt/TxyzXISr3a+KdlGb8HQeF+NeoimsvTB\nMmPIr2Q7rBOJzotRJJxS+nMAPgHg97/86f8A8NmmaX5etvksgB8E8BqAXwbwiaZpvraQ3C4ZOVWT\nU0m+raPk+ZZ+G+Kj5QhBlZunFR2XnWc6leb5+fmUauaAAJ8KsfSwaYicTvqjilbVXdSZqA+4/u7l\n5mXk2+T8Saox7eD0dD1fObL3Y7p3HLWgfF9X5ymldo4PX5RwGWYWxfwy+sFHSw7thIsqnRzhDqnw\noqy9XoMAACAASURBVHNfZ9Ieq4R/G8CnAfxfABKAHwDwxZTSdzdN89WU0qcBfBLAxwF8HcCPAPhS\nSumDTdOcLSzXS4Q3lYBXTfvILvB9Z1UDJVXsTeFcZAA/8wHWDrXcw6EkzE4zfe2S7qvvIWuapn2o\nc+fCvFIJ0+fVl3VqXp2MU0qd1zJRoeeQa8WUbBO1T3R7/d9JWJvQueunBBy1gHL3SjRycGtrq6N8\n3XLwSdmVhDUu2IeJcya7XDhZX4sruk+HwFt2pbJcB4wi4aZp/gf76YdTSp8A8EcBfBXApwB8rmma\nnwOAlNLHAbwL4KMAfmb+7K4G/GFWb7VPCUdKdAhKN2JECDkyduXunSz++fLysrUK2Gl2dHQU5pGz\nbvEYVMO5loDaERovrEo4Il9+VgVMMs5ZPlE5DPFaS3YOP+dC4py4ckTMdPpsB20VKGFub29PhZ/t\n7+9PEW9EwqqEhwwNz5WF2zuKWYTHuhFtCTN7wimlDQB/GsABgF9JKX0ngA8A+AVu0zTN05TSlwF8\nCGtCwrmHOXqo/bdI3Qy52fq2iZRwaUizD94oHYNK9ezsDMfHx3j+/DkODw9DhX1wcNCmSVUc5ZVk\nw3ypHeEzr7G5reTL/ZwgSoMzvBxytkHUtC61brzScyXsJOploelHROz7RzPO5YYiqxWhAzPu3Lkz\n9W643d3d0Orwc/Dy0rL1imWs0Mhdu76K4KZjNAmnlP4ggP8NwB6AZwD+VNM0fyel9CEADV4oX8W7\neEHONx5OOnz4vHk6BIu8qTxfERHrWieEj/xOTZMErJELz549C5X2xcVFO0nM/v7+1DSWrlSVhLUT\nTstVlbCfhxKG+7HR+XAfXZfItq+5DSAk4Mie6lOTfh+xvJwUnXxZ3qqCcwScezcc44J5TF2X4OLD\nCXgR9/Y6kq5jFiX8twH8IQD3APwrAP5CSumPzZuRt956C/fu3ev89vDhQzx8+HDepBcGf5hIXmNG\nEBEldaXbRJ9zSkPzxe8kKOaVzXyS3dnZWZt+pOpIugwZOzw8xMnJyRSpkCi9jFzhebPa50WOQs5S\nSm3ExObmZvsWEQ5RjmKDtdxyKthjen1fV3bRtfBjRGn4dfHrGLUqWKZOwv46KH8NUfRSTl1u377d\nmYqS12zI/VhCbn+vWKL9os9aPv551fDo0SM8evSo89uTJ08G7z+ahJumuQDw915+/UpK6Z/DCy/4\n83jRWfcmumr4TQBf6Uv37bffxv3798dmZymIHqZZan73/3Jq1B9ub6Y6uel2rCRcsWroV+k752nQ\nhS8ZjUbYRRVSRMRKwlTOOi+yN+0ZI6yhUiRilhG3LbUMIhKOyj7Kc86+iBShXysfBu5l42k5+XL/\n6F1wGgkRKV8l4Vu3bk3NBeH3XJS3vnsyhyEE3NeKHGtrXDcisfj48WM8ePBg0P6LiBPeALDbNM1v\npZS+AeDDAH4DAFJKdwF8D4AfW8BxVgJ6Q0TRBbPcKH03ut+kEdnqWpvCURr+IlEfBqxr/8xBEmwO\nK0EoASsRR2SWUur4mXt7e505kqlwSaxRnKorSQ1Ri9RviYRLiOym0jXKVZrRfVIiYSdgJWGPCY7e\nBeckTIKmjaHv8nNBECEiySFEXEorZ2doXm6KIp4VY+OEfxTA/wjg7wO4A+DPAPjjAP7Ey02+gBcR\nE1/DixC1zwH4HQBfXFB+lwq9AXxinEXcHK60fCEhqcWQu1GdCPRGPzs7w+XlZRvx8Pz58zb0TEn5\n9PS0MyuZRi2UiCLXq+4VmNoR/nYQP15u+LCXTURqJX/cy06hJJ8j4pyVwP29bHJ2TbR/NCAmNxdE\nZEW4CqYf7ANrhqCkWuch4ujcc/fMumKsEv5HAfwUgO8A8AQvFO+faJrmrwFA0zSfTykdAPgJvBis\n8YsAvq9ZkxhhoByE7r+VkLtxIyL2zijgVSXgzcecteHnQCV8eHjYDg2OrIeoaUz1FL1+KSLLoXYE\nz9HtiOjcnGD9mCUC9vLsU4GeruchWnRfJWJvJfSRsNs+0TwQ3iHnPrBHRUTwPA/BrOQbpVNqPaw7\nxsYJ/+CAbT4D4DMz5udGYEiTzW+qKI2oSRr5cKVj5RQvP0cKUCfJ4TwNh4eHUwTMDjh9gwKJU19v\no/8z/xra5uXhqkcHHeikM/qZnXJDhs46AevgD43oyLUi+irU3LX1fYcq4dxxfGpRvnjVp5mMIiJU\n+epbsre3t8NKYxbS88p1EYjysO5EXOeOmBF9PmG0faRYc0Ssa6reiBycWHTReRl07gdGPGi0A2N0\ntfmvb1zWJrDOtOUzbAEvIi8Y1pYblRe9aNTPwx9Ibu8hbT59pZKvv2xUr0fpuvh2EaLrxc+5N0Xn\niN/LyEeuMTRN1W+OgHUdvZAzOqehRBe1avS/sYQZ7b/upOuoJDwHoqak2wYlf6v0wDvpRupLySpq\ncnO4MSdC9zl7uTgJM02+bdkf/L29vQ4x+DBXjrI7OTlB0zQdEiIpRVEQkbL3c+V56STuUTpKxIyg\n8Ie8pEqjsi7dB34tvVw8OsKvc+T/RjOY6ci4PiWsAzGiV9PnKoLcOXprLXf/DiFSLedShfR+QCXh\nBcGb/kA3lK1PBTEN/92VR6S6lYCUkM7OztphxrrWjjeNjCChMb86JNbfRxZ5m+zkoRJumlcDOJxQ\nnDiVhBVMW/1iD6Xz/SMlzHOKYm9LJKwV3Rh7KbIS1MePrnekfP2lq07CucEZt2/fxt7eXscyisIX\n++5JP0fmex41Xdrn/UK8ikrCC0DUUaRWQqTAIgy5+X0h+URz6zL6QV8TxLl5lcR8mkgeU5UwSfju\n3bu4detW1lcE0JIeydgHGABda6GPiLWcoxF2PsWlVkbcNrJ4coSsx9JjOxG7l6pp5N5SrddM01AF\n7FNK6nedJa2PiHVSnkiJDyHe0v049Pcx6VQSruhFzhNzBaadVLpvX1q61jA43Z4k76Tjc+/yTRXP\nnj3De++9h/feew/f+ta3Oh1VTjZ6LA0hY6/7vXv3cPv27SnCv7i46KSnPuzu7m7nO88rmh/YidjL\n131u9309D1w0MoHperSCx1frcftUcM5OUCLmNYssD5a3dkZ65+TW1lanQ04J2EPU7ty501Z4fcjd\nl333aSmN6Bhj7vX3EyoJj0Dk6SpZRLHDpd58j7mNrAZXXvREfXF1S09WO98Y96vqy/PpoVR8uDnE\nFcDUMbnuG/ygURBapqoANQLCrRYnZ807w+U4yc/W1lan7PwYXHsLRe0PJQher1xFESlhJVHaAZF3\n7fP4ano+Qi4XE8xpKXUAhsMrNkXOFuhbj8FVpLkOqCS8AOjDG82fQAzp7PHtXZXplI86oi1aTk5O\n2oEYJycn7YAIJS73IP03Nns51aGGnnk+ItWvhM40ddpJJ2H3Lj2CwstKfVZWEtG2TsJccuUfEYJ3\nHvpgD13zWEqgTsIa4xzFWTOPOqqQ6tetB76yPiLhyIOO7reK5aCS8AKgyiVSajkijkjFOz38ofcX\nY5aGHNMT9ggIJSP3a70JrAvVpk7Crp17OmrN1aESik++riO3ckrYKyQ/Rl+5RhEHzEPUCRcpZFfB\nJf/aR7ft7e1NkbAOy44Wtho0DbUfIiWsLZbo3LxcKpaPSsILQm4Em64ju8EREbB7v0rCOqmOzu+g\nBMkQNUZAkHxUZWkssKs3VbNN03QImIM6Tk5OOiPXlHx1IAZti0gJ6/Y8f4/40HLS7ZTUXZHnlL9e\nM1e2kT3j23orRb/zfNmxube314kK0bXnmeWiHrEPznAlrIMxIiVcqjAqGS8XlYQXgMgjJqLvkfLK\npekdTbQCSIAMPfNwMyVlVcgMGVPfkg84Z9fSV94AmCJCzYPGHZOEfW4CffccO9NcZXoHVp8nrPuW\nIlD6SFjT57kq+XpkQ7REXrEr4f39/ZaElYB9sIpG10RKWElYR8Zxmz4SZoVViXd1UEl4BIb03vrN\nr8RcajJH8AEHDPniaDQuJGElX76Q099U4TGo2vGjBMwHngMvmGeScBQaxvOPOtvc79RKxisc/Vwi\nXlXAuU6nvvxEHq3aJ1o5RNuy4tFr3TRNWL5Kwh42552aSsAaJshFIyT29/ez8cB+z0XlWbFcVBK+\nAuQUce7m9weB26kHrJ1ttB/cD1ZyVNLVB/ry8rJVZlROHpXgPjbz5KqRak99VI9r3d7ennoB5d7e\nHlJKbT6V2P3tGiyfSJ2yjEhiXEdqNYq/pcftaltJW9U5o0KYpnq6QPdVUVGsL49HCyJ3XN2fkxup\nBaFzQXDIeDQyL/KD3VfPtcQqrg+VhK8AfepD4QH0fCjcfuCiHiw75jRCIno9kHf4qPJlR47Hubpa\ndX+WapG+MRVYNKeETjrDBUDrUTNddhzq8GlguhPObQslYC/ziIS1AzLyePU4Wh6MAGHlwby7b67h\naRoSR+WtVgvTcvvE51rWEYvshOP1c3Wvdo7fh3qPVawGKgnPgVwTuLR9rtNO01Ol5dEQOsOZKuHo\nHW3Aq2atNq+jaIgcAWt+1B4B0BLh1tZWG5sbdfJFkRdMh2Shir9PCWs0hROxlqPCvWnmK+fRe6cc\n88mO0ZwS9pdwKhFreB6Pp0Oq3TrxqIjcu+G2t7enrp/fU35+pf6IiutFJeEZ4Td37maOvE1XPVF6\nJD2PRFAlrJ1vOY9W41VJQLmY4Jwd4QTsHUeqsKPOPW3W8zNJV8lN37bsJOxqU+0IbuO+ak4JawUR\n+fTecqDnSwLW794ZmavkdKpPLVOSshO/R0WoHaFEzOvqeS7dg5V8VwuVhGdApLSiG7uv8y33wHCt\ndgSJ10mYROyjsDgSy8PQGK8akZorP+9UjNJWtedDatX/5fnquetQXlXC3pmoZaVkrvlUAu6zI3Ra\nztx10WOyHDinsVYcbAFwOyVhV8NqDykJa6XCNNyO2N/f70ygpO+JGzo8OSqXiuWjkvAccJLoUxg5\nteJ+Kz+r98swsOPj43DuX/eW+bs2vV2NqT8JoEN8JAM9TxIgB3z4olaEdvjp+UeftRyUaD20zZv2\nUZlGPnakbFX5+zWK8qrer1dgTpiqULkdr5XP8XF+ft4qWVZkOzs7HdWrERHamerXMVeuej94eVQs\nH5WER6KvlznyfRU58ommaFQCJglz/gf20qslEKlb7xjyvPM7FZ1aDUpUGmGh6k0XJ9++eNQc4TkJ\nX1xctGt9wwaADqlsbGy0FYkSjqbtZBzlI3fdVMmqL62VBVWrVnrMJxW/L7x+2prQTjj3gf0FnVoG\nUdkyvzqYppLw6qCS8AyImnMlJRypLVdt3iSnBeGvHKL1oN5e5O+q6nXSiZqlGiHAPPJBJwF7LK0v\nGn3QR8I5wlOC4xBnerHn5+edc1WrwK2TiHAi60Wvh+fHowmiNFJKUxbH/v5+51pElayGHe7s7LTp\ncMY6krB6wPv7+62nnyNhLfOcKPBtKpaLSsJzwonYEZGzb+ck7MONVQmzM0sVmROgqlEl14hw1Uv2\n6SaV0KPzdU9xY2Ojc+y+Cin3P0l/Mpm0ROwkrATqJOzWQVRhuBLWJWrtRFETGh3idoRXtDpCzpUw\nSZRK2DvhVA2r/8x8actEKx8vY3YoViW8WqgkPBJDOzeGkI2mqYrPhwTr4m+qUJvA535g81wHcfhg\nA/ehNdpAj+Gkr8SucclRtEVf+fjvakcwn0ruSvKqBJWENfKA6UZqNvpPr7OWhxOwKnYfWhxVdLkp\nSEmcSsKcE0IHZ/C1UlHFSkR9AyWbomL5qCQ8AmN6k33b0g2vStgnxlFVfHp62okrBaZn69IlpdS+\n7diJVomT5KnqVyMrPLyMissXnqfaHqqulTCid9opwTECg1511BFI4tXjUe1xf53Q3Ss+94z1v1xl\nqxUEw++iwSha6QGYmieC0I49HZTB19NrhxxtC5a1X0ctZ73vIpus2hGrg0rCIzBU1fVFSXAbguTo\nXjBnPuMABvVr2fTXiVu8Q4xE4xYHH3yNNtAeeXYAuQp27zTnNSu5qhL0Vw7pu+1SSm3crjaxvZxd\nifo18Oa4+sP8zrLOEVPpWpF06eFubm62ZKkj2FRFu5fOwSr8fPfuXdy7d69d8zNnR6MPXAlzPVFJ\neEbklMQQBezbqB+sJKyj4VRtevQACVM7xAgld/rKnKBdZ0/zdTScOSIt7ewhyfo8ENGbP3TeCCpY\nzm3BNJRIlfDVqvAKwocuk/Q9JpmKOVKPem5uUbDC2traau0Blpm+2SIaGefRLFS/TsBcaEXweCUM\naaXlOuoqlotKwiMxhFT5W64p6PupOqNizSlhtQ90msMoKsJVJ0kYQEvce3t77cs7dR5hPvjelHd/\nUclMCdTnNvZpNUlo6vMy/I0k6eWmFYJGbujiJEwbQMuco/P8vXRcNF3/7GWsfrxOpqMVoZYNyVcH\nWDgBv/baa7h79+5URIRaDjlE/+t+lXhXD5WEZ0COXKOOupxS1nVOCZO4dCivereqhJ2MIjvi5OQE\nh4eHbefO1tYW9vf3cffuXdy9e7dD5NGotFwZeKcYSV8Hm9DT5ueNjY3OlJk8D40FLinhnIftClhj\nqt1P1RZGqYNR/XEfluy2TmQJadpRupEKvnfv3tRQc0dOxZfu2dx9WbE8VBKeESUbYognzO2UMJyE\no2G8OSUc+bUAOgqbk8Dv7e21hL6/v9+qL9+37xxcFZPk/Hgc6afrra0t3LlzBwDazr+dnZ22DDR6\nQY+hFZB72+rFajSCtiToWbt6V986Slc9d7VxONpNWwyq1IHupPg6xJvq2VUwlXBUIY7pHI6u19B7\ns+L6UEl4BIZaEf6798r7w6+B+9psV+KlEnLLgIrM1dzl5WWn04vz+k4mk/adZOx19+HFufOIPnvE\ng1Yc0Wcul5eXLVGrejw8PGyJm6StLykFXkWERCRJu0FbFlFYVxTdob57FFvtJKvH5D4AOsTv6ppv\nTOakPPv7+3j99dc7HXHsaNWKyPPP+8orgCGdi5WIVwuVhK8AfpPrd/UpuficwN6EJkHp0Fj3bnMx\nqOyU2t/fbzvj2BGkfqPn39f+2Qm/aZrWz/YpKb3JT7LiJPX0lS8uLlryPTo66ry6SfejGlUCVkJU\nAibBc1/tEPTOQbeTcv5q1GHnRO7ze5AsGQd8586ddqEKvn37dvsuOvfENbRNSZgkXSLiiIArEa8O\nKgkvGEM6TnzUlHdckYi9Y4gPsU+Uo0qYnU4kQ/qQDDtrmqZ9+A8ODtpBHZq/iHB98ZhjffWSz28c\nkTG3JyF456GuGU7mdoSPEuT8wCRgtRA8Xjnygvs8Vg/Lc+89qghVCbMj9NatW7h79y5ee+01vP76\n6524YFocfk2ifHl0SomAKxGvLioJXyP04dehuE7A+kJO7fDxt1TohDkkXJLZ0dERJpNJOJyZcxOQ\nhKmE/UF1xauflWBzit7J19PRPOtbQ3SE4MnJSec8SGY6aY6TMCshncdC1bArYT/fCO63qw3ASkWv\nJ9OnhcJ8UwnfvXsXb7zxBr7t276tMzcElTDzm7NEokXzp9czUtCVgFcHlYQXiCGdJpFn6UqY//mo\nOJ8qUQno9PR0itAmkwlu3brVKmHOSaAv88wpYfdOvckdqT5/wahGH0QdYMyvKv4okqJpmnY+Bh1c\nomWgb8o4PT3tVFC0ayL7oM9+UJQ8WJ37mdfCyZMkTCX8+uuv49u//ds7nXS8nrwmXm60p6K8DLk3\nlYj5vZLxclFJ+JrhJJZTwfoGCx+arF6wz6PAZv7JyQkuLy/bSdx3d3dx+/Zt3L17tzMZeNT0jTqv\n3HrQARjesegvHc0pYVeiADovMOVCsqESpiccvc9OIxB8qLWTVdS85zpSmdF+6vErCXu0REqv3jzC\nocn37t3D66+/3lHrXDQ/PM7l5as3O2s+o/kicn6+b1MJePmoJHzNUAKK3ibhCk0fNI9BdWWn1gA7\n9tST1DRy6UTkG42Ayy3RmzEiYs912nmLQEe7+YQ5WgGxYtMyUBXqI+004oRQf9XDw0h+tB1OTk7a\n7dWGoeXh3vXm5mbr+2p4W6mS8Lz1Kd5I1ZfUfSXg1UAl4QViSBxnHwnnJnnxgRS5nnklS40oiIjc\ne+AjksyFnEXErATovflRp160+BBntga0HHSAikedeIeYn7v+puWo5eADXzRUTOedYFqe36Zppub2\n2NnZ6cyKppOz6/XQe8k/R3kd0hGXSyfav+L6UUl4wSgRsZNQRGwer5pTwtEkNSUlDGBKmXkPv6tV\nVbfuXetkPJHt4Io+Utk5Be2krmFY2iGn+eax2CHI/LAMSeBMhx1fEcFFHV3eAcf8A5gqBx6Dc0Nw\nVKAqYZ90KWd/5Ag4It/IgvB0KlYPlYSvAH7DR2ozUn2uIvkg+fDciIAjNQwgJKKSEnZC1/mN2Vmm\nvf/e0RYpMSfKKP1SRIVOZK5KWP1YTc+VMMtQy8FVsRNgrsOO+dvY2OiE2PnCY+j8wBEJR7ZQ7n7K\nEbBC8xDdf0PSqLheVBK+Zoy1I1QJDyFiVZLAqyB/JR+SWjRJTpRONMdxLvTMVSTz50TsESL0VZ3M\nuD8wrYQ1LU3TvXU9V51fQsvXSdi9as+/n68vVMIRCeu0lz7ZTw4llaz3luYzR+yViFcLlYSvCKWe\ndfdd+5r0kdJ1OIGrQqNCJJH6K5KYx8gOiN70wbAxJ6eIiJhuZD14RIgPyuBnHx3IhXHGGhHCRWdJ\ni851iK8KvGpJRHYKz1ntHVo+GhJ4586ddpIkhgj6HMFR5ELuflJ7xCuqXGtkSMdexXJQSXjBGHKT\nq2IpEa8Sos4u5k17+pOu/Pg/e/OfP38eNoG5RMqPHrBPsRk1wZ1AScK5QSluw3BQhir2zc1NHBwc\ndGKj+Tu9WRLw4eFhZ/pP+uLqKftMc65s3caIvHJdVGFrzDJfT6RDkzlKkUOuc0Sqx9V7qhRm5+fB\n6zHPfVpxPagkvCC4osnd5PrARYQbRQs4EdMn1bW/fcNJ+Pj4uPOqolwz2pWiK2GqYZ6Dno8TMMnP\nyTdHxFSdGoamE95oZ5ZHK5CEOUjFWwXRtJcbGxtTrRE9Fz1Hv1beecoZ7dgRx1GJqoLv3LnTjnbk\ntehTsHp/5VpWkYUz5F6tWA1UEl4AqGj0u64d/mDn1LCHbXEUnXZYXV6+mJLSlbAOe9WJclS9uXLV\nJjXXJRLmueh5R2Fd0ajAyAvXyAJ2arFZz7kvVAkDaK0IzjVxeHg4VdbuhyuRsxIodcjllLBGbrDi\nUBtCSZhvytBRfCThnAeu91GkgCMrwv9z26US8OqhkvCCkSNkwh+6If6vqmAlYRIwh+WSxCI74vj4\nuP3sHql2JClJbW9vZ+2I3LmTfNXy8GksXQWrEqZ9wE4tnVMhUsJqt3AaTM+DerWqsDc3N9u5i3lt\nJpNJSHZu/7DSYKuCdgRVsJIwifjWrVtTZR/dD9qa8ZF3zFN0L2meK24OVpKEtWPJ131YRE1fOk4p\nP/pfX/re+55TwX0k7N6yKmEei97oZDKZGlKrTXWS02Qywc7ODgB0hlZrmJqfN9dKfDxOnwrW1oDm\nR+NsPaQLePV2DOaNU2CSbJkntSJ0mLOWEcu6L+Ig8l01bG5/f78lYPeFDw4Osun4b34fsjxzBDyU\neKsSXj3MRcIppX8fwI8C+ELTND8kv38WwA8CeA3ALwP4RNM0XxuTdq6ptWzk8hORc6Soxj4skXXB\nB99JlOSjxOaK0EnJ9/W5GM7Pz6eGS/v5KCFF0Q36VmUlrqgMI4XLDjRGeFD1Pnv2DM+fP8fp6Wmr\nSrW5H4XzsVzooffZI3rNmJa+dFPfTOILJ2n3+TkiInRrgr/lLASWlfrSufuo2hCrjZlJOKX0RwD8\nWQD/u/3+aQCfBPBxAF8H8CMAvpRS+mDTNGd96a4K2c6DIZ1yQ5Dzjt3zUyKlitWmtXeWqT/qPql/\njkbXkRQ9X3r++uDrQAzaDdG8Dfo7CZJEowR8dHSEnZ2d9vVJjFtWS8VHByoJM4ZaVbqH0XmscdM0\noWd+69atdl5gLiRgTtLuM9Xl7hOPlvAyj/ZRdez3Wa6ztWK1MBMJp5RuA/hpvFC7/6H9/SkAn2ua\n5udebvtxAO8C+CiAn5k9q8vFEJuhZJnkmpruH+c6YFSdqYp0H5bTOXIfTZefI39U5zGISCw3QESj\nN6Jz53Y5u8TPwaMeaKfwLRkeJ6zDqGmpeBSETsCjcb8AepWwRkGQ5LWlwNnQSMRvvPEGXn/99Y6X\nzdnf9Hz9noo6BvtUrO4b9UN4x17FamJWJfxjAP5y0zR/LaXUknBK6TsBfADAL/C3pmmeppS+DOBD\nuKEkrIQ5hIh1H/8cfdf9onQiJazbqRJWoteQK11TCXNyGUYduMpz20LtAqDbtGfo3JDOIiVzpknr\nRElYCdjtlMgf9Q65aHi2kmrTNJ2BIpEK9o4y9an39vY6b8jgJO1vvPHG1Bs/XAn3kbL+7iSasyci\nVBW8+hhNwimljwH4bgB/OPj7AwAavFC+indf/nfjEBHokBva1UkfMeWOrZZELv6VhOPkTCJTcmRE\nhXcmcUIcJbqUUtaO0DxRkWredO2ddZGtQduB58C0S2Wmal2XyH7xDjAe10fw6TScuj2P52Fo6gcr\nEXs5DrUjSt+j/yq53nyMIuGU0u8D8AUA/2LTNOdXk6XVR9Tx1retQjuvXLFFcbZOxpFK83TZ3Kfq\n021LlgkjFLiOQss0WkLX7qNyTZ+W+eNnzYuqd18ide1Nee2U07LwFoVHY0Tq18uS31lhaRwwp6fk\nnBC0IXIYSpqVXN8/GKuEHwD4dgCP06u7ZBPAH0spfRLAHwCQALyJrhp+E8BXSgm/9dZbuHfvXue3\nj33sY3j48OHILF4dSh0gxBC7wi0E9y9zU02WQtkiUtZ8Rqpam/rasabQV9DrZw07UxL24wGvZoFT\nP9otDq5dlepE6U7YHtPMdKMWiBO7hwHm4nO1oiTZOgFzNJ/GL1e8f/Do0SM8evSo89uTJ08GzUpi\nnAAAGPRJREFU7z+WhP8qgH/WfvtJAF8F8J82TfP3UkrfAPBhAL8BACmluwC+By985Czefvtt3L9/\n/8ZER+QUbp9d4Q921KSOOsJ4TCfjiIRLROzNcOYl8nObpmmJl+TLxUfBcXrLCEqM9KM9ioHrKN1o\nwiISuu/vFZZbOToUPLJPogqS18UJWEmYHXWVhN9/ePjw4ZRYfPz4MR48eDBo/1Ek3DTNIYDf1N9S\nSocAfq9pmq++/OkLAH44pfQ1vAhR+xyA3wHwxTHHWlVETfq+Xm5FpISdfHNz/kYErOucEtZ8qirU\n4bo6CbwS0/Pnz0Mi9oneqVi9HNjpxjLiOXPwhb+oU4dH69DiKNwq6oSjFw4gJGEPQ4uup1YUGkHi\nStjnB65KuGIWLGLEXOepb5rm8ymlAwA/gReDNX4RwPc1A2KEbwpy3uRQKGko+UaKWAk4siTcN1Ui\npiqMPGV2qGmelMz5OaeEdSIerlVJamXDCdj5XV/7w9FwXHOiISU0krCnG/2mHXuuiqO3eLCcnNw9\nekQn5XElzFhghvlVVIzB3CTcNM2/EPz2GQCfmTdtSW8q2gCI/Vfddog9MGt+omZ/7jhKiq6ES2rY\nA/Uj8vXZv6J8OUHr8FztjIua7BEBc05ij7FtmldhYmq5REpY3zzMzi4265WAm6bp2CYeYeFlr+eo\n5xcNAWdYnFpEQFcJe2ecWxI6uVBVwhWzYCXnjoiQ8zlzROzrRRKxqiamPSScCOi+hXdnZ6dDCufn\n59jd3W2VWmRxuI3goVyuev2lnBcXF+FoOR3MwP1JmiRMztRGi8AnZFc7gvlmVAFVIsuMpMhh0ewg\n5Og1tQqi8vXWCNccXZeLeKA/zQiQKEKFb8NgpIOS8MHBQUu8PqmQtlwqKobixpBwDlehdPsQKTBV\nuUqa/llJmErr4uKiJV8SMT1aJxgArerUDjZXu9oEVwKeTCYd8uWiBOKhXzs7O9jf32/PYWdnZ2oW\nNB2s4Z18SsIAQnuAipTqWodCRwTMdXTe0cxsADoqlZ+j0XVKwrqmCi7N7FZJuGIsbjwJA9dLxNFx\nnLz0d1dzTsKRV6kj0Fzp6gCMi4uLqSG5pc4ofqYK1w4xqmFXhdyWZcxX9zi5+3BfjT7oU8Jqu0RK\nWKG/lUL2otAztR34W+TD0ybh4iTM3+gF+xwbFRVjsBYkDFy/Is7FBkdErJ+VhNW/VCuCSlPnZIgI\nVpV3jpAistQef1XePgWkKmESMLeNwr0ii4LH0+a62ioeC61+bZ8SzpGur52EtdyiOZSdhJV4lZg5\nL4RGaFQlXDEWa0PCwNUTcYlgh+6vJMzfJpNJh4BJdHz7sIZcRSPfPOrBSdiVsNog/J3HZZ5oHWgU\nRy48TlWtD+DQTjUlYSp57yBUYlfV67aO2hCu9iNbJurY4yg7bxG4B+yj4dSO0JGAfX0DFRUR1oqE\ngetRxK5uS7G5vl80z4MrUpJaFCfsnU2ujktNco+ccJLT/JGYouZ1RPqTyWTqNUh86aaD23t67Pjz\ntHORKB7Nwf0VSrjR4JBoDmWGo6ka1s44bkcbgvmpqJgFa0fC142hBEyoL0m1ySgJVX8bGxutmjw7\nO8POzk7rl/b5oE7AvlAJ05LgZ42J5Wdvvkfhclz4+iMlqZOTk2Jsc+RtR0sEVc3aSohUr9oNXHLz\nKO/t7U0