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| {
| "cells": [
| {
| "cell_type": "code",
| "execution_count": 1,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "%matplotlib inline\n",
| "import numpy as np\n",
| "import torch\n",
| "from torch.utils.serialization import load_lua\n",
| "import os\n",
| "import scipy.io as sio\n",
| "import cv2\n",
| "import math\n",
| "from matplotlib import pyplot as plt\n",
| "\n",
| "from PIL import Image\n",
| "import PIL\n",
| "\n",
| "from math import cos, sin, tan"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 2,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
| " p = pitch * np.pi / 180\n",
| " y = -(yaw * np.pi / 180)\n",
| " r = roll * np.pi / 180\n",
| "\n",
| " if tdx != None and tdy != None:\n",
| " face_x = tdx - 0.50 * size\n",
| " face_y = tdy - 0.50 * size\n",
| " else:\n",
| " height, width = img.shape[:2]\n",
| " face_x = width / 2 - 0.5 * size\n",
| " face_y = height / 2 - 0.5 * size\n",
| "\n",
| " x1 = size * (cos(y) * cos(r)) + face_x\n",
| " y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
| " x2 = size * (-cos(y) * sin(r)) + face_x\n",
| " y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
| " x3 = size * (sin(y)) + face_x\n",
| " y3 = size * (-cos(y) * sin(p)) + face_y\n",
| "\n",
| " # Draw base in red\n",
| " cv2.line(img, (int(face_x), int(face_y)), (int(x1),int(y1)),(0,0,255),3)\n",
| " cv2.line(img, (int(face_x), int(face_y)), (int(x2),int(y2)),(0,0,255),3)\n",
| " cv2.line(img, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(0,0,255),3)\n",
| " cv2.line(img, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(0,0,255),3)\n",
| " # Draw pillars in blue\n",
| " cv2.line(img, (int(face_x), int(face_y)), (int(x3),int(y3)),(255,0,0),2)\n",
| " cv2.line(img, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(255,0,0),2)\n",
| " cv2.line(img, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(255,0,0),2)\n",
| " cv2.line(img, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(255,0,0),2)\n",
| " # Draw top in green\n",
| " cv2.line(img, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
| " cv2.line(img, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
| " cv2.line(img, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
| " cv2.line(img, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
| "\n",
| " return img"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 3,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "DATA_DIR = '../data/biwi/'"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 75,
| "metadata": {
| "collapsed": false,
| "scrolled": true
| },
| "outputs": [
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "[[ 0.656463 0.453685 0.602683 ]\n",
| " [ 0.0883416 0.747202 -0.6587 ]\n",
| " [-0.749168 0.485654 0.450431 ]] [ 12.7645 92.4332 871.506 ]\n",
| "48.5183398179 -47.1549085642 7.66436797924\n"
| ]
| },
| {
| "data": {
| "image/png": 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aADomnEydfhoCgWHMFwP/8YG2CJD7AcbDA30xlriBY9COK1yUDtrVYKOIMiZY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tDb7EKVgagVPEtvg40feVwyL415fsP/AKqj3TdmLcPM96fidy/mUkFywtEAtFXPhWJkRGYMat\nC4ZAZ2eFQViDXQicXkfWNz/EL//NZ/kv/5MrXKqnVLPm5SA4C5wZY2z8yYLXhC5T214Hph3XTMF9\niGti3m3FG9UAQ3yOa19r2zy1+6Gpi6IVnc/Gd/GBsHdLeApHL0eQXOLQhrav2MUVt6WWj4hPGMcg\ne+xc6vF16M87RcYEfYIpVHQBiXU4fRTWH/LxtpBRDstMKmECqz6QcqbkMPlVxthjSof6Ek+5qVkq\nt7avcfu532b//iNWvaLdgqRLFqslVXrUO2ZLpBrefAiU8XWKKX0WSB1zDfPYNAdJPulAlwISd41Y\nzyIz2Sc8N0mZh62WmqNzpjaHdJPKQiaUDUkzohWzgVILtVa89HgZiKTHiSwZSUtcOkqZKHVCyghl\nCzO8e++7/M0vPEmpzrRWSqnUuVCb+sWBEUNRTOJCS5sjpFvy1ce/Fi+u75yNiBwhAvfaRWVgtHyV\npksmzIvDagtg59PZXMHbDtMaJ1QtFh9ZlW/feYO/9p/+t3zoQ58A4PrVJ3j+2et871tRMN/9vh/n\n3T/2fpwRsS6YCpFIS+ddbDlV8FKoFomflSn4exJejEmUg/199s9dAGA8WTOerqPTkIhG6PQez1Ol\nC/sz2XWvfsZDFSYO7x7x4ndP+OY37vLym0fcml9ltJ5RCf5sUg4kfm5kfSU0L1AyPs+UacbmmZzv\nouMR16++xAvfvcWrdzes05bFKjN0FRVjKiPGTJZF69idWjeQl2y1Mm6Nw42QGDnRI157Y8urr2+5\nffwqm6J4f0TNA5IWFAnUMvmAswCZQ3RRMy4zVStzmSmzU+cV1faYa6HUE5xDlss1r/yDX+HP/0+f\nZ7PtGbS932bg69DtJ8Mng1IZRWCdY0maMr7x0HGTUHFEQsMf19gYk4xFFG8EAYZhZtWBLBFN4ynh\n2kyDvQOWIQOWGVNvVKUOIaG+QAgynFpqgpKInVE8oBoG1Peis5ZdmMuCwgK3IaSiBUzDcjGUReC1\nYv4HLe5ClFFAsmAdgNC7wErv0SHqzniUtjvv+MH3AEtBGQAAIABJREFUZt5II8xQNKEzpDowOcCW\n0StUIuenJKzpoVGYHVQqE4VKoVCpptTSOlQqVozBnVybj6U6wgDZW+B8jIduEqC2VLbuzC0awpkR\nHUnaPFRc6N2YakFqIZXYQHtdUyxjxajjgqkI67EwVuXw1VOmzYzZRJlDflk2RjWjFkdNoEbyoBE3\nYoxXwld+JwrnT3/yE43gG0ueGHFoZbdhUw2i3NnJBcfOOauQck/qJk1q54BJMBpYKZ//3Le4fvsa\n1SZ+9IP3AtYAHn7v+6hFKHWmlEqxbRxmlhHtqNKBDWgN8aVWay77IaUza8a5rVhLTeyduxe7WmXX\nc2SqvPWyji7ZchjqspsUPLJxwmzliKPulFe+veXFZ+/wxtGG4+0pr223KMppGqg1xRg7CT4KXiI6\nOsshdnSD55874jd/b+auJTZ1ZGMjp2NlXQykI+cY/asZJagIaOpJOLlYDNVWGeeK10KpE+6hOqpM\nLQI607e0gkhLnSm6BV/HiC4Vk0Ktha65n+NgXpqJdcGtUOrMVCqS71Af/wK//sSzqASpPaatJoME\nUhed/aAehAxxsgVtKxanFqY5PlCbD0HygIACJW2enRJGMPg9yprZTpEkeFvIuCm+4396hAVKu9Zc\njFrjdYq3Nvi2RvjYxhiWEE9h0YdG4SV4UNYWnDHeexRcz21K+4PmckTgiqoTHTFSFNkjTSmAXhVI\nTpISigCFmoTy8k0k/wg5d3jpwncyh4oBoHrGs6Ie5k+UjLEX5O/WjKSG21QTnBHDmvytWVfpgGtH\nka7FDJcmy90R4CFb8EYXLaxHvMOsnMFqYW+luFcmGhfOKzOF4oLLgs4TPdAlY55H5s2Gk62zvrXh\nzTkkoMVGaq1xEluJC8MSteUq4RXvViAzSRxf3Ou4fuoTH6dtd/CzM3v3sTTI4axyxhwvtOVQ02OI\nsJOkJXZ2WhEgd5yNw1//W+gDDzH7xFwKD//Y+wF46D3vpVQotVImp1YwKqPtNMTOfjJIHhZe9G2R\n4yTJiGRUJBQ5FHb0GC3CwbklANuTdaAOAmlHHaAVABKpxvMX0Xip2qLDCH4h9YS5f5PDOvPiy6d8\n7/tbnn915Ohow16e0