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@0x00b1
Created August 7, 2017 17:51
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"import keras.backend\n",
"import keras.engine\n",
"import keras.layers\n",
"import numpy\n",
"import skimage.io\n",
"import tensorflow\n",
"import keras_resnet.models\n",
"\n",
"import keras_resnet.blocks\n",
"\n",
"import keras_rcnn.backend\n",
"import keras_rcnn.datasets.malaria\n",
"import keras_rcnn.layers\n",
"import keras_rcnn.losses.rpn\n",
"import keras_rcnn.layers.object_detection\n",
"import keras_rcnn.preprocessing\n",
"\n",
"import sklearn.preprocessing\n",
"import skimage.transform"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"configuration = tensorflow.ConfigProto()\n",
"\n",
"configuration.gpu_options.allow_growth = True\n",
"\n",
"configuration.gpu_options.visible_device_list = \"1\"\n",
"\n",
"session = tensorflow.Session(config=configuration)\n",
"\n",
"keras.backend.set_session(session)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"training, test = keras_rcnn.datasets.malaria.load_data()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"generator = keras_rcnn.preprocessing.ObjectDetectionGenerator()\n",
"\n",
"generator = generator.flow(training)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"x_image, x_boxes = generator.next()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f75ba1300b8>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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YyJXtGQCnZjMG1RAvDSlEQkrYAiCrbnMozy4ltNuDpsUFUUr11IKYIpWu+v4hCUQBmye1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7ly7RJHT5/jsYsNn//kQ3zs0W3ODgcwyPt+sLFG0zjqFAF7yu7qR60PRxASSz1jKBSC\nrhnccXVE6gNJInOkUkpIsdTyaecTjKloYoMxmjM7W4iQBaBSjJntXoBmWsFgZMnldJtHzCmLXhmt\n8cH1JndWSFwIWFtByG6mPgTqQYVbFLublYe0C1mrjc/Q5sZtZRRJy573452jFZm6EmJk7zjx7/5y\nigXWhxu0c0db+ERtaqmc5vj2VcZra0wnC9RQcXE0om3bU+VKRhEbvvXGPj5o/uJ79zh6+zazdsrh\ntU0O9+b8g585D0A1GEJM2Vyy2PN0PS5ktrzpqAzdCZtK4ziXcaJwZyObJjIc5cxUugXKQ9N6UDVK\nD7lx8zaHB4cc3VsgRQKjl+A4aVjExHBgQRURL61RClrm1IMNvvGVTEmcHs+5tb/Lphrhpedwdg0b\nHuXt7zUkfcAvfszgY4F33BegT5VKZbq1BMfmKaWQEpHonWJDuf95Ota9EMQYshidtgQ/R6FJKp7S\nil/9fd1wYhVlra3ikUtnGQ1qYsjT0aZ1KKkQRhJitm7WMpdaMnVOK0XXOkI1qIvCQVaZEgqkgpgC\nxla9ldClRy7xM61if6+l3hDsHcz5k2/tcvjGe7SxxadIaDI41qohzeyYuRNMjuf86d1j7r1wgd++\npLn88BaJSEpLK+q6Oi2z8uOuD0cQIt9MbbOrgBRiSfCMmZ3cWSJ3choxxVwCrW6w0vNYlQTtTvWu\nsbkUyUoMjSSo3HMIIZBUbvyl0sfpuFsuZZRq9AFtNN4vm8uhTPJUL2cZSeQMwhdftNXUNAhBM5si\nbU5DFicThhuj7O4ZHJtrkkvnBM3smBAiSmtM14CcNCSrCc2EuZHE4CG2NK7JLpwsN3lO1xuuXJtx\n4/oRd29cx7cN88WU3duOl6OkrvN7/sVPXs6llA/FWnnZj8vYnGVw60W8+vF3hKRA5KA02hkiRsVn\n6wiO2imHhwMGQw1+zslsihZDbFoQtKQNjkGdJykxOTZGVQ4K5X53AVDWkssDze5xRlc3J1OMq5jH\nBarWoOHO9ZvM/JQvfT1xfs3y1CM5GAo7WKoLlPvW9R3z54i9u8cqNcSHrGSYQiS6pelhr4ZZsENC\nCGIfzCIiFVG78ju6+99lYq4g23s3EmmoK0D4FY+65aO52nPzTYsypx9bKTN0pVwoHrEAACAASURB\nVDNWyPARiRDLIU93oM7DnGce3OS6UUS54A9fPeT4vQmtDPg220u7mAc9QkJIDtFEopAcH9zgzbc1\ntz+xzUODDbLPme73W0rZpCJfkx9/8P6hCUJSqqwvLTNTvR+JrmyKzvoHMjBM3Ke5E73LjW15utxZ\ndd7sljaaoRzhg0PrEQdHhxih0LrU7kqhiqiZb1yvhaxUnpxJpXLgLPYxHagyBE+SAo3Ei8I/krrn\nIqnkiaLiy1/PeKUnH048PByjRzVSS5QPtFqTUk0Kghhcr7kzHJwBAboyiCAZ6CEja4m+PSVjAflE\nn8YRN/cdR7t30K3leH6HutoitpG7N27y1VfytfjZj+4wGo36si8URUchct9o1aDQFTXE7k+BAZnN\nIPMHlHz8maxU8MrXG2TS7O3PkElzN90lJEsbTjCDASE5BmlpCKmF5uID26RKQuyMCGMOQk6gR5q2\n9IQmzTFCSlTQ0CaMGOHilE05pjmY8Ht/9Ca/9UuPA/DMowpRelluBbfTgUxzw7jTHtLLaxgjRigw\nxQaJooCw0qJM9+3B1UxntXHd/T7IfmBN0/QyKV0/LkbXlzFSKEDQuqafCkfnEUb3wa57bWMMsq7z\nQdGLrC2lTUyxDQcYV5t4PWHrbGDv3oQ3X3mLxdER7XyKxCK0YCjzobBwc5IK2LRBAsaDIZPjY+7e\nbXjoQYVKOXkAEEKitfmJekH9NfuJf+Kn66frp+un6+9wfWgyIVjxXEuddFf5eogkJVAhYJUkIkgp\nEELqRadWlyCPzeWK0Pr97P4QApKIkhotI8PK0LYOYzQpRbQSJNeVIKJ/3ZQCtmuaK0VoT5MhlZIQ\nE5FETBERI2/fdkxnRzx+foe96RF//vIJd25kVPEinqeujrkgHZ6SARhFVDNSCtR2RCyp7cIdIZPB\nN5LR2jZEUHaNN3YTTy0cdS2Jxa45esW/+OPr3Lt2jTRM7F/7PtXaAzTtAkHMCNj9XPt/4Rvv8muf\neYKhyVNApXVfYt7PXO+uYoe7WTSz/kRXSsEi8cIDudT8GtdRrWDfL5j77NR2dHxEM2lRISFTZK4i\npjh+xoHl6Z2snyRlx+TP4MZIJLUOW/pNenIATiK0xqeQtZHbOTM80klO7u3zZ9/K7+PJhzaILPFC\nskwDY9HAzuXlCoK9LFugFipm15eUct/M9U1fVRDd6oee5vdPd7tytusLCZnR3qv4o07zKGcyumRD\nyynZ6muGkGVwpBAkUVx/tSX4ts++UtGubj2EmNgZK/yJIaUWb1rsfEgMHumgqnMTe7Y/w1ZgjcyA\nythSJcmtgzkihOyh17vR5j6pSLmqiR80TPoB60MVhCg0CETqRbRw0NnuBpHFzbTSxBCzALs2pA6/\nERO1tRk9SsooUyBqBT71wmiQH6aIRAjwIlLbvDnbpkEQi9NNp1KY0cZKUmgbBXMTEkYtU3XIwme9\nHY4WRC/ZvXfAV752kyiv0zhPPJpmICDw6jePOJxe4tc+eY7BQBMTXN40rF96GOkq3HxG2+6W185I\n4TY0VM0xwmhaP2VnzZIQWbakztOjr79+jXe//VcE79iRG+z86m/wN3/8x6DWianFmxrT5ibom68e\n8aufCKgNu5zA6CXIMUlJ538iKbIfUiIR6Krq+29SSoL0bJ/LgeJzn3yYL3/9dUQlcJMJUg1pA1S2\nwrs5vlVIEUml/3HpzBZPPL6T5UdXJFcDgPAMB4YuDPoQcnAKc6QXHLldamWg6BpFLbm3e9TvIVlJ\nkoiIlOka0giSSySfUOZ0kHDeZRZ9ZvmVr6asZ+3T0r5aZHCi9643T+zWKnCyW50mdpYhlxiji810\nlsHwrun7kJkrubRO6sbzKS71qFZ/V4cdEmQrIgAhi115gq6G7I0YQ2RvusDUA9rdmyhlqeohdayY\ntpn+uXn2YeLiACcSVlqUUKAiKWWoQScTC8vpbif0pn4CFv2HKghpITOBMi21bkwlslZzb/sj+j+N\nVHjnsi0QoE9pQK/U6QvPom2QRvfazh2+VBVEcYiRqlLUg9H7xt3tLAubKZsbmZlu0WbNmqpCtK7v\nCcXSpJRK4duA1TXzacudW3dQpiJOjnGhwZph+cyKq6/t8+cDzXMXah64NKbeEPzOpx7j92dTbt+4\nyZrNyoPHzT2MsZACjW8YK8v5i2M+97MP4VLEVhXfee0GAN98xSOVYDQac/fKa9jrx3l8O1hjMW8Q\nUTGZHgLw8RefZLg1QJsR3uWmZEqpb7Y3zjEY5vcb2pZE0Vu+z4JZKYVPHmLOjD718W3e2X+Iq29c\nJ1qJnyzwbYOsLUpbZGip6wG6ZDe/8NIlRDWAGFDqtKWwSBXQIFQWlJMYvHCYJAhOMrZDWtGiVUIE\n8E1itpuD7L/8xrv8x599ktqKfluoaFAm0sqG7Ghahg3321WrZTatlALjIa04rMb0gTpHq3Kzq6Jr\n3reF12Z6DJQUBiE/eJpU1/Vp+eAYsxTxCnK9U6LsdKdT7IwTlqDf1Wqha44PpGK8ts6htgzqLY7n\ne1Rac2H4cL4Wdc1tv5uDZnLowRApFKka0c4DqlbU5dBrC6czFPqO1X/fRvRlNc6hlCwTmXxjpTSE\nchOCjwglaQub2YfciOsmCdl1wBUf8EypUEqia8u4gAO74NaJdfkC8Mt6NZ3nvc6+2+VUkiYgVSIF\n0XOq+pMOkNYsXzcltFW4xtO4GdPG8dp7hyiXmB3dw0sIbsKi6BOPREV7r+XP/vAW1595hP/y14cY\nXfPkU4HRX9es2THXDzN4TFuDiI7twTlatWCBZ1gPaV1EKk1oPM9czCXIH87fYF1a2sahz17Ap4Dc\n26Z1xwipaZoJ1aiwvf0CI2GxOMKaqiCQZS9uZozJCpaUSUwpJ0IIp+RkO0H4JnV2L4bPP7/Jv53N\nONg/ptELNja3mR1NEEKhbZ48feyRCwA8+ugaSiynLd2fQghsJXnlSkvnGq0LYt1PjlBmzIIpIinS\ndMGsaal3tlks8nV74+Uh/sUJqdrII3mbJzjJJ5Qwp7IKkUAag29dL+LetwkKt64T0e1cPHpcVVGo\nXEX7r9Jo8uAg6xT1AaiM3ZPPSPvuZ7vg5Zy7jxOogfABypxZ+jiljKDWBeOV7bAToaMhxSI9KwVE\nT1AtlbJIYxmLHWRqaIf5/h1P9xC2QofEHI8m8MjFLT735DayKgdUIVx3zfIu8Pr494y20XPChCCW\nOrPLY1KI/Wmku2yjm3AkThkEdvB+QSB5EFYjZZ6IpNI76jEjQmALhgeWp4kQeTS/mvIqYxAhsljM\nUHKUHTlDpDJLqY5+pYRrc0/LhyG/+43b3Hj3mJk7ZtbMmbVzRnadRZtLBWnH+NYhgmT33oDh8Dmc\ngiqtIQcVGNun+klEFLk+H4xrGlGzcW6d4COm0kipuXNYpjypoWmPmM6nHNw8oBquo8wAtACfiMkh\nUu6DnMwEKSQqqXAxo8AlrNADIK1MXXo5kC61LyjxVWRwfr+wc+EMv/EZyVe+e5d3rx/iZguSgSpp\nBtWAZx4Z86u/mK2HGiMpenBLdnyINK5BWMW6arm8nbOmt2/PaecHnD17mZPJhEWck4JkMVtgRM30\n5B6mCITFdkpIkZQiIQlEG5Z0ja787MCp5QB3AvAOlMoKCWUC6p1DlxF5ngylfm91S2tN04n3r+xz\nX9j1Ri3F47qeTVfSdtewv7ZkdYSQUqZjrMQdo6v+Z7s+ZQbaLuEt+TMurTiUrUku+6NdP7LoaKg2\nLtBM9nHeIYxBF/NDKQNxkQXWjaiQMlKNa8ZbFqMtrW96x1hlEpGAxvxEQEX4kASh1P1PouBwlnIJ\nXccvrfCAjMnumrayp+xa+pFo0bbo0s5YauVVfEsozGylVM98hqy300l4dhczAV5lsiKpGDSGpZ0M\ncGpcmpnlglo43vreAXv7Nwhzj1/MUdqCm0E58SfHBwx3LlIH2D0+oXELRoMzHExmPHFui4fXn+cP\n//Tr+VJoixWOWox54slL/PKnH8CuDZBGgbIcHkz5/b/IRMWjg2MGesCousiD/+EjvPLF/5O1zZow\nz0Z5KIMP+cRbxCG+bWE4yryqcv26bEcI0cuDZu6eKJtd9ieI6KyroUckN01DDIG1rXV+6UXNrUc2\nOTiIHLees3bA5qbnkcfOEmX+fimz1Mgq/00iMMZiguTyxQ2e/mg+Yd99/S5SSZQfc3zyDnE6p9o6\nRwgtSglCqtE+3795CESviCHlsTIZgLiaYbSuk0gteylBlAKLIAmIquzIFane7JKqyuFZxOGLBHF3\nLHWyIbDUMXJ+ieCG+1Qd72/oxpgBnXNHqmwfWDIXbgljWdVZCiG//pKDKZBdZRGzY0sUiRce03zq\nkY/whVdu8I0/uYLQEq03KJxUhLAk4xEuYgZjKp3Y2VpDyIxDstb21B/vEyRBYEH6CcPKhyII5Wc/\ngchZzqp0RAweyIhcqTXRe4LP5FDXtgjoxcxzBiWQRY4j+eIJXuQXQgi97o/SGjoAXglEndZzdwO7\n0yMVRHMGQ0ZoWmprM0mVsglW8BG5NxIxtmYRpsTgSVIRRBYpn6cFwZVavaoI0wULLZHtOpIaIQIb\nm4Jf+ew52iCYF/DYW2/cxdSGSzs7PPL4iOc+8RDzhcfWNcE3bI3g4w/n0//W64JWS3b3vsvlazUb\no3O0XmRTgZTQxvatjfnRTaR4JAvzK5WP75BP7u4B6uQqut5P27bMnWNQWO1iJXt1q6Vb6VUMRkMe\nHQ549HIi4jFWEzy0bUSpUr4VXm+XlUoJQhkIgRaJUTVnhzlgzXVD0zbcPnqd5AM/9xu/yrf/4GXs\nxohmMUOZddoiPaqTIbgGGJHNcLsJkn6fGH0IecwgZNaDFlLgXVuy8QxI7BxVrV5iglKZ6BqTMUCr\nYma+TFl7I0+xQkIVop9Edv0U6Eq3MnlyHlPZU6JuOfAV5r8UNMX/PXF6cnY/Pi6Stb19Gzhz5gze\nOZ55SPDts5eQi3kW+6uK0sRswhgNOpGYoUdn+Nijm0gtCckRY4sU+XPm50r0/bWfoC/9IQlC5NQ2\npcwoXwU8WWtJBLyLvVSwMro4XvoiRt/xwegzIKAXGxOiCKAbvbRf9h5RBNKhJFwi4FqByXoPvdRD\nkoLKGKLMWswxxUyTsJam89nqypaQNW48id3DPdRM0DRTpIdK18VPfISShV7hI04saF1Cq+yn9sxa\nTRSK4XhAnRL/yT96DoCvbEmeePoy2yPDyQm0QWCrKiN6vSdqjRKd6gDgYDDY4b2Xv0515gLMDkFZ\nEpoQTxhVGVT46Y9dyg4PqiLgSD6TOlf1pbvWa5c9KqUYrJy+qzSEVedTa2x54BUxCELyaCytyxPQ\nU+x8n06XwaVHl1IiuRyoLp3LjdDHnnmUd7/zBilAVUu+9Ucv56lfO0CoEX52wrQA6Z5+/Ax2VCFE\nBpqqEhz7w4aVUtKnPjj44FHkbKfLKABkuTASQeMWCKH7knk18+n+3pVvrmmRWpWezJKXt9zvIYM/\nKaXQSiDKDHqNTMUMIURiZzxJLrlyP1X2GkN9byoVLl73OkBddVmu5MGLmzzw+DkOr+3RtjNckVZZ\n2xgxcy1GVlw4u84nn77IeHuITx4ZNALVsY+IMX9uUU6w97Mjf/D6cAShlFDGkHx8XzrqfMZPGCtI\nhaTnnctNQZWdT7sN0Ilud9lOpRRRSoi+3BR6m54YI1XnVe4DUStsNWQ+myJagTGpT2E7bho+EAXZ\nd7xpTqXcarUvpCVi0mKEop01mGqL2E4AT20H7E13GZqcsQSdUCSMrRC+5d5hQ9ICFTuf9URV59v0\n0sceZefMBlZXnLvocUGTCr4kc+pgq0h+huBRQaBYR6hdWj9DmgqZBEkGCIG1c1k24ueev0xVjzMD\no7DMjdIZJhEDIsYeJrH64HbBp3OdWC2L8/1YZlJZPSOggsCTsNZkMf7ywOef0z0Cd0miFadG0INS\n6v32LzzCf//2NcL+PSq7iUuHRJ1Isc1YKSF58vmHAPhnv/IYg80ai6J1bTYGULKX99BqtXPD8iBL\nSymU7nOt7s8cRCqE7IwNAkIum9PdNel+Rur8OaoCazDG9GJyAFJYQudFLywpZbOCXn3FexICawwz\n7/p+U4dfWm2IK6Wy2J4IIJbcxtUeZiil99pwjX/yMw/x+rkBu8eHnBQr6i0k0/khdmuLj12WPPTg\nJsLmjNSHRVZ37KaXRW2gbRukEnzQxPAHrQ9HEBK5FMrZSD6BQ1ziUrTWOaVNode9yZOZABJc0ZPR\nxZYnxCJXCgSXU+M2+HyCdGWFlETKSdM5nIaIUBHvNSm1PQgPgARSi96BQhmDj7Ef+XcPXtu2eOdo\nnOedu4k0n9Es9rO7gYCZO8JISfDz8rISbwSVHJB0Ynd/j/+HvTd9tuy8zvt+77D3PsOde0ajGw2A\nJAgSFEmRmiiKUmTKUUkqq8py2ZVyVeTE+eAkn5M4lfwBrsqnVPlDSqkojquSWEkU2SpKjjUwCklR\nHESCJDgAxNQNdAPd6O7bdzzn7P1O+bDed+99G6DQtKwYVcFGdeH26XPP2eN613rW8zxLhYsyYUHJ\n95XGxvlzO4QQ8HhwELsldtqI/WoyeBR3s0C3XdY4v4s6CFR2C58cqJqUArPJBFWd5uK6HJ9tJI1f\ntSuqph4mauQSwdYngcZ+IkdecUsXreiWCn5UHjBrLb5ztCFSaStE0iRZbhxhQBBRaiBICtYBwYXe\nY7p0m05vWj7yxFm+8aUjFu0BigYbA53RTCeGCw+f4pd+UnymLl7YQXlDrBwmWg6OD1hf28Ko9CaN\nU1moRNM1ANc9ThUDVclscllm9cnHSCFUDcVJS4sCRIdRIIujTmtMod+f0oErbxWcSQJS6wKVKT1d\ngSy0yQRBrdHKSps+SlMnjfbjZKZpiF4y+40dxSfPXWF5eMBdYUEws5pqcp7oPNOtTXQUflMMjiqX\nXWNgXWtFUpGUfjgrj3dlG+9u727vbv9WtwfKhJRSvwn8CvBGSump/NoOMgb6CnAV+NsppXtKcr3/\nFvglZCrr30spff1tvkHKAMBQVteRmrkQyHLKZxsLQeZ/p0TfnuxFhk5sOF1KaDRdJ/UyYViBbJ5e\nWpguCkkpjbVio8BgUSkmUaHPeuJInGiMoW3bE9iCS5GXby/4l599iVW7y4Q1Wo5EDGos2up+jvl8\nOmM+m+PCMc30FLNqgqoUNVUPVJZSr9hOlBS4qStiCKx84Hhvl62zp1jLVNWdnYZr11b42DJr1uQI\ndUI3DWvrU06d3uTnPyHz3prphNB11I0MRSRE6TC9hR3DuI1cjnfsPphSoMuAqWQ6+Y1aCZaiRh2k\nbOHSA7Ahginm9cJp914VvYxc3eLT3TT86s9+iOeu3iW8sUdsA04DMXD+0hl+/ZefYGNHOFN3Dpcc\nLRIv7a64ecfx+r3IxvQ1PvWedR49f5p6WqNtxrEqi/NuEIgmOMmGGnhD2lqCc7ltXxFiyCS9+Jar\ne6GAFGGw6Vv/GUtTkeQz7pRfa7MDBDkrVnkoZAyxn7mmjekzKp/F1z2wnyb45Pt7SKuRm2QIdCng\nFw47a0gpMF1f47QVsN5Yi6nWsDpTCLT4p/cd0VF5qkeY0/2i3rfbHrQc+yfAPwb+6ei1fwj8cUrp\nHyml/mH++3+BjAB6b/7zE8gcsp94uy9QSqG8J91Xn8dsl1Fa38YYdEjZwF26Zv3DEqXDlkjS/YqR\nOpcNAxO2gKfFc0d8oY2xpBhpak3VKNxyZFzWifyjcGUSGXxNQ9u/gNhSi9ecX0tcPDvh5ksG3Trh\nXqjEpLEom5ivnQFgWic2phWJdQKGc1s1yVTEMronnZQACBHMo5I4BR4dLPnst+9yacuytZV47DH5\n3Mev7XH77j2O4z5H3YJJvY3RCyqjqCaKv/vLH2XrwjSfizSMLVIKpU1+7jtQgjWlUTo/DiLlZi4g\nq/hEFjV+RCmhO0SlME0jnJcwGHSpElxAmO/5cxU2TwrpeofAVdf29YkxFedO1fzHv/oR/vDrr/L0\nM6+gjwOqnvPvfPQSOxfX6I6l3Pzai3f4V194hf3bd4mHLY1yzNe2eP3qFh97MvJrP3eJRZEfWLHR\nGB/n/VwwX661zvhYxn3kHk2CxQRx0zQmUG5PKS9ldJUtVru5qyjXuCJU2UkyM7ErEiYHDYV00nRt\n8N3guV6wrQE6LyOQLEpHVBdx+SxXeWJuwdvcwjPRcxZHh+hZQ93UVLNcfodAZcRmN8WIriqIsvhH\noweQHOmO6nSSyPug2wMFoZTS55RSV+57+VeBn8s//0/AnyBB6FeBf5okRH5JKbV13xigH/w9WvVe\nQn2ENTrbZsSeUBazvGN8wuWHbKGAkpPlIg4RH5abqtdAKYThKqADpEBCQdLopLF23A6NhBGAKAJP\nyUoUg21DvynP1vYWTzx6wHefWeOwW6FMRaUDl8+dYb5RsZ7Nz9XmhOO9Y3Sasn1unYuXN0iuo1TK\n2mh8yl7XyhKS59nXWu7c07h4k+dfVty5+io3Hprz5COnBC8CHr+wzbd2JhAVbnlESAvMZELdaC6d\n22HzVIMpn2truhyAAFTo0LZGa5lVFkcZUQFay/WRxoDgEyFGtBLcRN4rRvs4JyuoFwZx+Yz7cYNq\nxJ3xI6P0EALE/CCW8TrO0fnEI4+c5u9sVnzq/ad55vqSiVryUx95mBdvHfH735bBv3/++e+h9hZ0\nxzep2WBplyxJdC85nmaNH33fbc6f2e6PpxoR/0rmGUPsM5Y+c9NqAHxzyz9GP9p3AxjKraFGWquU\nOWmaMZDfDUB+UqgU8AvPrVVE+5aDTvHybssjWxVXzjXMs79zF5PQTGLE+3DC9D+EQJIkWL43Xztj\nDDF5qkqzWu6jjCw8KoEuzp/KIsx5mQysgag1JmdGGEOlB+a0nUykOxzjCYrC221/GWD63Ciw3ATO\n5Z8vAq+O3nc9v3YiCJ0cA32RsdYrpaGtGfxAyOp5O86jyB21lOQBQk50TFFAzCSfE0OiC+JJrZTq\nA5n3HmOVqLPRxCig8mQ27fdjPF+rNkbatt4TMpU+OPEOQo31z1CoahdPTwgKgkkoPKfOnKKZJlbM\nOc6+OOmNls45rDKsO8eF7VOgLavcCteGzMCGZB0ViutvHPLHv/tFNibbLOOS5fKI426D//H3Iz/+\nsfcD8PjlGf/BLz3Fb/3Bi9x+wzHpEnZe89gjD/PXP3UJpRMpDTyX+oTcYDiWGE+WXGNQs3R4lFJS\nsmTd3wkWsI8y2lqJU+H9QO940OKb2OcMD02ZclHEyiKglW19a5PpbMLlK7C3WuEqy8uvL/nS731N\nju/opvhYB2jVETpN6fZvs9xIXP/+czzz0gaXL2SJhhYpjzXDfVLkGT54tNK9pm5MeAV6ftCQDSSI\nmtGEZYzRObMYMsBxOTsQGA3twvPZa4GvfPk11nXk6PiQbqX507WKX/yph3nyETlXO/MGZRqiilSV\nBJcUIqY2RK8wyjB827BVtiE1KpMuZT9dCLRZ2DybTAfqSQa0S4ew/P8EyB1ERZ+grwweZPs30h1L\nKSWl1JuP8i/+nd8AfgPgwx/5SCJ5CRApQdKDjXPypKSzBkZl7oQweMsUib5NqHWeNpBv0sr27WNh\nMcfhpCYROsoqrzGThjomonNYY+lGfI+BI1JKAblo3nlCsWMoWRNgUayIbO3M2TyzQ/QrGiKn1yye\nKbfvHNAe5xZEdGiVUNHzxs0Jk/MX+PkPrnPh4TM52GlscW2McGtxxBe/8AIheA79Er88xIdEPDzm\n2rdf5/BILunDv3SRhy+e42M/0rIedrjXwuOPbLG+Pmc9+z33fKpVOzw0fbk6Cv4MD0p5IAdr12x6\npiqCjqQ4EO7KbHYpu8QFoQSO8rulNJDzaikyiJKFVFXVG90F73vsofNusNRNCWsb6olmMm9YHbd8\n9Xs3UUdil+LcClSNxUKSsn9tuk3Kpd7T33mVn/6AiITXdypIw4QSoJ+YUq5vP3Xj/ha81ieEnNYY\nUlbZl61kz8VmppyHUlKVWGG14pnX9vjyF+7wxtVn2Z/MUcBaMyftKb7wuRt886KQCv/dHz/D4w8P\nmYfWmhSGbDUxyJtKkFOjoBKjhxTRWj5jbZrFylGMd01+xspiUZ65Yoky3rTWglWFB++O/WWC0K1S\nZimlLgBv5NdvAJdG73s4v/aDt5RQyvRWG2MuhlK2HzKolSJqCTIQ0Epa99VoLK9CYazpmdeKgXNS\n/F/kc5WIPpMSSwg3KOGV0dS67nVlKhPXrNU9diKTEzR1zsZ6sNIYCIlKe9bW5nzgsR2ePrjLhZ11\nmlnDtev3ONo/YHUs2jGjtLBxV0uSU3zut77Jy0+d4j/7++ukmhNja7ply+98/ia7t3fpVsdMkkXR\noI1Dx4pjd4/lC3JTfPZba/zqTzT86AdPM7GR+XSdpMSpT0557DMhRQkmJ31s5H2y6pX0erz6lUxI\nhJpyHov3N9DzYXrpwOiSD58/9tuRBaGAt2P2cI/R5JKoBCDIpZAxdM7RGMv3bh7z6iu7pOxsmaIS\nyxAcaIVRFY3dYNXtEg4dq0XHjesidn3/9gUhahYioeyATP61MuSyBCejIdw3tKCqqtyAKJnzWwk5\n1Ylz19+PKfWOEM9dO+T3v3aPo5uvoQmE1T5r61sYHEvXsnt0yP4LAry/ctny3stbQyapFDE5nCsZ\ny/DNYn8jTZmS7VVV0y+xfTBkeG6UEd/1OAKcSwAa9IN9Xid4Xv3g+rG/TIv+d4Ffzz//OvAvRq//\n+0q2nwT23w4PUqWkacQwSpuTN1jMZk0BYfLqyqCUIXopy1IIpCAEPA0QvHQSjEJVMqZZZdBT54PW\nkFdW+Z4xj6IEGWvMCSKb9x7nnPCYMqjYa8aMojLig+OCQ5sKXRs+/fGzPPmeR9nc2uTebsvB3gGh\n7eicy3ITBS7QtoG42ieG29y4+gr/7A+fgdARYsoBI/J/fXOX7/zpCxzeoAPqrAAAIABJREFUeQ3l\nZExarRUKw3Jxh/Z4iTvexR3v8t1vvcrieJ/5VNNM1nAE0Ilp01Bb8S0qHaCqLqm1BNOxklsIaF0P\nJhcwumSDMPhOyzkT+1Gb7WH7bJIy5dX1D954oKVsw3Uvwa5kIX3g5+RNm1JCpfxZwMFhy+9+9gXc\nrX1i6oipQ1UN1idRl6NBRVy3R6USZlrjgyLVHakWo/cicvbOC0EwJUw2FquKxAeIPgPCXhjCquwP\n9Dja+PBiCHTeZzxIrlvpVoGo948WjqOF41989SZXv/EswbVYW7E+32ZzvkY1N0xmFVYbvNvDuz3e\neGNJd3wgx1oIo5WMc1ZIeebcSjJCEwjRDZY2CZSWycYuOhKBmDwxeZmXpiLohAtdv6iXa9fz9UIg\npawx1AVDe3Cj+wcKQkqp/xX4M+AJpdR1pdTfB/4R8AtKqeeBT+e/A/w+8BLwAvDfA//J236BpDkk\n57F1RRyh/f1qOuyNpLP5Bj8JlOY5WSDmUUq6DCqD2uPobK0lKdXX5ikJuEcatGQ+j3Ix1srkA2WA\nwXPZl1EyIRCTIiZpK5d62UbY2F7nUz9+jnlj2Vt0uFWL75ZUVpTIrlsRvCO4hI+wUks6d8w3nrtL\nt5Ryz3UB1wVeePWAw6Mb2GaGT4nJtCbqgHcrUIamnlE1c6pmTloF/uSbt3n99gplNckLZlNueIOU\nkCpjZX3pEYIIYuFNwQYYnetRRpDfF2PsRyeXdH14T0VKHoUYy5drUM7xm318RszsUfbadZ0ExRGL\n2VjTB72OmrC/QkVHqmpSVWNjop5t4BxEJ6N8ZrOa+eYGW+tbRKd4/aDi9YMK7bVkWymh7SACLfcj\nDItY1AqrFLquBmsYP1jcdV0nP4cIIaKMTPeVfbZ47/A+44s+UAHPXr/Hs9fv8ep3bhAXx3SrI4xu\n2Nycszm1nF7b5Nz6FuvzNTbXNtlc2+SlV4/43798A38USVb1ZZ02OpdZBqE6Kiy1PCdKnpOokWui\nfGaIyzMj3TmDtZWQeBkoGzGJ7GTcjJFO5lDqvUmI+xdsD9od+/d+wD/9tbd4bwL+0wfeA/LF6xwo\nhc14TrHQtPkhkMBiSIidRUhD5jL+JGNsf4Om4EW2QZlfNjA4SqlVbqTSHQhKTooddWo67+XmIbNS\nc4bQ5BLFGkOXmco61/wypkguzplTM+Zn1/FPvyh+PV0gtMKYrm2FQrOx3ZC8opoFWh9Y3DvgjTc6\nzl5eoyKzvF3EBoM3Cu0j7VKsTxuzznQSOV7s02Tt0fFil1df2+TDjx0Qug3BBMZYDvQTKDgRTFSp\nkfoyaCycHAPL45IJ6MXDbVGkj7gjxUvn/htUAM034wdjvKksNKWEkYubZNJJ4dvk31FpARbMxFK1\nGfC2moU7hODxJtG1Sya1DAoI2jKfKj7xqJQ2qhGsUCV6IfVYtiH31TC5IxZaARJay33Ua77kBumP\nazz+OyaRw2gUMXNwXrkr7gxhtUJbi3cdE1MxU4rp2pTORZS1zIkcLOX+PNy7zXNPr9j/4GXOtg40\nFIBAsi6NzqxuH0J/38qxBPH+STL2ut9nRIZircWaiqBi3/nqF6X7mghja5S/Cp7QX/mms91AirJi\n2NFNX9JAbTS+87ic9YxXYhhWVlvXkp7HKBc4r02l01E+F6B+i85PyCLUflwKDCknAoKGrOZX1pBi\nohrdaMqIB03rXJ7uCt+/sY9uLUnLQ2OyAltVE2JYYE2gmm6hq0iKjqapuXe0YH1R891dwXFuvHSV\npKA92mN97Syr5T7NtCHEFpU0k8kEFbOqPS25e/s2589cwVYVKfrhYVIqz1HLvjEwmvP+5pIIhm5H\nXc7tCKz03hO16nV55fYbn7/xZwL45FFREROjcUkn3zemARRS40BcHUoDmUYiCvZTazUXHj3D7Zev\n07YC/scIIXpsVdOujqnriqODFUavCGGF2trpfYSIuazK/DNrslmXFsFOCIlSw48ftHIexuv//a9V\no3utTBnudWPA0WLJ7b18vpeHSE814lbHdGmDewcLXIRF16F1ImTCqwqW2VrgdB3RVu4HUHk4oiyw\nPeoWOmIqpa2ibds+sMe8Hz1vC5mqUvdOCaaf8luepROY1kg7+FZE1x+0vSvbeHd7d3t3+7e6vWMy\noaSk1rSZCMgIh1BIGlnnMsJmu4KYhapjPyFJWyJk+4gUk3QpQuixJhBFs++ERm+yull+NwswU+xX\ndp2kY0YQkHgMYkNuXarCsUmkGAVEJ1LVNcf3jjm624Jv0UqjdKJqSsYSqdZ2iKsFSntiagi0rFaH\nHBwuUfYszzyXW82LJcZYptMNnF9QTeac3d5kb+FYHh2hY42yZQKrQquaybRGSVonAKtShBRpbCVg\nPhA0w6SGrHxPSSaZmNKCzqt/CIG6aVgeL6gnzcCcTkJk65yDXIZF8ufmsi6GiLJyHq2q8FpwkL6k\nM0ZIo0kjnbIh4yj7MaYMDK1x6UQ55/CV5vL2lK+GQGESdbGDEPE46mpCUzUkFfDKMZlucvrcGZrs\nod235rO8JETJBFJMGF2xu7vH1vZa/95xmVqIjT0lpLC/s1woZPDWh0xH0Sp3ruR9nffsreT6RdcS\nvMPUU7rguX14RKNrlu0B0QVmzQQydudDIIQ5Lx8ccHmjlvs/ieAaFCp4VD/PTCOzPCXnmc6mMswz\nJVQMYm1bpswY05ekKWeDaVT6powNQW7y3IcTPej2jsmEVGZ1lsCiRn8SwgHq8oHazA5No39TWoNR\nmMqIB3VV5clB+UTltmuKQkFXaTiRIQW0FbhRHhaxClFJYouPInoSHksZRZ3Z3Khsv1D2NvQdGxnV\nolksvdhWTDy1NlhlMVpavHZSo1MnM9f9Ctcdo41GxYSvLKFdcHmy5PJEXBlDakXJbS0qOI7aFYvl\nHtQdSgXMvMHMG7xWxBSY6hlRDZYaIlVRKC3GbzJhNKFri0ojvMIHMYMrLXpbUduKkLIvTmX7cqjg\nNsWfqXwuZAfD/FAqrcBHolagUnY9GEqabhU4PnJA6EH+ss/lgS4g9nikTAlSABPbMJ9prDa0aUWb\nVqjoCUQCntQIMG5NTSJxsDjm8pbCTORPCXRWVYJvrVyWs0RCdEyn1UCgzHyidKJLNJSwBT9J+T9d\nuE4IQTD4CGnA26wyuNUxbnUs77ciV1l4z8HdO7x+9zWOFkcsnSNoqCc19aRGx8Dhnbt87jlHasXo\nT1eWFAOKSIge1zlc57CmQiuNNRUxN2W0tmAqEjLxtuCAxX2ymLaF4PvOYXkGSid07A75w27viExI\nKSVBY4S+9/HUaIzSRO8RNUbMI3164czgxBjA+ww9l8wGLStOTBnkzm8dmbkDhC6M7BAGjAlAITPK\nQI9eywzXIK+XluRgkyb76n1i4Rw2aKgqFIHKG4ropK4mpOAxs4bWL0FZTAoCIEZxZ/zAE6cA+Px3\n3qC9uk+XVijV4ENi72BJTIqpbcRKYSlZ4ebmJipEXr2zz4XLOwQ3CHAL5lVWIKO06Lwqm0dLR1St\n8T717/G9UXokotEm0a48zaTpP6/Yo8SRban3vh+cUyaNGoTTlbKfeIknXdeyv5uYr9VYrRHWhQCd\nbfaQUj04LCBpUgqVdVblfU8+tMWpS+dxWX+3WhxiIgQcE0Sjdpw65gvHhQ9+mKeunMG1uWuYTcd8\nnvNuqyL5kXjZNHV/79V1zarreunF2NpCTMj0CYFuCAGd8S+fZGSRa1tQtchS6qbnaRlTcXR4j2Q0\n82rGYfKYEHG1dNeqaovu+CjfzA41r5j5JRM7xWswytClIJ0tlcotnZ1K8+NhjdxvRs5nMhL0xiCe\nztimtXYYw0UihIgxMn66HG//GIaTnc63294RQQiANNDZTL6AANF5yOI96ZKlnjUdYkBpQ8ilkM7l\nkbbSYi/gdvJSiilrSKmApWoooUoKnss1lcuzofMTSVlEOe4GeSdlY4rxBLgaC+MWKTObqOhEjo2P\nHQSolKT/Rie0mtEeHFOtTQidIypHVa1xeq1GJc/GpqT/73/fNk+/cpdqVlHVEyyRRfRYOyO0C5Qz\nqGyAptoV1XyTvWXHw9GSjAiBize0iglTTN2yDi+FOIgSu4ixkro7JysoQFIOUxmC80zXJngX+3Ps\nlKjfB/A/UkqNFMWN0lQyNjvFYvplexvW+cYMpRxaW3zM3TdSNpBTGBTBDY4KpWvqlYC0SmmoFGfO\nNPzMxy/xmdJpCksZlBgUprYEBY2umZ86xd/5+Ss8/tgmvX+PGk2pIGdhMfZGZULYy9c5E//I73+T\neny0qAJ96SLHDuTFN8aQy82WnQ0R3b4WOurpGt45Vm1HUoaYNHHVoaYz6YpqeW+nHFpP+dR7tkk2\nkELuLJqqHxTBqFs2LhNjWqGrBpuHijK6v0tpatVJoqm4N6ZsQudGr6vehTLGBwem3xFBSGrLUes2\np60wuNmlHCRUrnqEFX2fardgF1HcAe288Ewyoc4NWJOC3rQqArW1fbknHsTjk6hR6c3tWm1yKz5b\nMgzvpv8eowJmooAVmAmqc9iNhtWedG5Sbl3XSuO0oplUeA/bWxtsnK5oJlPK0vT4xS2+VAdicNS6\nYb42xTq4vXeXaT2FNUNTifZtst7wUz/yEBe3JkTlZOhfyUoScrP1pMRhDFLZ/6QlAMnlUAXmoTbD\ncAHXSjajK1klRWmv+xtTHsh8HqxlI89Lj1qj+xs1DTOqEsxmQgoUXC0LPPODnkii1aN/uywaqUzi\n1aRlQNmGRx47xac/ITSI//vPV7RHjvb4EGs2CO09TLPOpUvnec/DE5rJpLeBUSkvUKPvGXdNf5Ap\nfeGOjbt6ZSuWGyaz6WOl+uJdOm8NMQZsVXP5tIhSn7UVKWnc6gjvExMzFxKsFQV9Sh6T5RX4dSpb\nEW0gGS2jjLTGd90wwCHfQ7YSN9IQIzofc7GJ1UoM18a4TggepQcBqxz3wAVLqTwP4hwg5exfgYr+\n/4vNdwPxz1rbp3lNXRNz6t35gLZgdNUze+/3tilI0XQyIXTFQ0FBOkn1h+HmKi1HzWANO04oE4Ho\nJVAV244+n8qTSk9IEuSXiEn0atNJRTNf4/h4gQmRleuYzLMNqzHEsCDVFh8WGDOjtvDIhTmnTm0L\n6TIHvvc9corLj13i9muvo7RmPp2xcofUSjhR2lg8Yoo/ma3xviemzDdmJCeAcD+LikSqLV1p8VKC\n4SBLgZNm62NBorVWnC+VNAM0SFlUFowcsGXYn+8xhhAkG1MkfNdx1GnUcpermYLQhopNs8+T77/E\nxEzwCVymFhht+uwyn1752SCMuxSJEXSlIGkeO7XBhY/LPLNFqrh295j93Zb9Ozc5tfEIP/3EFmcf\nfpjOGBmMOQouY45SCoIfBud7UXUfYkLspT4hP8j3TTAnhoDNo3lSFHcAje4zK8FWsh2MW/DBS1sA\n/OF8itu9B7bGBkerHF1YUSnLtG6omqkA7kCXOuhmhGqNFBXGiiJfLGpztl+oDYUsaYStXTYfQp8N\njsspY2zfxk8xylgtNTQpSsCJMfVl67hp8CDbOyYIGSu+LCYEXNtSZ2vVkItxrTX1RLE46qjrTqZW\n3pcCxxDEQBzpmNU56lsjLGxldB9kOu970mEsldn9YGePoQBRfHF6vCdJsNMBjFYDTV+pXssk3jGJ\n6aTioc01dm9cx9eGuprTtYcANKnB6wpFJ90hA818g1/45GOYupKptLGk84qPP3WZLy+OUcpwr+04\n7AJ1s4auFO64Y21bhJgbW1O2t3ckq4xxsKUtXaY4rI6JkFniYyOzgdRoRhyQEkxsNZjQl7T9fj2U\nsIEjSjeEWMqoiFENbeh4+rlDvvXyLvuvi+xweXjEZOcUD73c8cTjF/mx84bpWoMHdDopVgbwIZLa\niK50JllGQlBYm5jODLYWD+2/+bPrHBzf47nrx9y8tc5HH1/j0SsPkTL5taqqgURoDMSUz5mU/MYI\niKwgZ3z5ephBHG3ISnWdZAHKC4fN5RZIGYbWWasnD7DRFVF5IgqtLI9ekEzogx95lK/9yS42QTAV\nVQLbTEhKU03m+M6zH6XcXHnF+R3P1kQ6xiopktKSjCe5lkqVYBFHft1Wgk+URahow7Tul1h8fo7K\nvxUfpHGgJt9FMeYm0Ftkg3/R9o4JQtEHVPToRoDLErl10bgYWZWqSqNiA0mA5XEN7jLhLuST008+\nUKp3qjteyYXTozpXJXoGcU/AGmVNlbFEI46KylqqrJYunwPD6ihlXn7QlSKliKkqnvrAFi/fWMMf\nO1q/QuWpsbq2qKOO2doWwe9Rbc756x98iHOXTsvqrkHl1aZCAtFsNsNacFGzrFvc4phZmqDWphgr\n+/PUe2YyiSTjJikH0JI9njR6k7vVGkXXFfeAErb0iRuq3Ixd2/alSekIjQ3OoBjXR3xoKZMzqnrG\n9Zu7/Nlzd3nuG3c42ruDawVgDYtjFt0B+9cT1751nZsfe5Rf++Ql7KzCrQZFfv5SWhewRmHQFIO7\nFELvOtjr/uaKM7MLYHf52HunTGcGVQ/+4SmEvutTWXkwrZKuntWVZGIjzK9oG2OMpJw99ljh6Nkr\n5MryoNrKQMqEyyTeP+0qMJ1Ykm6p7BxjJJP9tZ98lKsv3GT3tdtotSJGhYoypnx9NiURMFH26ZFL\nZ/ibP3Ga+YbKqZjtlxepLGswg6lfuf5tV9wTVHagSCeOoRBaJGjRN4aU1jmjHW9D8Io/RACCd1AQ\nQimShm7VnTBWLxlGOXiZhuoJAZJKuQ0+BIIAMhPMe7xWKD8wPIG+Q5Ri7JXvMYtVVyGgshyhqjSp\nb1kbEcTWBtdl5nFmvBZbzaFeTn2tH4PJD6bjykMN73/kEb796g1qX7O4e1N+wVYo7QmV5fTph/jE\nB8/x8Y+eF26S0jLRIN/gQUXe89CEtNjm1V3HvYO7zGzF0kBdGU49dJ6feUo6aY8/elb0YUkc/1yM\nYvZmREfmZLkuZyBnGeOVDUBjrMJ1w7y2shVNHxS9VB72EkI/IKDYWiRkLpZRiuX+Hp/58nVe/NZL\nKAx+tU/XZusPnbCLlmRqju7d4itfPObTHznF9nRLZs4BXZ4TVhlDVZte5xfzdVPGyHBBO4CxRmmi\njpzb2UEZyaaK7q8sVFVmBRe3BTFoGx6zAq6f4K8pdVL+IrdxBuR1L23xIxwxRIfSg+q8mRgZYRUC\nXVj25mNnL8z5lb/2Hn779yLd/h44xcodE8OKSq0zm27y0Gkp6T/+5Cne89QllssltZGxRkopelda\nS196dW5F0zQnfJB88tisLJAFdLSwjs5BweA0pTs8ZHwnLV9Ohqe3294xQagcREzpRDonTnwCNpts\nQaCyn1BCHPb6ByeXbl1WVKvoUNoOamylaNuMNTUZRBRwqbclKKmqHSnkE5GUhItiGDADqzUxA+ZF\nhgGKznkpY3JAqqxmc3POpz8ZiV/Y58ZdNYC3aNa2z/DUI5f52AfmXLxyGpSmyjcmIfbXVCvL2fMb\nbG5PePRu4J8dwJVTga1TV3j+1T0+8aFTvPdDgoNYLedNps8qVMgWq1G8uFWxmwCSMgTn0KrnGWJy\nJhm7MCIdyPnu7TtQGc+ocL2PkBrwI5U9pFFUdU0Ins+/eMS9a4eo5YoYIQYtU2kB6zqSsSQSPhnc\n6oAb9yLbpwEfCN5jcrCYTGraVYdShui6rJEaLGcVZK4R4teUNEkJvaBXyXtP0zQn7Da0kQkUSqse\ngypC3LLYjSUJOiUhf9ZNf59JpgEpSYakM3gr7XL5v9ZSrguNQ4KGLg0YIEXHjz15nr0w47N/9A3i\nYYuODfN5w/rpdR66sMbHH5eu6fue3MYnR1PVKG2I3iGiVPlenxwqDuB4yYaDyzqvmIgmk0mVGtly\nyNbUdfZ8UifLsFGAKsG8qWr8D9EZg3dIEBrHzROpLQU0TYPXz32/1zN6ob9JehIdVoR8SctDlW0r\nAJyPuTyQer9wTgrxLvhwAsjWhr5MCd7336vki7N+KU8otZaUA6HROgcDz87ZU/zyLxhuv95y647M\nVLfA2bNrnD8/Y7q+gVJCxgwpM3BHxxujlFTztQ2Cu83f+sQO65sTtja2uPXqG+xc3mJqhomoBfXp\nXCddLKP6NFpb26/00gyoCSnmLE5cC5RS8vroobNFZ1S6JUpYQFXBj0b7W85P0jI/zaSGL3zpVRa7\nr2AxxBTxwWFLGu/EcsVOZtQmsrm1xSvX7rC9mTho4fmbB8wnkmVd3lrj4lZFXYOtFDqJ9rBkzHkH\n5PiUhpC9b4JYw5T77E0rd0pElfpJtQVALq4JblReCQ1NY9Qgdo5JMBljbB9cTG6lx+RytilM5PEI\nc4CQIkYVBwPL9s46v/Sjiqd2fpSnX7xNDIaGjom1nDp7hrXTcq2v73bMpjXrTUtwiknTiFVsppro\nYDDVUEKWEtFkSEBphUbmpQmU8VbdrUGr1z+do2BlssngiMH3wNs7hjH97vbu9u72/8/tHZEJQe66\n+EBK8cQ0ybKlmAgMznE+DAzgnhznRy1GVXQ5YBrBASpraLO3s0pSRnWtH/GTBFswicxsHWK61gbn\ngxAkkxAhS40MwpQGcC5Q10qM8UumhIwlWi2XTCczzl+0nL8474+7WKYmgWxI3mWLB2l99+3VLLXw\nbslsPufylZlwaXTi7JVTksWd8DMeRgzHFEbdvqJhGndtpIPWW36GQTs3zkx7O9NMDJVzlPVEP+Da\nphiIRrG3t8C2h6ToCaUc0HWPec0ma7iQsCny0LlztO2SZ757i++8tMtko+b2C4diyQHYtU0mc83p\nC9t88qkpP/b+R3EuE1nJxMBRxqKMIgTpQtnMjC/HIdhQ1gManT050onjDyH0OGDZQvCkWDyWJUs2\nWszug1c5d0ikVBjkFd45ooKUB3lqZdB23CQg70fDatnRTDe4cqXi8Ud26FqHV7A8WPDF7xzye9/J\njOmkecSsuPTEDldObXN+p2O+MSdFRZU5WC5bzRir+tIp5XtEY/DBE4M4nDKqLIpsg3y1SyZdumzj\n5sRYczg+T2+3vWOCEGQCYlSDiJCc0uexKH36pxW4iMsHWx4mnQmP2qi+JQkQnJhGGWsyfCp1cgix\nb58W1rRWinpaybjn3g8n9qVFU9csjo+xVnCUlPVRfZdMKdpOrBKqElzyhZnP57TOU4+B9xioqpqu\nawf+RYroCFEJllJK0dg5LALgp6jAWGwM/YMkgstc+9uh3a6UQtVS4on9bUUMgzWnj05wgDSYifX+\nxPeXuqNSRvY/nvj5fnuL0jnTyvDK3opZ1bAya+zt30Oriq5bUuC0pGuSNljTsD2r+d7+LsvjA5TV\nnEsb7N59BVQubQ53OSRy92rD0bULvPfMeTZPrRHDSLNV7gulCCg04r9k9FC2FWveYvdiYkAbK9NQ\nU2Zrl/erIgIu500READbaEO7XNE0FdZW0kk1Jxcy55xMZs3YmdKAioSQYQjPMELHO5QSxUBVNySg\njYrvXdvFdZFvX7vHq89el+Nbrbg6q9i8ljh/tuPTP7bDxz84A50neBjTY30w8kXK19blwQ22Mehk\nekyvMoa2awclgqmkQZHv5zIaHDmanq5BTigedHtHBKFxzlNq5GJ+XlVV77Osik+JD1RN0zM/x4bk\ng7J5UEcZrcAoYhiEj4WlHXz29ykMZ2NwQW6gqLOZmLF0mUypoB+1Ihchf54f3AKjMdiqEgc+rWnb\nlqL6F0VK3wzNK2iirmvJKXIQiEWoOeo2kQHSwhbXWiQI4xq8N6RXloioo4W0Ju3kro00k0j0qdd4\nKa0znWB0JZQ0A5RWPd2hnOPxVIyi2erpEKNrOPZv6pYdz7xwE200reuolMZl/CTV0uWJbUewhq15\nw8IHjo6W+MMVZj5jY7ZFMteJbpX3D4JK2KA5XBzzzLP3+MRPNaisB/Te99iQNobYOVLOLseBsvB8\nhtfERVBnar6y981WsxaXpSOiNpd5XDom6tpysJ9YW5dxOOMRz+WeK8r0lBsty+WyH96p0kgHmf9n\nTdUHCULi/3lml6NrB+zeugG5U9h1KwiwcJFXdg1fMY/y5JUZs/mE4glZMja0PcH5kgxGFu3kIl4P\nOJXKuJF3Qlbsz1puxlg13McoCUR9Fv1DAD3vCEyonHfvQ5/VVFV1wmwpMGI451Wu8B3GKmshlnlA\n40Lo54X1pYgPEqVLqaaNCPnyprWm1hZtQFn5NxcS2lqSgS4EnOvyDahzxqUF6M1tZI1wiiLI6J5R\nanqyBZ6ZymTpQYz4EKQNrTW2qnrekpjJG7ogw/Rk1fHSrWPgU1XGUGXKQHGllK4NRBdlmmY3ypBG\n56+81uabO0YxcoshsFwuWS6XoNQooA4Ps0xsIM+jlz/lfWKUr9hpLHFxjKlmdKHD+Y7Ot6TOkTqH\nR5O04+zFDdoEh3v3OO4OaVcL/LGnDiar4UW5bozFKk23cHzt+WssDxY435LSyaZCjBFtNSbLkFer\nFT4JwTRFGViQfJI/I4lKzwcKse+QyT8IKdHWRkZEaQWqIvqExmff5sGetpzn0gFzzvWcGzEMk5J7\nHLCsHRZjY8SqZLOGKxuSHbWLY5arQ5arQxyeuGzpFkd03vH81btcv7VEJRktJO15w8m2gRi9Od+i\nVJKzmsDq4V4t01KqSUMiDeTUDNqnfP+mOLguygHTl9gPsr1tEFJK/aZS6g2l1LdHr/03SqlnlVLf\nUkr9jlJqK79+RSm1VEp9I//57x5kJ1IS3MBag1FycxTLhvuxIWOMpKz5faU8GNemicFG03UdScv/\nMQZrlQw2zHaXUsnnhzHmcTOKHPXouRYK6QBYhJ+ktYwALgFCnBZ95jWJctkFLxNCsvWEQjoRKn9e\nQVWinDy5UXOJqXXhZYiFQgie5IWvI+zxJn9ItlwIxdtaAsDR0XGfnZR2agpR6AZE0GoUhCTYlNFC\n5WHQ1soKSaKuGuqqydamqV8NXQgifNUVxmpsdbI3IguHxyfFztqk8VPaAAAgAElEQVQabW0JXYeg\nMxXK1HjX4V3HYrGHQuNW+7yxe49K17Jg+MjR/j2OFVhtsdoSVGKtmVDVCtKKG6/e5I3dJUlbuiAk\nT2u0UC1CwnVeWNu5VDNRsVp17O91TA3sHy7ZP1xy9/YeFvpWtVIJ1BBUJfOW17W2w/hlvwKjma1Z\nlNFE1/b3bsnQewsYpfAxM81T6gd8ppj6+8L74hKQiCmgSRwGy9ZsC61d/owWH1tS5/FhSVgcklYd\nq6ND/ujPXmOx7MAaOrfqr3u5X7XWGG2wtpb1OCUUka5dnVhQfZRSWhbc8ixIOZZCHKqPWnhZta7e\ntNC+3fYg7/4nwC/e99ofAk+llH4E+D7wX47+7cWU0kfyn3/wIDshbe4hBSQT51KKQ/mUI6tzTubV\nA1Ul7eOxUbpSqp/SWfCNysxxxqB14thHjr14E9u6EpxICeArD/YgUfBhyMxkbjigE4uFQ+nQl1bG\nmGEyR88WNmL0lTEHrRQeofybuuqDwzCNgh6T0kpRJnQWX6KqEv6MVopKa/yqzWr0mIc/5u/VNUbX\nTCeTHpjvP7euhv0MEZ8SPg0TOb0/2TIu4UQpjXNOWspG9xmWT4lK64xZJbwPBF9Cq4iNjTEsjgOV\ntnzk/aepJlNW7SHzagel8zWOQZTkzZR6MiG2E473W46XEpRigvc+ssZkWkHXQics8RQ8WxubTKdT\nbGr46kt7GKDShtB5MuUMbQagVKncataR3/nGPX7zj67xhaev8rlnXudzz7zO//nlI168cY9uGWmX\nS1I0Eiwx+cHVDFnFMLWWTAw98ff88wm/nUwRMEla9FQlUx2M8sZcHZ3lQZ7I11/a42vfvkG3PKSe\nzlmvt1ivt7CmYjI5TasVITjc0THPv3CPP3/2DutG5+83JxaZnvczAotkd1N/dEZu91xe6V4hX7yG\ndP/ZVgaBZgkUvDnj/4u2t8WE0luMgE4p/cHor18C/tYDf+NbfQcD9b9cLJ05DEbLMDWjx4boEWKe\nN3XfwZYRMSkFFgtPu/JM68j3rx1y+ULN67fzdMlp4NzpDTET71q0tjIKJ0ZUijKZY2Ro7