pXu2Aq51wFYvEWpLwItXwGKXLY+u+UXra3Kefu7OzMxVKReLVJZrv1r1frl1F8rPPI6xk\nrAS8u7s7NbmQetCqiEnCHrK1ubnZ8YjdRvCBEqWyc0QVjpafE69WOFpRuDrWtyZ7KJrOu1zth4pF\nYC1JGLg6W6KUZjRIIvKRdWYuJTP93+dR0MER3inGtXbmedNciU6jI5SgnIA5AMHnFlZfV4n45ORk\nSi1S0Z+ennaiO3KxzdGkPjlEap/EqCGAuvg56nnxc9Q6YFlUJVyxaKwtCS8Ss6phHcyh0GgAJRkq\nOJKkkq+OTvNX8eggDCrOzc3NToeU2iCqDvVzRMJUfh6G5fG5TdPg+Pg4DNXSiAjtbPQoBubXSVFD\nyrSMI/+Y56qDTNRWcIshGoWnrQNtLUSjGSsq5kUl4YHoe+A8YoGfcxEV3vRWBby9vd1GR0TDg6Mw\nMI48IwGz6R8NRogmQnfVR9UYeacaXueDMpSg9D8SMAnVIzdyo/lYUUUdih62RyWs8c0ebuYdbe53\nq5Xh/rFXZpWEKxaBG0vCJWWaG7GW2+6q0WeNRFET3N5790nQ0aIqOSLhUpQASUuX0vSaOrcDF7UA\nzs7OsL+/H0Y4cNvoHKJKw1U119GIuc3Nzc5E6zrAgoRMRby7uztVKWprRFV9NGGQ7ldRMStuJAmP\ntQaW+aBoXKsiUsjeYQd0SdgHR0QT7ni8rDbp3dvVz96RxbWTkJOg55XpaLhdFAqn82ZoviO1qcf2\nfLCMic3NzSkC5kxn2slGlR9dCyrpqOKpnXEVi8aNJOE+OPHmiPi6CDo36EARddiRlHWEnXuopRA1\nJ+HSEilQHwkWEZD63mqn7O7udgaW6DlubGxgZ2cn7Fz0tH0/PR/fBkBn8nUdbKEdber1RjZHrswi\n66KiYl6sJQkDMREDy28+5kLYVGlprKv6nd4R5n6oj5bTdJ1MnFRyCjRSwZpnLWe1THIK2EnYlXxk\nMWhllJvqUysBH+l269atqWgQqvwohE/toYiAKyoWiRtHwrNGKVw3xnjWSmZRxeFEEf3m0QIe8ubk\nq/nIdR7yc0n96Xe1I/R8NA8kUL62aMjcD8D0RDsaAueDMnzayVu3bnWiPLjORXnwXLwyKpVZRcWs\nuHEkrMgRnT8g3kGX8xMXicgHLuXHiW8scmTiBFqKu9V0IsXeR0DaqaXH9v8ZvaFWSmnQCYBwlJt7\n3UrCPtlObntvYWissbcSvDwqKhaBG0vCJfKMvN7r8n+jDqs+RDGwml7uOGN+Z7o+M1nf9mPKTJvx\nrtT1v83NzXD4NYcw+6RDwKs3K+sSKWHO9KZvu3DrIpd3P98+5V9RsQjcWBLuQ4lAroKQc+Q7VGmX\nVLOnmTtWH6FynSOWIcq9D0q2mrZ33EWznTVNEw5GATBFwCRh97M5SEMn5MlFeJQiVqLzrQRccRVY\nWxIGhkdJLAqRBREdL+qR18+5aIq+jjHdXvMSra9isIHaHd65pZ12nCdDrQ8uPgDFSdgnoY+sg5x3\nrARcOvfIB68EXHFVuFEkHJHUkH1yRHgVD1Zfmrm44ajzrZRPJ+A+Ja5El9Kr96v15XkWFayfNUyO\nClgjJ/xc/e0ifCO0EjDXeixX3LnwsqjsNP8VFdeNG0XCs6LUMXfdyClU7xBTQi0Rcek74WFfSpCe\n/rwdlex802Nz+LFPVhTlW8mXw7UBTM34trOzM7XvWP/aWxxeqVUVXHEduNEkPDQ6orT/mAesj6D6\nCGGozeBkMDRPObtCP/eRSkROpWP2QfdX4vf/o7yT0JummZrHoe9VQlGUx9BzKF2PiopF40aTcA5D\nH5pZH6zoAS4p1r48RLbCEPU71PN2onOF12dplIg71+E3VpXqcaI5NMa8TNOVf19F1fdZz7OSccWi\nsZYkfB3IEfEQDCHsMf+VrIuIWIeq4Yik/bhuqTDtIRVSRPRUy3x3G79Ho+RyUAJ2Evbz8dZBH/lW\nMq5YNNaWhK+qCZnzbaPvJUR2xCz+7JBj5pr6EZlpHkpl6B1qQ6JCcnlzy4K/czAFfx8zgY4TseYp\n1yLwvEeRKyUbqaJiFqwtCV815iGe0j6Rj6vH7MtTjjzH2gND7IWoQ3GeY3J7nzhe/x+i4J2ASyTs\nPnXJA48qyUrEFfPifU3C83bsaRq5ZuwsIDF4ek7KfpxcvmexJHz/EpwsPc9jUCLDPuTU+VDfWsuk\nVM6z5q+iIsL7hoSvQrUMIYwxvfB9++RU8SIJwolrSLpXSUhDyTDnL+t+7v2WbBnuo4tvV4m4YhFY\naxLOEe+8hBw9iNGD7J1W0f6l3zyd3OdFVTCe33lsjTFKu5QXz5f/l+tUcxLW/4cQcVQWnk5FxSKw\n1iTsWARZDVWDUeRAidT68pZThDlimhU5n3dox98Q8h16rtE6Z33od/V6o/x5XvsqT0ZYkNSrF1yx\nSKw9CV+HGi79HpFazpscQ0452yDXMTcGnmdVlLl8z3KMMecaLT6BT2QZaMyxItea0eN7Jx+ATodh\nJeKKRWDtSRhY3LDlsfu5kopIYmzauc6nWfKXy6/m2zv19ByiYw9RwbPmZwwpLsIO0WN5WVRULAor\