dVtaoWiG6Rzkn6fzWuv84Vnjvl7v7flOzdAt1A1iki1maLOOI3M5lRXEkKv\nha6LqI0skLJR2J6NpLg03NpIGos3a0UqLqeZzitCprqgxSCNuCSKW/hdijI3q7RO2vJTPLbJ1WCK\nPC3P8MDpS/zyP/oGz/xgw16/Co8Gr2fWhy7gIpSW7QOVqXXurgHvJDG63Za8xdC4R2kqCLs8diGF\nNr0FmyUmVLZtdI9FkWhu0Nju3zSIqAkJUg7xgpq2+yjeS5ewqWleTW1acqhzgxTCVMScpvZr3E8f\nQ20kf8CKpiOsDCLoShAl6ELlFFTaaRGSNWFHizC2T75MPndfOGn3Qk6CpBGVKWggu3jYHL+olhye\nmBswOrAeP3M8mSmypVhlrpVxOzONI8lAJOzhtFaMULjkUsMxSStFMsmc0aPdTyYk7SLnh9xciXYn\nbeT5RPSCIbPhNYWhxNQxe8J9S/EZkcL9dsJz3z6OwKt5ps5ObSmTRYxJdgYMREiZJ8QL1UCq85XH\nv372Ov/Uxz/ZMMudFylBwPfQj3vTITvhlN8q2BluFg7bEhEtu0WRGGnoeO7xb/HNa19GhvMNaij8\n4P+l7l1jbcuuO6/fGHPOtfbe55x7b916uWwndpwYlJh0SGKX03TUUrpp0UqHh1ALIoEUBAgJIUAt\nWoh8oiUUCfhAI7W6BVEQRCA6nRA63aQTR0nskIftclWZ+FVO2WW7Hq7Xfd9zzj57r7XmHIMPY+5z\nK0iJywKkyi5d1bnnnnvuPmvNNecY//F/9KFPbZGR47ajVqcu/VczWm/hdgqaZ5KkCHvTCU8LlcRC\nNyXpkmjHejsexcbm6CoA2+0F9WCb019VvZvRKh4ITXD7PHBSDJrGASkew4albrm323N2Y8uvfPY1\n/v6zL/LiN+7xxv0dN18/44/+8HU+9rtn/PpXbnH31oTuhb3OkGaqBN6gJlhVrDUW32M+s6jhqqRm\nuBqL7ZmbUGtsSKkkNKc48z0GIE0NyQcn/ErtfgGtSx7xQnLHfMbMaFapblSLg39uEXut7aBWi0my\nSlgP2mA88rUv8jf+ybPcuRBMHUODNyk9jvdwSEo4bEVFuHS8Ozq4qrWnQPaCpcuRD8wvaa1X+iF/\nTJ27GbinR0Ua2t2ABvqzG8Y51ju63lIjLFmoCSJz/YDJ96rWav+ch6oICGvChaQLqXspHLqt8BV9\nsGa+1esdsWkiMEk4GLVOYK9cUBWa5D6p7p2VQ7LKmsYsp8gw09KIe7RoZgvT3GLyKS2mdjKQPTOu\nYL121idK8Yy5UPqNNGv44hGG1TfM3dkZZ7PhVeOh79N2Nw0rj1mCw6bRXiw+kbyRvNFqaOgPm0sj\ncKywUqtR3DRC2TLvA99KxuxGYmAcMz5UbNhx65lPcrt7aVYWWpPe2lhM4anh/whQW3DsDJwwO/iD\nzzx1eamf/PCH46Fx+mAngPYHyx3g4IP5APRX6ZWE+QODBWIEdFsSv/13f5aXj9/DkU4hKbW3LEJp\nVA1NB27hG7mvtBq6+mZKtRKbhAiWK6k3eFnCrkUlYTLGwIMRfOqLXi8HaBAYZ3vLsi5ocHARfAls\nt/VxUOvcU6kxGQ7j5mAnGHuSniL7e9x99U2eeeWc575xh2e+ccaXT19jL8JAZdIzRGYiZtZJHmF1\n7cDeUkEtU5fE0uLnXDxRERatvWUUZjPmahQHKwI5sroTSmqQLCG2wX2gMqAeg5QmztQKVh2dG8n2\npGq0qn3IljFP1Bo5883Dj71VpbaC2EApd/A/+Dj/429/Dh0zLsF19uVggfhAUBI86WBb0N/7weUq\niO0JPDKdkkRyaPjhxmZ9qFybhFQ0krEOsFmsNdE+sUfJfeYU8IWEZSMJFeseqL0gumR0GKITl55z\ntkTV6WFA3CDimt1CHKMlvBy+je3qHbFpigs5HaE8xHCYWC7XyONx5PDoEaLbrndVJlljQ+P2+k2O\ndI5ynUyzgk9z0FsOEaspE/SkHXszbBFscUwugovWchQtU6bVMRbbsqAUzI+Y54ld7cB4b2nNI49H\nNFL5jC0mM9o1rosZScH8GtWiTen1EriSY8xEtQgFk3SO+g6dF7zdZaGxNLCpstjEK68+zef/8Jvs\nZ6HNZyzLnjYv0Bay1wD9mwXtZtWHO9IuN0HF+fRnPsNTn4mQsSd/8Ek6DT/aqR5zEPSd4NwFuLX0\nh8Y66dgvJ9vxdQvnsuEX/qv/jj/4/NcYHj1iJ7s4gN4qS3MLnLj1CN22hDuT1cBpZ8frElrntkDb\n4CqoDChKTomkSu5ekJF7/eABdBFOjo85OnoIgP1FDPDWR1d6OF7AOYSfbn//TpIluoykIQ90x/oD\nbZpwjVTFqoKzZbJ7GKfBnOAMzzNopeYOdLhjvsd0pknXcWvgqDEkKXjTyLiqCjWHH6qD+IgvW7b1\nAmmx6ZTxMco4IoNAdkR3fSNoNJlRO8XqNhg2baLi1LqiLd2FvQvN4/3WSASoI97pOFijeaXJlkfy\na3ziZ/8Ov/xJ5dSuIDqDhnxXNGNbJV/r66xYKM7aAa4ZOx8zfG6brHAd4ueVgeBpHve1UAMOsSkO\nFV8hvsG9YSy43wNXkhnJF5qEULJawA6iFeccaSXabVPcS7grHSACCmFqLBwm7C4LIgW3I7wTn2IQ\ndIHY1IuCt/d6R2yaiCFyinDa1SmK6Rb8nLgIO2AMPpYLuhI+9+XnWIb3xEPtjknFfaLJOa1tMd1j\nde4UlBGXqCyNqx0wL8BIzhKVAntc7gWReoSyrgxHTs7roBotFWcKtRG9uNf5kgyPjRgVn6eIhJUZ\n5zRyyNMMPASecQaSRPvWWsNM4/8tuJi04UEIVdtjNrNrG974wvPc310AjrWJ5kZtUT1551nG8MaC\n3+YKPveuo3MqET79TFSdH/nhJ6N6dwH2Heft0tODkMCVGB40DomYbsEUaB6ZTk//3jf49G/8HVhf\nR9vcA99yr0vgoce+G1vCmg8biB2i4jIj5lhbwl2bqRtON9yj8nYZkDTiaRULXg7+R92YmoMjzhSV\nre3ZbDYcpJ7qNcYR3q9ATK66LLbExDY+yWVKowgHSzRvFdM9pD1iG/ClX4M5Pm6HuVKlsUT1I6A6\nkKjRBv6xZ7HFhN+XaDdliMVGBpuR5EgLwxQs0eoZtRrY5oH3o84gDbWRJsd4S7hMnQ3QulR2Jsjb\nE2UBWQT3hrPH5QzkDGfuQpEFfINiXHnkIX7zl/9VPvGscNqOAgo7CGtVaHsi8nduAWsdBmu2dI7t\nwXy4O8GLg+wIi8WLS7pe0hYkeGmgcye1RfwvjOBLj4M+QnzTD7n4CcVAWAeuLwtBol/inh4GOu6B\ni8ZKiSEXiSYLSc5xD9f6iGR5nIAI/oxF+IrDYjmY+aUL/HUBv4o4qO0RC7doKwMLWz79D84o6S25\nP92Je5ofwfwKdQcXk1F3UKeZOhWsDX3Yc8CeJ7waIiuEkUIh5xEdHkLLMUPa4DLj1bGUwFYIS+eT\nCiIrYETI0VnMQu16V02CeAtako0I91CJ6TPW1RcobqsOZoNL8EPdN6S2js2rCTIe8+prz/HyG+fY\nkmjNe3sv1BxYTmjFj4AlFq4LsIpn1q2TlAPHe+rpyAd/8sNPdpC94YfpuLT+uTkAfH+g33WPCtQ8\n3mfJAx//tX+d1+bvYFhNgftaiYGBRcPjsqX5Bak9ivgAbqh58PGCA4S0cEl3m2NTuxzaN0SnSJfs\n7TmaYsOBeDDcESs4Ixe7C3YXW/p37X8WDjzix8QJu4571iJ3Cid8S3sbKBBrTXK/RyO6jDgzRsb9\nGDpfsMUdjL+jqcMEsUmrF4L60jmMYiGciHl5/5QTbuYLpAHI0Y20FpuQWbhb2dyPgRXYCm1DuDlV\nBwZoj+I+0DpOKD6QUo7Dyx07hIZ1JQwt/Czj+o8IQ+yLep/TN9/Pb33sF3j2xsO0IboJaMg+7PiU\nAR1KrCU5tNNxkAa+2IesLn3dH4DkfMl+kRaUoeBdTXEI4AirjsmD6xDCDSbEe476gdSOgbR+uB/g\nywNvcwWcg0+dPtWZN5Jxy/1ADGPlGEid9+p99bb3q3fEpgmNLNcRXQWQX2asXe3toCNkwnG9ocn4\n9O89Rz35Aq5hmKEG+FkYYtQJ38dDiFWaQLVoT1xqjz2ooUJKQiPFqVcKwnFE28jSTQjAaosJa89M\nMXp2iYG0IfKwK4AjOfTwIrEIkdyt9p2QhsXUt0lCciX5jNk5Zo4fTG3Zgc247DEay95JesbZfJ9X\nXniTbaXzGCvNGzaHa03A46dRuUiKjdA8wug8HNT7dAd34TNPRcX50Q9/NFZdAzwTbtq9Yu10pEuv\nb0kdk5zJg3Bj9yJf/kxleOQR6sHIuTkyS4fZgWY0c5RT1OeYuKuAhv+oWs8r8ozxSLjiWDzwsAoV\nldUgw7c9fulrM0Q77Y7ZxPbi9uVqWq2vsVlfuyzyRDdIdw8XZpQJz0tXmMV8Ni5PDW4he9QuuiNP\nC6jDo3pS20JTmh89MMaRDC3FOhG53FQ77hPX0ZWQWtfLKxpwzYwLqCwohpUUE+TOKzYNJZb50OuD\nTglLxMmvM+KvxH0lOMA4MG1Qzyx5Bt8hfnq4i32oB3hD8hwdExPNzhlUuPXV/5Vnf+sL3JiPgzHB\nHt80yhFRYUuFPkyhD4Ocbl4DwBITOxYOaQtxTz0OXSmRRukZWCM29isyx7WWHkfTpv4cDaARjxG/\nuj+CpI65N8Sn8HvwGeeowzbgMgQ0Q8w3qgZkIHIR1//AO9b/R9zzn/J6Z2yaoki7D9wFv8B3gqTb\nQUHhHgE2XyAjvHj7c7zwBy9ycvUxVBbw+71dXtFswyIXaNnCqpLGI8ahRPnuO+A+xoSJYznhVkkS\n2JpQkdJoumCd7wVHuM64VKQ64R+4uqy4gsIyQzGQmeYzmxT2O3Er9kDB5SiwNVosdCGq09SCxmQN\nb7GogkC+YFVpUqL9c6PkR3j5hY/z9ZtnwSSo8SBrC7PiyFfxmGp6jQVz2N1psTE3Or2i4OI81QdE\nH/3IjxD8zT6o8UPL2ifpHPrQwzROGFbnfPzn/jfO1j9Itn4Q1YYxgRZuvvpS3Nr+M1ftpsxK6PJ1\niGtc9NJhJuAZ6YcMIGfY5V+qSFq6YWwB5tiQBPa9ulxvjlivjwiJKAiHaATpPgaAdspXH2oFKaYP\nPCRgiZBK6qFAjAGDnkBKSDJIDZEzpMiD4ZZIDB85YKaFQziYHe6CHKb/8UCLtr6G4uBXFfSgvOpY\npHjph/gcFZhcYLlhrDBZ4ZowGXDZxD2k4My0coq0i+hcbIgBSgu6lmskTAboKriNOEOwPOwe4/hP\n8/XP/22++FoJo+0WuGuSKBrUYjhLr1AvjTdTrzg7jhsXrxOBJHTGQVVaQFonn1tX4wQnM+71CtAu\nSAmqXgtX4XjfTjBfPO6x2Agp2DXxh9qZOOC+oO7d0UhxX8f395kDJSMOoz9jlaYgWDZUCi4rdEgU\nuc5YC+pXQyVAYrl7l0/8zk2O39WHP+tC0hNksV513Sa1iM1tdaTtt+xO78O8x5dKu3BsgdwWUr0f\nlR6NnCBlpSRlk9esVyOpCK2esSwJqmEpsDiVHaCxGJLgUmhLw3xgyJlFF1QrQiM5ZK2InHX1n2JS\nGYlp66bH5DYXWjvoyitoRXRC20zSHfN0AXaTN29f8MXff4Y7EoRlq5Umhiyt80c7+J25TOoL4nE0\nhXTXGfFoiSRxuXE++ZGPxN/Vw6RcuYxz9Rim4YJJYljDm89+ip/5R89zdXV2aSMHiVyNxd4SaGaG\nLw2aojKjeUsGVGaaRksvmSAxy4pWBC+OpBltFZc9yS8Qn0jdaTwmq7DbXrA/jw1zc3wNkRwbY6JD\nIQpaMO2DrQPlRiNTO2kjydjxz0QmqC8cNjIJZ62qDpwdAJVOi0pk76kCIiSppBT0GZOJmvY4Fsbm\ndAI1TtIc/4YqsMF15BLOoSPPlwfyRGLuWK91KtJReKlqZBJJcjQr6mcBY3kFN1pNLJKwZSLXPUln\npIxRFbYBJQ6DUhXzC6ztaJ4hDQx6h3u3bvP533yKG+sjjIVlDVxkcnakhkoocni60UX3x5R+SCfp\nFCSLwMugeC2hN7c4bEQ8DG4kio54lXiPEuyGCph2/FK0l9gFsS3q4UfhUvEWNLpQC0W6pMgC1mLw\nZhm3hPieLBexcfZ1Lga0i7e9X70jNk2IU76kgVESmLDUM0wrSuRRZ0385lff5OTGq91lGpZdENG9\nHMGSqYuyyleQPJK9sVsmzpYpKskWVmOyKNYSMFC1BJchO0kVHR5iWA2dRA1oIVmchwftu7WCWyZb\njvyeKSbQlEJJRxRZcVLiRDXN0bKp4LoCEuaJSaLlWxKXFBVjprUw1r0UhwuIZlJLSGsoK158+pO8\nePt+wDUWN3Cin6QWEIJQQ0XRDrQruvIiIHfz7sC0RBX26cuN88NvoatpX6SdyEw/xSUxtMYffOzz\naP0m036i1lCauDaWMnTFR/8ROjl1MagMMCtMYYjhFsD+0t3mXS9QtfBNbCNVw+6rdtqLxTdkt7t9\nWV0ebY44Pn4IlZDkSQqKkinxMKpwCN3qshnCVPnBzwcdOSHhuTsE9ZIxoWTTiPQm0VCMHJ2Ey6VE\ns0kiKHNB988tcTA9ywT2lx0u4Q4pUUmaQQ7sz1KKjiRBTRIkf0/h0uOdx+g1/B97PPElrpdzFGnE\nbQrYSFFLLOTuwZAQz6TagmblwS1eLH42WCGL0mql2TF3/q9nuHUquI8hb9bE0iII+BJlcXnA+SUy\nd9yV6gQmK4nmhKxRW2cUgIhiHChzfa0D4nNQiXplK1JJHrEWXnt6gHWWA/Q1fagWexbX4ZpYjuq7\nUyZClae0fni6xj1TLGzv3ubrnbFpCuRV4vHjgazxgOaVc3J95PhKCV1sNl5/+Ta2ylgKXKW1Gnyw\nsTHbHnPY+MhcpSf5OUNyppRYBLwILa9wjqmpMKYEmihSKGmIqNklMNDgKSaqLxEQ1mp/JKKlMhEW\nwtYga1QQiwUX73zWSzwTocf/plhkhE+ldu5OuCe1UGq44zUqRqE7gKuQBxhOBjbDGad+m688/TTa\noLXG7I1s3UHJY5N0vEviDjI1Dj1jtNsifRgVQgIR+NQzQUf66Eee7F98aF+9wxUexhlFmL75Gn/r\n92/wT42KjfuAPDiDyUlmYYIMXH/4kTBoBqxVZI7F3wR8CYzQvLE4QLAGllqpB1VbJ0KHGYWiIkxn\nDyqC8WRDS0EnaikoYKalx7xKKHfcKaX01ldC394rRRHBU5RCkgzL8XNH9lQOv1KBljxglEBe4iDy\niL0IPDS2UbCIfBBwG2li1JSpGv6WqAVVSAw1kFSRHKdf0Joi6ta9ReUliusa04LlTM2t43eRgaNu\nuA2kplEMuFA1UV1pYqjGNakiuBUixynTBsMSzBXcdhSdw6sWY9FKo7HWI15+9Wt8+UZQ5JR+SKvF\ngOVScllQD915OJB1M2A0KEfdOd0F0DD4iKC0Pmc/kBWacDAbNumMkD6EavTAvgzGmib7jpWGisiQ\ny0Yi/F69V72BmYcxc4hFYI6q1QxfhOYTldZb+7f3ekdsmt6c03uNN84qWws3IFpiWRZqO8IE7lfn\nbHeTO9uKzY2x7cibipUV08U9mHaMI+xSIrWFqbV+EwbyLGjNqGWSKpRMduuYeoF8DGWF+RYzR+0I\nJqfVi1jAreJtoXg45ThQzWh1YTAjj5kyGPgetS11WfBFyQJFymELQhKxFVrkpDtEiyJhQGK9NXML\nUrC5Ii1muEMxtDaWtlBf78bBTJQua3OxwDMlB1HbwS/Lxhh2iHpf3IZQH6gsalRBn376GSCm6oF9\nHcLSYk7cNHGFLf/Hr3wSPX2RllfUiU6ZEmoSFpsvjYiEqKTdE6rgulBzwn1CcJoHDirWGFWxBqVJ\nxxznwBndSQbbszPOz4J/eXR8hePjE4pnkoa6RDrZu3hGvVBccc290hTICdWMakL7QCFqwnh4lUL2\nHhsiiphQrF83B5XUBznRMlYdqSKRZd5lpoLE97AoYpMb2XreudPDwBIPeOEJtURmpph1xoMw9LsW\nEMJMkrhGUiM0DD90MqEH90GDx9kGkmVSP5xdFhax3gIr+AFTr0GA98AVoZE9RCPqAnWh2TmL3ODi\nlfvdtKjitqAaaT7UGBgacVibPWBXNAAP8+7Ur5+YID1GJv74LaFuAtKvb1SMueOZ0SWIG0Mvoy8p\nTT1lgH69a/OQQteJZjPVwiSn+kJrE9YWZouMqUQYGytTwBbezWve5usdYQ0HIG1GMVbe1dC+wben\n1BQ50tdS42/+i9/Lc199nY/90atc2c0U28TNnCZSHimaaDX4dVi3b1BobhHD2oRULkCNpUGSxJH3\nk9kEXUDEsDFDCt4ik6BLbByTJJQB16VXdgsoZN3QcCaErN6D1Ea8+xqSjWFp1JaJh8KYLPCuJjmo\nFR4rxk1xmWMq3KfX+/1MtcJ+vuD7rn8Pf+nHf5h9XdjkMEoommnuNHEyG8QrkjPsc4TAoSRvHejU\n8Dvsrj/igmcLoF2Up55+mo9+5CNxsnsNl5lOWRlL4ZU//CT/+cd+nw9dbZyLwpK6OqmELLQarRvB\nmiWQhejm4rqknlNRzWNjRskinOTK2QLmI7Jsg84lUWmcn92/XCdHRw+TCF2se4sprGVSkmhZNSSv\nI0Ee125nZ5775Do2x9wpLPHkSbRyWK8C0yUeHCTp3g6Loq0/rBTQpR98ocE/OOeJOvgS2Jy3wEjR\nbrIR+urQ8XfJJBmTMJmQ7k1ZPNN0RNsucNMW0EtBqDn4t8WNhZA4UlPQiGzulV1i6eWXm5M1kWzA\n00RtxlITuWf+uMNCCSjAGlqVlPbIqnHzD19A/tn340sYOLdWsdTBmo6bwyHB0mOKfqC3SWSb4xrV\nvBfMZ5zuyOVg3qMpVAi6XEV6yqfFxQ2FoEDwcjsDg2i/RSurkytcOTnCWsWmiu8W/ETxW46dLNQO\nRdRmVC00d+ybc2ClK8Fr+Li+3dfb3jQlSGjPAK+6+0+IyHXgHwDvB14E/jV3v9u/9qeBf4cgsvxH\n7v4bf9r3DpqBUUUiytPXzMsWSUNk4ohjZuyvfj8f/LHH+NjvnmFXX+fi7C7YgIqQ8gWLN7RsUZwr\nkqlDIq1O2J+f0ebXkeEh8jCiuqG2LXnMVIt85uViG5PB1KC+QknvifySugvDBRtJKdPYQL1P6/y0\nNqxIcsI07VmXY6way3AHr0eQzrF8SptikRU2NDcW4mStokhboVyAzGRzVM6wtGKRFCheArfEfhq4\ncuU+3/fX/y1OxnO8jcw+MLz7CWR5CKk3Y4qZjawbxpOBavepNkBxIkvCe6vb8K7NdQmd7sHrW2h8\n8jOf5qNPRvDaU09/FjdD88SN6Wv8+z/1Cd77fafs5hXztAt8WYJaEh6lxundW/2+BsZlKXKmtUGT\nsA0zwFulJWW9eYhTLVjbdqXGiLizvX/nco0cX32M4D1GXnakXgb1SHJwUz3JZQrHVBo6H4chg44I\ne8Q0qsfUcJ+RPEIjuLhJcBkR75WuhPlwwAtySd4mTbhqDNMMyILUqGgjF6njv/3vixlN6dLVkHy2\nbuYsumAl8DtJEZEiJCx5zBk9DEyahGIreQq1WzbwDZMoSQNGkWGG6ljbQ5ciS1XcDCtGy91js+VO\nyp/JnnGrmC7d3CKF1rsE3DQcf4Cvfu2T+Obd+K01ogUGRYeMp33YrfUDGF8Cp7Taj/rAC10dfA1+\nP9yWJFgJ6lNEtXRXeTrFLzqaGmu5Fz6GxmDPD5ElijL3fWHN7s5Em1Y89J7Huf54I7XgFfN4YPBu\nezyNiAz4bPjQ4P1hWgNd0vwWKe63en077fkSwJvQAAAgAElEQVR/DHz5Lb//z4DfdvcPAr/df4+I\nfB/wk8CHgL8K/D2Rb/GOHNyPAI3Wzp1WG82WqAYO52nJvPni65DOEd+QVci5IjkxmzHt3mQ+Nere\nWHSF+Qn14hRvO9LwCGmdsWQs9SyA8GUmr53V2jm6tkZKuMS0+m5mO2KpO7zuUN8Fss6McAO/HLbM\nSM0xfZzvcLF7CbO7ET3h93ErSBtQH4Ma5HtIofJWPNQVco7IzGAzV9eFK0eRWIkbXhu6hNJJfMvd\nN/fcfOGpcHBvMz7vufP8N5huP49wP7iZbaE24/79a5xvu6J2SYh25Ql0wvrYG6Xgr0HIMsUr4o2n\nnj7QkX4IdyNp4Tf/7m/w2vBZVnWg1X3H9vZo0yCRB5L14LbWblDcqUx0BQctspiaNrI3huEMn+/g\nvkfsFPGJ7f0bAFw5eZgrRw+DGar7Pk+NdpukaNqhqcbGqUISQYvGe0oXkCrKeZg8a8SexAOeYkyj\ngugck3JRVFcxhdcRcg79tAoxjVWSRgBt4KM9pC8pSukyX0NkjO+HBBlfM+iq47SNpEtgowhqBWUg\n+RRRG57CkzfNgXmKoL6NgagommZSV/fEIQUdOO9TYEfaHvUJYY/KjDAjtgefsXaB+RlhvrvDNahq\nWO1uS3vCMaiS5Izdna9w62LdRQsSBjN+8cBM+ODgL6njkGEmgy/gDfEF8budTy1gcRC5rCGtoI/O\n3AzzmO4f8HfVDBp81XAJ68Miyb2iPcKpeJlZ5vu88bUXuXOamdOAp6PgdqIoa3xJ+BQDLKrGvdCK\nq+A58ce8Er7F621tmiLyXuCvAT/3lk//y8DP949/HvhX3vL5X3D3yd2/AbwAPMmf8gpO3Jam51Fp\nJMA2wAUuq/6rkbLz3OeMVE5JukdS616VFxw0sGYX7KeFe2dbtqd32G4XzFZIzmF7NZ/g9R7KOV4v\nkCWT9IhS1ozrkWGs5HEGOaXZEm7pmiI/iLnrW0eyDxR/mCRH0AbMM20qmDmjViTdQkQRO0I1k8sK\nK/HAPpCfVOAKAqzLNU4eHjm6usJaxtzCccag1jC7vW7w6Ml3w6C4FEQSuzNj3u+wtI8HwSrzfs+t\n177E6bTDPOhRweMMEwc/UJvEQDaxhXu6POkFxT3z1Gc+BcCPfPTP00rmV37+Ntfev7DUcBPy3j6h\nGhuiJjwfveXGtt6+jeBXEELhYp5xriA6MpQNLCuQEbGR89M92/vRjp+cPBYbXbZwPmpKUuK6mccB\nlMKNx3VELeSpwT3ZgI6xoan2TQzwMRz8tVdBqghrlIV04HfqgrCgLLh2TX4uXQmWu1myIrpB89A3\n5Jkkjkrq9mr93xS5VAqZhneoyogmi/elLWR+usJ1jZNRWaEcBQdRVqCrKBpkjveBhCKzJaxuMBn6\nhKoBA8ZRDEhCIhTmxO5IHbAa8RMhppgImWOLyC3o8/5oicMFqvGVG3vSUexYgTnOuF9HzDq2Hiqd\nTtW8XF/xtZ3L2cntooGN0raIXSCXO2QfEvkSX5tq//ed1BMChE67YgJZcAk5pEngtEjjzuvf4Oat\nN9lOh5+ke2omQUpBUkHpS1bDlV/FSLr8aVvUH3u93UrzvwX+U3hLGQGPu/vr/eM3gMf7x+8BXnnL\n132zf+5PfnlQMJwTRIcozX3CfR0SMg8+YuU+L3z9NcYhpH9iOaSNXshSSRr53NUX5nrGNJ0yLXvm\neWJewm7N/Axnjcga1WNUYMgzLa+i+kgN1Ydwn8PyioaxBomYV5eQiaV2hcffd8T1YWJiGwvEGvNu\ni88TIlcR9qBbPJ1B2qB6DdE1scCiLhM5i6nsasWwqWRdMXnDbMKssjgsy6Nc35zxkR/7Kb7zg8fY\nfof7DMsWkz1NhXmbQvnka4QNtFVMGKWbuYYEJDYAnDATrrjvu/onYJAgXveNVuBTfeP8yId+iBf4\nIiNrarsX2FYFo1wSq41C63y7K9euYHRvRltwOcdUcL1OU8e8kkxZb4I4QBVOz25eLokrV0462XmI\nCjJPwT9OBdII6TroCGkVOdyqeLEIzDuYMwAwIHqNEBnEz+0SrIEo0paoNnQkki1Diy0WfgLOCmEF\nGsYxEVhXEEYoGjEbpeCimGaQEXQdHN6kEc6WA4/TdGACrEG7yUXHTD03nAEvJXw2JAxnUopwQQ1R\nO8YcmeDuuFcWzvDWgBWqDfr9ExuxnPHSq0B3zLcdGula+zzEOmmF1jpZXdeBMdqAi1HG7+FTf/R5\nbADZADU+cDkLTLN7yR7I5lggryHhjYFeGKHMkXXeeod16EsEouuRvpEDvsOXBbM93p37nYb60nmo\nwT02z7g0pta4n4w0LNRl4t5r3+TG63e5N420HAT67NY7qsDuRRIiI5HGGgfZ2319y01TRH4CuOHu\nz/5JX+MHJ9lv4yUi/56IPCMiz+znBbeFwi4uqEeKY4ztCu4VMePe3RvsTiuqJ0FnQDDu0pijFTbn\nUp9rjZYuqO0+83Kb3fkF5/cmLnZGrStkHNCxkvKGVo+Yzxeq7djtC7uLN1imbcT2moBtMdniTWn1\nXVg1nvhnjvjAX/hP2FwbgsbT/6te2U8R3RrhUAWsYL5FZBepmKIdU6RTgwppNHJesb7yOHluVNtQ\n2wiL8sHvvsmTP/7v8j0ffQ8DF3Fitw2UI1LXnVtLGIaJxUZct/3g6ZI+7dpdrzHg6rZch15IvHV6\nUo+x9aDVKMrTXwhU5pEn9tRlpPkqnOORkK3JKSJO5MHEpmkp0VKieVR0JmHwbJxhnWqkeY37Blsy\n98/eBOD45DFOrlyLBz0ZklLHzhLSzWZJE+g+UFgfEB8QP+oP0QaxDaIXHQ7YRxtK36xG7VVptOei\n3RFHHJN1jFpSgVKQ1CDvkTJzsB1zyQ+ibayvQU94DgPiYEmddjoTuAqpQsogNUGWrjKLPzN1TEdY\nVojsQS4w7VEN3jqu1409BJB118YrzUtvWw384aAN6R6RBWcdrLG+cdVuChxDrYRzBa9B7bHWMJlo\nVMyvEJtYDE9y2fHF31cubIXucrTlNbLhDyF2YeS/A9Pu9zn138fGHhBbuGdJhxMaFdcaZsg2h1mw\nh2NR6OLHXnmPl0wH880lDik9n0hFmV76Os985rO82nZoaogM7E5f4ubLn+PW7aswZGRVeldiRAJD\nCFCigh/4dkyI384g6C8A/5KI/Dhx1l8Rkf8FeFNEnnD310XkCeBG//pXge94y99/b//cH3u5+88C\nPwtw/fo195RZWkJVe4DVBPMOhgE0k5bC/W/cgPISs61QSRzlqzQa0iqLJmyBWs+IsyDhVVGCZynN\nqHNi73uEzDiuGFaF5egOw+ohrhV48zxR9+dYDSfpMA5xQJEqzPUx/uZ/8YN817v+IrY1PvXa13nh\nlbtw7Rrm4Sotnmne8N2Wmht5dRwbmyeSFaruUdljauHnaGtWDU6u3uZk/CCb48xf+6sfRvcGY+Ho\n2nXWV64zrhKDNzQVUhqQtMfnBkMJHp8XtMYQw6SQ8wlZF4w9McqIVsU5ZKzPHE57Ll2fLFpoP8S5\nJsay4pPPP88P/OiGz91/FXiVR9/9ndQWTkWpyzfRCJE7uMvQJ7GViBQQ9XhuaLA0pBnb3Q22Z/Hl\nV64+TkR6xoZtjGQRTGZISmVEDxEVHumGidQrtm2oQDzszooKiwfOSNmCLZfYXbYSG54PMegpFZFj\nZLnA9SKGJi38RlNyhk5IJ6WQg7eIgohKb089MLNboUhsD6kNUTk2kJworCk2M3WfyKYQRhgCbYBR\nkb5pxHdrwTeVFhSjVuL/dAbVypAeaaJe430joFdRdrgvzOxIRLDgYCN7HGRGa8Kyg+xwzeELkKKf\nigiQLejUXfBHLJ0zf/OrPPvVN/nRD7wLGcNLQOYG44zLWzTxMncby8g0pfvg0noOuWjXkfaOJ+ac\ncdDbAinYBgmn9t3YuwemuUeyqx26tJjaDzZj8wWvPf8CLz5/nw/95R/gI489Qi6VOmVuv/J/cuP+\nu/muhx/i2tUTRIXWHE8ZnwzNM3ii8f/hIMjdf9rd3+vu7ycGPB93938T+MfAT/Uv+yngH/WP/zHw\nkyIyish3AR8EPsOf8grsIUji1s1uxTqvMDuqDStOKQbJGTr3a27n1LYwLZW6P2PZW3AGO/4oPdQp\nwJh+usgCsmc/bzk7O+XurVPO7225e7GHaSYpwXNzCcMAHHxkLYnxe9/DEz/2k+xa45Y+yutPP8ON\nYU2tEeglGpnQmgR0obbGvLvAlhgYLJ27tljfRFHEMtpW5JOEDmskH+PrY+TRx8jXH8OHMU5GWaFK\n5GXn1KWfiTNP7GsQnek+kwdZnKcequbBxzQzxA55MUokZbbgFXKYXh5IhJBYONtUPvVz/wOv834+\n8MHvBeDmay9HldCMGaNVQs3kFpQiIFIuDy5Pjs6KWNjdOQtTfUBSv/Lwu2KwkxPZneIDudNY1MFM\nozrqcRUHvbbpgeBMKMoi+YyDhbHToB6RTCg2IC1R+wMnOmGZsP2j4jkkqL6kt2DOgAhNlCRCz+mI\nsjEZIsELLU0oDtkSyYjrXju9aNmzaGNWp6pgGnhhFsjekCGichs1WAgISAygtMbEXJKjwy5ig7s7\nUWTlHcj6hK5cBF0bOhjNp74tJ3adoykOSu6mxo3iC8XDEAcvnazeFTrWYppvjtp97n7zFRLx/tTj\nfOquIbFqPMcU37xLbx1hG5BF1o7fx9MePNz4e80dZ8JSP/RxalevHWAE7fVyBLJEzIZaC04twY/O\nuXLkb/JHn/g0H//CG9y7KKQS8Eg6vc3XXn2db968Gz64EmyFtJGIyBkcLfKttsLL1/8bcvt/CfwV\nEfkq8M/33+PuXwJ+EXgO+BjwH/gfc6T9E16iRHo2SMfhamvUuHSIGBdTcL2ah7h6P+3YbWfm/cyy\nVJrXWO8YYUETk2p54JyLdvajyhTmB8sFZ6c3uX3vNlV3eF4Csy4SngsII4n62BP8jb/4OGeffYPX\nXvgy//DXf4lPffJ5hqKohWOKSGiIc8qUvAqVSJuZLwzmhULFvD+AacB1QO2ccRBGG8klUXIhp0RR\nZRAlp0xOA8NQyIOiOqCJwH7JvEvDQ7dJ12UnEDJ5rORVCSlft8+LZiy8HM0jTiHoJ9oVJgcyd0gt\nJWVee/MVXv34r8ITJ5g0vuMD7wPg3us3yHRvRddo1ydoh1vtITWqOtNkibylHO3oPEW87rXHn+Ch\nx74jEh41cCbLSisF0ULpuGBKHbCnIUzgE1zmfMdQ6OACHsB/DqVKaohkLOUI10sgWpHUaLnFsIH4\nd10d1xkpFtp7icO2HWzVGigJU6daijGRKEuXay65UVNM4z0LnjNh8Zgo0lgkqvgYwNVAfTIgUaGn\nTrpXjYhgxfBiSFqTinW+qbNkJ2kUEimFpFIYkAzKTEqbXswtfdMPK73ZF5o4TWvvLh4kq7pXKoc0\n0hoblGZqqpgsPLa5xz/54ku8eLpjyGFaEvDJweG/P2vdyPqQA+CX/48nD0tUr9RukRgdDWGebYRr\nv21Q0447Ht5fT6OyOFAwp4nEWvPG0mbqsnChwirf4vUvfY5P/M4XeOXujlIEtFGmc25+81W++MZN\nzi8OPqs9M2rJMct6m69vi9zu7r8D/E7/+Dbwl/+Er/sZ4Ge+jW8clYpBEaEkIaWDPGAKl6lB+aPX\nJq4lZ+eVbAs2h6pEMOj7YtwgecsvLj9LiomiSCB6FQExzC+YlgSSKH2hV48sHiVD2nBydMKtW6f8\nT//hr5NWb5LrNxhPHsHba6RcaEE6C+UIGpXCuGCz0mjsFiPJwpAibfFchJUpponxZGIzHFM0hYFt\nypFeWAplKIxHhWFMlDKQy4qUFdXMqA1TQTWy4KsKNCclJdUcumDXSyqMHurJ5khyenPUHyDvSg7F\nO/GaNPDsV17iC20kzxdUiUHD49/5Pt58+SXu3LzNydWHEatoCy5hi94TbUG+3nqjijCIcnH/9PKW\nn1w9QeQ6SVNf/GEU4pY7rtozZSTm+eaBASoGskLSaTQBb9k4W69gwtDW0SUhZcJrpmIkl8D1PIMM\nqLRQ7hBDArHI3mmmJAkRXwAboaqxlBEm1DagwSgt7jQxSnfzia1ROwcy0SyRWsUpEfgmFfVouz11\nw2dznKFXxzV8CbCgTznQHJMVyhwtLgmn0bxRpA+xTLvapwQUQmiq3Su5SWQgAaYepjga7zZjmDXW\nIkw9P0g6Sd1lQZvSxj288DrPPHeHD7zrUZaqQQWywCWVelmxB2Ff+ryhxFCXFoIBB7R7IHgwDZpH\nVnqIoSruQR0LX9BQe9lBospbbO2kh7QRcEoS6eo7ZZXOuLj5OX77V+/xoX/ug/zwd13DHbLNcPsG\nz2/3fO/73sNRLqHU0xV5+LNmDQfYdMqti3OqRxk++57bd4Vbr91kXhpNCy/fqCxklraEppUxlAe9\nZTg0+gcaQ5gpxKcjcIlLQL8Sm4NJd2XxBZ9bz1oxhkZgaDZwPGbWacs/fOpVjh7+AqvhedKVI5pM\n2BgT0RRHJhEAN+Kpe3Bm7bEplVr3XLSJRZyxV4azX6G8B46HRyh5RSrh7J5EyYOSh4FCEOtzKaRU\nEB0QbSwaccES2khyC027AeQ5FDpSY6DghHGCB6fP3XoHeiBjxyEThh5OYmYR4e6vPo+tNuh+Cbcn\nBxXl0fe8F4Cz+7eRFM9sTTFMOrlyDffG5AvJQo9+fvpA1bM+ukLRAiYMODk7qxybQbgQAVkJ1XrH\n8jQYd45GN7EcKpgwoi4E7UQUkjRUFloRFo945rAkO7yDbsHXCfep7SKrSMJ5XJNjKqwl2JQJp2Zo\nqUs7c8OTx3tSpaSIDW4aXU2xdplfk3JjSUFRMg35pmjYq9Gn4GJ9cqsSZsZdMeN1RaMEUdxSpKla\nmE4nUbJr4LoWfy6WKS3eV3+qYlouc0DY1dFKGHZYwj2zEEYeS+tYco3qUXqOOhKDrtX+Jf72J7+E\nm1GK9yTKzCEW2vQA7WSa5DjsPLoX6c+0hZ0V7g9QduyA40aHo+zi455U2g6hapfPdw1fViPgAVmw\nJXKxrEaH6VLJQ2OVX+CLv/EcX3vpJiPQUmSBlYvbvPDcG7xxfi+8dK32ouftvd4Rm6YA40p5fJPI\n9HjTdszJFeH46hEln/DmvQvSnedotiMxMs7HfPDPGeshHJtNBkRGkijhRh3+eJG8R5+a2WXx6R4K\njUwP3lLHZQ82UV2Y6g53pdDY+cz9ly6Yd/fC6mx4L0kKxSpjW9E0smJyoS93C+MPj6q25GNKVtQb\nrTbmWchzxdvEdV9xRVfoyeOUzZphGBjKSBlWrIYVm+GIYXWFoazIbMiaKaqknJFcSOMAy0HPHLJA\nlQtyyqQ2dUej1ikbtW+LqTdPSzgSeRjISjvYkzXO8zG/8t//z/z+p/4eenSFqb7CxWllfz9acS3O\no+9+AoB79+6Qk5IZubh/m0OVr57YXezZbbdsjh5mfXSN9aaQ04AnpXplae2S8FyGDcMqKuqUByTv\nI3ijq0CEhIrQUsXzdZQ1RQdKGrGkFNEON0TlqVrIaRN2ZgLIRCkJzWFBoRLXwVjHBF5X+CH9VEaq\nbMgyYDogvgodOUckF5JdITPiPtBkoLBB7AhnRUuFlpQwdzGSrwmjFiVJ8H49C97d2klBTE+SGWQA\nz2RZoVkiO8qFxITqwKCFxIDIgKaC+4ZkTtaY8i95gjwgVDDBZ6PWGlQ8UVqKDkK6B6a4ki08RhOJ\nnEo3kwl4RojKf72+xe4XX+AT9++T5u4sZI7XI7zlcGJqqz7s63gkD8yKnQuMHXTHIkN71zf3YWsF\nH8Pb0yJqxfuBoBZuU+ICl/S4BZeGjFDnipeG5IZJ2PAJDyFWWF/7Jr/3O5/gl37503xpu1BFg4Gh\nN3nta9/guS8+xRt3VtGlvc3XO2LTBFAdyXkVU1xRnLOgvHjCZOHGV4JoO+8b79+f8OF/+6/wg3/+\n3+Ajf2nPez7YCG7Y0lv6ikhQUh6k5oU+uIeM9PpB0IN7dwtyvHvGbQ8S/EDPytIqLZ1jFzPuO3w5\npdUtJicsAloH3EasCpJnvE3Rxol2g4wdQkZLpqjgTExEhMF4/DLj0XcxlDOGIVGGgWHIDJuRIR8x\nnAjjZkcZlZyjdU+5kFRJSZF2iB3Q2Kp0xLt7T5DU6+VJfZjOBk+kdKeeBeQ8YAqJyXlKI5/6ldf5\ntV/8bzgd/hzDKiH5CpUF81PqvMcmo6nxyBOPAnDvzptoCawSSZyd3eV8GwYbw2qD+wp8ARkwdpjt\nwRbaEgeJ2QK+jcpLwhgi6QbNCiOkElikJA0DC2aQni/jPSoi9YPDK1oqBxoYlM51vIa2EfEVmmIt\naOquT6rxizFoTEYMLySHkzozwWMURBfQMyRPYV+mAmlByh7VmeQFtYJwtX+/OQ4zD0GB63yZQgnE\nACjNIOddBukge8LpaOZgXhLr+AzTFu1wathwEWvcx/BXXRJij5I7HYmDHJc+iHEhFHbgOoXPQYrh\nSqoCMiOh3Ecl+JO2xPpSvsSvfvZ3mdb3YtrtM8hZPG8HbLN0Yw5PQc+iJ8l2Wo9r67Sh0nH5sTMB\nuhxXg8khGtdFZMI13PpNOl2q5xMFJUvwdcJSZr+dmGzpw8FzDgPN1ZjZLl/nC//7r/Hsi69wV0vn\naZ9Tp8LtV3+d117bvv296m1/5f+vL0F0RKWEVdrBuZso7feLcu/lv0/1yg/p9/Mjf+uv8/3X3sfD\ng/EDH/ppnnjsetAbaF0dECYJCDELArhE9MLOS7qFVaTZCZ4cZAkvaYGUjJwMdKYRFCHRCran2e3I\nHrc7od21HdKCvOutxEnZm0vpTkOiCVEPPFIGwnpBWFZrbJ9QOSKXkVKUYVUYV8pw7BRdk9MROQtp\nSORRSVlJaSSPGbvrtEPeChlnT6WxXc6ZpKBiQblhCR6hH+Il5svrKx6t8oFtO6wSv/tbP8Gt9ZOs\n1hfghsoeYcZtT1t2THWi7iZag4ce6xvnjcAsz04fkNTH43Uf2NwD6Jv3Gmsb3PYsdkpbgmFQm3an\n9k5bkhXZSww+kodLkQ+oXkVT7XZmh8RMMCYk7chpxDkhSWjqo+WPhrDlGlEK7KK15CSURRKZT4KA\nzqhs0bbFdBteizpiuvQNOgjp1k6wNISpSSskMomJ1G33XM+6gW5UTEmMdiDsA8oeZN9lpsFuqLoQ\nipvgoLoMmJz0jUcwTaQuVMA3QcDXiWoTyzRTpx023UBztKrhuq8xGPMewyvgXEVrIJ/quXNTT2KY\nk86BzsH14MZ6K2yOJj75S/d5UyIBlN6G059XlwVvEyZTMDYQgivriGu3tEugleZzbLy24PR4k04z\nEi76cKlHzgi47C7XuJD6vzmF/PPODtUzpq1x6+s3ObP7VF0F9CagvpBLJZV7fOXjv8ezH/sS95aM\nsELVaHaFezdfeNu71Ttk04wKKeuaxMH9+bE43aQy7Sr7e7c5Hj7Kj/7X/wLX/2/q3u/Xtiy77/qM\nMedaa+/z4966davc3abbnbTjGDuWg2xhQiJ4QPEDshIkhERe8jfkiVdAvPAAQuIFIQWkIIGCQApB\nhJcg8cPYTkRAtuy4y+32r/5R7ur6fc895+y91ppzDB6+c58yT1TeyqdUqlLVveeevfdcY47xHd8f\nr45sbWePI1t3+uMZQ0RvM43Ikrk5No1/2oQyXBcta2ymFBkES4dcIK+FlRp4vsT6Eeuij/SWlHJL\nKYXihWKNSqHkFREaqTzr6E5Oww4rn/xvPZ9Rc/gNDq0ytnN6/w3i4ROmAuWpQB4ow99T21Qf/Mwc\nMr4JnwqWjenxTJ0HARwUn7s57b1r+sM+zp7SIfPJWNPJQR8ROduelEKezlY/4g9+75bj8wcYm0uz\nA1ZcnQOV3GSOG/tO75033nr5//k8b55fc/P8Sr1epoobOTr5K2UvbU7sTt+Tvu309VGdZ5xJXgKG\n+xW2X5NdOuVa1cXr0DA8So3ijWgjn4kmEnZeK3un7GP7rLjYOhfJEYfFmnmgLJ/XuO+QhZLXFDtQ\nhq9pYZMUkddgD2AFhq1aIl9XSXkOMDVsKnhd8VooU4NyIqqoX2Y7zkEXagT0NrKOChazMEobSu5c\nyVjHy120BPNJpiFITJD9RF9f07ad3Ds9DgzgCbzocjGTrt6fA5C8L5ZA37HBL45cJVDoExmDvrfv\nxDDAOFy/x/nXvsfvfHcW1OU2Xv+m7jEl98y8xBKPrjZ3DXgXX9bYsWgqqLZBjDgVJp2V6EQUbdGH\nsMWQCxU58HgrmL8JZnQC7zsxnfjgjx55950zH7/+Y9bSwHdh5KnspeX2wLvfeYff+M1v8e5Dodk2\nppPPr835ghRNG8D5STiTTZi/wotjJVn7Hee84UeuCvMnJ3q+RsTXVcf2LAqRX5LxhubfTYYI5g3z\n81BMqKB6WaHs4j4O28ViDzIA8U7aayidxdCvjUYiowPzI5Qj+AqctBFcuhYIiTJY/E3JBm3D8gx8\nMqhpCXkiywlf4MWX/pDbr7/JVN/Q6D05XipmM8aiDSoFZ1LEhwkbs5RP581POjcvTIcQjWPTFdy8\n/ch8fT06AqESHjJhlYmCNMGf0UxSHeXxgR/80/+FV/Ob1FRiuzK3XXcOLrMTzuLD5kpEoYXz7E11\nnC9eXEvb2y9cBlOxTLSYyA/pcSLaiW4be6zseab3Ru+PtO70/q4WWdO9+JQ+Y1SNfrbp/RmKH7jR\nYqUCppR2cVu3ofYAfMdtx+iSyhpQ1S2Z3Q0xsrow9wql4PWiIOmYX0nJ5Tagm6RY0/eqSUwjEvZJ\ni3/EOeL5HONqmEs4xTcVenslFo4bMZZf3s94O8lgHoN+JlNWhukb+CtgJVz2bwXIvtMjaM2G8/9O\n+CtkJSRJpTTuK24nyR8BZyiMphmPRVLSsmpK6meincn+CuNjiBWru86BvcOvfPvX9esledLZzAY8\nImzy8h58JkWV2koLuKRK6TWWsWkPQDIbRNgAACAASURBVGC56bk28TrTkp6LQuWYZDlHU3dLQDxi\n/or+8WuyNtIfaNOHfPLup3z/twsfvh+c8mZQLCbUTq3cPg++/9t/l1//tf+H3//hFWcLKJ8/wveL\n4adpOiSNIiyDkdYYM3vfuMb4xX/jp3