pyjaiwh\nJPbvHLKxOctydNnGXBrvpWugrfggKSUrClGJ4L5rGXeUSqkVkTnmPgThJVmIXg0MVsVAxJQLgc0i\nUTJvx0c5PhHaeqCUp4IlhTSUUqqwXU2F9/FE+ZCMaOYMQtmvm2E0slKWFCI2B5++s4QaPIko2V7A\ndYnWtoSY8LM1UJGODp9H5bhs5WGSxZrIarHicP8WSje41ZLZ+nl0jBwfL1FJ3ntm5yGqCmprCASW\nbcs3v36Dn3tym7MXdkBXoyxaZ0fImnv3jlAYXr9zhz//wgss7lzn1svn8T4vgsuWW3fO8ujZdX76\noztcOm2J2XgsxaEfKOdJcB8/ItjWtWRvJndPiVI+lv1QRoubZEhM6ikqyGhobYRMWcrq2pgTHTOr\nNaE7ZHHYEoPF2AqlxYkhGAhxiTEzVt2SWQPLw33++Gt3ePyhbS49vD3qcAZ852imE9pVmwmNCYXG\nE8THvdhzaMkCfSeYlKknPVkRxH+6nAtrK7Q2J8Z3P+j2bwKY/g+B3xr9/VGl1NPAAfBfp5Q+/3Yf\nUA4k5Xq5mjSoMrPbGvCD2r3OgHRdy6jkcfu4NokuaQhLbt51fOWFY55/6YBVDKi9Y2bnT1Ot5CH9\n8Ic2uHTeEAIsFis2NtakjV8V5zyFzVT3ZCTbScFDUFy4eJrQSX2s76vlRS/U4VxgMDhT+KjYv3nI\nuYe38dFTNfI7R/tHzKdTkVY4mSqaQw4AntD70uhMuJz0xlkDwBhTwnlPldnHXddhs44OY1ApEryT\nfconvGQHy+VSsjlraTMIqoPKcpfY/xsMpUVvvaKG0sVaAdTNKLsLPjJbM3RtYGNznQ+esrwSIbol\nGHCro340t1EKVh7WG7StMG3CG41b7PPK657GTjleitXt0eqItVTRth2d63DeEY+nvPbGPc48fBqd\nml6TppRCTyzBtXzmmVs8+9wtTFIc3XyFKij2X32FMJV9mGrD0fUJ3371Nu+5sMG59RXTyUzoBMVO\nNd9zlTbopsav2p5FHmOeoFGwyZxByLnzGCMuDKQBL5MWvcNYc8KtoLgQgCwql7enLK1jvm3QdxPL\n7IfVVFOODm9R23WhBSiNO9rjziuKr373FKc2J5hZ1q8pA5XFuwCqeEXV2MoSO7me5fiIER8ik8lU\nZrDdhwPqDL7DkCx4HzgZqt9++0sFIaXUf4W4XvzP+aXXgcsppbtKqY8B/1wp9cGU0sFb/O5oFv3D\ngHBpQowyaz63sWM3jPvVStG1HVqr3gd3vC1c4ujQ8d2Xj/nTr9zi9u3XUe0Rxy5SW8Pe7WtMts8A\n8Odfc5w/e4r3XICdne03nTaVoM0rusFkENxibRQTtSRvKmVU2bTW/USKKmc1CoVOsFq2tF1LPWlo\nF1kAm6q+O6O1eMCUEnRcQsBAuS9RJJGku5SZveOVc9zhCN5TWQ3aEHyiaRpWGXwG0YGNbUnHzPP7\nbTv7Y1UF21JiT9EHHtV3eJTsNEopqjrh/Yofe3Kbp1+4xBtXX6MOEKuakDs30TmOXEvQMhctEjER\nTExU5iyr5QsoVYDTxOLgkGoyoQuR5WLJzB3ivcI5f+JaitTE8uKNfb79hVe4df0l9GRK6DpqM6f1\nC4zPejcc63Gfqp7yp199nTObV3j/YxUr2xGW4ozYOzEET6PoGw/SFJGOpHMeZaTr2HVDdlre57xk\nHV0MGDVMHBkEuidpEd57zm5XnNqZce/7+1z78p8yf+y9cq0nc2w1QymNsQYdE8uwhAPDvd1Dpk2D\nT4UnVCZkDEEQoM2jwLuuo6nzNbeWZHNgySV9aWQU2VLJ/30M1KbKt+YPx5n+1+6OKaX+HvArwN9N\nOe9NKbUppbv5568BLwLve6vfTyn9Rkrp4ymlj586dQqtDMNoFfEX8p3rCVIgJzBl15OU+R5FPpFS\nojLw3EsH/MnnXuTm9edY7d1j6TpUjEQfaUNgsXePxd49bl19kf/lf/sKX3/+dVrnMdrKzZQ7bGW4\nmwyqE42UTCLNhDgzdMRWo9XLey/2p1oCUAwRHz1aJU5f3KS2FhUEL1EKXHREo+iCp+1aIhJ8+sCD\nZAhGKVJwQmAUwRs+OHyx6/SeejRMUHgnTozrAecTnZf9Lt2vHlTPuJWPJzsaIfiMi4mPjM+6upjF\nnSGKrq0Ey5IZFYwnxUAMnhTzw5UU5x/e5G984lFm6+dYxWOsqmnslMZOMXVFcg7aBclCUpGkAst0\nyOaajK32zufJqC2GRFxGvJIH4ijscfXubUwyKJ96fKWaTDBtxxe/eYPbt64LAe/giNZ1HK725dgO\n9/CHe4QIx8vAwdEB+3f2+Or3rrL0HThD3dQnzk9va5H/XoYlKKMxlUVXmpibE1oNrX6heiRUChg1\nkj6U+y1TTLquIyrpmJI01bRBNxWVqbjw0R9h//ar7N9+lePdm1TG0DRTtJqijGVtvoO2m8w311i5\nrvdLD8mL00IKYitMRBH6MkuuZXZRiApiCYaqfxZDcHjf9Qt3WYxKFifX+geGjjdt/1pBSCn1i8B/\nDvyNlNJi9PoZlVmCSqnHgPci01jf3d7d3t3e3d5ye5AW/VuNgP7HwDrwh/e14j8FfEsp9Q3g/wD+\nQUpp9233IkmETYgZWUqi8lZFqZ7LhK6MAopdb8IUU8JqMSszRvHCzX329+4QvcIoQ2ojq8UR7WqJ\nOw60S0e7dHTK0B4v+Zd/cIvPfOFlAr6n5kfIEzmStFCTdMbGpLUYxNBdIdYh47HFYSRMlG6SJcVI\nbSw+RIJzPbaytjZFkVgetegoUy1cknPhvZfsJEsQQhB2NkaBzi5ASSgB5c+YwWxt1beVjdGoEIXg\nGQJklXjvFJDxMKvJBl3SFYlK6BMp5D8M0o2itA8h9OTSpMRszIcISmOrGm2ksaB1RbuKvO+xHR76\n0CbNdJNFd0iMjhgdlRHBsdIN1gcmKmHrCbaes7/cZ2InNHpKo6fM5htcefwJjv0BrDpW3QrlNIvF\nEqsjtrKYaoKpJjTK8uVruzz9nX0Wq0P8cslyuU9aLvIIbU/TbNI0m6gUhLPkNXf3rnH91h2q4NFR\nSiIzUtT3LPX7uluQWdpeZBCqsqjKsnIy6953xWrkZLl7Qp1vqr6NbrSWDMVbFm6Jnsyg2qQ6v011\nfhuUx7UrlG8JJtGRCKpl40zFTzw+w9TiZqlI3Nu9w+ow8NKNA27cjhzua1xwpOjwKZK0Giw7RplZ\nSoGECHAjSbzCkzyvnRM8SyO2JTIN5cF5Qg/SHXurEdD/ww94728Dv/3A3/7mT8ijdlLfJSiz5WM2\ntU9AU8/xfoUxFYvVimY6AeDaa57nv3eX5f4xIXW4GKl0RWUtVdXgg+sBb+87DrojjK1YYyczhjmR\nYhbspcdsRjT1km4qOIGnyK/l1mzukIR+woF0lHxKJ1qYWlnmcyEseu+zmlr12p7yef0kzCDUeFVX\nVHGwpRDAfjDrghE2BJim7qUMqXhj5/2PIdCuWgk4aYU1NSpPWEgjANJmcDxkuwuFlMmFzGeVostI\ngbaWLpvIFXxJKwtV5G//5GX23/Mov/3FF7j2/e/JzraB6doO9UbNmYcu8NrNe6yrms632Posk/U7\ntKu9vB+gdcvFhx7mjYMDKhLBex4/e55oG1x0mHxJXrp7yB/88VX2rz6H9YlkDTpZdNNACNS6ISUp\nUQ0WlxKhXWBrTbXaYbGINFvSZrifLd5PFBlTG9TgZpm06hn/JrfEo6Fv58f7SuCCdRYrWZMsHkcX\nV0yaCT//xCX++Yvfpl0eMavOyXt2AjqKYZz2AWUUnbL8zEce4sxDG1T1nON90dx95fuJ1/Zf5vmr\ne3jfcPlMzYffu8nH3jtnY33zxMTY8T0dgVpP8HHwIdIR5hNhu7tWOEkVGh9CVgI82PbOkG0oEJ9U\ni4p5NExpF5dojMJFaTV778RpzshD6rM47zOff4HV8T2whtBGrK7xecXu/IpE6LkzTVBYNM6teP61\nBR9+/ZgL5+eoXBffP8ZWmMdlyGIlvtKZLxNj7AG6Sg8eMYP9pQgfVa3yqjFo26R1bEnaSLalDTpp\nQvCZ1zGMPi63qzVWulNRKPciJKxP3NDBB5JisOvID0WvFwuDL3ZQWVIg4A3HRy3Oe7bXG7k2aZB0\nuBBB5SCqTopktVL4MOB6MqZpcDiMBJJOWGrOnt7gwqmK/2h+me89IbYmL9w8ZGNth09+YMIfPXfI\n7X/1ddzxPraa8uzz10gK5hti2brWzKg0LAmZEhCpZ1vsbFpwDoPrQeyZrmkz6z14D65DTRq55aqa\nlWtpMnnV+Y6N9U3U4V3WNk+z7PbEBygGoj45Y921Ypcxlg2p3N3swVtr81goyYpDxj1TXu3GGZRw\ncOSzyzV3oUNKBUh0fPS9O/zZo1vceOmQkPWrRk9QYcFsMmemEotuxePve4if/uhF1tfmaCIHBxKE\nvn3tJi8/fZ3u8BZtgN1mjasvXmTVXeEXPzYlRI/WGfvK19d1K6GS+C4PBs2NEc2ga3RRdI3wQwUg\neIcEoYgmuURKjnblei8WkNU/OJcfcjn4NlPZtQ7UzYzjY4Gl7u4uWS2PRBRqZxwub1OpdVZxQR0V\naj4rPk/E6EWSsVzw2o03eH1/m/Pn1wgpQi65ygMbY8TlcTXJeYTrl7sb2aGuPkG5H7xktJYpF7aq\nIDs43j+rOyZIQQDo4iYwmKTREyB1U0up4Jwo6q1FJSX+xND7IJVTFUOQBy8ETKEAGIPrpzDIZhBH\nQq00QUFtLK5t8bnsNDqw10oAXpvPmeoqCyDKuYw9fcD2RLisyM8ZkhAhDUYFvAdjapx3nLl8mjMP\nbwPwsxFWrWc2mfLy557HuUOCCfhwSNtWJLdiY30TgGVcEiZnae/eQsVE13ZcunyGS4+cI+lEou5n\nu53bspj6iNXiDjrVaN2wPNqDVDFfOwtxRcqnYzpdx7SOpXLsHeySLNzcvcOTZ57ExYWgu/khtHU1\nBP7czQrO0WU5Rm8gViZ3pCT+1UnK2jpLJHraQ6ZawKgLqcWELXpxIpjMLT/3oS1un5/yhadfA+D/\nZe+9gixLzju/X5pjritf3V3tu8f1WMwMgRk4kjAkhgT9IriiQiY29kUP2jeFHvQkRWzsg0JmHxWx\nK4VWUgS1lKjlhiiRsUsQhCVAYAyA8bZ9d/mqW9cdk0YPmefeWz0DckBJoVEscqJjuqtu3To3T54v\nv/y+v6knJbSXWciXSFPLwVHCx853OXV2ESkU1+/e5p3NsC5uv7eH7R9RJRJZhcxreOcOX/+zCqnh\ns4+dIhEzdxGPonEeSXQaOZdyKgLYPKdKaYLjhsHaGq1yPuz4SAShYlwiE4VOMgQlSorg5kDAMTSP\nY3OT0ij14SuHFwV7myFFN3WJ9Y6qHJMmbZRMQVlynyOcI0NT1SHtNsKDdwhZk4suD55YCAspPshq\nboebgvhsyBQgBEdT1+9r0QPTlDZNY3biQgfFKTWVj52m9EqhCSk6BJyUiP81O2PTAvbOhyNSdHko\nyiCFq+d+/7wWcpOlNEe6afs3HvXmr7rJ6GoT7LMXep0ALhw6divL9jDchSfuC0fGdhasiKqGUDo3\nT/O4KRO7QY3eNCi08piyRCZJlI+IGKQk8Ltqb3ni5Dp30jtk3mGqEqU0tTWMi7D9S73M1vYOXgRL\nG53lPHx5gXa7FW2FEpLY+t8rPJVfR6sWPmZHebJKYh0TRpAmM6vmSclYlngNuVY88dBFlpeXKd04\nEIyZZaRNDVHPdYNm7rPz2c3cTMdjvZByxgtr1pCfZa7zzaUpJ5Kgdf1zj18msYLDIszbhaUS2V3D\nTQyXT2bcHhQsdXs4J6mrmuevFbzwUijNmu0BjgQmE6yQtNAUxYidbcO3vr7AYib45MfOAMRucORd\nxs8x73gyPxoUdvi8irIafcCrPnh8JIJQlioSnVNXk0CC9LOPKZXEWjdT7hNzXt5aY4xl48xifK0n\nUQqT9rB2QqrS4FOlBX5g8F2Fiw6lHo3UHp22kFpRo8haHfqDMYs9SVnYaQaS6EAlaWBYRVVFgF3g\noZnaTOtFtalRUpFojXczaQNH4K9p1VScYvFYBYcNby1KqGPWM0FmZJ58W6N1EnmIjjwLXmnohHvL\ngDFJjmWf4EzasMobofIpydNbvBc44xkNx6TacXjkeH2n5PnX9jFHhlMnQ63pqXP3Y7WmMJNwRDYO\nlWjSNMiRiHlmdfx8Tc2kIfcaG5jn1tgg3dtQXSJtwDnPZ584zV+9cZfh3TvI2jE82kHpDBHBmOVo\nhLGWNM/CNWQpz145QePyFODeYd4OB30unczZlBlZmlBagx0cojqL2LIgbbVp5UEq1ZeOWg/J8x55\nZ42HLrVZXupQTQxJokDPBe8YzO1c5jzliEXYyHytyFk7k9Sdw+jMhj82d3ERBF0qIeZAnQqRwdNP\nBmeVKxtdRjZB1jWdxZSNGqytgtKCcrhxyc7roUldTPrY2qN0D8+Yqh4FSG3l2L17h69/13J2OQTq\n9fXFkJH7UBap6zpm6mbKIphpS7tZacIakiS795P8xPGRCEI6kZRVOasdODMlmCqhQZpjD9nUtPAe\na+BPX1nm/7y2TabGTISiJTQVhqo8YC05Tb8qUO1QSNNWUaaCtLXAg2dO8u7VEcnSDj94YZsr97XY\nWF8m16H+UFQjlNJEwCxOBWi+8y4CxPRUlyiQAvW0s5UmCVITpWRTJC7oKs+dm10dfLWiI1jQDUqT\n6bFtKiqVaFxtcfg5LJGLSOlw7JLJrEOnpjIQJgh5uSC/mWo99SyHUH/3KIxz/OHrR6xawfXbQ452\ndqhHI+yw4N39cA3fObfMw1fOIao9rMpZbifkOg+cpdpMi+cAxPKBlGmoJ/hQxG6yIqUVVdOtA/I8\nRyiNsxW9pYz/+CvP8AdffZ4fv3adol+zmPdIouxHZSo6Fvb7myy0zvHc5+/j7LklnPVkeRYeltgQ\nOH9yiV95VnN4+zHeePV5tFfUCrybkOcdpLBTGx8nBzg8k/4hJ8+c5uLJNk4KtHJ4Z5Aqnxb353E/\n1lqKoiBpXG2dQMgZjxBCEDLWhJpePKpPNXgI0rlTLZ/493mlg+l68eAqy5V4jJVK0cPhsgxcgpCW\nVHeoqenJQAepiScAFxo2VOAoSUSK9JYah60nXH93m2+/2QPgd072kKQQ9wkvbOSPQVlWCAV20tRJ\nNa12JzIIUhrp2A8zPhJByLnjRxqtZ+LjSr0fGR1+xh2rvQB88dOXuPbuIXc2DygnAwa1JakdnfwE\nh5MjfGFR7WhEpwSnVxZYX17j135+g72x5C9eq/nxDw744W34dz/XYm01ooqtQ6qa+elSWqG8wvvQ\nbp9fJFP9lzjmCbGpUkg10zpqRsMfC5//+G2ZUiZqGzoQIpAftdZTc5cwVwrbiLbLWQenWfBaa0xV\nB5Sunh0hjBUI4ajqMQs7JW/eusnwcAReUVmHdTWaYMr3V8+/zdbOERdOdzCZ5Jn7WxhbTpHixz9U\nlFhJarRUIEKnUMWH0BOK7A2tod/vs9hbQIug+yOXU77yy4/S6Szzytu3uH31Op2Jaz4sAzdB6JSP\n/9wGzzx2CqlzdET9BnLwbG4unFjiysNdbm2eIaVEjXPE0NDudqnKGi3CvNVZRlJL2mdO8Lmf22Dj\n9AZFdCNBK1xtpo6q824jQghaeSsCaz1CBv/YeVSyVOp9mJj5ztpkMjl27+fF5aSUU2BqqnO8V5h6\nhnpXMkNgsa4EglY0zvLWwRFvXBtNN/G8t47t74Gp8EIECIZKyKXElmNq6Xj9rRAIf/VjNe3F5FgX\n1ViDlEmgT1UTOt2grVUWYVPzWqM4bpb5N42PRBCSQiAImjfeH5cTbeq3U9nRmO5KqRHSorTnlauB\nFXL+VI/V5XV2bw/J184y2L5GK+1gvaXtljga7qFjp8KpgpVT97MkWvzL721zdWtMsTWkKrfJDnr8\nt/0TfOzpsHh++6lFvFbUU9ugeHECIAmZRlw8IWUNFsd52pouHAinqLrRS5rLxJ0MnTpbVwG/o5Op\nV3sgeDaQ+ySQBuecYHV88JsZ824G9UfNduHKWjKtSXJNMalwWs9hOTy1N1jrGRYT2qKF0TXGe8pi\nhDEF5SAYFO7rVfTuAZOhQXeGPH0hxYiA4sUFt9KmxdPQFoQTMQBFeoa1eGER6EDPmYTGws6B4/bh\nITvDCXVlyHLJU6dW+d0vXuTZx9f5n76xRn9zC4C8u8zJRXjywgJf+MQVfFsFyQsZHhrrZ8w9CE6u\nD186TU+0efn2Ltfe3CJtK3xZUKsRpmGjyBSjaj7+2Ck+9vAGFaGrGHR3/fSBbEZT82nI1U2tTUo9\nLTbPKzxMSwkcdypt8DjNaxsZGzV3nG1+rjZVUHDQzTHdYAkibiGg++hMEojG4+EQFW+1rUrwHqWj\ndIhwaCeoEoWyHi0SDndCPefG1gFXFlvTpS6iOYG3weRSJgmuWW+Njx73WLN/iPGRCELBOdNN1Qjn\nFfkgsHUzrUObWUq88BTGsbu5xd2DJb71nXcAeOJjF9k8mJB3u5w802ZztMSJLGN7NKDkiLzXxsXM\n6tFzV/j4qRyrNH/11gHF9g7F8CBoCQ36HLwz4ccx1by4cJnHL58MzhwN1cHaqTyGV7NekYs7vJeK\nsj6kMimZFKhWKzyELqoFNG3sptCnFEJFa+AGr9TUwaIYlTNBxKxpATeZRwjaIRtTUYVRWIdXMkhH\n1AYlRQSRCfo7Q5bWe1N5FJW1qcZ9btwecHdvFzEyWA+uqrDSYlsd6v4OAIdVwerCClKPGI9zvExD\nby5+DqclPkImXO1otduzrDAgHQmUE0GaSGxVMh6F4vbXfrTPO2/coBqMmdQDkqXz9D875sn71zl3\nJuMf/MpF/OT+cB3FLmdOn6a1kIMK3mbWWnSEIhxzsTAWlOTimR4XT7dovS546eUfcqJ3gnR1iWyy\nSL+K+JxWwqVOwdNXWnQW86nrbvNQ6bnOZiPR0tB4qqoiSQOb3LuZXtO9QMbma/NKlDYo1R0TlwtH\nyhkuSSUZ3gTQYMCENa3049zCoFkU7v25E+ucOZey+1a4/snkkG4SNkevNNJPAi6tqqgVDEdDnA6y\nsS/eOsd9Z2paS8GKHeGCo7q1VJUly1ozE1D89LnwBMupDzs+EsqKPxs/Gz8b/+aOj0YmJERoZ8+x\nx+drKkqIsKs7h7MWaz1/+Z1N3tzcoTi8zigCsb75Fy/iHWid8huPnuLW7SWWlyWLJ1d4++1buAQu\nnGgD8PgZRbnR5QcvH3JwMKKuRkiVRIxRxmC0B4ehyDjeX8E+eBLNnEi4C6Z3Ooo+MYfr0QhqY6hM\nyqj25G2BKcqwo6ZhV2mwNPfKgDTDz+n9TN93Tj1SCDEtSAezxqCA6Ou4S0uBqG1Q+VMyimOFuewu\npQGCEFNpX424cXfA828eMR5I0tpRu4LaW9oiJZcSt7gWr0uTiZKBTSgnffa2J5w82wnHMATag4mp\nuU4CqbEhuCqtZmRkFY63iUr55rU9AF5+4XX629cDRUI49MEufzI4zdtXzvOVz59mfXWZzpmw+59R\na7FuGIjGLqoFWmMDydn7ueKom7K+PTmPXlzjd577BR48oTkYFXz7zSGfC+BjTqwuc+rMMp1eB0FC\nomeibxCOks1dOZYhaT2VNAHw1FPX02P1zg8o2DbZzgfBPZqfd84hjQ3AUvz762/zw3u8kggHQnge\nu3iKd1eblrllUhms8aTa4kiDJExVo2uJyj3dPLj4qmLIeNxFtZMggewjONjO6lzpPc61TRH9p+Cv\nfkSCEOHB8tbgYgelGU1bs3G7sM6RaInuOsZ7h/T7I7pJKJoebW/ikgDn/2dfvYXZKVhez/nFj60w\nGK+xcTLj/rPnAHjz6iGv//Ftdg5voowJwcdVgKaUQNJiEsU1zD0AACAASURBVPu9i6trKOGPFaCV\nVtjaTetENqalQgtefm+fS6sd/ufnN9m8vsuFc2ssdTIun19iPe1zYnWRe10uq6hF7VyDPPUQpSES\n3SCOIwqZgOpOdLQa1ip2uQUuWlcrFMY7EiRpnD9nHQg7pbk0Qd8kKWeWV7ix9zbWldR2EqxxrERl\nKakUU6skZy3jssKXBaPa8saNPU6d7+ItgTGuUqI5MpLohiuCmJdonEiNQ2qBErC3P+CrX/sRAP3t\n67jKYhKNNhIhJEe7u7z8fJ/dwYgvfuoMn33qQnjv2iIcU4uj4IIR58iFelBVTuL3HFpneGvQWUar\n0+I3fuEK3hs8hvvOGdY24pwYF3E5SexMWrL4oIU1KJgHIUxrlbHLNaN0zD1aDf3HBCmQBnMD3FM7\n8dONxpgaooli00FwPkj8iulG2PDUgvVzM5piuJPBHvxsL0N3I+WnnyKqkkRJpAwYs9LU000+VTnD\nsg/AyZXLdJbbpI3GVmQINIEmGDhMP+QUE2bmLKY/zPjIBCFrDAiPcwHB20y8jA+i0gqvBImQ3O6X\nvHOtZHP3Dpk+wfbBNQB0llEWhsod4W8ZlISdu+tUT3f49adbbNy/QH8U3verX99ncHAD5wvqskI5\nTS0cStTUpUNIBaOwe7zw3i4XNnLa0WVjpvniSWKHro6gvR++N+C7P7rDN0SLu7fuoErDu/0Bona8\n0u6xvLbAL38i5cHLoeBnjMRTT4GNSaw5yETF92+UEcOMaK1xIoo6Gkfa1piJxUtxbBet6xqdZ5ja\nkCqNl01tQsYHhymdQKWCw+ERZuLxg0NqIUnSDIfh4Gifhd4641EACXqpKEdLjKohSmXc3D0k8fcx\nsWW4dgEy8p68s7Q7LcYjg5Y+4IOUQujgDW/LlD/8wRtwGK25aTPkCFdOcEIiLRhZY03C7Xeu8i8O\nJnz+kfPhtb0OVTnG4oN9UfzsSSpwtSBRKTd2wj158d0DhCw50Uo4ubrC8pKmlQd1zjzpsHaynlb2\ntdZYZzGxC5bqDFNbdKIRja1ynDeNADlzUtVaMyknICDPe2DradYKYeMytkarJARKHdQ0hY2SjTSi\nYNBoezeSuy6qLwoCOHIe9X4vxWgGgFSUo5JX9g2q8dvTkCY5aZZTjPp4DQgTONFaoRJBloWAfHa1\nQ6e9QG2KiAGKIOLof+frGQE6ife8rqrAcrjnmv668ZEIQkKA0MGEzbkyQuPD96wNC8BEH3JpHV/7\n1h1uv3cN7Rc42L8VFYbA10e4KiNNU47Gh6yur1MPPS+/e4tPPvUgebuN1qETMxQVFoEr6lDUFHXw\nGUsSEhEkLpM8TM+LP7zBIxdX+dh9+bE0WIhw3DDG8Cd/FRCp12/0KXb7KD2h4xS1N5STEcJrJsMD\nqrLmnw/7fHInHG++8Mz9aKGn6WxTCBXO4a1DKH0sM4TZ9Ait8MYjUqgm9ZQqAKGA6upwRKlwyDkp\n2iRmXI3/ma0s1J6qrBn5Ak1G5jwTCUpnHPUPqF0EylnH5v5tEp0iKLm7v4RD0EoDMFT42b3zSIxx\npFl4xpWa5RC+DkLte0eeg82rAMFsxzmiKA/GDBAqxXnDcO8WVBP+7IXQhPjCJy4jk+BUATOVP1Gn\n1PURdzeP+KffCAXWW8+/TqfVpvCO9tIJfvsLl/jFp9cxAkZViZ7T9GlUI2XTDSM81EF2N+rlxPTL\n46egw+bIlqo0dB1tAaj3Ha+0CnOeSEVVlIGN/qHGcQiIvCfTaLzgjh39PDgpMYOC1koEedKjkAXj\n7U2U6KC9wGuNF5pESqwtWF8M4N/VnsLYCSB+4u9sxlQ8/6fIgKbv81P/xP8rQ1COS9I0APCa9jRw\nrG0pbE1lBTev3WTYP6SWCXXtCaq9kGUtlDcIOuh2l8mkoLN0ipdfOuTu9k3+vd88zXI3kCWFzqjr\nAieC+V/iJT7rYof71Lkkk/k0mq/nLe5bDzdxikuKegeDUcl7uwVvvhFax2Z0hFAe5wqSdo9EC+oj\nh/eGajzGZiViDN8cR5nZs2ssnYxo3biIPER7miBp0gDpvAvSGs3cZGkaJUMVSjWSHjNMUtNZk3HH\nJgqYTRdq3MWqsmRpaYEs6dBpreKLitJb6mKEs+CNwTGnI+0lhS8QHsaHBf29XZbWlkPnz5lpDSho\nTwuO9T+8j7Itkm6e4ScGGQGIvgpmklQGrz06yfGCUOeTkmow5Fs/DvWj5555CKlyjA2UjmYjEokm\ntynfeOM6N777aviddsyoGlHZEtu/zfdecjx5KaHd7qJaGuZkkYMjhp/OoSfy3+zMOmoKP/Lg5cwY\nsaoqhBTkSc5kMiFJ1LFMaMqxC+Ldf20ACioHwUnGzAWAYAR6/CjfgB6b39Ncp/EGFPzms5d5+lxY\nY9/8wRbPv3ob0cvRRlIVJaRpIC9qTbtzluXVuB5by2CDkqiPv9VH4bbwO2bkH6WDm2zTIfv/33FM\nQHuxQzmeBOTwB0yot5YKz6tXDxgOh5TWcrR/ByszuhFyX1cVeaeFTAyr7QX2bM3B9uuMbc2Z+1JW\nlh9AxoJwPRpQ2zGutMFgzluGo00yL8l8F4Mhc+Fh2ji3wOLqAipOslcSOylRrZSvPX/E9R/dxE7C\n0a2daaSQlNaj3ISVniKtM/YrTZLYYNtcGvY2wy79nasP82unKlLZxdgSj4jk3OCblkg5fYads2ip\nKStDmmVB6RCLr0CoQN1oWM3SOjx+ekyB4F4kCS3WRoEIIOssMCl3WV5tUfULsu4y2/vXyGSbkRmF\n4BBrTWNgsbfOeLJHnraYDEZMakG7DoBE6zxCzIwStdbgFUp6GntupXXwvKpGbO7ewdQR2GYneCxJ\n3sa6Cukko+IoKBR6T9busX8r4JXu3NrmzIWNUJuzBhP5eVaM+Vc/3Ob579/B1QE/JoyjloJWllOa\nIdd+9Ab/WBZ86ekzfO6pxziqBrQ6oWFR11W02o5HYB/Cb1OjM7WZ8ja00hhvUZGq4iOXLNhxB7wO\nXmL97GhS2UBmnhkshjVunMEH5FR4nbOkMqLgI4aoilrWU3TXvWTXOGblghDwfCo4f/k0AJ+Ugvf2\nakRdUBqHRiKEwQjw0tHuSB69EAmsk33EyhpKOFBNphrmQqDBHXf59alCeYGVEld9MMj4g8ZHIwh5\nj6stWZpNBaKaDzcfUZVI2dufYApPolKSbBldGSaTsNikgEFh6YkuKytrDDdr6kxBNaTVWsAWlpfv\nhjrB0f4AIRVJqrG1xVcVi60FalFT1iM6ugtRa/eoGqGkoq7q6FnlMVpB7djdvsP+YIvFvDFqDIJa\nZ5ZyjuoEpw0mdYjaYcqSNOkxsRNW8sD7ee3163z+4SskKwatUyDwjaooy3p8zDSKp46nFkTcyMIF\nxF1Sq+DqML/7Erp6TgQm9FRyg4puK+fx8wnD3WX6BzukdDC1RXmJzBYwMV3oCkFR9lEqEE2XWgmJ\nNFMAnELNUViCW6lSNYqIX4qZnpQJg6IkmyikiuRRk6BVSmVrpJcYDHl7AecglQJbVxzt7AKwP644\nozTGVBERLkK2dFTxwo+uMbhzJzicAO1EgfBoUaPcAoX1vPf9d/jD3QmPnFsn73bn5rjB5Ohj/Cg3\nR16eP4ZoJ3CJQhobfdrEVAOreW1DxnbOBd9E57EubkjxHigRGgmzO308sFRlKPaWZUkSZWY/qJPW\njMDL02RZhjVmmkldOrvOI1eO2OxucP3GgJHbRSUJyglWT5/gsQvLPP5YILD2lhailIiI3VQPURDf\nC4MUybQ8UZYlVVHQUSnDScnBYfmTLu194yMRhKI08VQcbB6uLoRAyLBz1+WItXyCUoK90RZOdJFa\nIqLArFOeWjm8rVnSln3dZVRvk8mMurZ0Oi1akRyrHNi6Qqs8aEXLBOMNwjnyJAcSMhUmeLRXoZzD\nNV06KZFRK2ewH1Qem4y+MpbKKmpXkGDYngzRBkSS4BHUZoJMMkofgqE/2Oe1m0M+sdJBeY/zwU1j\n2lyep4SokP4LEwqZUgIqCVozU+3i2bAmiOZ7L/FCRbG4RmokWCMBCKtwSUq3k5J32tTFMgfjvejB\nbrGiQNkGET7GKEishVxw5cEzdBe7eCGw3oP36NgZ8iJYEonaUpUTRBrskoN0heWodBxVE9J26G4W\n9oDJeISvLSrNAUkxGZGqFJNloeMXRXRsJfHKh+NirOPUZcX2aIwdGcrxEGOjwPzKOnhHkrYp7QRb\n9KnNmKPbXXZ2h1xYXDwGmUg1aKe4vbtP4aFfOh49uUSFfd/G4KWYusE0hNVmkwgd0Hq6QSgJeZZG\nGRmBw2MgttJjQ2YaWO7JbqKqQyLTkPHa4OrRPEBNR2y6eeuInHY1UumpKJ3U8NTlJc4/tcEffvMq\nP3wjZy3rki5annn4NEtLmk6sCXkEiU6CUoKJtT4LaZYyHo0Rera5SSXRwcKVYr/mz1+6zYcdH4kg\nJERIg610JKKFSZkehagmPH+t5vySZ/1klysPneOpTxV8/Y/79Ee3aLfWp8xq50uccVit2TdFEAsb\nKar6kGEFpdNc2Ij4hsUeSdnBuRrrhrTSFeqyIGm1SVDIRDCaBImQ/niRnb0+i8sL4ayNR0jF7u4u\nxX6JJqc/CJGwqgq892SJotfJ8KRoYRDS0e0uMBr1caOaKg/XLIXllfe2+fSTq3g7J5LW1B/mshhb\nWSz2GFVj/qGY920LE6um7X0fpXCNC21onJ3iaIwrkQJOLS/zyFnPi6bGD1x0AfUIEgZVQExnegFh\nC4z2dJOEM8s5Ok1ASIypKaqKXitC/UUQTPfRrtnUBlKFJwh9tYXhgfvWeCPKTDgXmhBap4yrEanM\nSPIMV9XUxYSFxdO088j90x5bhqORByQWpyS3NwtSLO1WTjWJFIhqiMwyRpMB1lUYb7HOUruC0itU\nVGoAUFjeuVPx3beuURSKdlKjS8Wqt5w8s4pMW5QmbiA++IO5xqTTz3emBLWvydM2JtJS+ocl+2XB\naOyxUrOapKwtK9JOhrWeLE2pyohAVkHqo8HMNXbgEDacRjwNAqTlOFfLgddUZUGe58e+56Xl7MYK\nUhmefvok508sMSpHPHR+mfUTHaRSZBF130h5IAR50sFiI7JbkmWtIJzflApqg1AwPKp46caQO2/u\nvv9B/wnjIxGEAKRQKJ2zvdPn5EqbP/n2tfAN5bl1Y8QPZc3f+92fY1TBZ69s8J2/3CGzOzhTUIuw\n4wnnSdPA6B47xWCyQ2YULl3koVNdvBvT7YaPvLSoGO5KdNLGyQSpBAvdDg7DhDG5XODyqXBk+sqv\nPopqfUChzQsmzjKZ7EHV6B+VtFpLuLrE2hxrRnT1Ir5jGFV1YN4DiQxt0PJoyP7+mHLiULmeiqPN\nlx6nBEgZHFvNPV2Q5jU/CehmjAnFfilmO7Wb1SmyrEVdl2ycbZHlXSb6BKP+IYPDASpNqIsJvSxk\nK5WZ0OosY13BY49d5vEH1jDeoYVEKU03lRCDm/OBQuEaVUetUV7j3IQsTclWFvnc0+d5+41QHxOj\nA6QPbp5KJeCDeJyWijTtUE4O6S1cDvNWh2OlUgrpPdILysLy6jt9hkd1qG/Egne3q5Fpl3pUcVSW\nCCHIWyu4ssQO+1STFRIdNr3r2yP+uz99haNr23ip6XSWQNUMnORjE8eDG91j1j1EDlbIQo7XQXKl\nOTiY8NqNgLt5684RdmgpJmOUztBec+n+FT5+f8rSQmTNz6krNAGoKXqrubXRCMgB0+/NQJUCZ/2U\nX5hmrZn6ZdLCiDFadrl0As6vWZQ8hdQhqM5vYmmaUhQFWZZR+wlS/GSAZJpkHA5H/KsX7/L6q1v4\nYvwTX3vv+DBC9x/kRf+fCSFui5nn/JfnvvefCCHeEUK8KYR47kNfyc/Gz8bPxr+R48NkQv+M4K7x\nP97z9X/svf8v578ghHgE+D3gUeA08FUhxIPez7UHPmA0JQ87qfn6j/s8eKri+rUDAK7eusXyQo9J\n4fnPf/9lHj/R44ufWuXBp8/y2tdLBsN3IZ7n86yH88EPfWfrgKydYMdD0k7G7duHGKFIYk3oC595\niD/YGlOMN0kTHeyTvaadrqDoI2SXX3sumMs98sTG1KVCKYUwwb3CmJqhmWDKMYkPKWyStimLI9J2\nl0H/AJV4VnpLiK5ht7+HROPi7glgM0VVO4QKzh7NcN5TWxsoK3N4lTqqNjbIVYhEVedBRsxPuBfo\nSOkIqnx2+u9QP9DT3TH4WgmkTlhdXeGXPn2a3d0Bb8uUYn8bnWp0ozusBV5WPHTlMX7zi5dY31gM\n19ncyzmKSF3XUyVBKQMWyqsg5+smE3Se8cRDJ/jEw6cA+M5fHaGKklo6EqcwwtOSbZysML6m0+6C\nDp/v/Gob7R3OSbyzVB7eubXPGz++xdH+bUw1prsYdHGevHiONzZ3MRJqU4TMYnSIbi/gkg6HdUk/\nesL8i6+9wdZrNzDVkFbaYjIZkyUtXn3+TW5fW+Lqwxe4cinAPC6faoOZ1/sRGBd0zBWwtTfgW2/3\nufnj6+H+oSiLCaQZ3vTJpOLlw222dtb48jNnWF5ZmJFjXaz7xczoWING64icv/c5arrKEqmCAoVO\nE5yfyY84UyKlwhGOeglJ0LBykVLiOYa+TlIdmxsJdV0hhJtpnnuBjLq4XnrGw4q339plvLMzJV1/\nmPG38qL/a8ZvAf/cB+uCq0KId4BnCJZBP3EICUpIRNuRVhO+8707DA5Dx8tajatLcjKuvvIK1fkV\nvvyLn+FXH1vE7y/yxsuXKIuAHSmqI1LVorKG0WiAzpZIOoLeQo/1tie1KjywwLOPLrJ19wIvv56z\ns3eVhWQNrwxiUtBrr/LwxXOcP7sBhIcGGY5KZVVNi+inTp1gbbXLziidopq10ljv8OUEUzpczzLQ\nJQoNUlJRI2SCiDep21pkONhhOByzuNyetl/TRqRMOqyd5x7FzhihdFnWlozAIvdOTOsESZJQ1GPK\nkSfRINMk8IPSQEfwYtZelTKgc6VS4XMy4d9+7kFee2Obv3hBs7m7w3AYjhQnls/y8BMn+eWnz3Fy\nYw0hZZCXbYKdtXM6yXLalZnaKMV2MymMx2PSzPPg008A8Pb1mhvvvUTaWsRGLp8pS4QXJO0eY9Pn\nzFo4jvUWW5hUQx0L7MLy7atb7G69Q1GOaKXtqTDeZiEoJ4pJVYEI2BirBbUNgeFE0uF/+MbLAFz7\n8TuUkyOcMKhKoFue0lnqocE6y1VveXDpEQAWL61RYbFmphOtE4XwCu0UP9wacvO1Lapx2CSFq7C2\nItVtrKvxkRW/d+uQr2cZz30C8lYv3j9JWdR8EBldeH9M8sZZFxt3AlNZdNpg6wQuUkWajcwYA86T\ntPJA94gKm3VV4lykIJmZ6qdUEufDppYkaTDDrIoAjrRBex2g02lx47CPH9Yon2L4yZ27e8f/nZrQ\nPxBC/PvA88B/5L0/AM4A35t7za34tfcNMWcDffbcWfYqwfdf7rO/UzMejUibukJ1SJqtgVGIAna3\nJnz/9U3uv3CGr/zyA/wXd19hcvsmAK12F+csSmqsG1NMMtqLS/z933qYpdPL1L4kMVFjuNflVz93\ngf5gG8kGo4llqX2S9olD7j93htZaCynnEriYpDQ8IlMHTtS5tTZbN0u6OrR5y6MjWgsreGvoqgVk\ny3L7cB95aBi7BOmyCBwMN3w4GrG+dJrtvQELC4ugUqqqmnqZwfuF3Y47eU4nNHxvTtcolz2KaoRA\nknUSamengl9OiOleFdrEkqKYkCQ5WmvSxYynnkm4eG6BWzf6XOuHrtSjGz0eeOwStSuDx5izQTai\nmaC5upSMkqCNyL+IIMa6rlFCkuc5SiUsZaHo/amnVynKiwz7R9hSkekU7wwJEu8dqrXEYw8FpLlu\naYSx+NjjS0RK6jymrrHWMxocTVvjZaWRlcGZIgI3JUoKTp5b49Rqwt7QcOduwB9V40Ggm2RdlBIk\naRqoEkKRpznCW97ZDVm6fy/jgVMd8pYm1G+DdpKwljfubPLmizcZ7O2SRqnTajxEthYp7RhfO7wr\no9RuwfW3bvPu2SUeuhgClnQaKUOw+aBOvBCz9r7ONXiJFzUqmXWVJWK66U5/zocNyRQlSZpPIRw6\nCch0IUTw2aPpzIbNI4S08KdR9WzE8gC8Fez0K46KI5zwyJoPPf62Qei/Af4hYeX9Q+C/Av7+T/MG\n3vt/AvwTgCefetL/wb/u89YL30eJEqU8KQE85iceU9VoDdYM4ajij/71G3z8kTG//oXL/PazZ/lf\n/zQSI+1t6nKCTzwmEbQ7Ke3eMq3ljEynaJ1jRYz2taG31ONzn3mIw124u7vPpH/AFz/3NMtraxz0\nR+S92InBBolWE0zerPGx6KpYXF6kq5fJOyEIrT5whd233wUBZX6ArlsIFbzpi9EBzmuozJRomvfW\nubSxyNlTq2idIbwjT2MblnhUmoaaRhBtFoSIVsQNNsXPURCMG5LkAudrIKExcATw1uBF1MWumxUz\n54MlwBnN0skV1jaWeco1nbQKLx1ZkiGi5ZB3wRa6sRVqhhAClSQRaWsInTKC5Y0LkrY4w+P3hZbw\nQ+cewuk2f/7tl8BX4D1ZkgUzyW7Olz9zP7/wZMhO0zSjirpTtTVIaXj2vvN83RuUl1gcpYk0i/GA\nkwtLKCkZ75QonSCSnOc++RhJLvmDF64xvrMb16UMeBg8qU7J0xY6EdRWkKZBHO2HL4dC+ivv7PL3\nfuNhzpxfRvqZvrLwkpeuHTDY65PpNjKuOdXt4nyJFAk+VVOoQqozqqLi+y/d5PKp+8K6aKsACPyA\ncW87Pji6lPHezusd+eAb5+VMnVMGE8skS7G2RiqBdXVkAQRRtMrFeUNQmZpEqQZMgJIp8aRIXReo\n2Jm+vdfnzo0R2ijKYsigOvrAa/+g8bcKQt77rebvQoh/Cvwf8Z+3gXNzLz0bv/bXv5+Dt175AQe7\n76KEZqnXpY5n/2E94UJ2guGgIJMZloLNW7f5blHzqaeWeeaps3zvlfDgrOWSl64fsbf3Lhu9M/yd\nL12ht7wIaGpjkbKODzUgBL523H/+JPVGyaXJOkW5y+LKKsILVpe60wmuorC3ROIsoB2KBGMsD1zs\n8s5bZzi8Hc79O9t7FIlBOcEEhy8OSJMsUDFkD1MO0TpFxICiVcqTVzR5K0PIgM1w3pNGDEYyt9iq\nJtDMATmTOfa2UmpqxVNV4SHO222cD3WQRKuZbrGCqoitW6kYVzW9pEXtClKvKOwkxDwVjheRZgZV\nOMI0vvcOZix5F9r6jeOHlBLXOLNGoWJlBV6ERV1VQbO4eX2atPjSsye5e+cy4/IAI7rcuXmNWiqe\neajNv/Vrz0C8J7U1MQgHv1ipHe3UkHbWGB9s0WmtMfFHcS4mkC3y2KmT/KD0HG7fpLfQ4uIpxXgI\n7722TzUOiPdickCetUlbi+Ta4rVBi0AaXm53McpxZz8ErGRyiDD3gQmdwLAxSI4GJXs3xzhnqcyE\n7uJSXHKOsprQaS0BhsmkxNSScjRCaMXBYMztnXBPLl1oIWEq49ugz49pTccNo65rqtrQjvK9KtGz\no7G100ATF02g6zgf/f2Ch5114YjurZ2q0ngnaaU5xhaIRhvBlAjZXE86c96txqRJishbJM7Q/SlE\nzf5WQUgIseG9vxv/+TtA0zn734HfF0L814TC9APA9/+m95NS0mu1mGQ9hBVkok0SnR07eYYxBeNJ\nSemHZKZHWo3Y3zvgez/e47lPd/i9Xw2C9CvrJzj7/F2u3lriY/ed44EHN1hcDKhPHzlL0xqFi9gO\n59E6o51bVrrrOBEg8xlzes3MHzFk8LUKHoA8eG6Zr63cpd4Ki6NKDdJryqqglXZxymOcQ1tHYY4C\nALCukXlo0Z84lfPQQ/cjRIqP+U/YURtX19mi0xE31GQbVVW9z1KmwYSkaYqzAudLvEsoyxmCNdSa\nxHR3lChGteHluyWLagLaoa0kyS0rCz3cXHbV7XYxxoR6TpoeS8mVlAg9u2IT7a6DZYwIvm3WUBRF\noLckwZFkin8R0O70eOYTl3j47CM4VzPpP0DpLGdOrVOLOV8uKfDGooWmkqBFh5PrFRcefZzXv7uD\nZ0wSDSadlByOjnj0gQfYtGCGfZYXFzh9Yo23tkZs3b6BrcJxs5Uugq/BFOTtDnkrwwtJx1aIxLCQ\n5ZxcCUfCLDGsdBfwSqKirEaapbx4Z4f+YR9RG5CCJNZYFpYSTl+6gvEl3re4dnuLvaJCeBVUOieG\na3tBfuTy2R4oiU4STMQLNfeuud/T7Ma5gFdywcZ5fjQOK9N/W4fUiqrBntlQvkh0ErSSpJh6hhkK\nnG8Y9A5hHU5JFNF9VqnpdWVJyvkTB1x/o6SM9uEfdvyNQUgEL/rPAWtCiFvAfwp8TgjxJGG9XQP+\nAwDv/atCiP8FeA0wwH/4N3XGAIrawKSmKid459Frq5w9HY9jEgZ7hnJ4QC477B9tolF4Kn706nv8\n7pceo9eLCyDRfOkLCyj9IHUVIGyVKREiuGJolWHtDLjV8KeUgFaqAYeWClMafCox9QwclmUZ1gft\n3sCH8uhE46qSE70F7sQbp2WA2OdZm1E9AudQQlL4YI2jfRDsSpLw+T7z5KlAMpUeKRRFWcYbG+RM\nwlFjBjhsaC066kxba0niYryXOFg7EyyCcCgx+7oQgrq2U80bW9X88J0+L/7lHZwsEDkgFZ1Owpd/\n/iLnT3RwUcaiqAsQAp0mVMaQJUFb2sdg1HCdiIsj0Tp086adOk07C2hhWxu8CA8uBOi/EvDIxRZp\nmiFki8WV8J6OSNJstIq8xwgw9STw4+qCpU7Gb358icHwE5jNm4xG4YGeFBOMy3nt7i6ZLOitrfHs\n01fIu23uvnmNFEkd50KqIBJv3ATjBOOqw0K7RZa0yNM2pRuzuhTu9WRc8Ecv3uS3PnWRJIv8rrLm\nrXc3GQ0PaKmcVrdHtxM21FMnF0jbjqXWEmXl0buafGlOdAAAIABJREFUVlEzcQadtbBlyebtUJty\nj69NHVmaB90LMVULsNYiGqtoIbCE4DQvP/s+zzMCt9B7H+SFG9qO90E6OGKuqnqG8REiKCOIiFGb\n13+fnirie6ysrJLne0zGA+T/k0Hop/Gij6//R8A/+vCXAHv9goPD7dDGtUO2tu/y6JXQMTF2mdd2\nX2A4qnBughKKwlWIsuKoHKAVmChTUTuDRFKF8gOawOSunCFNc2pnppOotCa55zoMAoEn7eYoybRw\nK1KNtR6pLNYK+kdDlhd6eFdjJXz+6QUScxGAF17dZFjfwRiPMWNaIkOnOaUxJDLBKUjTLs8+Gmob\nTz5zGmN8uNY5LRaR6MALQ+Fso9ZnwApGxYClxeUQdAhCZyLR0Tp7pjHTsKuVDixz79SUa1Vbg4kP\n6Tffm/D6izeZVHvY0lBtD/GtLjum4n8rS+677xyfvD/M1tr6Gl0hGfvQ8m8WZnBiOL7fOOuC3bSU\nSIKfWPOKNE0pY5G86SyqUG0lz1vT+lJlHHVl0FmCUGJKNZEuIcPwnZfvUEtDlis2uilnziT83c9s\n8MKrgmvxgd7bg/Foh7feW6LTEzz2yIP8wrNr6FywWSa48YhUh0DhTIVqt0kQlHWKlzUXNrrkooPN\nE0zpcRHmcTQy3Hn5Gr/2xBmSLGSpZVVRDR3t9iJuNEZ4h0zig5sAaQASDooRKpJ5C1OTpi1INXYS\nAlxVGFKd4G19LOPRiKmomY0k23BqVtP7cK+ej1JiahgRoCVmCisI9bnA53Pe4xvhteb3aY2pHcIH\nuZtEplN1TJjVEw8GI7YnHtlOkYOw5j/s+EggplOtGdmChASSNt62qWNSX5VbmImnf7hHmnq8s3Sy\nHiiP8ilVZSAJi2J8NCFrt9BBJxOUCj5QVgeXg59wTK2rmiRNSGX0VbeO2ghkY/ebSJRyWCRpItgZ\nGJYXPFIJpNesn1zk1z8fFvGd/oTB5BAmJQuLq+QtzfryEsOx4/bWDbrZOr/8yTN86umgEJiLFi4R\nQbqB2cGvHE+COJhoJDHCQ7p5MKYYl/Q6gjQT+BighHWUPqTM0BzHZguxrixJGtDaxhg0kvc2w473\n1oubjPvbGFNReYMSCXYU/LcOb+7y+oFhIw36pyuLXUZKINS8yP5szPzQYi4nQuHauyCJEdA08ftK\ngXczlUkBAh+7bTOdnizPkEBZlNOj37AoubPv+dM/f5u9wT6LvTUeOt/j04+f4sHLK6QtzfJKuCc/\neKXN8CCh29U8fPEUK+s9VtZPQe1wZcBXlVFNMEt6YbOwlrKs0F5inWVcjWlrTbsN9TBcv1eOddWm\nXxzRVVHwTkqMcPi6RiQCJQS9NOCKtJa0dAtEghJlqOWUBYvpAkfjA1baKwyKUJsyNbSUQqpZs0AL\ngZdyakGTxyN9UQQaSTM3jeCZdx6hBKYGIZv6kZ3KxQohglJpksUsu4JET4F7QgiKokCreOx2CqPq\nKbxkHl29vrjApy8M2N3qUBU1o70dPuz4SAShXupY25B06lNs3dmi0BNOLoSOyV07ZHGly+aWjtIH\nNV54lE7wVtJKFYMydo2SJNq8xG6Z90HeI8sYDitkkkwdToMOrscLOXVKEETCZSzQibgjvHn1Gg8+\nchExCUe09fV2wFs0zhpOkPXC8er3nnuAb7QF7+7Bclbz2PkUmeaMjuCNXodLZ1p85lOnGffDdWRD\ng46UECFlEDWLMqKV9Rzt9DmKgaYa1vzw3SM+9cBCWCBViRY6pMpE5vWc2p4ktFelUiRpE4FDt602\nju+/HDKFYX8HayzleIh2CbLTJiOhqkq88NTFEV9/Ofz8xukNzp3sxW4J0x1VRlvjeZdRvMc18qeE\neTbeB+/4hoYg5FSrqBnGh7ZxVVUkEVc0rkJNqwElfOvHe3zvletsbV6DynF3Z5vx3lmuHwx5/PQa\np090+fKzIdA/eXmFo8EFNk50WD+xQEo7dAal5fIJxQvSkSchUMg0wdUFA1/SVkvIWlAMKlrdHmQZ\nztXIqJiwkE3YOLmOklmoVVmLcMHxRKUp1bBEpgqVxSCiW0EO2HukgF5rkcNRjXWOlswoXUnXh2Bm\nbI30YOzMV68pHDfjXqWJqUdZzIqaHU1IP81eBKFbJlAI4SOZOZQoGjmSeylDnmj0KQXeztxBGifW\ncG2etNvixEqPwbJBug/fo/+Z28bPxs/Gz8b/p+MjkQklWUouTrK+qNjcUdx/ooOPhdTSWGrr8a7A\niRSHwdRH5HKBw4MDhuMJWUSZChHapFEgFeECC3xcDhFKYZxExx0hiFUJtAxIYY/HWz8l8Qk1a4Uf\nXL3K9fGAi48+GtqdqLhDhBRW++DDDrC8usCv/8rDHBz0STsaYRV1regfHPHsJy5BC8yBYrIbGPpn\nzq9TVhVJ2sIjKKJ4+NHYcLQ35k9e3ObVa6HVvGQMec9zrlPR66YsrrdBg3Rymo34uGvWdQ3SBqCc\nC7WUqSeVVFzdGbO1FY4gtqgQUtJK2yQsYdMCWwuWFnrsHx3gVMrw9g0Avvp8l3/nS5fIshbGC8q6\nIkkCrinIzcwKo0KF4qePvlxCRNkLIfBCUNY1eSuJXUFIdBtXl3gZqB+eGWCutJ7l9gJvvhWAqd95\n/irDq9dR3lKaCo+g37/F8Meb7L53nfuefpRHHwi0m4ceWsb4oE5ovcfg0SL81ifOLfFHp9apb4Vm\nr7KS0k4QeIQ31ON9DvcUTifUzoQ/0fm03Vrm55/ocmJlMbx3VWMqg68sWihUntNWOVUs6pfjITbx\nCJFQlYZhOUZYFbPuhLqeQMQUZUqBt8cdWCIqXQpFWdU4M8s25FQtIWgrSBn0Ob33SC2hjjmL0nhn\nSVJNbQqMIeo/BZxXKhVVfN8Z9SfcA7ykwSHVxkwJtBDNBVTC+qLAnM0Zlksf4skP4yMRhAQCoVok\neYvUH3BEzpu3w6JY7yzQ0QlKChKZ4BOJ0gIz0Fy6dI5WLwfbUAPcMcwMgHM1WdpBSslkMqEp3Cql\nA8ObkLVqpbHM2pZlXZNG2YhffO6XKKJyYuhAzdjNWqZ4aVBmTugqT1lZX0MIwaA/4et/ucXe7QFf\n+coKWRVoG+12SLt3t8b0Vt5/G7733gEvv3DAzXfeozwMuJStrE1+KPjjoWG30vzSZy/RcQ6XGRTB\nTmeecZ+pHOsNJRMS5oWwBK+/vcnkKNZBdEYpDUKmJMaRaIH0OdIXbKyepX+4i0hCoN+9MWRvX3Fi\n3Qa8VDRsDO/rj7G9iXD/KTlwinEJ/0+SBGflHC1lhBBJ0JkWIiCtvcc7z2La4dU7A/7kBwF2Nry7\nSVGPg8qfkCgf7qU1I8qjgmsvvcefrYZj03OfvB+tA3AvPNSx1qcUCwsLPPTABq9shhqGygW9eona\n1VgpaXdb2E7OZDCiTlPQikmEO1jA6w5JJ6UsitAOj5ImwlWsrm0gxZB2nDstElKdcDgasL01joYK\nGmcHoBJarUVasZPW6XZCcJBier0N9sd6T1kUdGMJYF7dUAj1Pq1pWzl0O3b/rMI5GV1dp62X8LPW\n4bSmFaVYrLVT7fNm+IiwTua6s8QrVFnO/WfWOLtQstIbvG9N/6TxkQhCHnji/nWohyyttLhzYxtd\nhaJbfn+B1DmdhTZCJEihSXSLR586w2/81mUkXco6fGArBWkeRL6qukZqOa1VhPOynzqfhuFiDSmS\n+wiOmtb7IKMQi7xjW6GT1vQ9pp0nwo13ZobdUUoFTpKwSOv4l98Ys/vtqzg0v//fv8cjP5fwhV88\nz2gQFrLZ8tjCsHwhxVpPmqS8c22Lb31/l71XXmTiwJtQQJauwpoOB0ev8X2R8PjFHhcvncLVDpWo\noEEdr0MStLMBNAkWP5UfrSZDbm73cfH7BcGeJ3WC1WWBT3qkeYvKDtnujzBpipmEgHVQj3jh6kl+\nZe002gefNhkBcFIIxJwRgHcOnAv4LN+E+yBDIWgsg2c7qvAKoRsVQh/uBYEakic1127ssvVOYJqW\nZT+Qcv8v9t7s55L0vu/7PFtVne1de1+mZ3p2csihhuSINrXLkiPZliXLlm3EF05iBEIQBMhdLvIf\nBLnJTXIR5MYGskCGfREYcGKFsihRJEVxHc5wtu6e6eXt5d3fs1TVs+XiearOeZsjckZKkBHCByC7\n5+3znlOn6ll+y3dRFTEkD3YhZdKdDp6D2UO+/LW0SC+ulbz6U08m0bUQ+sXnnKOqKv7+q9fQ2eP+\n9ps3sSainGaxqAmqZD49phiusfANi0XNepU2lbXNZJ/tiImT5zxVVbIxHrKoaxo7ZXt91ANToxlw\nNKvZfVRzXNdEp/DNAqkLRAzEENhcyxGNcMiiPEVU7ZHQ0aGN7C3FCT5rN7FSdFbJQEKIdF/yQW1d\nTQgxAyATWLSLVpVRGSC5dFaTIsvUZo1pkec9IqGpOwhZwr81lIOSoir51GbJhx0fm01ob6a5fn7I\nE09scuf4AZNRWqS3b0emD+cMqzFz1xCblvLMiP/iP/scwgxo3JyQQQlCCPDJNlobk7AowVGZZTO+\n8wlTWiNiOgGc9xRKUxWJXhFWQI2QS7kxLeIYYm+vk7yuTsuOO2tRlUB4yZf+8AYPvnqD/dlDSmOY\n3dvj6wfb3D+q+ZuvJsDbPBp8bFi3JZKSGFr+r+8dM7vzkJPZEWW5htBLoFqIAj+vObqzw9fe3OLJ\nq9s4ERNKNishQnKE8N6hlO7xHwHw3jJbCNqTBi3SiTdb7FMMK86eOcfaVolWAqEr9o9qIoEwOyZm\nl4gYHA/3HK0PCBUQJMS2jwGtk413B5g0hcloJ0BFiAotIt5HYkxWTkLGpTiXkjgvaK1F67TBBZ9g\nF4ezKXfvP6Sdpqiw1CWh9TT1AVoUOLvAmBGhkFTK0Pop9d49AL7y+gU+92KLGhpkjoRtYxFSEITg\nyuWz/Mzn06L5987ha8ve3iHWWmZuThXGiIHBxUAZKzYupCL2b/7MZda2x2gSmj3l8vD8kxNe358j\nlEMUFV6mudzUcx7uzTk8mnIybyiVSRuEyOrfQfDU+bTBeZGgFz6GpPxgNN62KLn0/uqLzRFktvnW\nOkm6WmvRankgdPPe6CrrSyWk+2p3M7hAINBZpik5JAhPjMkHL8TQR5xKyuROI5ZruFuDSgq0GvBh\nx8diE9o/ann/5js8f+05/s7Pb7F/1PDy1YSC/v3vvctw0xCPKnwEtTbgypPXKYoKWZQrvKe0Ubh8\nOxbzOZP1dYzSpzoK3ehIonBaJsEYQ9t8sD5u52DQtY6FSAtGrebtQPDQzAT/+t8sGBzNkG4tOVcw\nxy5q3v3DI+5cT+nYS58+T5lh9sFHdh7O+cF33+fhne8hxZDoHYNBem3dtMwXR8hiwtzO+dbrb/Pp\np8/y5NWCMrdri2J5AnWyHkAOvyVERfAC31oal1JMbUoqmThepqrQlaGZnzAablLKObUp0N3iJdIc\nHJAYObAEFYjuwOzvh8wbtQCCF0jl8D7VFQSpFti2Tf98kouqptQmaWFnPy6pJY0d8vBuqhcB1PNu\noxsTkAxUiQstwtV4aRB6SJsF9E/u7iDE82glCSHVy4oquanEGGlxvPhE2mSvrH+Sdtrwr75+Gx8L\nbJgh8iK8evY8e7vHvPxMOkDOXT5P53BkTBIl00Lx/NV19nc8h/uH+FizOU7P72QasDYyX7SM9Ajn\napy3GGWoqhEzM+PqxUmea4mAUwhFNBJaR1mUvYyGMQY7Tc9PFctDthMy6555snY6LUZmTELQpyBI\n9ihslTuRQqb3c36BoCSSuWSRJIjv/Kk5/0HjcejGjxofi01osVhQH8z4xnf2OX95DVmMOXcthdJP\nPrrC9956l6uXL3I4rSmU5+/94vNEWSSU54okhZAShUBKzc133+K5z7yIs5FioJietAzHBpO/csIR\n5yUkBI3zGJYtTlhuTh1KOcbYo5aNSfoqhemkMfKXiRJN4L/5F29z5t4Jx/YELRURk/LxxuKc4A//\nXapBfPLFS1gpcmgd+fL37nBy+BAtSnyhAcvxSTr9lRwipUA0FjEoaQ4s3/r+PZ659FRCmhcruXtc\n2iB773uia4geU0ZCtMS8sZRmQFAeJSNGBoZVstLxPoAyRLXEI+Es0WiCtwhKpEo4IGIysAxEVI48\nQ4i5oClSuupEdmoAEDhr+zSiu+ZUXFBE6xBKIYQi+oCxCxahxmc0r0EQhGLeTCnKEUHJpEUdPL6x\n6KgIee2d+AXv3j/m2uUNlFEorXFtQ2EKIhHnIWas2fbFMTFaPnO0wLnI2fEZGjGhWlvj118c8NWb\nhzz3xNn8qBVFVgrozA9b27IxmhDUPZ46t8naOc0wHyK3H+0QYnIFcTjm9ZyqGoIULNoZn/3EdTY3\n02tD1uuOUqZifo50uuGcw6wAAkNIUIhuA+pa9FVR0LqakywnUkYJ2jKcbHBw0rI2BESqj6rs72d0\n3kC8JMQWgUomn75Fx4iTMbXtg1jSQh5z/pA/ZpNaHR+LTYgYaGm48eYN/vnJPv4EZjKdNj/96Yss\nhgX/5Bcu4GJgXFVsnZ9grSPkk7bDR5hCEYOkDS3XX3wugbpico18//s3uHjtLGvbyWc7rhRLfQhI\nKfoT4fEbqFVExLSIpZRELajnDaEuMRsdBiRLbbqWb35ninpzQV2+j1QVOkbqhUVS4IVAucC9txPh\n9QdvXudTny5ofGSg4c6eBSfwIrl6FGJEdFkATbdY31CKirCYMZMNb90/YrZoKQYDvHSIFXpGN1JH\nJTJfNOAt80VLlAZs4kvNZodMzgwpzZBKS0RsmBQV96cLYrOgNAMWroPyJ3yUloaoYiL1SoFcOfk6\nJK/KTialTjUp6Ly8gA4s531fCG3qBucC0mVMSqbJCAGDiWbr7JD6QVqkx+0uEUFpKoJtiWXSQhK2\nRg1GDIebTF2qH03GFduVRBUFItRoM8S7VJvq5kFwHdYs4oPg5WfP8cLldQYj2N+3rK+fZzyx/Or5\nLbpbrITgcNFSiXSdSmt0oYnK8cL1cxwfNgwnQ45y/S80cHK0R1mssZjPGA4qimKED45iPOLl585g\nTPZgUzFHMi0gMXqwJKFmvl1gKXbXzWmRa5pFVfHGnYdcLMa8f3TATsaltcd3+fwLz7CYnvCnO0f8\n7ZcuUONTzdCmtdQ5MIVA6nxGlxD3nZB/PhhWR3hc3/wjjI/FJhRcJARJ207Zv7tAAt98N9Ea/su/\n+zyf/NxZjNRUgwHN7AgpKrRusD5N5F743UOkSYtEaaTQaNVSxAHjc2POXtpmPl/KH8gYCbl7IzIv\nZxWS3lMEYkGUyTZYa40UBVEdI4eWntyRIyGtNV/7+gMWs7uoMGZIzZzIeLJJYw/QfswinODrNIG+\n9L+/z3PX1xETw50HDQd3j5ke7iC8Qslk/DKsUg3C0hKDIAhQMULrMPMWXAIlhJXuWKc53RFXpU6E\nw0haeMZohqMc+o8MXsyYT6fo6lzSgykNpQyogca3TQ92NOos48kQIX1qAPgWY0zWMUqLowv/27bF\naI2XZL+qlDL3EiSZFmDzrC/KguPptE+TESQCp7MMqopXnr3EztupzjMcTpjP52A0uqzw7RwtJaOt\na/jmiOgPGWUrn1dfvsLk3AQVIpGCThLFOZcKq1pRDk7TDIbDisHIAJJrmyU2eASJUa7iUtu5DAFV\nyH7zcNYSpeLJi0O+WXvu3DuirdOmXNeWstxkPj1kMFijro+wzmIKxRdeOsvlCwNCPgDbdoGUksKM\niXi8XwBZ5RCR/cdWyM1as1gsErzEB0JreXB/xpfffcD+QcvefmrebK8P+cG99yjKQNMU/MIz2+hK\nZlmV9L52NeWzLUImXp8xhta2FKpEFEUC1ebIxwuR02mZAZB/1XzHgPnsEBsDJUM8M258J2m2vP3q\nOZ6+ehYXAvViDtLQuATfL6TG4qHMLG6XODIdmtf6hH9p3YwLl85jvehJgZFk5gaZakDqqAkh+g5T\nxwSWIvZyrACNnWd1RGisTUXgfJK2zYKHr90lNC0qiCTk1S7Q64F2PsFHi64N/igtvEfvH/H9N+5y\n6fImf/DtQw6O9hJmJAZirEE6hO+uOSAluBgJumRYaTbHCqkFjkgIAlZgBrCsBwhSBy/oAVsTx5mt\nAY+mGe5vHXIwYLRWEYQkREmsW0xVYbJsx3SW6g9ozQsXhn1LXhmTeF4ZtS0EvUKfNiphTIIgkNM2\nlpSB/n42S7mPDiHd2WF3rPkQJc9eHPPJZ1Iq9M6birqpE/pYSnQxSBY6rsFUJc47treSbOyZrXWi\n9cRhKr46J0EkDpYIKT3suVZCI5XIYm25DtalODIiWaoUFqbAK993YGUmhUpSvevytuKOr7i/nzBh\nHkUUFmEKogo4HMNByfUnhrz49AQvTf/8jC6TqWNPuNZ9lJ7qLRGVazdJtsUihUxMeKG5ff+Ab/zg\nEbdev0OzWKomzg8GaD1AiJZqtM4b70146ZmziQCLoHW+n/+2bXuydlVVBBcpVInHE1qLRC1FzXJH\nuVOY/CjjY7EJRWL6Us4yLwUlmtnRfQD+9J0Drp5bR1QC4U+nGtNwwt03H7KYp7D7lVd/Op30WhNc\nckpNy1KmmoVdim51kQOAGGoOHu4zGg8QQlEog3cOl4ve2hhCjMvISIveXke6PFFz23c+XdAs7lLE\nEQvjIRRsbGyjjIB5g1WH2JkglGki1yeP+MqfrfOffvI8P/uJId/87hgVKiRTQh1xQ0eZo62agMZg\n4zHKCYQZ86iNCDEgilQI7iZFYsqnVi2RXrohREtRFTx9ZcTeg2wE6faZ+DEbep26ccQsUFyY9L7R\nW0Q25hsPBzxzaYTRFTHEjoid2+0BqTQub8jaZP1i79FKpfRZdDKjtq9ZleWysCqkItlXCaQsCNGi\nlaGWDRcujNi+lIQ6b757wHA0ZrGYQ1igRIGRmtbNiKZia/ssn76emhvn18vUhs4FVaU0ngAuZs8y\n1bd3kp22wftE9M219p55nrzYuo0xgfh8Fp5r2xatFDpLnFzeGnN5IrCzND+/e9jQNDU6ps/dOneJ\nZ65O+NwL2wy3JtRt098TScA6x2CQoCHdJtelRACNS1FuDB4pi15v6M17h/yfX7vHe6/vEGoItulP\n1MXiAKFnjMuSeXvCv/3yDc6OCi5e2kxeaCvGoxJyC171ypFJFysZZ3rvcb7rupm+uN1+hCgIPiab\nkBBQlWeozQGVLNESdD4ov/Gth/yDn7kKskrF0W5WAEMx5syFmrWzTwBJ6Y0gkDIQC4P2j7OSfngY\nY2Bu2b+xy5kvPIe3IbldlgX7O2kjPH/xIs77Pk1Y9QLr3yemhfRod8bd92eslZuMSsV88YhWO4pm\nALrAniwIjPpJ37hDbvzZTXZ++Swb2xOGkwInZsTGQ5AUTrOQ3aRXgGWtPIMXAnCcLRUhNCg1THWp\nFdErk4vmSc8noquSaC0xSK5dPM/Xi1TwHvshRbBM2yn2KKKqCmKkrvfRuiDGI2SW2/jiK0+zeXmD\n0C5rAJ3oVlEkDeIu+rLWJpJqxvt0Bo1J11ifYn5DRkeTcEGlLgmxReaC+BrrHE0fsvBp47xyqeLe\nboVt30frNYbGMA9TqphqW1/4zIu88ExKY69cXSPmSCIfecTWEZWAMknPqr6eEXqdnBgiZVn0tZaU\n2oq+/tfhxaRM0Zu1GSfWtkmloRoQCsdPv/wkAOe2d5lONSezmvG45Pyo4OLFMcVQJyt4JCHX02RR\nMRiYUyJmj4/OpTWaJOLUNU1u3XzE3TceEeoF2Ih0EtepO4qC0EZOmGGM4u6dI/74zT1++/Jmbusr\nyrwRIhOqvcit/r7m9JhkzOpo2zYTkD/8+Al37CfjJ+Mn4//T8bGIhEAwbw8pi4qmnRFlicxgp5NH\n95g2rzIqdNLqFRBlYhMHJVlb30C1S8Sz0Km4HFsL+aRdFWRa7Xz1IlylZO3yBj/46ps884XrlHFI\nbRdMs7j7mfMJuh5lisSSq4WCKBEqnYgx5+6HB5YiVhhv2X14wuGDiovFAfKM4r133kaPBlxYq1i0\nScvn6GRB8+hNbu+8ShwIXrlyjgc3z3Awu43RqbbRtdKLkJjU05MHDKt1is0zvPLiOSabY6RICOVV\n2obLOBjvXLKqrluEinghuLA15MknkjzHjbfeR8ohx82MShhcbYnWoVVBiJFqvMlgkPBHz14sidL0\naGsA17s+uKRd3d/idL+SzGvqcqUOZGZ15xA/5E6LVAoRwZhUrO7siZCSuT3GlJpf/mSqCYkXtvjv\n/pfvUQ7GuLbGa4WIGhMMZy6f5TPPD5l07e6g6A5nH2LvYBFCpCjUqXqfc4FIQ4gpg1mNeLuIT/Xg\nWJUAoJlBLzMMQmYcGTEikFSZ/vPSC08gfaRpE7pbFwYfQ+8KEgR0amDWNb2YvECgpOphIF01res4\ndl6sQggWiwWLRtK2+8n+SkpsDMj8HZ0M6EITXMTLhmbasnd7gV8s0MNReke5jEyNlMTgUhqoTC5h\nJA2i1UZIn7pKicdz2pD8R4+PxyYkAgNdEGLLcLBGfXJMyOp166OCG2894NUvPkk9J7XUbcrtu1CY\nXqYg3ThBypMjAdsEBsOydwFdHTa35Be7FjPQPPn5p9h/b5/JuTU0hqefS6LjLoS8DciEDIZ+orn8\nINpp2lRu3z5mHg55+Oh9zm9fo51+j6P3r2DkCFGWSDmlVedp8yJetA2msHzn+/d57oUhP//Fy/zx\njYfMTh4g6jFWHfXdGKegkBIlC4rhhCefv8rTz55BqsSxSiTdTND1Ht3VEDodmhxKSxFRReAXP5Nq\nJgMNb79zh+akYbqQlMUQZSLNYoYjcu2JCc9klPD62RHCB3RRpO+uBd4GUCB8Ki43nSIlkVIlnIvP\neXRAYJTGd/WMGHtvrW445/C5BmNjwBBpM8ViYys7diwiTz53lfpgxO7dBjWZMyjGtDLwW3/9Gueu\nnSU+piYhUtWcelEjlUo2Uz4dUl1jAZKTitIFrfpiAAAgAElEQVQaFZIoW8gwgs7OyK9sWirfY6BP\nLUVWP0yQp+UGGIPE4kDrxIsjWV1Z79EIAiF5f+X38s5jCtNvxjqrVIZI1mdapkRNWGCCoSpLTuYt\nA73BIuwwrrbwdk5Tp+5YFCVeaXDJ024wHHF/94CbOwuevJb0qwo9ytfrQESEApUbQiIGhJI4nzSL\nXJvJroXA5+L3R/Ecg4/JJiSQiKAxUdDKyKDYItaZW1Ur1rc0TdsSfO6EGINWCtc0eKV6BjF+pUuD\nRoiIUssd+YMAVFJIUI619XVEgK1z6yhR0ebCJKScNQiBDjGJhj2WDzvvGU7SpnnztT2OD3aQWuHi\nLg8XtxC7a2xeUmyeucDWlYKDd2s2N9MGcHiyoByc4+DmMXHRos8pfuWVTf5t8wkObr+Hq6HMdsbW\nL6iGI0bFOUZra/zGq0+wsT3MlI0lKbQbISvoJUeK0zWsQTVGbqXv8YUXAvf29zg8sBBKFo0ltg1P\nPPEEWml+7YtnUNm2Rg8HSG+JMTPdg0QbgQgkpcRCY7oWuw+4toUeiSsJzhIcmLI8JbrWX3NIxpKl\nMVjvKYXCkrszIfQCb9XA8OufPUu92ObtnROe3y6ZxxqC5sLVAc4Gik6+NvPauk5aFxUrrWibFlMa\nQuwOsgTvCM4njWcpkbm2Rt4YV3V7Ov5gh5r2zhOcT75xJCUAk6V/pQq0rei7SL02NxCUpFTmdK3x\nA4IJ7z1CqR9STxwVE/amU/7kvX0Od/ZxLjAoxojFlKoY4uqMYtdJ8dI7i5AeW89pxFmGMkV6zj9e\nVE51NB9qfGORZYHqvusKGts5j1aSoih6pPqHHR9GY/p/Av428DDG+FL+2f8KPJ9fsgEcxhg/k00S\n3wDezP/21Rjj7/64z0gi9A2tbxiOzlBzhM4o01deusiL1y8wd6m9m+k5icclkvNor0qYC2dLVndS\nH8zXnD4rf+bJyQl18JzfWGc8HOLbRMQMUWFD208USKC0ro0rhEjSG/lUgvSY2nwi3PjefTY2LzK3\nu+zt71CqTU7qOb6pKAfbuKYl2MBJnRDTW5sFbiGYHx1yeNgwviD53MuXUdLw+18OPNjdxTcpLSwH\nJeWwZGs0YXB1g/XzFRqFIiBiR6Y9PYm6ImG//eb7E/D9hrVxYZt//DdGPLy3y6xpuLHfMJSal540\n2GgwowEi5K6bSymhEKmTlVhPGkREFjqpEeSWttbL4rMPubu08hS6Vn2fjmnVbxBdGm1jQv6mIrBC\n5M3WRc/mxpCwVrA2LhiuFdg2gTW9cxRG9QJ23tp+s+ja/53yoC6LXl8ZMhEzy+sG55LbiBCpaFsU\n6T526OB8Szu+HkolKyidDkaf3XI7R1Nv06YUV+ZpzOlbdz/65/aYpnNZJspGt/msbkDeO7x3DJVm\ndDjnaOHx/hCBwAwqmkVNzHSeuj1BeqCsCAgKIaFODilSSjSqhwU47/oUNAKmzH5jORwr9ZJGorNF\nx0fdgOAvaAMdY/yH3d+FEP8tcLTy+ndjjJ/5SFcRIGpFVAJLAFmwsZZy/8sXhsxj4lxLlSZSm3lQ\nId+k1QUGKWrp8+YQEDIRUpWWhDZNoEFVwXwBJPlOvWKta/LEW+0ArJJa+/a+SILtSkhmuX50dvtp\nbt/6BkeLe2hTMppsYxZrHD8q0fqQVkiimFDkiWy9x4oZi+aQ+aImxpbRQPNzP/0k1y+f47//V98g\nLpKe0HBccnZti1deHKGLbYpCo41EaImRqicwAv3fuwkbREr1u1NcK7UygQTrW0PWNq4QgE+2Hu8t\nUQmqoky/n29yY1uGo2QyGdrkw0ZI1sAiv++qk0M67JNLalLiy44ZzuXIwaHyBBZG41qHUapvg6uV\nQyWE0DPuXb7/XtRUa6mDNRhW1HZOZYY8uDvn0rVuUXdM8BStISQyBjyRsigJWSs7T5h0LRlU6fIG\nVRYFCIFrbXKzhaQcGZOUSNdGV7kW180TKZbyrEVR4FwN6MQ5i6Ff5Ontls4jq75ixpheF/rxrmx6\nrcb7ZPXz9BNr/NF3jxkMN4nR4ec2pVGdHrVPsIIyCKLytN7TtJbD2nEh5pQ5f4QUydTRlIlnZ3L6\n1yG3m6yJ3q2P7nuY/6fBij/KBlqk8OJ3gF/60J/4Qe+jNVpDac5jwwnDwQZKpB31woVhdyH9JqNy\n27coij8XGNV18hPq05JskmUqXEC+eaL/e9ee7N7f/og2ZHcaRVKb1LeWIiNuL10e8o2vCTbWztA0\nU2w1Y/Os4TjuMb91zGBrnStnxxzNO6fNOVoUoCIb6xOKokis7NDy1FPr/Me/9VkWhwm4efncOR4d\nNVx/eoNpXTMqB2By6lCoU7B5sXKvkhSnRxTmA7N12W0MUkII6JFBe4MoDGGRvMu7tjRAvVgkUf1C\npwIFy6Jt2zb9fes0a7wPGFNkexmV8TUxpW8s/dZta1EIFm1LmZUDpJQ9Wnd1CEhWOyKlF10rXauS\nqlQMxg3e5/oKUGRWfmkMzobkrCoEtrUIo3ukfHRL3/bue63WfGRx+jpWX5dSPI3M1kyPL0RrbTeF\nU51OdLo+st9ou0XdIc+dc/337yLxxx00uucspWYyGTOZDKmP9hmVa9w5uolt0sYHMFIVUQqcb6mU\nYUGLNjBRCmsdWsueBN1dk22WGlFN26L1EuTbfcduvYUQPtIGBH/5mtDPAg9ijG+v/OwpIcS3gGPg\nv44xfvnHv02kjZFQ76OVYe4OeGLrGgDPPH0OQjpxfGsxZYEgYpTBZYGnbnQ6NUoL2sal/L37hLjk\nLkE6sYtiKZGxWi/yPk3WJUM/IEXueIRkibuaiimj0dl+ZbhVsr1xldHGJrfvvYY2ismZ5wkHb7M3\nvY0tAouzN2nm6bM1Bbqc4cJlijJFVYrk7+6C45mrY+yVVCAfDiq2bEALwaAc5YkRQYpUWBXL64Jc\noxGin8DRB1anb8+5607jCEEpfJtNfxdNQtWEQJEdWEPeSGzwaL/UM7bWYYxi9aBO2JvkYe6dT55t\nInWojNbIEE7VhXSmzphVHTRAmmQvZIzB9ZyllNokx4pUm+lqRs5H1jbWl8DNmOtCMnWzdCH7tEib\nnFbnD/QiCe1b7yhNsVxkMeYUNLHI06xIchirUXPHzP+giCXGSIgSwbIe1IvTW/tDdZ7VTaerIcUs\nydI1HCDNaaMUzlmqUvOJJzXfOhyhao8UIxh4YhcJdRrXKmUf42qN5545w/aZEqM6q6nl5yeKTSSK\ngHUBISLEtBaCdHSqmDGCMeVH3oDgL78J/WPgf1757x3giRjjnhDis8C/FkJ8Msb4Q56wq170w9EW\nYz3muHmIGW2wOdngTGcwp3V62FJiyiJpqXStW+i5KgCht5AJFMYQSFQMs3K66A+IbvqoJoffMUcF\n3XQ3uWDoc4dC5d/x3vdF6s6jTJaJQ2WtADNmMr6AkpH1yTnumhH7uw/YHiuk6eyMFW1QjMaaYlSA\nFigMSQ8sWfmMRYbnB4sSqY5QFGUnAZC+e77WHtwWQqqV6aVldIyRmEP6x+9DCIGyLGmsTRGnFAgL\nQQSkkNQ20TZKWWGqAfPFEShF271epOKkWJnEMUSUVn0RWEqJDw5TSGydnpWQ8hQB0zvfe1atAi2V\nBq0EUWQipm8QSYUOpZbgUW00QqtUp8kbViQTj0MAFQheQnQoXQIyCYotZ2a+IbGPUrqNwFpLqXRC\nlLOsaUF2AukkbLt3krLnJfav7294XH5Ho9MGtPz0Uy67j0e4ScHA9ERaQiAKTQyCohxw7dIm33j7\nCO9qgtIUGDrxyqBC1h+SGFWwtXGGV57dppoUSx5Y3khE/p+UMgNIU7SfbKNXoCoAIiSWgYtoLf7c\nLOKDxl94ExJCaODvAZ/tfhZjbIAm//3PhBDvAs8B33j891e96LfOXotxoNiunuTTL23zG7/6Akez\nlI7VViYL4pV07INM3SCnVY8XZj/EzVgNgVdrKt0p1S2G7tTuHkyyVk6kPjVIv/dg5yZnrl7n7oO3\nifNDFsoz0CNsM6OYnKEMhwk9nGd97WZsb1/jN//Wc4wmY+b1InOuUpFVBQhZZkI7kEWBVjKlLivf\nTeRJLdSKwl5ehG3O3WO+h5F8eprTOjS2tSByhypInAqcLDyzE8fto+x24Y65ugVVWTIepw5k9yQe\n162RkiygFZFaYVtLJMnjaq0JPm1OLp/SIXanPRkbkxZxBLQcUNcLCrMstAedfePzvZQikycbiwwR\nU3TTW/QHjbfJtsmoCa1dIKXFevrWeLfpdVHJKfvlmBZoN6dOYc7USmSTQivESp2x+7d+fuVGRi9D\n7E9DSGROoz9orhs9IMQW1QnNxRU8VgisDRQvXFrjZgjoBw6kZDLaBGDhapxrko1PETi/VfHMk+tZ\nGRKInFoD3Uj+fbkGlOdaXDlwlDCIGLj74AHPPnGZjzL+MpHQ3wB+EGO80/1ACHEW2I8xeiHEdZIN\n9I0f90bGaM6fu87krOA//J3rlMNN1vND6ms+OdXwWZLSBo/MBcFOQwXy5qBVYm2HFKZKrZnNZpRl\nyemEJW9q3p86rTpTP0Snq5L+ULn7FEXMLPWlV3gnpnb9pS3efuMhB++9iV4bUU8X3Nr9OoQR5Zk1\nohP4k5pRrnUFPeHv/Pan+cSrl5lNW6rKULspwhRImdjvMQuPF0VKQYOUCYvCcuIZ02kHdRMnYgpz\nitXep2Xd73UF5BAS5kRkSQYp2T9ecFRL7t3b5+0buzx4mHoPQUTWz25yZnPIFz9huXhmm0jWWQqJ\n/NgB1WKICNnVMDo8kOzvJ8RsEJA3WVUm6Qohk+1PbjBIKfGxU8vsJr7LG02Bty7VWMhEY0HyV+/8\n2pRKm3OEUokM5GwTxiwqBMvF1hsGdMoKUiYipzEp5f4AGsXqaxM+KH//vIhX65bdgdA5oab7lLSh\nu87f6lxuW0dVDfK+1m3Wyd1zVVt69bLUwHD10hqzRc29OyWjoJakYq3ADNBCcf7SU7z44oDR+ihF\nhyQ9qJBxaZ32UXo2EkFMIMoc/QgliTbzDxceax23HzjOrB+wNl77ofv0540fS9vINtB/AjwvhLgj\nhPhP8j/9I06nYgA/B3xXCPFt4PeA340x7n/oq/nJ+Mn4yfj/3fiL2kATY/ynH/Czfwn8y496EeNh\nyT/7B5fxSKrRGrZdsWvuOlYrebjSgtiKBFc3qncddblNGG2q1SiTujdt0zAoO9nTnPd6jywMwifW\nsEBAPp1CCKe0UrrXd3UVaQy2aTFKo3Q+kfJ2/rnPPMW3/o8jxIu/wPH8GOMiD3du8+jgDhvFNmOt\nKScThsMUHr/w8gWufWLIl773kLceLBgMK37q2iYvPz0ihAFSNIwHWamwEEkjWbhcb1B4254qaErZ\nRXSRqFI6k0qhWQirSy1hRdVwicVBSYQL/P537nLr1hHr0iUpiOw2clwfs3h0wM7AsJhe4ec/F7l0\ndp0oQMd0z10GmmqpAIHPqn+ImIrDIWl1O+sQMlKW2frY2tzSj2ghUks8gwRdBjF2LHMlNT4kA74Q\nQ1+3aWxy003M/ZV0iYx0zuqDooBoE7pXqKVIl1BZ9F3r3M1KVs0dQffxgvMqmVkIgXUJc9NpQIsV\nuEiqiQXatk0RWw5flOlQ0o5uSUqZaDhlaYg5AupKAF001aVL6Xk6QkhRVaUkV7YLRtUl3n9Yc7Df\nEtokSqcWUzbX11nfmPDFT67z0nPbqenjHUplPFz+PKHARZdUF6UCAkqWLGyD9A3tQtKtqrfuHvPa\n3RmH9+bcO1zw089+ePPDjwViejQyrG2tM5ms412DUqfVDRPYLfS6tipofCeQvoLDUPkh9yjOuoUi\noasf5431bXYlESEk1nTGpMBKgTePbnNSSiFcoi203lHm3UfkcHeyrVjbHHD3Dc/wyMMEBnGdSnvC\nosE0F9gun+DatcT8/6WfPce33vF85Tu3WewdULcn7Dz9PLcfbbE3i/zW564zGGfXWJc6NjEoYvRI\nlToq3aT03uPs8vqld2it8FIgfEpVpFKErC6g5A/X1bCWmzvHvPmDHZqTGScBBoVhcyM54o7qTQ4O\n74MXvPXaTRat5Xd+9gUmG4ZgBMFahlkpsW3aHibRPaMkYJYOkOFwSNO0fW1BSkcnEidzPaXs6kx1\ng7fJzwvAR0+RNZdlJ8/hXU9zKIqCuIL+DUhMKSCkNrgSGl840BHqkNj0JB3ldAM5heHpCtOrQ0qZ\nN9LTPCrI8qtKE0PElMuaYzeUktmMYPkzKQo637GEi1OnakKtbSmLsp/fp2pSokAoDyqAKCgLxWgr\n8vd/8To33t9l5yiXN3zkxfMTzpzVXLy0yWRzm3o+w5hiyVdboaWI9ObpmmWJdYsknSsN3717zO5R\nut433nnI3o1DCJ7bbztuvP/BOu0fND4Wm5CUAinBusS/6hzLgb5+4fNGBFDbun9A9fEJg2Gqr7gQ\nKFcmvDDpNCuN6dumq61UIEVReYIJIehcqUL+TMiI6RWtnsYnn6+koZN+z7l0vZubG/zCL13ge195\nl5k9RJ6UoBTaFGgkWm5w8VLg4pV0HbttxR//6TvMTo7x7Qzf1uy+d4uvP9qjmTteOavZPpPgClXn\noqB1PpnUKSHzdH1LgF5XLxI+qxmqZbSj4movZokrKoTkO3cdYeaZHzxkMNjmuJ2xUaTJdmX7DItG\nM6strbPcf2+XP1i7yd/62WdRPtV9bI+ajbSNpcgYnlPODkQa2yL1Cm9LdB5mJCNBAsEmzSJtUs2q\nKwBHn7pXyTWFnnYhIWsgLRe3jUmNMAUOASWSMFyMMUnnxkDsbG4yPinStdlFH136U5IfudvVkVlz\nHcmYRAGRSoEUKeJbLU6vtNyJoV/gkFDHzi83lg7jFXzArMBJHh9JT1zQthaBQAoNSjMWmiuXPE9c\nvs40S8xaF9neLqFQhCbg22aFmJsgH/Gxs8nZ1Dl11iKFwcuIqy1v3zjinW8n5P98fp927onR4EQN\nt/6KaUzHmIStQkitdVgq6qWSZkQQM1s4YkNIExWQ2uBC17USuZXuk7wrofcZ69Cm3TLQQhByC9nn\nDUqylEUN0TMpk/zp0fEBRVngSD7qubxKjGBDRGvVc9Sc9zz7M1s889RFvn7nHQoVmIs9kAWKMU8+\nu8kzLzzLPKRN6Ltv32d6eBu/aFPzT0iaxQlCRmJ07M5A5cfUikClDTETJaWUxD796jpLuVWdMTod\nPaCbvJ37hTBL9Lgl4tqWQmse7Le88/1b2HqGQFPXMwZmwHE2TzT1CcOy4mB6gAyC+cED3r6l2f3U\nFhfOXURAL2oWY2AwGRC8JHiLUpJIxLaup3NIKRPqmpwia41r22XUKQRKaeqMeWoWWQ0y2wmpGNPn\n5YWzypHrk83WIqtMe9BJdC3GZcE+tZWXpgBqZc5Ya5PyphBpIWZiKiT2vBACI2Qq6Ob0q9v8O+PA\nXnNbKQIREZfCZFprmtbh24aZcnQis6mbCKhU3A+tQxSa0Fq8SIenMstr9t4mraDYAp4oJW2wlOUI\nmYXWutFDIspIDEnVwIVlQb0/bJuGwWCANqktH0Um+/qG4bDCyZqTei9dg5PEGPChxonA/OjDl4I/\nFpsQkG/AymLJP1eZ4Tw7PmFtYx1jCnSRKADOe8pqhb+SBaVE10IVBYGssdyz7jM4LIbEEqZDmybi\naxfeHx4c8fpBgjftHDcs5jOuXd7m6XXF+tbaqXTNOXeqwr+5tsE/+d1P8HDvETuPdimEoxIKVa3x\n8s9vMC8nLPZTtPDm/j1k9IiySqlJM0MMS9rFDBkC33ztfT7zfMJMXbqyjpQ5PM8gRGst0STqxGrK\naVuLKcpTMAMgKwlKpNOIIsPsFx6hFW3w3Lx7wMneISCTljYBJyJ2lu5Vde48vj6hGnjqaY0TDc2h\n5bV3Zlw4UwODfnFHH7ELizYkvpJKuJKiAO/jqefR38um7X3dTv+DB61ALb+P1pr5fE6ZEb5CnEY5\nRpak3pCfUYxpw3lcnGs1wmjzxtP9rtaauq5/6Jp0riUFk9LL7nVdd3WV+wW5S/ZYCuycQ0vFSeOZ\nzgMXzyyR4vNFw7BMG5dXycI8KomwLgnUrdA6iBLna6QocHiSOrbAC/rDNX3P02aKQaQEuKu5ipWS\nxCoievU5CS+JJnBxvMFr3Q9toMYinCNaz/K4//HjY7EJddFO52qaIp8cAoeAVILBaEzdJs3oVeO3\npjlNEzBFgfWJExODBWLvf5XC5xVuTp6IIp/KWhUY7fjuO3f5yhst928nK2o3n2G05ptfu8Hl69f5\nDz7vuXRugJlUmEb1BWtIE62tLc/9/CX+WfgU/+P/cJeDuzvM7THnn92mPHeFw5ND6pM02SoETina\n2qIFxGqI9w3CGgZrZzg+nPLGjaSAePHSBOs9MkSq4YDGO7QEvEt2PoDp0hUVlzrNnJ6IkIuPucQh\ncuopEbxzdxfrFkQvcfhsL20ZZE2czaHjKJxg6ylGaIJQ1M2C77/5kL/2yW2GE52kItJVIKVI2teK\nnD4lfRypRI5vl0mh9x5TFgkspzXIlLFY6xiMhjRNswLciygpkGVJjAkWEGVivcfWclzX7Byk9F4J\nhdOGEZbnL51l7k6TLIVYWtfEDNGA5cILuWbYlQVObZzd78U0czsYRHpNRCuDY+nt3qGcu8Q/4rn3\ncI87e0lDfSs3LFKh3eJYsu6Dzw0TKfFN22PCuqjSyJSuC+eJKsEUJMn4sD+cnCV00bIqiL4lxOV3\njTH2LAQRyc6sGdOV9YSUMoTWoVRNnfXBlXdUomTqG2Jwqb71IcfHYhNCJmCdzIDAYlAR3TLHD0BR\nwuHeDKMaqmqYisohAbzMCnjMWpuwJYCTAhEldTOnMBUxBkLsUKE+id6HgFAgvaf1NTfuHvFv/mSf\n+t4OPuM2vAsIF2i85b03fsA/P1jnn/76J7kyGBKiRzi/lBOJEW0Ui9rx3Bee5r86s83v/17J3V34\ntb+7zkk75I/+dJe2SPou0gj8osZUE46Pd9C6QFuBczNCKKnrMVudEoBKQliQ0w7rCIXJZMvOW3RZ\n2Ax+aWEkMvlyFczYj+gx0tC2nt2jSNvWKFnmDo2l1AXnziZC8Wi8BmIfSYHzyRE0upqTgyOiE0SV\nCMFAT+ZUSiFyauhXsDOJ++d6EKrRRW8d473vy1s+eEKQpwrFMr+n9S1aSo4az9hAlAIZNX/y2m3C\nNN2r2luCEEgieweWySRyfqxZW9sEoRFi5dSWEnyg9ckgMWZqSbcBiRD7U77HMHlPFAI7nVMOBrg2\nUzBixGPpvoiUmpi7sShBoSvaBm49mrPz3pSjNlDHtNn/1FOezY0NpPB9hNv6NqkU+NSB6+rHbdMS\nMhm2S2GBnsqy+ryVErnsUdL6zN2TS8E/uxIFelLk1kfTeEQM2OAYaE0d1bIbqyLtYopygdY71OCv\nmA00EUxV4q3DmALcclJELfv/nqxXGC36DsvjpMY2b0A+M8hDGziZOh7dOyGGOcOxY/ti6twYbQhR\nY6REeUUdAydHLV/6+gGL3X1csH1tQ9hAEwOqKGltQ7h1n9/79xX/0a8K1jc2ThE5u/+XUlLEgssv\nnuc3/nNDuYi8dbRAHkcuPzNk5/XMRFaWcbtBrQrGcgOzPkKKitnuHbyI6FBgBqk2JXxIgmJKpaJu\n0XHCfO+eGUPu8iiPUsVSwzmyFP5/jJyrdYL8P3q0y+HeMVIYSlMyGmqUNGxsjrmwlU622jWM1wao\nhaCZTQkiIGQujLrAsL8H5HpPRt9mhHaMMVNp0nUKNDF23m0xU1ZCokCwJOF2aO/uurt6S5npORuD\nCi8a5q3n1p0Tju/NmGahOTWsKCJ4oXnjjQfo8YDtTcFnryu2tnXP22Ll2vt6UHefOrqLkDyWKKZF\nGmKqO7XtsgbXdZXU6WWmtca6Gq80r723x423D5nPaupa82ePUvS9MbjC+tgijezvmVZJS7prz3dd\nrCgFUsgEPZDyhxyBV69XYBDCJWWJmCLHDqAbQqDKzrSroyPQRuuIRlOaIUZI5rbu3ztYjzFjnJ0T\n3Bz1eHX7R4yPxSYUY+yLdz74U3mpdMnvHQCT8C2dfH23VbmMmFZopFaUpWTv0PFnf/SI2f2W6f0p\nTkUGa4Ktq2kT+uwXNxmvreGCJ9Igcfz+6/vsvXuTNrRJjrTrlEiLbWxaHFojTcmjW3u89s5l/tor\nY0Lt8H6ZR0Mq0gURKcyQk4XkrYOGL33lkHrecNgeYZtUb9IIHA43bVmEGvYFjbwPRlCIiCng9sMD\nAF7wG8TWUhZLikQQArROJ3EurqcbCWEJTcYomXRzHmOFp+8Xsc7S2IZ2dkChC4wSbFcDiqJEiSHz\nRXrnXdfgrAIPcjTCzaYMzDhhgRLIpKc1xBVUNiQJiRDi6UUslql323q0yq4deola9iuF525oo3vv\n9PSDiLWKt96ZcmfnIY21WJVO4/ZoijMVpZA0OhF5bx865vWYv/6pE7bXhz2iWCQZweTrthJhB+8T\nYru1CWmdf37qXuZoons2yujlIUBOsboUqhghEezVlsNDx+HsBFdHukbat39Q8dLVEq2HCHFawXGV\nVAsJ2B/Fsu4ZQ9ZNci2ClL51zjFKJwUq72OSSM7rKOSUrc38y+77dX/67PiaMhBPHWu2pcLaZWcz\nOIsXDZUcZV7ehxsfi02oG0JJfGuXqQ1JkCrkU757yF7K1JGIsT+5gORFHg3f/Potbv4Aju8+wtcW\nIyK61pzcLLj9bqIfHJ8c82u//TRlNSZGmJ/Ae6/fZ+490fokQ9p1jyRoFEE6CLBoZxjW+PYbD/jc\npzcxskLKVQh9BqFpxWI2Y73S/Iuv32P31iOOFw8QTYOPS3+p1ju8m6WIxEDFGlElnIhtjnjndgIK\n/s2owMhcSeEUbGA50qL03tNtSToD9LqWb09RWSmuCyEwRcHa1jkOd+5A0GyN1tiZnXC4f8j7B9nc\nr7UE1+JrSwgWXVS0bkZZnEMqCAp03qtQK7YAACAASURBVNy8iz3L3qjszaY0btEsWeBSLdM3pU5p\nQXXMfgQIkeTTQmZiRpE6m21bg1A8PDzm1n3Hzs4jFrOaKDUxe6WVgxFN02KZ084txpQ0zTESwzfX\n4Jc/YSiyeWFrm1Q7VBLh04IvynLJDVsBNoYQE1nWOqIU6PwdBY9hjDrrGAteBVSUiGDxLvLgYcPD\nRw+ITjFfnFBneIO6Kdh9NOHSsIKYr0OnQrEy+tSGBqCETmJtIs3TEBMFgxjBL+tcq+nWqsJEFyGn\ngn2XwmW8WUqme2/7EC0SqCrJwKQofd4cElwNKCgVjzFQfuT48M38n4yfjJ+Mn4z/F8bHZhMSQvQC\n6tqYJAyVtXSXzdY8WpcSjdyq1kWBLgoKM+Q7f3rAja8G/N0DrD3CiYJjjji41bIo7tNMG5ppw90b\nju985w7SS0wx5r1dRzObpna9NiifpTgBFQPCJMyRVAJTTnCN5c6jBzx4sE8sbD4rTucMKmiULPnf\nvn6fg7dvMW/u07Q1rU+JkgcigVhrpDKUwwF1tESjaY5n4CMuRDbLgs2so4RNlIcYE+1hVaBdqeSX\nZYyhqipMqgCgER9IOdBKoVWimyqlWF9f58qZkqIyIFq89kRRMFtMWRwcsTg44mRvl9l0lkTwfegR\nxtXAsDFZp0ASjSIahQwp3Uy0mojSSVjeVFW61qJI0AJrCdam1zkPWWnRGAMi/dnXvPLh3mkpFarC\ne8Hth5bDvSnMHbGNWBdo2zltO6duG2zb0LYWZyO2diizydHxIft7C0KAVlhakc0utU6teZVoJ8TU\nKfLWpmZIl/bESLQpMtHqdHPkFDo6aFTQyEJSBUH0gUqPuP3ogJ1bezSNp51ZpJO0dUtbt8yPHF+7\nNV2WJaTs1TL/PC8yAb3td/98taYsl50qY0yvriDIygCZrd8pLSR6TNZJ6gCvIkEQiqLon8egGGeg\nsaCJc5QZQIDmZC8rSH648bFJx2KMJJNdyfxkxiArFcYQUSoJcGuVtIXQScoihZXLhf/6Gzu8/tV9\nmuYRNJLbNw544tkBJ7OrrG8cIzdB76f6SnO84FtfOs+rn1lgTxzffusu7XRKi8fOpsTSoLLWbik1\no3gWb06wKqJiQR091JaHh3DhguwlJjo50MS+njNvPfXBEQfzhwQ00gWiVMRsBdHGQFEYGqGQQVMg\nsMdHaFFSmgqzNuHnXkmdKWXksnPR6edkKc3uz1XcS2KwS4SSfe7PCnesHz4QQ2BYGj7//Db37z8C\nNUQaxeF0n7Z2RL1s2xo5wBUgkUQZ0ariyQtnmLuaQleIroNlEpBUFSalgzLzx2ISk3feJ85Z/k5F\nWbCoa4SLKClpXbIhbnOxV2uZkNMktr8PgRA8jw5r5sdz2npB1AY/b2gXcwqdkPTWOeq2RQtDNVpj\nvpgR5zOkFqyPPMOqwsWcBpUl0Utu7jxkXEk21iZ9upi+lOg94KNMtZfoQ58aReIpX/vUCct/bxxB\nqsxUb7izV7O/e8jJ0TEqKoKz2Sob2nbO66/t8ysvX2M0iamble9Dj+YOyw0qKIeQ0JnJrh6Hq42I\n5BKrcd4CgqauMVUJK2oUq9gmISVCaiIC61IarXKR3ssWK9NrR2bIvGkw0jA5e4WQmwIfZnwsNqEk\n0O6RGmzrKDMaFnLBDSiUJgRHiIIYEvcmKEEZNcc597/x3ZqToz0GssRKz/aFCfV8hg6Cw+Eu5r0R\n6ngMwHxyhD15wPvvn+fs2TXaI4cTDuUhDiqatkk+Y0ClhgxLjxqtMZ3NmOfoQ0bBzu4hr5jLsFKn\ngay5S2RQGn7l8xe4c+eY/Tt3CDo7Z2YnCBVKrDsmGkMbFogYUGKE1qCMZ7PUXLow7u9FFIkY2kuI\nrFACfui/jUo+WkEgZaQqEgZntS4AySZbKYGPDjkaUQxGNMcz7raGum4QQva8KW0MPsyTmHw5xPuW\n4dZ5nrtaoqsqUw+WwEiV9XWkUqdUVHy0OB8w2mCzVEkHEnTO4mLs3UIiyfM+EYs7obIuGhI82J/S\n1jUBQW0bmnqBVAVt5mG1C0uM0LQNs+ZRahoEB6rkqqnYO6p7kGNjD/narSlv3Tzi1z69SWmgNAOG\nw3Uam0igS23H5WEg/epPl39ITutC2zZFSVJJHs48x8dHWb9Z0+ApsjPH7HgXpOYPvvV9fvMXPnUK\nniGCg6h7/FFiriZkdVcUr+s6gxiXkQ6QwJV4JBIpNWhBsOnwyjJInWM0nSBbJAv9hQxwVBIRBWul\nQg0yZchOGIWGmT/ATz36I2wtH4tNCEDkEFwXJkmodmRBIRIGQuVCn5B9clZaQasc772bIOKHOzMK\nXXHspqhWII+3GG0H4sCwf2SxViLWEz4n2BNkrPj+V3f4xd88QxNFkp9WBSX6/2bvTX4sy+47v8+Z\n7n1jjBk5VWXNVawqlVgkSxIpUmOrpVarB3vRaNgLw/bKi/bCgBc27H/AKwO9MmDACxsw0O2F0bYA\nA+2W3FKrxSYlcSoOxeJQxZpyjIyM4Q333jN58Tv3vhdFSiwBDbiM5kkkMvNlxIv77vA7v+E7sFo/\nYr6zB8BorBntKQ529gjaEtcdxhvatuH8/AxtIsTLla2k7COM0Tz5+FX+3uca/skfROzqghwbQqEf\ndKsldjQjpDOMrknaoCews7ePNp7do0PsTjE/tAqicHtyzpfQrN2W6PhwTnHk3BBzCwVnk4HJZEzX\n+UtUhZKZUxnPwf4u7140PHr0EJMyTpnB8ielRLCSpkeVyCnz4hNPc2V3xP13lzz+zHxAMPfaRSnF\nATA6nB9Vo1ih9WaEnWIkRkn9sw+okv63bTuA81LfIE65WA5XhJDQSUqNWsOFqdBtKmBVUM6hmoTP\nEWfGktk4h1UGUyvev/s+f/xdOceLcM7Zj9aEB3f4xugVztrIq0/XtK4rgd+g2QD7TAkMAwu/BJ0B\ne8MG/R1K07quawyZZZsJbUMKgYVf4ybjoVQajfbIMfK1N1f8+qtn7OzvDdmWVhXoQK8YngpGrA/+\nPWpbALrCf+vP/LZo/vaGlVISHS4YpGCVUnSrtbiH9Fiukt0659ipa6ZTccV5dHyMj5lKW0IKMP7J\nWtw/aX1MglAelO0kzUyXJFn7UkJbeU1EqBRdakkoHrwjJ8iHBY/OWiaTzOm5ZjLPLPyStL6gW15j\nfz8Q5/K19cU+dz54xP37LSplKiLRZEwMRAddjJgCYhuPp9STmnpaMT23JB85v1ijtaYezVm3ntXx\nKQCHN69stkoybdsyGY957Zdu8r3TBV/6kzNUNEym8qBWOyOWqyU5TYkkUknxXeWx9Zyb12oxFwSo\nLMYZ2rbDVm4YC/dr3bYDVy7nzLpZlmxBJD36r+ztiT4MyTcYrl6Z8/mXEx/cfiD9GRQ4XcTSIadI\nSDCtJ2QDZrTDjSuBGCbQTOg6Tz3a2OeQMklnVBowiXS+Y2LluLYrHaPFjieBCLKlRAhd6cO58vVy\nrOu4RhtD51tscuAczckFq0VHJrFuV+RcKBA+0BlNbjqWXStwihyw031oIued4p2vfQ+A0+N7qFoe\n7+98+wc8uHOFb7+34u/84uNc2TMM9q0UqlGfPiDE5pF1hHazIUjmWjIYI32dGCOVqWmaDu/XVHZC\nlTWPjo/FDQQ4uP44YwzNw8zJQjGadpsyT/UY+BL4QiQi1cG2wF/0odgEjYd7MhBJZOkXKTsETMEd\nSQDtbzejFdZWhURuIMeBWYDSjEaKoyN5btd3JkS/JJsxo6nCp/+fSXnkLJyWlATkl2CAjm/3LnpU\nZxTcGtEkcpd5cF8eEN9mxtqxPlvy4GLMi3PF4mJGPFVMJ3C/fZt2JZG7Dp46HnLvdkNIkadvHvH2\nWz+i8x1VgN3ZjKTkGOzYsr8zY+QS+/tzzpYr9MiRuo6RzYxtxeyx6wB0XQCC9LFEc5MuBpSx/K3P\nPMHbby04uXPCbFJwG5MD0gU0x49Q2uGylCij8R4v3rrC3/z8U7gyPs5a0TRNwVUVUm7RZQ5JnC1W\njZyLuh6jKsmcUmbgxX1YJ2l7iSSG48r1Ga+9fJM/PF3RLi/IcQMu1FSo2hGaC+a7N7h6aHj+qRvs\nzDNatVg7xpcHwVUVaIXFCPq2NCuqSoTvnbH4FIfmdkxJpG17ux8j9kFOa44fdPiw4tq13eH/BDGf\n6WJD164x9YT4aFV6So62jLu7zguK102IoQE0bdPwyvOPMXHwR985Z93JeYsmoFtPdI7zh8ecnN7H\n3t3nxccOeOrmIYu1H0buSskx9MoEzkgpWtf1JhuKia40aY0xPFqt2XOOhoZFG5nNrtMtzmm6hnmI\nPLMj9+eb774Dj10nWcW33n3E809dJSl5PtquV5vYIi+7y1ST/u8CFfBbqGcFyuBjBhNE20mLT1ou\nagsxlgwy95ZGCmsqQm9skAPBJ3Z3J7zytNBM3vvuQ2YRztoFKdekv4b/2MciCPXPRM/f6f2eoDwY\nzqJS3rCuC/aktrvEcIFfSIm1Pgc3UuDh8UPDeXxInHbsnB9w+/4xX3z9Szz+mDQrH9v7NNeeXHP3\nfk23CNw8coi1jXBqzGiX/R2RqNyrx1RWYSYjxqFjNh7jQ0eXE48fHRDJg+Gf+IqXiUoSG2FlLTnC\n3t4On//kTb7oEzTSILc6szPeZT3qiF2gU575/pyDowM+8cIVdudzUrUtX6sEW+S70ncSyVGNI2fF\n8kL6FlU1wTSBVswSUNait26q7dVPP3rXiLqu+eVPP0mXKv70G29Ls7yImmWjqesxYTLh5154jN/5\nxRvkccVoJBbPfVMeuFSC9S4dUJwlChC0QuP7xm2RSPEhDGoKtmg+708z5ytRUAAwWRFTJoXIeDaj\n6xJNt+Bg75CTk1OSUUMQqqoRJkdW6zXJa2JuGY2u8cqtK5ybzJtvnbBcCng0rjuyUdiQyLN9cmhY\nPTrhjTffZ3ev5mCeefyoly4NkAqGrSematGL7oPQ9jRLKUVkzBfffIeXb15ndboEWnAtljGr08g3\nPpBz9/zuFe61C4w1vHfcoEICt3Hd2G4eD/0c+vMYL33NdmAa2U2ZJLbOeUDc94j2bR5ZT/QNoSGm\nDeHYWqGgPHkkz9PB9V2OPzih6mpyFDeVj7o+FkEoZ9CFEwMMds4AdlSRfRTYf2Xo2kDtigOH6jg7\n7TCp521FIhZT16ybBzQry9zNWM2OqeqG/T3L4QsiJnb15mMYP2b3pOPevQsOb8yo6zkPlx9w4c+5\ncXSFcTk+ozO5iigsVi2I3QPWC89sf4e9PUOKDH2CEMUWJWZpICstMhlaGXwKvPbKPvsTy5vvCDP+\n/vkJ3fGSo4MDlsuInVf89qsHfPKTzxAdtLRUuaT2OZOUIoRExHLRNNiw5GwJDy86Ti8CF408eL/1\naqRzE/AUx4uOukhSiJrPZYG3bfa3szVmmvnsK1Oevv48XDR89b6YO96Yj5nqwGRnzHxnzuhgNoxv\nMxLwenmR3n65J4BKsNNUtUxjxOtsM8mpXEUI/lJvS/SBFNQjdurRBjWcxeyv1jBRCy6MgQSjSomj\nhsmMqyLFsjjDZQFO6hzwAZrs2Zsn/s3tc1b37tKFwuUzFcoH8kgT0poQBRPwvTfu0ibN7332Blzp\ns3SzdRYFhtCjXhKbB7gPBtZa1menHN9VfPn8LmqZEVrglGgSs6tT6la+9vozT3P89a8xOdrh4VtL\nzs7WVPMtGsuH7MhzSoP2llgj9ZIjmZTTQJ9p2/WGshMTaC3Ncx+IBXCbe1S3UsMELoSEtgpUwhUk\nuo+ep65LQH71pTF//KCirRpUToNa5kdZH4sgBIVJX2QmMBv+S2g2xmsqKawuDbWUaZslp6dLFiV9\ndFNPlxbovMedd+8TlivuzR/x7JPPsjx1PPfab7CzI6GlXbY8ahakTvHB8YorT8x47ImbrC/uoa1l\naisqIzfE/tGc6cRw9vCEuLKE9hHTyQE+R3ZGtZBYy/F2PtJ2iS4kVk0gh8Bo7FBEVPbMpzOeuOW5\ndl0uZLva5S++f87pvYakAr/84j7P/9whtqow2lC7LelWZVFR0eiISYavfPMBsyryp9865fTBfSb1\nLrqVIKSs4+VrLfOdfQ72LNaU0XLKRfR9IzLW9GWuDygju50C5ju7TOYRrRxXy8h1WhuiTlgzKrvy\nhs+lkB5I35ew1pKUGgTTldYsVysmkwk5RLquox5tblZlNDrqYsYoTaSYWmJQOKcpVpOABOTT046c\nOsZ1hYorKmt5sDoFo6iNYVWy6el4wqpdoLPBas06NVx5fIzRmUf3zsAqbKjLOQZqKSDDyuNji3KG\nxflD7t2fcLTzxCWkeW820JXgb5xFo1ksLONDXWRn5PysVituLzviugMDZ2cPSHqMz6eobNHVjJGT\n9/nmV75BGmUuVqdMZ/skEqqIviUCyrhBPK7PesRFWMjUPblWbJ42z1mve5VSX3pFcAatzUY9tH/2\nCvRjVI9lgpmEaB5zKBtiQJf3+8LP3eKHt1e88/qKRncos52b/dXro3jR30IsoK8hof5/zDn/Y6XU\nAfBPgaeAHwH/MOf8qLiy/mPg94AV8J/knL/6UQ/oL/MrGm70QlUIKaAx5KS5KOXYhH2CeQ/tFY/N\n9/nuyXc5PXuPTz//GV5/84s8/eoeKctNr30gryCtNfd+cIL93CEvPnfI3R/tMNYzZvPA3uwQgCdv\nXKUN58T5nK4947mXXuBH70dSMqA8RMOiVEzv3j6jXa0w9ZjlyQnVbJf1nUfk5LhoFuzsTHnqYMq1\nI+ltLGcrfnU2J5+fsnNll52jA3LwxByoXEXXdoPo13BNmsB752u++Pr7PHr/Nr7p8LFl4u5T11Kj\nf/Fff4uzZ56lq074e5+7yd7hLhWKWBL37XF+CtLTyEYPjHGdMtFZajvD+xWH+zIpbOnIyyXG9RQQ\n/WOE2OE4EXfalGTXttowqWrpAZWsS2y6++/YvJcqIMqca7TL5CiQBUpWSLdGB030AtOYTSa0MTD2\nI8xMs7KJ1N4DwLkJ4zymMR1BWeZM+JUnb/DDUPHucSB1S0JPoxmNmGWFjy2xddhgUZOMbxasF2u6\nmC59xj5j70sZYkZVkbFtSUlAf7pMFifjyJwpK/+QuFZ47ViuHpKihW4tssa2bKgHhqgtO9PruJlm\nUplBTVQbR8odtuimr9eyQfRaSYn848eY++s+IudIjA1QBARTLmW+EzJxLzdSSLy9wNy2XpUxQlfp\n78353pjPvnyDs0XF6fsP0eajgxU/CmI6AP9lzvll4HPAP1JKvQz818Af5pyfB/6w/BvgbyNWP88j\n5ob/w0c+mp+tn62frX/n1kdx27iDOKuSc75QSr0BPAb8e8BvlC/7n4E/Av6r8vr/kqV4/5JSak8p\ndaO8z09cfe3ca7OoDIXUTAiZWHtJEY1IsWoEUDWaTCC2VGUUu+4ekL3F1wE9j9TjGVent3j/0W2u\nPrWD09cYlbh75ywzHSfs5IJ7359S5TE3dyL1vKbGM96bMxn1zcaG8XTC7fdO2Lu1w+K8YzRd8cyt\nQyazAx6eX/DGm/fls+jAzmQOPuKqCp0SWkHTLdEhc/fOKY/O1hweywfc34GbB3P0YwcYa/DBk3Og\ndo6Y4jCVAmGXL9drLlrP7//RPU7euY3vIutmza4bUdsxF2cigNaedLSLNTvjPdavzNk/3CVrC6W0\n8103wCB8mUqSEnrQkskQA5kGq3TRxREheDud0bUB32i0Frh/iB3aGIzWw/vmmKhGolsTQiAbSffF\n092Qgoid5djv3GkQBaOIhIntMDRdx0jX9HpJQXV0rWc22SHkcyZT6Lo5bROwzuDX50Opl1EYrVAL\nSLojEBntGB4/cLw+izyyDpvlUbAxcXT9Bu+/e5uolvi4xi1HWDfGACenj9i/stM/GySdirRG3DDm\ng2E8G6NtL2RfJGm1oZ5qzpctZ/cSeanQSRGaJdZV5NjShp46MqMaTwiLR+w9vU+2acD3pCTI5VxS\nCMnCwBgnwNJmVZrgDGX2IPyHaKK7ui+nLcREChHfO9b2VUdMAhLugY45Dq2BGEFrN2gageKVJ/aY\n6Mzvf80Tjqd/2eP+Y+uv1RNSSj0FfBr4MnBtK7DcRco1kAD13ta3vV9euxSEtm2gH7/1OEppUk4F\nh2BQrp8oRIy2hWoQMWiSkm6mT5Gc28FpM3eWODKszxfYSeTp525ytl7yxldfZ//qNaZpxNLJlMc3\nhuAiarzm/Oyc9WrBbG+HJ25eZX1xijOR6VT6R8v1in1dszOrSeuW04sFnYeXntlDAeeLtJnsJfAp\niE+7Bu9byJnxqEIrj9IK37Q8XEnQun/sODlp+MQzM+qdOSmH4g0f0Fr+dMV+t80tfr3i9/+84d1v\nf59uuaBdrhmPd0kmE0NgdSpTHjN2nD46Zb2+4N7xEdcfCyTC4Np5yZnWaEJpHufoSUmUBh3ux1J7\n+omXBe0ajK0JUcbeMQSyTuTcv3fR2VGWNq0xlSZ42URC0zEajUhKhOr7c5dMJAcGjlbO4jXv3IYJ\nDkA1Rh9awLMzGlGFmvOzM0bWErJiNBrjRvIgnJ88IuSE0Zlaa1y9R2thOtG88Ox1vvPND9BF6lal\nBu8qclZY52h1x3z3OouL+8TzhocXFc+UJkvOCZ1LU7cvSRXFPTWgUiLHjLa9qmHAsmRtLYvj9wlt\nQ9e2dMoTsejU4WpBx/u4pvIeZntcPdpBaUNWuShMRBQ165UMCzYyrEXzunIC+oQfm6blmIdJaL/6\n6Wgqcismbl7vlSNFEE/0vkNBfVeVI5S+lHOOejbmEy/U1JXl37x+ykddHzkIKaVmiKfYf5FzPt/+\nEDnnrJT