nQ8JOKPythCEPxVhP8yrUTa4JPAtR5JRuSZlHJNqXdtSR1Zenvrz0/de3feQFz+pZlxCdexSjvCjP\nO0rrqsg+d/2rql8eVpqEc3Bi8XSG3GRX8fD2HZO/jX2YhxBgH7E7AefIld+HeKpD0y2Rvi9+TE1b\nVW9kRyzyGjI99YGv8l1zpXt/UWQf2WGVfJePlSHhEnKe3lCvL/d/bptFITrWWLIqqdeIgHP5cIVb\nOl70Pac6x9o7JctgiGLnf0Mqnlmhx78uEiZyHr9+nyXNHAFXb3v5WBkSHqOEiVkf/rH7zoI+whur\nhIco/D5yHULAuW36FHbfuZTy7qQQ5aX021W3Yti5d13k62Wg+RlDmpGX7qgEvHysNAnPe4MMUXpX\niT4bYda0hrQCZj3mLGU29Fz6Kp4h1/+6rqlXEFfZhFeV6r/xePN0LjsRq8KvJLx8rAwJR8j5vsQ8\nSniWNGbFVSu1q8B12jRXtc+sWCTZjm3dORHnrKQ+Inb16yQcpVmxHKw0CS8K9SaruE70EW/u/6F2\n09DjROm4p12fjeVj7Um43mQV143ILuqLfii1+nL38JhoIv9+lf52xTisNQnXm6xiGRgb7w5079Uc\nIStZRz5ylJb+FnVo1mdk+VhbEq43V8WyEJElP4/tHC11YLrP25eW/1afkdXAWpJwvbkqlolStMOQ\nATBDjxGFnuU62yrxri5WhoQX1TRaZhRERUUEJcpZw8w0Lc5Fou/Qi2KudeFAk4rVQ/m1tYaU0n+U\nUrq05Tdtm8+mlH43pXSUUvorKaXvWmyWKypuDnJhYvzu25TS0Nc1XVxc4Pz8HOfn5zg7O+ss/O38\n/BwXFxeYTCaYTCadiaQqVgezKOG/BeDDAFitXvCPlNKnAXwSwMcBfB3AjwD4Ukrpg03TnM2X1YqK\nmwtXw0OVsJP25eUlJpNJS64XFxftDG9Mm5/5hurNzc2p4/bF4FdcH2Yh4Yumaf5B5r9PAfhc0zQ/\nBwAppY8DeBfARwH8zGxZrKi4ecgNGR4zJDnaX0mYy2QyCW0ItSv0Pz1mxfIxyo54iX8ypfT/pJT+\nbkrpp1NK/zgApJS+E8AHAPwCN2ya5imALwP40EJyW1FxA5Ebvab/D0mDpEp7IbIifCFJKyFHlULF\n8jBWCf8qgB8A8HcAfAeAzwD4X1NKfxAvCLjBC+WrePflf0XUmMWKdUREdq52hw4/djuCvvDFxUWo\nhLe2tjodc7QlcnmpWA5GkXDTNF+Sr38rpfRrAP5vAH8awN+eJyM/9EM/hHv37nV++9jHPoaHDx8O\nTqPeUBWrimgUXR8iAs4tJFuSutoRqqA3Njayr6uqmA2PHj3Co0ePOr89efJk8P5p3ubISyL+KwD+\nawB/F8B3N03zG/L/XwfwlaZp3srsfx/AO7/+67+O+/fvz5OPuf6vqFgUIvJ09en+bOTVKnnyc2RB\nUAl7eltbW9jZ2cH29na73t7ebomYCrmGry0ejx8/xoMHDwDgQdM0j0vbzuIJt0gp3QbwXQB+t2ma\n3wLwDbyInOD/dwF8D4Bfmec4A/JxlclXVMyFWQdmRJ17qmz71LESuBK5+8MVy8UoOyKl9OcB/GW8\nsCD+MQD/MYBzAH/p5SZfAPDDKaWv4UWI2ucA/A6ALy4ov1GeFrJNRcVVYmxYWBRb7B1rSsSRElYi\n3tzcbO0Iz0+dznK5GNsx9/sA/EUA3wbgHwD4JQB/tGma3wOApmk+n1I6APATAF4D8IsAvu+qYoSH\n3jj1JqtYBYy9B4f6wT5/hK43Nzez/vEsPnXF4jG2Y663l6xpms/gRdTEwjDm5q1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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe688fe9f50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"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": "markdown",
"metadata": {},
"source": [
"#### We do the same thing for validation data and visualize it."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Resizing the validation images\n",
"for folder in directory_names:\n",
" os.chdir(data_dir+'valid/'+folder)\n",
" g = glob.glob('*.jpg')\n",
" for image_path in g:\n",
" resize_save_image(image_path)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/valid/copepod_calanoid_large/102545.jpg\n"
]
},
{
"data": {