jzxZ9hO1W17uYUKquf2f5ow+qM58QlfbkNXNdcMjQtzcvg\nrzk2UiXDXMUWjc+UK6Z8wNPoxWm7eHCUpPf+xAGEe5oVAdv1Go/OzMbecnS8n0j5YQd5BuIj9Gxs\nFiO52a/48b/88zybrrC64NMwePCCu7JQ0i4VXVEFVkbhp2Ex0/0AHZp35h6UdNye4ZPC6Biu25jy\njDJ1II3L6I4OeEpHXll575+8yz6/YG33gFzsZYZc6UtC7JQeTzSfbGfMoLNzfXPDZuhmZ4x2rniN\nYgoHi72pw09gFz1LDvgKDPM8a7vLTuuF4l1wIzPtQg+yhLwdxrhnGpXiUBP2QVHpYqJTqdDPNJ+Y\nzGhxZCLYbZhW5FfxPCOaw0msieJPElAS/Yy5kHkGrrUFLicZXUSRh6h1MiVBJBoUo8Sd4nytqJny\nA85EWCdtQ6SXmTU77iLfY7pwMgJ8JqxBN6JXrKzwFF+RBDN9P9GaSUVjO9HngUo2MivbMGsmjvgw\nwQi7grrjlnRW5gA52mqBFPsCuWDTmTJNTF3d95s3J/6nv/dt/q1/56eHA5fGe+HhB4yklBzrn1dI\nsJ6abGxSw0ClDOWcoLSBd6aSLcHwGDHDXBRBIBnroMMxnqXzRDtU7DXE65PYCu0TPnl8j9e/+oyv\n/Ud/nft/9Ic8f7inTQcCUaIO01dYP/p9fu0f/CG/8fJL/Iv/6l/53OXqi1E0ETOnDRUIlpQeWGh5\ncHwWlPKX2JgVzGQjMTGC/R7ammRVhGpmqPiacEstPy65LEM5E4UohclshIjJ5qsBvq80m2DqlFrB\nghKNSNgdrgYntKlNw5mZE1rCK4zJRhcToejvEJUCS1raMJ9NilU+KZVjVuFtw5pMDjxDjeKpoiMR\nMVal3fWpU60QGUwDup0zqbbp1rcm/l7o4Q8xUinAxnAId21ULauCsjzHGH7i/vU9PYLtvKnLiZ2O\ndMHi+nXJNgMoiaNc8Gw5iPPjYBtSdmRKblmg76KrWECWoA5YINGgZ62R7nLQLzBVdS2F4NFgsTGq\n9RSFhWR3KAObboMCo4etY5PRtiIVT4eTG5PprJETdRj1tl7IYmCFHsYxk91NG3uH3jddXG3WVt52\nUWtSW/20Qi2dEoXu63hFBh5Er1Qz+adaHTBJ1cds8gRwN/qQRlrKBs294d2IFoRwCGwoadwa4+2n\npbxQs8uMIizZ6gVP36gUIpTzHhHYPC5LOpGOm7Nlp8U2iOWh0DlE08lQN7xbpx4eePjOx+w5ceUb\nEVKilW5DnQMtRd9x6lCfySYvzWjDnb4P3qUksVKPDYAIS0ex2fo+WuaFLn7AUs9BjDO+ho097y1Z\n7rDDzkxh446Jn+Jv/PTG3//mO+RDo05v6HWPejA/Kzyc3uH/+O8+f636goznCs/CGDdWIyLpLlpr\nd8bCQkRkxdyixc20ypn9QtIuqahYTKBzCu4v44B2K+oAvbJb1ciF+JjqMBqdmdwVAua2cPSZSKMG\n7HRaPo6HBcIq+6BTTNkG4RYiF2Fg3okyDdx0Hh+80XPBp0rhOPikZWwX9eBoAMmxEFBhHLsxMqCl\nRvFSClbk0t1Tz0JYKBoXOUtEancqbxnd2hEBbcgrU1y47pB7cP+DhrER/UwPFP/KSHokxQoocoX3\nVijhlED+pjkYJFyoIR034V6B4BY9W7I5kUWX/kl0YbIRciofBruk01KO95laSuzeBZkYlC5DiLFP\n0Z/rkiBqxzNp0cBGLerixYUcTqIR5DTG8lyp5uyGxrpQBC7FmXJhro75Tn/KBwJMWVSgbB75U/aB\nE06kB82RU5H5gATqWHoumE+yOPQc51EE0jkmSUOrunIhCBORXR2hdbo1QTaMhUxLDWLIi1YmLmDl\nSNSNLPnkd5lhTN2JHXqT636kCzstQZvFZKkh6IbcZWLycM/H6YI7MkXiZwNTJDaXM5BAnsmUtDn6\nGWLCwvEQZoshzDQQxqxqoHOLZJqKpu563xARXuGKinbpBkFVQ+EGS2cdnpvVn5Pf+En+7V/4Cb76\nlQc+aq9wm8ZzUpjCuSlvcnzxp24RZGOc062f2OA5PypnRVUQNLCR2WUd6EG/l9FB1W+hZqEmGt88\nx3BahgVVpZriFTycIifS8SsGOSUUcGAXl+juPKRkfJjL6Ttt3Oodp+O90UO0i5pODPvwACJmLHyQ\nwqWCMJ+YMvl6PdBrHQYrg1yb2ryWkR1UcGxw/i7e6qSPWxoyJg6ucczaPHJonNyXp06PNEqqE/Ms\nVLdRj8SnC9f3rVOj/uB3+I+//V2WWMntRDxK+61uUplEOS6QQpKm2OKeJ4IUc8vVoXvGGKVGBxXi\nUVp0LEPczqlSa2EphVJTSaAxlgOrfsa9S3tcxwWQNv5sFCRXkJOOIMVKcQXTGYZbV8AYBauB586G\nqSiOi6A4eOu6QHwSLSydOuSnkiU3efXkWPgwc4m5kN524EEU6FUWdlSKXZNFNCgbhs9zlxcBQItO\nswMgkws351CD4kGzSutSe+GTDLpDz0EdxiUZTqVSTNEbmX2QtbvG9TC557dChmPRsF2NSKaz9hRt\nbcSPYHKf9yx4lwlKD8Sp3GFvBo9nHs9JiwN7dtqFdzlSKFWQXGIgUo1CyvcyUraO3cQNVRhg09lJ\nU1ebjILaxxlWdpNy1hSbIt279nFSuRVa67C/pkRyiGdcIWOfzGfYl/8if+Xn/iX+6jeOfBD3OPqe\nnpcL4fi5q9UXpGgCOGXIJ8NNuB9SDrhdYVyiN1VYa+qBuru74rxMTL2PkjJCTUc2tuIYPlNZjIYW\nhlpIapggbNOo5EaiMHsi2WOVAsGhuLCp6JUWSfQg88SGjYcJtkylQzpEFohFSwikVDBceJ1N1MOi\nvYG5ugyQtI9Bg8KGBRnA6AjHNl63sZy9d5vYzMk6DlQmPutAAYMVov+eqSgtKzkI3op5XWbHv/db\n/Lt/53+ED95joWmUdJOrttS6g7CvDeYe9sTousS4punAu64+wQKRinAdQHOONsSLy6GpVBn0lqP0\n+1Ni0wYliWFRB2IXGoHbKl6tFTJk8HApzkah9/o0/vdMdWVA5swUO6XLzbyZTG0tAp90Hia7pfuO\njXF6t85GHy44kvjJsd7JPDBRmcdZMy50T4klzBRZu2fSwughGe82HMOLJXXaKZbDFKTQMdqg53Q/\nEGW85mL0OsbbmNlbUf5Uwm7P1PVTBOdEVzGNMpyLtOV2DIp07z72NYnTTFNIFMdqjOXMAepZERhZ\nBpYMkTPe7nn3tGJWFblMF21NkZOSw1oS0z66ReNiBlJM3XaOvzwRk2Sc6RwKPUlAR+OCK5rXdnLA\nD2kGnMluknVeTLEr9FYIv4ecKAedjXU9sB/+Ij/2k7/A3/ypF7x++IgNeTFE8M9UCb8gmGaSZRWV\nppcRTrZiJaCcyJwxixEDAR7iu1m5ZfUfcr5J8u5OagKgu3S2UwZhwz/SK7CSPvCWHIFf5tSYpDLB\nhEGyYxzAVh23DuahrrLogah5JFqnZcMsmMuR6I7HSSFQ7aQb1NvQ8naKL4o79ZXYjrx8W8l4xjwc\nkjpGaGOLaFCWE3nBfy7KiUuXaamkzLZSW5D2qGiFkB8j7YCVoQ7JIMuMhTSPySPYBBlMk/F//uN/\nwn/6t/4u7Wc/5Uff/hEeH9qQ50k5Eu21TDXKQm5J58RsQctXRN6A3ahq2EbNAY8kWEtNDW3Y/WVK\nfcREWVSwcRsqeCdLkGOhl8jIwYvI+TWrOhpWehSNh+6jWgcenShOdR/8xm247yg4y/PM7o7RKVEh\nGzHOUaTwY4V8NUpK5jpXlcMpgXLEuCMtiEgqm7bfjq7qWDB7xOsrIt4iuYdszNZgCuQ4X7BeBdFE\nBbsmWKk2K98+E7fObl3Jqd4gD8AjhlNKkj0ozArTY8cjKXWB+Z7TJmBHwpCL2qmQdqaziOtqt3i+\nkmbchkRzTDsWkkZaNtgbnvfsbtQKvRueE7fz9/ndX/6Qn/trb3DTJ+SgdJG15lAD9TFKdy3PUs2O\nI31/ZhVMY3HpCfQeXgQAdqb4MjxpGy0CL5ovyNeQb2I08io5fVSpby/C+Gyh1sJpfcnzrzkvtsT8\nbhD9J2x5C/uJL/FLtz/gj975L3n3j3+S9eoZPpgen+frC9FpZuyct0/Zux7QEkDOenj6M2Lf2XvD\n4kFZJyFycgH69optHSYODpSd4XSKML2xjWTF2VH/VnGa5GvlTE73GOtn2nQTby8NXAGHZKKQrkyS\nDexWmdVA9k6eH5/oIdQ2zGgT41EHxyowqdctt7R+ze3zP4Ft2SB15wDrB4arbctnD1wOo+DEybaS\nfaN7IP/PI7CMFnMeiMZnLtlEgAuvFF1EnEGb4L/6W7/C459/l+vtitYTUakKZsNVqD+K5B93WBWf\n0SwwP4oHyz4WMEOdg9gMiQ1pY44HQs+PFRNfdU7K5JRpxqpryVULUynUImOSiJneqiRwDsmMKCkn\nbWX9HmcjfJWNmoEh+WLtsy4lVoxPyb4M3bIuH+tO5llwT8ivMbYbGlf6zPoMcdDryrPgARz3kTTJ\n6HCj4/VTsEbkcxHhvSiI0Y94K3i/wvozRArfRXmzbQAJBnaP+53krDGPjfGC+aoWFiNXlyjWVjor\n0XZdMP4Cn/qT7jzp2gnkCePEJRM8RzZQJ8mw0a3GWBiUwaldh2pJLu+eSTZlv0eRS9jv/fa3+P2P\n3oL6hp4LULfvs567GBdExlj0nNC01PCmlNEsOtvKpXokx/mwKNBvBJz1Ma2USc9uhjBXNjLVIvdX\nbZyDjo2uNfKPcCSrzlIlQijQ2bBovPHlN/iJX/j3+LN/7n/n4O/TP3/axRelaDr9gxvVwhzmClaJ\nfEmPxvm+8fDpifcf7vj09Sd87+FTPt4+5ZPXDzx8/Mvs29eJWrScCNffGG1UnjTTg8YMOUEuGEcM\nk9V/KqMmbUgQrZJ8BdK0Ne4C4K1fE1HJmMh8kEPGJKJtKy5zU1zRotZQLMIV2C24lBDBGBPLTJmr\nRj27GFPIIYm4JPyNA50XCei4EHKHnEh7g6wHfB3RGRla4HA73lmxBy75P58prXIsnfQ+bVH5Lb7N\n871wXh/Y2yqZX1ERzFxpCX2XzLW72AdKZ3SsnLCqIDN3G92Dcly8St2tD3oZnXzHpsDyGcWucK8U\nK7hfUcr1sD1zSr1YxpmiHLJDXA3cd8bsOLrbg/69PINMOfm7adlhd2CP40xd688eP6P+riPQS/t7\n2KBuZH8g8zy4i8