66J0o+Z7BBvrVT30qK53gx2VjBsyICEpZshXFPWsMKmuMFu0fgGAt7eIcR2Kij8h1w/mF\nI98/Ie9POD6/y8Wp9I+eefEIZXZZvRGZPDfHh8DhbMYTN6fceWgIYU0q04KuhTO/5uHDFcGvsPtX\neXzUcPPaFZZ+yfkiDrWy1paZG+HJNDljtGU0mrBuW0wbsDZTV1PahQTDVViyTrs8XBj29zbMBmsr\nUuouWc0oNMtF5p1vfcDZ/XfxPjIa72Jsw3y+RwqKvcMn5X2bh+yNj1jnMz5YWj5FEfY3gqzd9qJX\nMaFSEqErIyhrlSxJb6YjH7oXcMZgJhNU1qQUqYqIvbKamIp6Y1IEMqnzmGSRWXzAOTcQLbclH3yO\nondsDaGLA2WjH3Vfsscpr2GFyDrGcri3ZLlIKAwk3yd91M5htWM+3uPh4gxjxuwyplKWW3uWo6sH\nLM77czzj+J33MKqCKqJPI4vVfZyZcOHP+P7Jil8kXTqGbbsfo/txebGejluaRyievHbES88n/uTN\nHxXxPUdsk0h7xEgKArGYuV3WacGOtty6MqaqJ0IKjRlla1LuiqPwhhvWQ1uU0eiysVBUNbeeu+Hv\nfYAaYC/kQs/YcNL69+6ll/sbtCcQj0bjcgxhQJS/9NJTODsYM//U9ZGCkFLKIQHof805/+/l5Xt9\nmaWUugHcL69/ANza+vbHy2t/xcrDDVNVlYjV99SMyg0XWPRRNFZFYsy0KbK/O2GsJT3u/D1mkyld\n61mvHrFYn9Mtr/D4q7/AdH6Trl0TluXmj5qrvub2TstqsSD4SFKRV5474GB+zA/ehfcL5mZ3ZPGN\n5mJp0GbKtFvz+c/eJLqEDhDCGlueJmsMQUtTdmpmtG2LUhmVAq6yRXFO43YEXzFNmtSdc/fuBVf2\nrrI7l907+IA2FoUeNIE73/LBQnFx8j5dVjhl8WHNfP+IuRtzqltWx3IZkobT9iEprujOAovVgtm0\nBx1IqdT1LhBOMg4fQEWP0ha0GnRmtnEmsRBHZdwt9sxoyEaRMsQuMQgJ6uJM0lMbyNisQSkZ4Rbw\nYlMAltY5cqkxtDWg1MC9GiY9fYO1cqgoOs4pCXr14MqImPa5feKZxcyyvO/IOBZ+jQ+R2hmee2KH\nJ2/u4/0U/GMc7F2wePi6fD4zpyHT+RP0SlNN94m6o/HH1H7OtbEtNszg7ISUomgP9ecnJYzSw6QK\nt3nEMoBNfObxij+pR+imxRst/mTGYV1DMnKNvPIYVzHa0RweaHxqwBQeWtf8mI6UZLiKuh4zYONT\nHrKbDwef4ZjK673l1XbzWSklWd2gOa2RuGZRlwTreoMICMETQ+Do2r/FEX2Zdv1PwBs55/9+67/+\nT+A/Bv678uf/sfX6f66U+ifAZ4Gzv6ofVH6K9ABUcZd0GwKr915QLcbK5MYYfJQiwaCZXdul3pO3\nr+8anBmz5iFJKd67c05dR+g0Yb1mNJ6zqGRiMk0zHibL3gvXaELGqFoY4uMRTz55i/2DJd/7nnDS\n7p9doKxCTyNXDypeeu6A3d0dCJmcpUTsS8KYIrHrxI7FWIxS+OCpxxNCDBASMQWMkl0sFzpFSolH\npy1H+7skFdFGpkfCoZOzMarHvHP/AdGLmHh2E0gdq2bNcechRYwrFz90hOWK2cEh62ionEU7u7GG\n0ZlqS6+6WzdE3zLbHw87p8oZ7RQ5bCgfCYYUvYvd4MmWe42NrTWwuYeWT5JdNop2sfy/Gnb0rmtR\n1g2E5m3QqirSEv0DEmJAJU3SWYTRomc6HsFBpK4t908z6aEctU+W0TpjIzzzxFVefLymvqZoFo9I\npuU8evb2DgB4cPoQrQ3O1YTUkPyKXNeM3ITZ/i2ePJrjyjlOOZCCkDW1cYOdT4gRo50w7lNC6z43\nMsSU2N93PPbi07z9zbeo/Yq1b3DKkXSFVj1DXzMbz3jlpX0+8dQNubeicNF6mmI/6VRag05kFCEl\nYhS32l6kLBUBOJBJaB/MtdFkJcoI/TXvJ5bydxGdy0rkY52WiaX3gZwyKQWapueZFRBrCPjQMR79\n2+0JfQH4j4BvFo95gP8GCT7/W/Gmfwf4h+X//i9kPP8DZET/n/60HzAo0cWILqC27UjfExzlhi5W\nwjEKBcF5dg7kAx/f+QBHTa1rwkrFMwAAIABJREFUVO1xJlP5Fm3mHC/vsmdbuoXsjs0kgIXurKE+\n3GdcJbJRmGxQGWZjx6d+XtpczWoHZR3JByZzi6tqrJkQYoHPmyTa2IANkZEV3lPlKhYxUCfwsYMY\nQKtLzT5yZuSEVKkYAQmFHZjPKWdSady2IbE4vs90skPqAqvVksl4Rmo6zHyX2JwzLpd0qWBmNDm3\nnNx9xHfe2eXVp0fCwVIBo92GWZ0z9chCtQki/Q2ck8V3S2LYlCBt21JPxljUIBc7qEkavVXCZdZt\nK7rFPqCcQWPER2sLRdx/b1VVpLx5KDJZzA1hwLrkrfMWVUZF8ezI5fvdjmE8aplP4PFDyTbpNEGB\nVokrVyaY2qG0o56PODz4gN/7zAHfuy3QhrOvfp3l6kQeunqEcRNUXKFNDaw42NloYvc9mP68qJRY\n5YxTYExGEiFLTBui6Kie4OqKf/BLij+oW9767gmpayBrUpUHTWtlDL/0mWf4tVeuoCvFug1Iy0kN\nmtZ90JcySc6CnE/hlvXZ47YbDFuE2n4UL8+b9LOM1lKGl+cthVB6skAWHSyliopF2pR5lFKuL9PC\nls7VT1sfZTr2r/nxVk2/fusnfH0G/tFHPgIoTPlyQkqKN/hsO0eKQli1pe4VrRyJ4jkknvmk3Gx3\nfnSDi9X76OWE027BrHqc2WzK+vQ+d97+c2ajz1KVYLFYe0bjU87J3KgWXLl6SEhBkNiArTanxlQz\n8ZjKGaMNWotQuagbGGaTyUAcbXKDcgYVM6QISZwYZtMpbdeRfSBYzVht7GSss8wmu1ysFoQwEgxO\nViTfOyCU6YqxrL0jNA1dCjhlWXcXjKoRSgdiiuTCa/KrNclG5vmQR8u7zHiSjk4CR5mIDA6zRpN7\n//TSA+gZ2CdngS//8BEP7ksPy44cbWy5NZ/z9NGIx66MGE8kPSdLsOjv8XbV0awV45FGGbGfyVoe\nllxKuh+/FRSoomODIoHY+JTA1gMhjbMYJVNSpcUhQ47dYR3sT8YDOTblAEkmO9Y5tCrkz5w4unmD\nK0eex5+Qhn6bn+XrX1U0F0u6boVzNVQTZqPEb//qixzuT9FqC6lcBijBr4kxU5te2L9I3KYk/aWy\nYgxk4OlnD/h8WrB6dMFEX+W86VB6wrqRnuVzL97iVz55wMGNHTofsKaf1BabZq0waUOv0MqIREmM\npCDyxEOvKuVBp6gqOtGDBZD3VMXZNwFWGVTPrh96SQnvRYNaKVMUHC5TQpTaiK6F4BlElD7C+lgg\npnPO5OSLt1HvbiB/pF4UKkJSSbzWS49Ea4s2iqs35UTsjGfcvduxN6vRneKdb73OwdUbjMeOi/MV\nWltGUwlYJ8fv8tytF+jsnL2rO0QVyblYJ2chWw42KVqKP6OTlFQxUNe1lA8KRtayaqR/ZJ3F+wax\nowmMisNrKplRVBmLIReU98g5Gr9i3SSMSvIQG8hdZDSpCV0YsqyT8wsuVuIbpUhgFQZHRoirOzvX\nebj6AQCT0S4+npHxXL3xHI9dn7Ez2SXnTqY0pREJCKes3LC2qkghkJVF5ci//NIP+POvvE1cStbX\nJnEL/fZkwvzwgBeev8nv/MJNrhw6CWRZDT2HmOUyaqXJ2lwCNOboyTGRlRqslGWYzpBZKa1QORKT\nlIEqb5xSxeo5DYhdsZ5RdI0nlqb0YG1dVWRj0bZvEYtu8pBtO8u1a1KO/Yd/c861vQlf+sYPqaox\nTx9NSNnzuRee49azM1TtBn3wS+Nvbdgk71uN4JgIbLh/Sgnor0uB61d2+OXXXuCdt09ZdEsuVmt0\nJXSeX331Btce3yEZBQlUytgikRJSJ0JqJRhaa4jZ06uMKqPJSaOKUuR2P2jdruTaF4EEpRikcULb\nkI3B9n0sJbCCFKKUySRQmeQ9xlRD0AHZyPomveKy48dPWx+LIKRUaXYRRYkPNTCEYwxoLMYx5OSD\n7EdpnO7tCZr3pS8k3r6tWV6cYc0ek2pJu7jN4swy0pr7J3dp1z3U/RHquecw6R6fevkTBO1wBbpu\nSz+mb5gGnxhPZHfZJvflLKx5ZTbBU2lRDVysF8xGM8gZpxXKirVMTOBswhYULRl2Z9JYr52Vk1GE\n3b73zR9w/dbRMKLf2d3hpRs1x++OCY/uY+oJk2rGanUONnGxDugiPN6lFdpWNF3LU1enZKtoU4cl\nS2AvDgoAbjwepk8qZ7AG3QQCju+/84Dz43vkpsiGVhXN6pzkOy7OTzi5d5eT04f8nV/9JDcOOkbT\n8QauYMFMIMZuoDf0F1wbXcTSukL6hX6i5KwdtHGcHRFii4rSF/IlvbFJSwArI5seFeycQyfouuaS\nuLtxItkafNhMgegDldAWAKZ7lt/9taf47EtXmTJiduB47+Qh16/uYkxNJ5IPcg+Vxm0uYkxinZS2\ncDW5lNmbkq3/7X3LzmzCK89qmpD51YNDurDm/Qu5P595YofJeMSya0STSUuZlfNmpL5dTvd/ikGk\nQ5sMQaqFbZyQMUZoNEpKtRTjUIWIvGtRChmuiPj31SoRpJVHVU1p2+WlZ1iOre99/WWF009eH4sg\nlLPsgVpprFbEGKiKLq4pILLkZdezWwFWZ2kE9x/+uVcnfOLbz/Pd77xHaFqeeuVl3v3hHe7c/jZ7\n145YnWiyFreNJ1++RhpV/Npnn+LlX5mi1cYdYVs6FcA5GS2rJDdDSpmLkyUqOapaE1rfuxMTQ0dW\nmsl4Kr2W8Yiua7EaTO3wSHO9f1DJUaRrrSHjMXkEVU0GfLOC2KJH8/J5FS++MOf17x6yOn9ETpqm\nWWBqKeFqO0cZuYlPCZhscJMp0DEeVYWQqPBdoHI1tjCqe5XGwR0CMKbi9p0THt5+gG9baSYDqnjC\nd6FDG8vq4ow3vvoOZwvHv//rj/P8U2bQNK7qarghbSFJDsuIGaHZxv6UDIXMkB2F6AteKpJzGsre\n0InvWNZGPNL7HoTaSJL0fBBTmaF/Yqwhh4DK5aFGdM37a54iWFdxdMNIee40N0ZHcn/EhM55S4St\n711u1aCogYYQySJdm7aCUsmA+4xb1Y4nH5uxs2tQesJ8XT6HDqy7TiR0S5Druhbl7MBu3zirCOgw\nhIA1jhz7lrU0orevLUoXgrgMJCSDLABS47BWrIL641VKNMpzloCfI2ATdT3G+3aAj9T16NJzsy2Y\n9tPWx0bo/mfrZ+tn69/N9bHIhJRSWCVaMarsKnGrjtUg4Ktc9lWVqYwh5HDJ9ja5Eb/192/hge9/\n4z26U8tkJ9P6hzy80Lz4TM3Vxz8JwGj3Or/xW0/y2heeJGpQWfoFMQTqQjtQW4050GgLKSRIgbq2\npJip6prpLHG+LDo+4ynteoFCEWKg6yT19bGjVhZnrewUfblR1aJ2FyNm5EhKo7uObDRPvPA0o5Eb\nmrJt7Lh2uMfhzUccH+/g1+eCzLWKtc9Mpo6FF6SqVRVd7piODAdXrtE0Dfv1lKA6RmNHJg1j216Y\nq/dPz4V4effBmvVyXeSR5Fw0qwtcVWOC4JYmrqJbXXD/zTf4Z+qc/2z359nZl+MdTSbDTjzIn5ot\nbE9pEQ2kSG0IOkrG5Kw4fmolk9APIbetk2Z4T6LtcQDet6X02LDBiVIq+NihClEzFAdX4LKGzvBb\no7QjxSLTWinIidoYjgvg9a0758xmE25ODZPZWJq8o9HQSqATLelea2g7O+gnhFprjvYcdV3jfUs9\n2kys5NhkVGJtPfiABZ0uATdzzjinh+FJQlNZS0odxowEtd//3DKQ8DljnFwXay83zvufHYL0PpVx\nMjXrmqJ0WrzrlCnqBkBWJYsKf60sCD4mQQgkWzZaDA234fk5yySATFF6S1TGEMnDTdSnhMZE6sOa\n3/z7R3ziqRHf+OYj3j+7xumDNacnj3jm5Wf43KuvAPDCL1cc3bxKUJHKVnJSfUA7R1RgfwL+u20j\nzimsHaFq6QnFGKjGGdvKMYvJ4ISUPMokKueKYLsBrXFWMFBVOXZrxBFzMnMYFQR34yyqWPKS9fA5\nR8bCuOMLLz/PBz+6w2m7oq5GFBUlRjbRBTmOxlqm1vDZV57mlWemGJPwcVUwLhqKKmB/jvUWGz7E\nhhgCb94/x/tWzk2RNancWCozlbDasF6vsUZxTkv17g5/8cNj/tYvPwOAiv213PQIeoH9tmmHdL+/\n6VPZhJICExNRK3QqmtrAdhwaRuNKJmc9ureua3zYKAnC9gRH3jslCQ5DWbO14UlDXB7oGCOhKELq\nJE6x62XL19+WJv2/+OP3mUwtv/7qDT71Asx357Jh9J/pQ+A/Yzdi/ymLPrdxBmscseCi+nPR6y9Z\nUxNTwHuBCWjVAxIun4s+ENd1TVeY703TMplUpJxxpfTegKeLLAcZUyah/WnYVgbo9ccFgaoGZHV/\nTft7sxews9ZeQvl/lPWxCUIJRYgeq0v9Xs5IipGT43P2r+9htcH0NXLMAkvPmxMhJyxxsL/Dwd/Y\n4ZXPH9GcRk7+wUssFqcc3dhlfEUwRdo4lDYYpUhKCV3AbXSue/IfbGpc58zW7inHrW3FdJxZnBdZ\nDG1ZdyuU1ozdGGPtYH3snBku1LByhpxYr1cc7E+Fm1WEsKqqIm9hMbp2iavHHF0L/MLPv8jXvvc2\nZ/cfoFIkhURQmZ1Dma7skhjXFb/w6StU0wqnNFqL+FjbtjLp6/sEOWOLLpDAHyw5Rs4enRRB9jWV\nLuBKlTAKmvUKa0Zklcg4KuW4uHjA1751jdeelkxh/8YBdVJkpPegilRHSh+ijXwY/ZtlTO+0GdC/\nKcuorepBoQU7lYptuDIaWxpzVrkycS1j5PK5tC4C+oXKkJRM4DSbJm/fi/KdBLLa1QQaLpbn/PA4\n8Pqbd/n6N4WS0N2+z4V2/P6DB5wvnuZXPw37u7tkFM5WdD3dxmxwNyRFCB6lNEZL0zhrRQoddT2h\nrgvRNBQJFNvfLyIaFwtgd9sJVs5DcUdNG1XFqpLsypZ7HSCGhpyV6AcBtTGkGAZVTaUUbVvwbwVn\nJLAkXwiyqkxXtzThESpQr4b5Y/f4T1kfjyCUBUXrlEMhFiMDSng0YjRrpOGmIPmAdpoUBMin80aH\nusf4MIg1VbgjuH5lSuawZFUbsJsyiuxlR5csoFAqbI0PmxQ2hA6ja1DpEiFQa9FTrKwdSriL1Qrf\neibjOZDo1ivJfiorZVlaCQ13S+E9RI+K0vjsRdHBEzoPGrq2NE1TQqnIzi789q8cMZ/Av/hiQ7N4\nhKotnVUcTOU4jg732T2YcXi0Sza9GJgaOFs+paEhmJCd2RiDVuLzlbThhSdv8aU//gZO15Dl+9xo\nxur0WB7inDDGiQWxUpiY+OCH3+VLb0kj/XcOp9j5jBiLT1YPCdCGQMb2YoRbk6qUUik/8+C8gfyL\nylXD8VtbETpP1hqrxK9e90DJLBbTPRu8D0bbayCcpkwsQwMAOl/QzqW86zqWiwV/8O0HfP3rjzh+\n9wN0eUhTTGTdcPbA83//yzOwid/93FSCXogoXTK9gqlRSg36SSlF6kq8xKyyqNpxGeSn5TMGPwwQ\nROtZUNfkPJRRSima5kIY8VvLuRqlFOuuxZXz6JOmrmuZpK0W4Jygw0Mg4X8MKNz/PaWMtTIdVjoT\nfCs/fws82gdC0B8Gz/+V6+MRhFBbFiUJbWpCK5nFugvs7s7xpeOfY0IrI2JROYMz+FUB81mDqdyl\nHUKhhFTZ9eaJBWbek/O2TANTVDKf1NIv6N1NrRURKa0dmz4RA7gvA8bI+z56cI4xmVEdCaH0WbQi\ndwEmlspNyTEMtjid75i6MRerjqbzVL7DGVENCMmTE4xGRYWxg8rV6BjIzvGLnz7k2v4X+Odf+Q7X\n5hZjNY+K59ynn91nvb/HaDJFu4SOpti/lFFxTsStqY1zrvCHBHRocbzw2A4HVw9ozlrmY4ERXKwD\nzs4EkGYU2sLar6haC9WEFBM/+KGwu//2a4pm3Qy9p34MDiIJUhKeS2WWNnoQ2ervB+ccztT4sFEU\nCL7DVKVcUGy5iko2o9iULUJREDCftRYUA1ATpejWDVXvMGEsIXYDXmlSOf6fH53yx3/yDud33sFG\niD16O0YMFRUOtVB85/uRX3+xYe/aDl2KQjZVDDVQzhnrCjNAG8mUChUlJzE1tD29Im3Qz31G0nWd\nQBBQkj0NpZtlPN4rvZ++v2cG7JdDiMTytW7LoNMMGYs1lpDFLKGf5sUYUEogBSkmulRcREovS5UN\nQI43FfzaBg3/UdfHJAhlQvKFIJcxJg/BIplISjVGKXKSmr7zLbagUE3KVOUhlW+QmjxDAWUlQhex\nzhJSKfcozg6Fm7TtYippfnH06LWSc5SaOiN6x2wpPRoDMeKsEA+f3H2S22cXNMuHuPGUcQ2VdnRK\nODVOG6ythgfTJIPPmuyD7FxkAhEdxa0ihDAQWEe1/AwbFVFFxtOap55t+F1ziyef2iOkxMN7kilc\nu1EjT3fClh6QQAMkK1EowQT1X9U/xMnwsF0xTQtmI89vfuoF/uyN2+wWsf3u2HOmT2kbz85cMp7K\nKipXE3JAMaY5L55qvmM6mmONIyV/qZNhnCMMrqzl0pU+iqtqUg4SCHwWnA+5AOs2DW5VrjEIoLQv\ny3Iuo//ehDGLNVIu5agPAgHx3mO0YTyebpq3elOGGG1YrCJffv2Y7t59VNtiqz3aVmAetakwGHKK\nrPyK+2+9yxsfHPILBxVaO3TP5C3XLyqKjVL5UduYM3UZX9N/htQ1pNRb95T7vATvUMb9bSuyL5JJ\nKpyrh2w9pUhW4m8GRfS/7zGOxoKSNmK1VJlKgnPPX8uCHep8R12PiUXrKJbN1eQNp1BpDQWp7dxf\nL6x8TIIQkl4aQ5M9gTwwr5MXbWWxnU0Yrahy4Y4pNZD1YFOfmiINuv3vGESXqKf9aKQWHnaCAtbr\nMRXOmAGRur1iCCjT7zKih5yVZbmWqZQ7OGL5zg/Y290pD44ia+GT5YIrEeO5vsQKYDX1biW0lLK7\nf9jeGSDrTPQe5RwWS/aekbW88OIUZU3hgBWXCueojAD0ZJfdQPWttXif6Hw5PzYTQ0cX4Y23bvOn\nby159uqcg7GhNbC3M+banujc3H74EIjUVcaHDqMqFBkVZCf3qWFR0NU2V5e1OrZWCqHI9MaBShNL\nSRi7bjD6Q2dp3JZyrn8QhYi5Ae0pq4hdFPGyPkO9tCMrTOn9OGvJSWFNH5TawdPLhw5rxqy7Nbuj\nmt//829x9/UfElODtWMW6zPMoEdr8LHF6gplDKvmgneOT/lFrklG0fc1+4wsRELpl/R66r2LLKU5\n3Gc3xriC13KlF7PpR26kWC6bXfYZbYyeEGTqJdrRPaJcWgs5977zshH5GMkpEss16YXue0MChdwf\ntgxwqnqjxjCU9EmuT/DdX8tpAz4uQag0xTIyIVNsTlo1HhF9Yf52nlxXGF2jtfBkzKBeJ6sPInID\nyns4a4glO9qQDyV69xOSS+6gPSCuNBZ7mxxXHEGVUnRtS+pCAY8xqAO++f3v4uaJnXqCsom6EkdK\nGxPZaFTKKJUGBrRWCqUyk4OaqpKpmBZsWgmQeaivU4zo2tKtWqpKgpZCgwkoI4C7vjkLGWM0IXhR\nGMxijNdnYIqNg2s0jtxF/vmf/YivfP02Z3cW/GCUcJMxUzvi4GDE0aEEIdwpVlXksSO1LUbXKFsT\nk2I03kGZnjsEj84uOJrvU9nyafNmrtOPm/veEmy8xHrkp5zzETEVw8AtF47+6vbfW6kanMcaiw8i\nS9GPyj3STNfa0flm6H3JQ68uaRUpZLRttWW9bPne24kUAzmIK7DKAmYEWHdLrLWMnQNXgY48fLiG\nGEmuRpcMSJXyxtXVRv6iKEaMRiOsNSVr2SDy+0BqC9K+VxTIWdoRKW1z/0zRLopErUsg1peQ1f1G\nHWKf8Qtp1Wgjgm/GgC6N7+0JXrlOxlh611bdX6fLg0W0NvJcplT4eR9tfTyCUFmpaLF4v9kJszLD\nuNRYK43oGFFFzCr4DbcqFReAPOw2ciFjjGSFZFj0N5uSEWnpRcWYBLXclygpD6VXH4Aoyo8AylrB\noaTEar2m6+RrZ/uGkd0j24itKlAZZxzW1mhrC/M+MqqK4L5SkDzWOWm0GyNSqfQhdDNezQnee/+E\n/bmmrtxQWnZdpjIy6bF2I3TVedGd6bpmyA69F0sd5xyuODuQNP/sT9/mT/7Vd1ifXxC7FrU0VGeO\nPN3j8PAxnrgq1JijK3ucvXcHbSNmvo9PLaOqAlsRfcAZRSylzWnTcsNVKAzkVmgW5VpbI593G5cC\nW2VuzqVkhhhSwdFsxr6bYCqrK1CCkLw8GWpg+RTCZyYinnIy/RQXl5jCZrKBNLGzdagYeff4hJN3\nTvB+RU4J58YYZcilMW3R1NpxsT6nNhNMSGTJt1Blg4RM3LK72JB2e1nYQM94l4e4d7ro6UUOV6ya\nmiLbqst92lszU7K7ZEzBP1UYI3CR3g1lI4miZHpX1cTgywQvk63FFUpJ3LoepExdMp8+GA4GpdFv\nBgdZrkZv9dMf/0dZH5MgpBAkYBwYwQx9Q7PBUORcGrZJXByQ6DtA7vt+ja3kAthM8ImUA1pZnHFD\n/hh9EA2YKEh2rTcMcnkPgffDJrtaLlZMd3ewCmLXCQcoRrlRKvnZezvzwcY4+RaqClfXhOBxMqNF\nm3pw0TTG4JTCaYM2IgHaTy/EnnejR2NsxcGOYbozJQZNzoIrykS62BX+VDmletNjkHI0S68gecga\nT8e6k2Dxle9f8M2v3+H45H10Z0jBo1DoyZxmccZ77yfGnxO/tv15hRklVFZYJ1lAoqJplqANy7Dm\nSiVNbB930Ap8aC819K21dMGLVnhO1GXKE7wnlk0ihgKIK9ejC4HK2uHfmi25ka3tuLfHlvuoSMDo\nos0UPEllfBvpujXj6ZiqrjBq8xjEVNiyVUWzTHTNmsnsiig5pEzbdYOej0oWtMXpRJUNrp4KvSIn\nxsYSs6gl9jCLrKRU1EqBUUCGwNCA354gikHJxmEGZNoFbGWTG07akBVZeymIaG3wvt3IbigjU+Yk\no34DwyafiITOU5UNsm+Eh5Qke89ZJGvLewcUVbl2OQl735Tj2gZA/rT1M9rGz9bP1s/W/6frYxKE\nMrnIZKYkTO6k5LcKkc53hagKTWFzKyWGeEZJTRtKqZSRUaEpo8a2CSwu1jw6OyWnwGrlWa08ytVD\nfS47Z8mqQhRKARmlhOmdgco5vvLlP0fl7lLjWBlFTBFbOWzlqEcj6spRI6z4Sht0LPVzStT1hBg7\namOpjWVS14WJzbBL9k3rfrQcS/0fcmS+u4dKNUqlAhgT8XFdkL+9iLlGBOIHdrwC7zsymozszuPK\nMa4cf/H1E07ufUBuEzEEQsik4Fk2Z4SU6BrFe3dv897d21yf7mLiAU6PqasZhhrbZaajCdZpKjvm\nypUZV67MWLdnqGQGtn5/3VJKsgNboV7k8ksbyeQ22CCGssOVDFhF+b29BOUdynh/Y2ndO3t472na\nNc4W59eYUNGitStmCRsXkL7vYXJip7YkOlKzJKSGEAMhtJKNGYN1lUj7upouNLS+ZVpP6dpMCM3m\nmhbN55QiMXi5l6OI4Ctrsdag9Ic895QixM2xZfoxeN4isDLcJ4L1ysPgoy+ZyL1omRKwaiEX+6Yd\nRvjyuSEH0XhKFMxdP36PDT2MRqsNgcYqgcnonLFonLWooku1XWL/tPUxKcekUUqOuFFF8H4AV6UU\nMU6cBlRSWOOGRlyMLQ9OlnAuRoKHj4snu0ywLI/ur7hYNXz3FI6PH1LNVlybCmL65etnHB6Ihow1\nFTF5jLYCisx50AoCYZSv2pbXPvsaMfhB9EtrTRvb0p8qNXeW4BNjRKOxtRVUbsGzGK0Yj8ZQyo5E\nQhmNcRalIhpD23gRGis3V49srgqHjZywqoDrtBb8U7Fj6Yr8iKvrSw1XbWSSGJI0Jms7pisAxKQb\nfNdggyWTUTqSfCYFRdutSWcjjpdyDLODhp0DTV1do2kbok8EA9ZoDCMm0zF/9zc/AcCzt/ZBJdy0\nRqcP7Xel91FZO3DjUhYZUu+9YL760ktrchIuWCiNaIfeug8iVQnmPQfOey9BB0AJTizUDZUbkeq1\nKDIYTRNlI9mWw5CfpxiNM7MnnuDs/bdxo33a2ECK2N4Ro2sYuRkpSAAZjWYc7Quj3aeWmklxn+37\niBst6tDFYdLX6xNtL+ecgEbLcRk2yPIBMBs3m5Ut8JFYGsf9ijleKo1Mgqw1eSzaTwLXKMJ20kob\nMhNVSrHWw8QorBYH3VGxUjJab/Sny29iGrBPH3V9TIKQIiYBP6is0MNIVvogeUseczvC+qDZcfuo\nPfnaqqqGm6/1in/1rUd8+/2O73/tXWrdcH5/QXhMaA3/7X/wJHu7e4LKLRiTkEOROdBbTcMi4g3M\n5ztkMqGMKwFqU6OC7MIARjlyjlhrMFaE4J2yGG2ISgiW8r09lF+jskelXGx3NPXIFa0cmWD1N24M\nHV4VTk8IIn2qNkTI7aXLcQtWrp+QCLSh6zqCjlRTeZgCnsa31NWEZVyjvC4PjKJpV+RkaddyFH/j\ntad4/8Tz4J01QbfEtkMnh9cJsuKXPvMET9+STcHVRvA+Xg1kVRkCRLS1EGTAENMGSgGXhfWHQUDP\nZ/rQ+HebshM60SM3xsgIuicJa4cdIf0XI03uXOKTxbBu17h+mqOFCrRYtlhX8/IVS37s57lYtaTV\nMdF6Qle0dMo9o+uanBOj8YTnbswZz2