"image/png": 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7GzMzM31hTZ5lyQ+xtWJnZ2extLTU0zikYnzjxg1cv34dN2/e7Arz2toaNjc3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\ntIU2jE0xDwCf+cxnsLq6imvXrjXaeZyTig5S3nERZR0NUdb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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe6899ec710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/valid/ctenophore_lobate/152136.jpg\n"
]
},
{
"data": {
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jvHISltBUKHb84kakRhMyKCzPBQM+AG4ul7OFmQWeVgUsjtJNewG+uyTLZSAJ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\n0m17YQwgPCuDe4Bnxt84b+4Lc5nNZk0PPjk5qUQio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PjQIiP09YNyNeF1fdMxiNIMnwfe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\n08L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Qtf8mZwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe688ea5850>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/valid/hydromedusae_typeD/16278.jpg\n"
]
},
{
"data": {
"image/png": 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BYOAtRK5uoZa0dS+z1szW1hZarRbu3r3rcwHbCDhel5YqI9oA+Og/AKk0m0mS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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe68db0f590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/valid/hydromedusae_sideview_big/85086.jpg\n"
]
},
{
"data": {
"image/png": 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lVZIeqcmGH0n6zXH7fPfdd7W4uNj47vHjx3r8+PFNmljsDbDrON9yeuFVX7II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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe688f5eb50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ubuntu/nbs/data/plankton/valid/invertebrate_larvae_other_A/99514.jpg\n"
]
},
{
"data": {
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K9W1l5pHYBoPBlUg4itD9d9PlvZiNTiKcc/4Bfp9S+lsA/j8AdwD85uXi9wN4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\nUgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe68b38c090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in xrange(5):\n",
" example_file = glob.glob(os.path.join(data_dir+\"valid\", directory_names[i],'*.jpg'))[2]\n",
" im = imread(example_file)\n",
" plt.imshow(im, cmap=cm.gray)\n",
" print(example_file)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### And also the test images. I haven't visualized them here, but feel free to try it out :)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Resizing testing images...\n",
"os.chdir(data_dir+'test/test/')\n",
"g = glob.glob('*.jpg')\n",
"for image_path in g:\n",
" resize_save_image(image_path)"
]
}
],
"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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