ON3mbgBmfGbcXqQdhpVqw8g3hbD3RM0rIjia4NByTLHYbphzFz2Q7nKIw2LUS9\nJcuE1wli1kU34L1snajKGI/Q9h9TpHT3V2SteDmiReJC5kGGFAwFD5suwDwDu75PKYRdk3bUubcD\nvTjdZ8JuiGLghZia2BxpZLnh3d/7z/it33zFfXkt82APRVE3UZYsLjzg0xjbj8NEOsgyFEBhSCzh\nwGHgZgeSs3iXMUx1OKvoJrJz4wi4Lt9pZ/8xRafkakN+eSDtJ6iHwWjIS4Z6QkoqHX3h+vCKb/zs\n3+Ynf/ybPJ8vmPT//9cXomiaw+HlysROya5FgTfM3lc3M22EfUTcG+f1gfbByvrdA/ff/X1O3/kX\nSP8DpilZlh/DR1Ygl4cqJ2TfPxHMo0vZiZGnog9vSLgMEsVTYB+P8cIkg8tG0MYmL8g4QATOM7zU\nsfkM3d4xQPpkaIxXqUBiJaag8pqXz50ozwcud1CX6anurgrvicEU0M/41gD6R/ZNbLDfiXQ8CU+1\nCI2i+Qryk6dbPq1jw/BC74cw4xwb0XOcAdi2Rl832r4RrRA9yb4TeyO6ExdZXboIx2UabjcvVcSG\nO5LbGA1HFrZca/OpaJsfqVOVWTNlcF9toKaLVCt2JXFCNeGvc8frTsaJJ9OGP9HddgKPNvJzjGy6\ncMJmkheDWG/CaeOKalfq3B3MN/AF7Ai24FnxsmC2aPFQG2kr2B3YPWpwFjKvSF/EfkjhpOSElTKI\n90fIhbZPRAn6yF76DFc/aEFpodE+pMOOWklLvNyTeaL3NzXOkmQveJShYlKeORwwFmp5xjQdqN4x\na3RrEDMRI4k0J0EyAeRELzM9EuxM7EG2Qflj1ntbHsmiDPLskwp9r+rst4nf+pX/lX/63gsow3g4\npgGDKcxME/mXRmEc47vN8n71PmCoLm8EW/W59hPJQr/ExRB0vyHzilB/rGdwjCy5ayIVCfDiDr+D\n/w7Fv0LJGfqC56xmyhTdm+lE3DDNE1/78/8JP/UXPv8i6AuBaW77yh/84feYv/Y2EddUgmevOofr\nZ2RX+HzNr3HzptF4xu0LURge9j/H/q2/B3GEHqR/B+o25hCjxKDZpOJPzZ4DrwfTTcuFYjayoUYm\ny3i4LqYG5m2M5kMiycVV+h4auL0muRUO5A9jjo+BCgz+HKL2eMh4eMpbjl83Xrc73uQtWO4xm/G8\n0jKBw8BVyzAzWMFekVQV05zFIHDZbWkM9EHLSIrN7PHGUCANjmoR2VkryAsbAdyC9eEe+Ji2PyPi\nkUYn0ciVvZE5a6zvoiplmdT6eBvxBqfxOmfImdob+7DgS2IUOeNCqi9zMs3P8ZoDb4XuFx/GDfw5\nxAlxGZ2kUiPEc82ZLBfzv3V04SuK2wBafYIlzHbRr2J07GjUTppgBxLy+DT6kgvYGStnjZaDUC9z\nF8ko1WY04ED2jTJ1LRIucAgdmWTI4MMMgmUUxk5pC70Ezi3F7tVF2dXTpYzJYd26jeVTIe0jYcux\nAJ1iZ3qBGrPSRi9fZpSDY37Lft7oNKyo6y5D7262Ya7us2QhXJCNF7CLxWGOULQIYAHOUheFGhiY\nORxf8INv/x2++es/z8/84sw1G5kSQnAxiIkKnIkcTvqXpVymdgtPW00xECwHDMU12EYbrvW57cMp\nfnxMXM6ySawyhSbFOOuYFRmk2LzgboStehZDefNkGyKTUCds8KWv/VXgv/1c9eoLUTT3c+O9d77J\n/k6yFbgOiLZQWoDNnKmcuGe7CmoYWV6S7U3K/QblE2yBtRu0Susjuc9ifEAiZXt0jA/JcqAhpxzx\n3FKd5nDQFuA1vBytiwZxSbKzopHNHPIe3ZILno86sCWlOokg2NUJUMnFyW3GZmFLLT/lh9868L3f\nc9r+jzg8/lm+/rPXfOn6wDLdsvzIx9RypM7JPMMb1wvH+QXHq4Wr2yPLYSHtSAuZczhG9KBnpVoj\n8gGQE1ItuoV97LQZfL/ISnjHbyb+71/+hzx/8xGbkjg12j4OU5kJpqd5JFjx3tj7Ls6pO8Wg2Cqy\nOeOCSNWpnsN1fzT1RFCmhflqotSZqRXOtskYxRK7bPP9nqhJ33wUNBlGt9yhdIpVOQ3lLOysFjw7\nLaQv1mvs43ddC+9CEbJZHrEM9mR0HavGSRsKJc9RnHysnIJ5XLMJKl62yCPBTBxOmhYtQ6VDyjTE\n0vF6D3nFBGzlMOgxjSgfQ8yYXYPdE0NbbRmEdKNPmLZT8bpjvbBGo9tx0Msgy2kQmc8kTq2OzQt1\nathDURSJi3EgcdMsG8qyUNomO+PB1Ki9i2lSViw30hbMTuMySi1iIiS7soQy8Uf/4Ff4zr/2i/wF\nQmIChmXc09Z+Byui4SG6UUnIngSVYiLuZyxEXjT2q5oQoG06eYQCCDNWdZrWyTzSP9hFnTsVogjb\nl69sx09gxx3bmoQDtqo7zcTZiRyqr54E589dr74QRdMsaYuzmHGgUqPTDyNLpK9M+cCtHyAaUaDZ\nB1T/gPvrwmMvg0wt4wlQsyez4Sq+JpcxeSyg66pRArkRKe5VumxtlhV+ZcBszvYUm1GoZYzs3eht\nIe0GbBOvuPfBw7RxwCDbETsFVuDUwawzl6SWE0cah+nA9fx9fvRnfpqvXDm2OPMKmJxZvEz0feXx\n4RUP9zPbB2eyLXD9QF7BX/qxwratWDRmrnRZ5MR+Mt79w/+LKF+hbY+Ueed4tXAzX1NqMB2fc/PW\nLb/7ww/43/7z/4G3nx14vY+AApOlnqVRHNnMrbM2mqnQDGOnh7HnWFpaKM42NRbGBccE4Wkh0tJ0\nKEx+pKQoPYUBZ5gNz4CK0g8mSqxEHQUroaQcy0kn+zAsNgXWpW94yoosUh1bUsgtiLoM7Fh99jLO\nBhi9KWDOpgm3fYyE4uUWKjcWnEOO5Damh4utoKhsWjqRUChDYTYD6r6jaWnXcti5DXszYhndr3Ra\nAuhENTMb2fMDeyZdUlxfWHJjs4DRoUdeFFB1dHii+NT5hrI/0k4yy8jqtCJDEENhhLMVznKz0O93\nVFD6wLJLkcx4mEynSWpcq9QmNr3B43ff5+FBL1nXtyTJPiJQ0v1PLMzENkZ7eyqdHjku8+FIlU7J\npBmiphVd9C3lIZWm916Y8U62TvOKxURa6CLbF+hHrD7DPIaoQ1lPuGh5YRcllbi8Kuqf7+sLUTQB\nkbPHYYkaTMXwMPJoyIi04T5aHlNEwuOp0h+VFyIP8MYIqKBTKZboQHYU1SoNdIYphkDSVnbT5Zlh\nyIyh44DthX0anLvUeOI2UedrIh7YzanNYQp9yNmJfkaEkIm9VMpclBgY8nfM1GsEKN6oZWeqH3O8\n+nmu7YAXY37+Ep8mbZH9muXWKCVwZupcqKUwd33vvJ6BpIfTPCib47WxLMbVceXhfEeJB2xvnO8n\n7nhkf7Xiy84Pf2Pnf/4P/xvevYWr2yM9dv1sFYwjGVULnaZjV4DN0UMcScn+NB4a++DXyuvQGEUu\nnfAdi4JPRpklJVWWDMh9X8BDxKUkQWEi5sA6tNghgxZSfVUmjfrZJHAwEecZ2PNsO3uMacF3LK7A\nTk8xDOY5NtP9yb4vusItSk9aSYLOHvpZJQE8irXhZVBltJBxV5ytSNQX2OeyDRfVKbvRzMB2Fjrn\n1JhYWDELgmsyV3XIVtnNmQi8dulzQ4vCbkb3KpPrrEw4sA9u47Bp6zPuwZyVlRV1weIq6mdCWLYF\nOwvTcLHaC7JVTJAblBJELQybFL1BLhQL5DQEyQ1b/oDt5MRB7kgwECpE3cqL1WMXVOWZWHYVwIva\nJ30EA4rb3EqSw13sqT4kQ9iibiZd3apwfF2qco26En2vFcrNLCOgNHF9E7Cghwr0Jd3UY8X+tBXN\nTGjNqEV628uIZPWkf60mT8NcsCbVjRdnQq7THckjSzaZIwx0SbfZAN1DihbdRjKBEJUHSmqwlLpg\nBNYTME2INK3v2C1hK1iTJLLaStg9Ph76zGRPiNzRvrsQ5Uz6TrFO6eJeZkLvHbJivbFuzvt/+5uU\nw8zVjzgvvnrkresrpvnIlR+4enbg6rDw7M3Czc0zjtdXHPM5NRtzvaMeNtrmlOed6aClPnPlra/8\nHG/azsEbW/dRMDbmGjw8e+RX/v3/nh9847d52b7Mw37PXJNGw6LQ+mWptA1rsDPRL57vJgMIDA+N\nlKKXSM9+ybXsI4lSMQaVpV5TEXXFo2GlatE1So3bjMVZmm5vmixGcS3j/c8xNFt2sCOWq5YbdmbH\nKZHsvpNW5UqPFnEgUncZBH/D2KNTvYwpQ51Uty4HKCDZCbRpdzkca4PtRdk13oZ5i0j4SeK2ACvZ\njLBBhLeg2YHZgj2TJ9NdN7LLq6DTWdC+PVmRqYvTAnlwRuL1EWsSeZhJfdMHr9cQ59gmozd4GMIH\nM1fQmoNlp8QuznHxgS2i11el6R8CZRQnuONW2E2j60xji6T0TksFySWbKHaX3+v6/x3ANug3NMT6\nKCErPf0JZRQveRPkE9dzI6MoRI2xvEMi3AvxQ923nLmy7cS+i7u9G7uL3xt1o3jFU+ewD2w9UvaH\nDE9Opdpe2AWf7+sLUTTNkuqNqRunnhy6s3kwZbCbkTscemJTpwYj4tPY+kT4LoOMEZLlQ+bnODPG\nbhUNQWPkNJjSaKmR203WvZ3E24FST1wkWsJIBkePjZIdJwkTBw9zoiSTa0scKQZZhlQh3nTYw2Js\nmaUSqXSiKX5ia4Xujh3eATfO7yXvvz/ze1HZ+hFZwj2HbdONyi3Gkf7la8oEN8fOmzeFgvHVr17x\npR+55Y23X1CmKyUpvL9TvDJPM8vVxDQ5z74y8ZvffsU73/xVDsevsnPGh+79amqsCXYOOk3vU3Ym\nq7T0z2SXHpRMphR3UltqZbeIvhpD46wVkRfo84y1VV1FiWHO0gcVq8qvto5OLUSStQiwoi4ThHuW\n10yhrXV3oxeF4JVoF/9+yMDyiuQsTm5LohizJ+swFBFmaMJNu6lznR/JdmC2roDCFLaducs/oK5k\nFC1i42KoMtYleYk8K3iVVNRMqQLXmWyDSmaRw8fYsdrw9kAUpbEKLhqGyTlhpVGZ9Tq6kM+eyZq7\n3lqSyU0Jmxkj40fRyQU4iygxRB0SElSrWHdicq4cTu6YJ3PXgpFpp+dET4lHs6kAn4d3Ue+d4klp\nneZntuh4KzRORBveEBcdedoI9uvqiLMTqOhJwSQFEXkekIQMTcIgUovCTLCLAzwpRsMIgGsRY/wP