pUNiiMQEJ64TU0IYkQvNXSu9n+rEpvAKWbPGfjetG/LsOG\nbkDpd107KDmO6nrIluTeld5P6rNrK/eDoVQd/b1V7vs+6+5XDIG37y65uQN7k8j37je8eE0zncyI\nyQtgGAbi74AKV9uf4K9eH5MglNFORKmC95eQtT0iVlLQTVMu50xtLXFasgMoAuOW80XDP/2Le/zZ\nH7zNw/ffounOMKEm5hZPYt1mAAAHM0lEQVT1trhRfPmNOS9/4iZZQ0x6uLi+3w7CBmeykTtNUjZo\nx8XpivnhGBUNxkLdi5RpQ2g3+tAljxbkaZbdL6UgrGzkAlhXkVXEVoa2iVS9BI1WOGuGh0lVDjNM\nforzQtl1Ou+xZoOA7Zu2Wmt850GrYZrmrEUjmkAA47ElZM26PcMlTVRZlPtSgtqx9qd86ftiJvDa\nK1d58bFD0ukxXk0xYQK5oclw6+eu8zufewpbdkpbGzRKGs6qyLuW85wL3mqbHS80jc0570ukfkzd\nv055H5VlgpliFNCgNaTopZzSppA6IWuxiVJFGAwlmCStZHL47buBo4m8/7QaoVLm2x/c4+dvHvBL\nLx/x9rsPOPvROdGfo3V9qVHcEVE6gRlx6+YBN6/uknMUnlxOMm3Tm/LSGFuGLjI2yCkRc0Qpg1Zp\nuPe9l8kWRtDKVmlijuK5l/NQrgEY61B4slL4EAW/pnWBf8i57fW5gK0muJxP733RN5LgFcqmX9ua\n5CN/8L2GqT7n+WuG4xPDc/9ve+cSI0UVheHvr6rungwPmRkQEYiiQSO6UEKMCzQxMT5IDLpjJQsT\nN5rowgWGDVtNdGGiJhpN1PjYqIGNiY+YuFF8BQaQAMMjERx5iLxhuqv6uLi3pxtknOF5q4f7JZ2u\nvlWL8/etPn3vrXPOHbiOev00pBqNu+vcy6wozs4NHI+SOCEXAp8pg9QFbaXnJMhJclvRWH30s4ts\nbV9DCkfqKW+uHWL7D9s4duwo9RMn3TU0KZSPllXdvu8wRw4cZebcWWBGa0AsuZD/NEtIrB0EmWWZ\ne5hR5FQrPfy5dzcL+28nwe2GUfVF4o+fPD3qkFqBcZLIixEyKiSCSjWj6qNKrZXcKFGMGAd3HWP2\ngn4qPS5MX5WEMyfcI9Jm+g+1nh6a9cLFU7USBvHR4TD6z9RZyCrxO1Xk5vLF5KsQtsIVrp/ZR7Wa\nkRS9NPIcq59yCbxNo6IaeaOgvt8lpa778RAP3dlHpb+XgWaT3hur1OsNpvdN58G7Bpg+MJ12zq37\nt018dDSViiusBpC4msRJVqE1NXX3bXuK1fpeoJ19P7oDaJ6P7sXuAkb99+h/fEWek7W2Gsqbrm53\n7pIXmuZGR3meU6/nDA4eZPig21kl6+2hlqWoaDJ/qjHvhl4ev/82Pm40yJOU4vRp5PfaSpKUarMO\nacLAjBncc8cUpvRVXZnirIfCCpJKikZLFRqyhFqth/rISDsgNa3SyM+gpNJeAsh8mZLc/dHkqUgt\no8hHSJSdVT5VuPrjLhM+B6rt+tKY2+Ck+O+Ur/V9tkaZrbWmHp9ES7PJ0F+nKIYP8feZOo39Uxno\nq1FVgdIaWZLRaGU2WIF8nFN6AQ4IQGdHlYZB0kHgJHAotC1XiJlEbd3IZNV2tXTdZGazxruoFE4I\nQNIvZrYktB1XgqitO5ms2sqmqySP6CORyLVKdEKRSCQoZXJCb4c24AoStXUnk1VbqXSVZk0oEolc\nm5RpJBSJRK5BohOKRCJBCe6EJD0qaZukIUmrQttzqUjaI2mTpA2SfvFt/ZK+lrTDv/eFtnMiSHpP\n0gFJmzvazqtFjtd9Pw5KWhzO8vEZQ9saSft8322QtKzj3Ete2zZJj4SxemJImi/pO0m/S9oi6Xnf\nXs6+axUBC/HCZRTtBG7B1arcCCwKadNl0LQHmHlO2yvAKn+8Cng5tJ0T1PIAsBjYPJ4WYBnwJS6A\n9z5gfWj7L0LbGuDF81y7yN+bNWCBv2fT0Br+R9scYLE/ngZs9xpK2XehR0L3AkNmtsvM6sCnwPLA\nNl0JlgPv++P3gScC2jJhzOx74PA5zWNpWQ58YI4fgRmS5lwdSy+cMbSNxXLgUzMbMbPdwBDu3i0l\nZjZsZr/54+PAVmAuJe270E5oLvBHx+e9vq2bMeArSb9Kesa3zTazYX/8FzA7jGmXhbG0TJa+fM5P\nSd7rmDZ3rTZJNwP3AOspad+FdkKTkaVmthh4DHhW0gOdJ82NfydFXMRk0uJ5C7gVuBsYBl4Na86l\nIWkq8Bnwgpkd6zxXpr4L7YT2AfM7Ps/zbV2Lme3z7weAL3DD9v2t4a1/PxDOwktmLC1d35dmtt/M\nCnNbsrxDe8rVddokVXAO6CMz+9w3l7LvQjuhn4GFkhZIqgIrgHWBbbpoJE2RNK11DDwMbMZpWukv\nWwmsDWPhZWEsLeuAp/yTlvuAox1D/67gnHWQJ3F9B07bCkk1SQuAhcBPV9u+iSJX/+RdYKuZvdZx\nqpx9V4KV/GW41fudwOrQ9lyilltwT1E2AltaeoAB4FtgB/AN0B/a1gnq+QQ3LWng1gmeHksL7snK\nG74fNwFLQtt/Edo+9LYP4n6YczquX+21bQMeC23/ONqW4qZag8AG/1pW1r6LaRuRSCQooadjkUjk\nGic6oUgkEpTohCKRSFCiE4pEIkGJTigSiQQlOqFIJBKU6IQikUhQ/gW1Uv6gTb7ocQAAAABJRU5E\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f75ba19b860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"skimage.io.imshow(x_image[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### VGG"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"image = keras.layers.Input((224, 224, 3))\n",
"\n",
"# Bounding boxes are the ground truth bounding boxes\n",
"bounding_boxes = keras.layers.Input((None, 4))\n",
"\n",
"# Metadata is a 3-tuple that contains the feature width, feature height, and scale\n",
"metadata = keras.layers.Input((3,))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"options = {\n",
" \"activation\": \"relu\",\n",
" \"kernel_size\": (3, 3),\n",
" \"padding\": \"same\"\n",
"}\n",
"\n",
"y = keras.layers.Conv2D(64, **options)(image)\n",
"y = keras.layers.Conv2D(64, **options)(y)\n",
"\n",
"y = keras.layers.MaxPooling2D(strides=(2, 2))(y)\n",
"\n",
"y = keras.layers.Conv2D(128, **options)(y)\n",
"y = keras.layers.Conv2D(128, **options)(y)\n",
"\n",
"y = keras.layers.MaxPooling2D(strides=(2, 2))(y)\n",
"\n",
"y = keras.layers.Conv2D(256, **options)(y)\n",
"y = keras.layers.Conv2D(256, **options)(y)\n",
"y = keras.layers.Conv2D(256, **options)(y)\n",
"y = keras.layers.Conv2D(256, **options)(y)\n",
"\n",
"y = keras.layers.MaxPooling2D(strides=(2, 2))(y)\n",
"\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"\n",
"y = keras.layers.MaxPooling2D(strides=(2, 2))(y)\n",
"\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"\n",
"y = keras.layers.Conv2D(512, **options)(y)\n",
"\n",
"deltas = keras.layers.Conv2D(9 * 4, (1, 1))(y)\n",
"scores = keras.layers.Conv2D(9 * 2, (1, 1), activation=\"sigmoid\")(y)\n",
"\n",
"labels, bbox_reg_targets = keras_rcnn.layers.AnchorTarget()([scores, bounding_boxes, image])\n",
"\n",
"classification = keras_rcnn.layers.ClassificationLoss(9)([labels, scores])\n",
"regression = keras_rcnn.layers.RegressionLoss(9)([bbox_reg_targets, deltas, labels])\n",
"\n",
"model = keras.models.Model([image, bounding_boxes], [classification, regression])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model.compile(\"adam\", [None, None])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/100\n",
"1/1 [==============================] - 2s - loss: 8.3432\n",
"Epoch 2/100\n",
"1/1 [==============================] - 0s - loss: 5.5035\n",
"Epoch 3/100\n",
"1/1 [==============================] - 0s - loss: 3639.2212\n",
"Epoch 4/100\n",
"1/1 [==============================] - 0s - loss: 2.3458\n",
"Epoch 5/100\n",
"1/1 [==============================] - 0s - loss: 8.2842\n",
"Epoch 6/100\n",
"1/1 [==============================] - 0s - loss: 8.2869\n",
"Epoch 7/100\n",
"1/1 [==============================] - 0s - loss: 8.2684\n",
"Epoch 8/100\n",
"1/1 [==============================] - 0s - loss: 8.2297\n",
"Epoch 9/100\n",
"1/1 [==============================] - 0s - loss: 8.1473\n",
"Epoch 10/100\n",
"1/1 [==============================] - 0s - loss: 7.9318\n",
"Epoch 11/100\n",
"1/1 [==============================] - 0s - loss: 7.2188\n",
"Epoch 12/100\n",
"1/1 [==============================] - 0s - loss: 4.2040\n",
"Epoch 13/100\n",
"1/1 [==============================] - 0s - loss: 10.5172\n",
"Epoch 14/100\n",
"1/1 [==============================] - 0s - loss: 2.7901\n",
"Epoch 15/100\n",
"1/1 [==============================] - 0s - loss: 5.1821\n",
"Epoch 16/100\n",
"1/1 [==============================] - 0s - loss: 5.9534\n",
"Epoch 17/100\n",
"1/1 [==============================] - 0s - loss: 6.0619\n",
"Epoch 18/100\n",
"1/1 [==============================] - 0s - loss: 5.7873\n",
"Epoch 19/100\n",
"1/1 [==============================] - 0s - loss: 5.0326\n",
"Epoch 20/100\n",
"1/1 [==============================] - 0s - loss: 3.3799\n",
"Epoch 21/100\n",
"1/1 [==============================] - 0s - loss: 0.7079\n",
"Epoch 22/100\n",
"1/1 [==============================] - 0s - loss: 8.3688\n",
"Epoch 23/100\n",
"1/1 [==============================] - 0s - loss: 0.9117\n",
"Epoch 24/100\n",
"1/1 [==============================] - 0s - loss: 1.5072\n",
"Epoch 25/100\n",
"1/1 [==============================] - 0s - loss: 2.8870\n",
"Epoch 26/100\n",
"1/1 [==============================] - 0s - loss: 3.2356\n",
"Epoch 27/100\n",
"1/1 [==============================] - 0s - loss: 2.9723\n",
"Epoch 28/100\n",
"1/1 [==============================] - 0s - loss: 2.1790\n",
"Epoch 29/100\n",
"1/1 [==============================] - 0s - loss: 0.8572\n",
"Epoch 30/100\n",
"1/1 [==============================] - 0s - loss: 0.4146\n",
"Epoch 31/100\n",
"1/1 [==============================] - 0s - loss: 1.4382\n",
"Epoch 32/100\n",
"1/1 [==============================] - 0s - loss: 1.4542\n",
"Epoch 33/100\n",
"1/1 [==============================] - 0s - loss: 0.3573\n",
"Epoch 34/100\n",
"1/1 [==============================] - 0s - loss: 0.1790\n",
"Epoch 35/100\n",
"1/1 [==============================] - 0s - loss: 0.7438\n",
"Epoch 36/100\n",
"1/1 [==============================] - 0s - loss: 0.9392\n",
"Epoch 37/100\n",
"1/1 [==============================] - 0s - loss: 0.7596\n",
"Epoch 38/100\n",
"1/1 [==============================] - 0s - loss: 0.3323\n",
"Epoch 39/100\n",
"1/1 [==============================] - 0s - loss: 0.1256\n",
"Epoch 40/100\n",
"1/1 [==============================] - 0s - loss: 0.3970\n",
"Epoch 41/100\n",
"1/1 [==============================] - 0s - loss: 0.4704\n",
"Epoch 42/100\n",
"1/1 [==============================] - 0s - loss: 0.1729\n",
"Epoch 43/100\n",
"1/1 [==============================] - 0s - loss: 0.0655\n",
"Epoch 44/100\n",
"1/1 [==============================] - 0s - loss: 0.2059\n",
"Epoch 45/100\n",
"1/1 [==============================] - 0s - loss: 0.3255\n",
"Epoch 46/100\n",
"1/1 [==============================] - 0s - loss: 0.2907\n",
"Epoch 47/100\n",
"1/1 [==============================] - 0s - loss: 0.1569\n",
"Epoch 48/100\n",
"1/1 [==============================] - 0s - loss: 0.0792\n",
"Epoch 49/100\n",
"1/1 [==============================] - 0s - loss: 0.1344\n",
"Epoch 50/100\n",
"1/1 [==============================] - 0s - loss: 0.1965\n",
"Epoch 51/100\n",
"1/1 [==============================] - 0s - loss: 0.1384\n",
"Epoch 52/100\n",
"1/1 [==============================] - 0s - loss: 0.0628\n",
"Epoch 53/100\n",
"1/1 [==============================] - 0s - loss: 0.0767\n",
"Epoch 54/100\n",
"1/1 [==============================] - 0s - loss: 0.1345\n",
"Epoch 55/100\n",
"1/1 [==============================] - 0s - loss: 0.1494\n",
"Epoch 56/100\n",
"1/1 [==============================] - 0s - loss: 0.1050\n",
"Epoch 57/100\n",
"1/1 [==============================] - 0s - loss: 0.0604\n",
"Epoch 58/100\n",
"1/1 [==============================] - 0s - loss: 0.0687\n",
"Epoch 59/100\n",
"1/1 [==============================] - 0s - loss: 0.0974\n",
"Epoch 60/100\n",
"1/1 [==============================] - 0s - loss: 0.0866\n",
"Epoch 61/100\n",
"1/1 [==============================] - 0s - loss: 0.0572\n",
"Epoch 62/100\n",
"1/1 [==============================] - 0s - loss: 0.0564\n",
"Epoch 63/100\n",
"1/1 [==============================] - 0s - loss: 0.0771\n",
"Epoch 64/100\n",
"1/1 [==============================] - 0s - loss: 0.0844\n",
"Epoch 65/100\n",
"1/1 [==============================] - 0s - loss: 0.0685\n",
"Epoch 66/100\n",
"1/1 [==============================] - 0s - loss: 0.0514\n",
"Epoch 67/100\n",
"1/1 [==============================] - 0s - loss: 0.0537\n",
"Epoch 68/100\n",
"1/1 [==============================] - 0s - loss: 0.0653\n",
"Epoch 69/100\n",
"1/1 [==============================] - 0s - loss: 0.0639\n",
"Epoch 70/100\n",
"1/1 [==============================] - 0s - loss: 0.0525\n",
"Epoch 71/100\n",
"1/1 [==============================] - 0s - loss: 0.0499\n",
"Epoch 72/100\n",
"1/1 [==============================] - 0s - loss: 0.0575\n",
"Epoch 73/100\n",
"1/1 [==============================] - 0s - loss: 0.0614\n",
"Epoch 74/100\n",
"1/1 [==============================] - 0s - loss: 0.0553\n",
"Epoch 75/100\n",
"1/1 [==============================] - 0s - loss: 0.0482\n",
"Epoch 76/100\n",
"1/1 [==============================] - 0s - loss: 0.0491\n",
"Epoch 77/100\n",
"1/1 [==============================] - 0s - loss: 0.0538\n",
"Epoch 78/100\n",
"1/1 [==============================] - 0s - loss: 0.0532\n",
"Epoch 79/100\n",
"1/1 [==============================] - 0s - loss: 0.0486\n",
"Epoch 80/100\n",
"1/1 [==============================] - 0s - loss: 0.0479\n",
"Epoch 81/100\n",
"1/1 [==============================] - 0s - loss: 0.0511\n",
"Epoch 82/100\n",
"1/1 [==============================] - 0s - loss: 0.0521\n",
"Epoch 83/100\n",
"1/1 [==============================] - 0s - loss: 0.0490\n",
"Epoch 84/100\n",
"1/1 [==============================] - 0s - loss: 0.0465\n",
"Epoch 85/100\n",
"1/1 [==============================] - 0s - loss: 0.0476\n",
"Epoch 86/100\n",
"1/1 [==============================] - 0s - loss: 0.0494\n",
"Epoch 87/100\n",
"1/1 [==============================] - 0s - loss: 0.0486\n",
"Epoch 88/100\n",
"1/1 [==============================] - 0s - loss: 0.0468\n",
"Epoch 89/100\n",
"1/1 [==============================] - 0s - loss: 0.0471\n",
"Epoch 90/100\n",
"1/1 [==============================] - 0s - loss: 0.0484\n",
"Epoch 91/100\n",
"1/1 [==============================] - 0s - loss: 0.0480\n",
"Epoch 92/100\n",
"1/1 [==============================] - 0s - loss: 0.0464\n",
"Epoch 93/100\n",
"1/1 [==============================] - 0s - loss: 0.0461\n",
"Epoch 94/100\n",
"1/1 [==============================] - 0s - loss: 0.0470\n",
"Epoch 95/100\n",
"1/1 [==============================] - 0s - loss: 0.0474\n",
"Epoch 96/100\n",
"1/1 [==============================] - 0s - loss: 0.0466\n",
"Epoch 97/100\n",
"1/1 [==============================] - 0s - loss: 0.0461\n",
"Epoch 98/100\n",
"1/1 [==============================] - 0s - loss: 0.0466\n",
"Epoch 99/100\n",
"1/1 [==============================] - 0s - loss: 0.0468\n",
"Epoch 100/100\n",
"1/1 [==============================] - 0s - loss: 0.0462\n"
]
},
{
"data": {
"text/plain": [
"<keras.callbacks.History at 0x7f7500122b00>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit([x_image, x_boxes], epochs=100)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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