\nYGU2vYvnDv7sVgKRsW/yVGFXmoEu/UuQG+3zE4m+EEWzFuPlmwCNNwrUSQUnstCRTKtHcr+e2WuF\nTaN37x0isLIPcHkSvcb0oO0wjFCd5EHKoK71gDK1K24HpEY7KzgrXcYII3K1WKUjFyKFZ5k8FEk8\nNd5Nh4XYDOtn0hrpyVKN6sKhtkhaOyq/JM4Yr5m94xWOhyrCu9ehCDKcTp0bxj7ibe+wPFEd5hlK\nMbIvbMU5mm7hOeDVt5yPfucRzy8DGodOx0fm04l+f830xg4fP3J/Xbnbf5TN/jnY79jNKOWG3idW\neyTtDOUtnI+o3QhfabloI9kbFlJFmgAAGAVJREFUk4+JffTy2dUfRQ6oJIeiP3LIQIt4l9sqc4W6\nYsyU1BJGMrpKepN6ZRiIyCnqRosFO8t+z5MtZppNmN0TCbbb6N7QQiUrJTrh+WQckeUaizOnDhNJ\nL50ybPac+YlO5n1GawLHbcN9o4VMiFu+qa27b+JQmkMGZS9szFgZm9p+TeY9fZiquE3iLDRgLlAl\n38SGnn3Y/pVowwhEed+WWjolJ6w0iT1apc06994EA0RoLE0+gezQnGAhWyFiHR1w4ykv3rTIy3Qe\nPeSPWmHLDbIS50Lmo7bllljunwk8ij7f7hvVPuXu6mO++Q/f52f+zTd43is+ljbukHHZwhcJMmyB\n+BDLqjPWq+JZGPS87BKUpJoYUs5l1ndyFMO85MiGJo3oYmjEVWBtomOYvSL7Tjkc5JbWJsIafXCf\nlWr5OOrBgxZy+flL4ReiaHqB+SBLKC+dqcI0T6y58tiMdYW9z9zFBHdFW7oZGveE3+ibDBssJ7Fc\n2AOmImfFYd0ssq91nFULohyWWwHmMW62IOKATG6RSqF0ZOcVmD1S4mY4gdeBeSU+b/Tm4lyi71dK\nw2yRpT53nJrrQW6XrhPlpHvFiyR/7sKQpuJYhWqNyeXCbSWYSqWUis/wzIIyBXihdNd2146Qyjux\nnLDa9PrrhqVjPz7z/ff+DHevTli7H8qQgP0s040eIirHWZ1jEfHYU27eFIeW2NQGTrUN7upYJtgu\nQ6Hu8vvrI9+mHOkMXCmLqFyYYhYQ/JIj7le+yUbmMzLu6TiFScqjaJg/w/I8cJcTAJFGKWNNH9DL\nBHEWpccX8DthcX4geyE6THWjRyHyLHclf0O0UjZ97t7pTEJZrWG8RmR/Bh7b1bXURbOKrWQuWgz6\nhsWAH8oDScVrkSTXFtI+hDxwMYOmnOlxUPQG6+CQjiURDeM5yQnlYCk4ToTwAT/kChQyKumvwTZ6\nG879Lrs59WkhmhqVbEmxIDcfDMjPuKY6QPIbtaj0GXy/Iihyt3ct1qbpp/j9b/4H/Pa/8l/wL7/8\niBxbby747sUQgxkprm6eSPJ4ogiVzkVSKZPqa7JvWNHW29209Bqdri6VFefEugTZNM31Bdg7UW7J\nIUMtvZP+MEb7YXqcM5lXKt5cceFtft6vL0TRBGOyI14a5tqo9uKcXh/48JMz93cH3Cv7Vaf4zrZ3\nymPS8znmq8YB1NI7SeY2DhOQoQeFE+RpbBhHCJkZkV2ZPSFXZy4aWtsgoXOF5UaUYQgg+3LCFsjX\nuG3MPGdPZWWHj2LocrdJNikhzbC2y9ItCukzcU726lh5Ltd2PxEx4aXSA4qdtNsIh7LosCFfRIsr\nylxZPGkTLDNSktgGfBn47jC6eCaTWDrYTsmF82nhYV2xmOi5ShqYly7viGWXMQK3eF+pGYQdSHsg\n80hm4PujfC9dMQ3pocsnpau+gPOZE8UKhZMoJaZgMxlqjLwXZohOj5Xss6SZbKQ9gMm0NraCVTjn\nhMWDnMBjJfP2iSkhqlWTeUUvkn1mAjsWig2hJZI6DuefchhUqYbnazJnSkn2LPhWseHu3jPB3ify\nx8g4Yanc9CipmpAyje7ZhvF1AmfMXhB9HQiA/A/IJHLRxZlXZDZKFKJoS0+8FNyUm36tA6msJuzy\nEoMoDySB9SPJPT1S1Mo6Ayt734RAJ1KyDbaBOglJX60NW8W9KsIgdy3PMGx4OVidid5JdqwlNl34\no8a8PPLhD17wzX/8ir/8SwvZpTtXj7GDiewu/bkPfmaCyeXVxwVxMVzJmLUkdLC4GGdfGM8PGKfR\nmd4C9+w9iKYUhsjzkC+fgdD38DGFjOKdw6tWnNFOeuqi+WeoVl+IommJHFMml81XL5zigfOr58Sn\nJ2xycnZqMbzPlAqFnSkCz0of9mcx3HigUKwPbpaTuY6N7cpTaFcMPKWh1Tkds3mMAVe43YEpIyc9\nqAlnX/FeCIySCTaTdoAlsK3LYCSQBZwn5FvAa7qlDkca1mVFkT0J32ldY2AM2oNnU+DbvBD3lZx3\nrHYmnKyF6jPVG0s12B9x75wzsJtKt5fM9r5op5Pj8RI7fgLnic4tltdM00c8bgvRhJP13uWtmQkd\nop6oHXLSzZt2jdkD5Dps3aRuSjsP5mcDe5vOp+DBJUgubEjmgAMz1wmvcpJpCDLvJTbcd6KHOn1/\njeURYh2/v2G5DIhlU+a3T+qezMa8q8usGrSAtBnrVQ956ZiJGxmBiN0liI7+fGd0yAn5jPQHdXF9\nwtpGPR5pfUYhdIn721i+EtnftkH+L4JR2FXcutNDenKPA+l3pDnFjN5X9mzMdq2lZKjTCm+UUWgc\n6Dxq8dkrhJzPxziks1vGEi53oleSE2GyJEzfKRzEJ+02fq/pdXqCbcME5h7c6LZobKdgLeklx+4/\nnyhWEbs+Z5eNjANUo3jByo77I9995+/DX/slvKd4pg7ONLT6cGHxavOu/5jmZM6jC4Y0sTeMR2JY\nJFqHvODAVsi8Qqi1eKn9tCrhMsWKyXIYl39qF2BDDGKSHhOQZVdzlG2cw+TipPV5vr4YRdONOqXy\nqYGNA/vDkavnK7cvFz46Gx/eX3aom7AeoFTZ63uueA8sndYl7ZPhL5AbT2HzQxWhq3YiskjKF6Ie\nZBkfJiNGlSuRaJVcIFL76DSl4gDsnhZfwssnxGb4tGARFB5h5LGoe3uNWWfyoIT4bNU7h9qotZLV\ncHblts+J+0pZoFZJM0WtmGW55CeoTtt00aQ90k+dPQrGA9iCX09kfEJ59RH9cEesG86B0+3XebWt\neD2x7SutaYNbwtgrsGmzHKaQuuSeYAN7poe2BDTHfCZdbkE2DB+CWXSWVMGiBZjR64G2rPR1TNS+\nkaaQMzan0yiRuN3oQnGHPGJ2J8VHD11oGVhf0YrjfhRTdbMK80pdmi7Znl+ESPUW2isiFeXbWPCC\nivwFPvAdbJEdZkofnfuZyJVSq2wJ8wBsuK/C9cKHy5K6Rrn9PkDOoq9lJ6NLgbNNZDG9PntPF08u\nRG6QB3p51BntBbxDiGiepZG54SyQNwOLg6QQO2BBRBs4nbT6zpGI+4Ejmi6pS8ENXRYaxK4gJ7EA\nWoOpQ8hkRd8PzAQfWBERncGTVOCfaFrT4S0++OHv0o//Orar7Es4IPKfuEM7isgeMl4Mb5rKcJ3V\nzGUwFx4grsRWMeHeEk0MOWZWdY3llnYSG8MihW2bg5+R21THafTBo85BMev9wiGeNImYTKw/79cX\no2haMh9O3LiA3E/PK/v+nDe/8imeL/j0N+6pRyEuYis+Awty2oBrqu2wBbs59/EozMwuF22lhDRY\nRgHfxtJAyh+Z2j7qYPTUYWDYhCVEmZhsHobEJ4oXsKS3DykUis8Yn0pV4km2y5Zw4uLgXeKOzOQ4\nF6oZ1SRdm4ozL4j2kolnofhE9YaX5GqRu0v6jrWFgsm49+Ylbg3LlamCl0qWhel2ppzfpi7CTTMb\nPV+SbYblkWm+5le/d8T9Y6KtiFLTgQNBlxFvdjnAxyzaS2+DIvKJlgI28CUTjYh08eDKBN2HOUXD\ns8vyMpPT9jGnDXwq1LIO3K1QeRTu5eDhdBaNh00ZTJcOrFmFUSBtbFYx+Zl6u4YCK40F+ThusY5u\nqWJlJ893QA4tdAAPYzyPJ7VTaQWrO7kfafVM8SNbLpQii8EenfTX6pi6tOlzBmukSNrW6dkoeSQj\naLYDQYmCtcrmOyWdiUJEg3gGZcV60n3Hm8nqze7wSCabWPfAq9yCIgOrDzRXOmMfwGr0rkumFbxC\njcDzjj19uLA3suy4zUIbL9aIfYL6SKHoQpi09fbcsb6DCf9PJuHmpRA5MUWllaaqm8oDmP2Rx7sf\n8p33km/cjkIUYpkIa1XBtxgO+/lkp63OusvcBi5GL1dgTs2kZVFHiFO6imf3rjF8/4h9NfbeKeeg\nT6HIlzgwba+pzz6h9DcEmURCTmxFdoSyHaz4kH7mnzae5r473/72kffMmawxbTvldaftScYjd1Vi\nQTdZbihuFXp2lrzHWWhV4VvRnYceUpyEkWlMdrlFEmKSWsU2GGLWSz6J+UX+dRaeMplkm6mddqES\nEUypB1IxqsGhF7ZBYzoAWw7Xoi6JF23Di3MsUKyo0Dm4GdOiLPTMjZrBVBTfOpuzHODgzlor/npi\n/tGNiYKvR5kwzCcOyyNWwG2ibA2fKs5MqYZ5pcwpPHU/8P1Pr3j3w8T2TdjqPjEHRHV6rFgzOlXx\nCRHgKqrZU50nnSxGQW7eE0BOdNeoLu/HiTIiaS3zM8J3GrEH7RJL3JvIzyZMtKYuuRQ3ZOjai0b8\nCGnIgT07xRRjkgS9nlW0rbClIxnszpyDwtMbjmISehaM1wST7OMu+UvM4hU2h3Km9g7eOYSxUdgM\n4WjxCCi+Ivo+Mn0kbPCLIUnf9fOF06s6nB4jpiHGZtyNyi4YggMLjW1k5xALnZ3NhL/1EDO1JETT\nmiVSP3dpOcyBr6nTWHYggw2zoBbY2shj8iPG61EwfLwfE2FKOFVLPuG2ki4jcO9jy08Zm3eN5jYM\nOnxCKZQ2E5Y8nja4PsjjdTBUMiuecniKy/uEsaL02D0niD7GckEdmQvdV3YkgSaNmn1E/CX0DWtH\n0gvRH2m5wtkl/SRpWelFjvdlq8LoEQQx56DREZArMQiHLoLZ5/r6QhTNrcN7r509YLUgYucb//w9\nt+3ADz89spPKeqkDHckdN2mn9+h4nzEvWjjMUE9dNv4mfDEAshBlxE444goiYk5KTiAQPfXBuE94\nTzwau322NJqy0WvB6gw96cV5iIViZyUKZtB9uByRRFHo2eRGmTrFHKsuX8LU9rzMiTWFh00ZzMci\nqlFB5qttYX4OV1SmuTJdixhfSyWyim5lM14O+HWlbhslTQuX+ZG0R6Z+y7c+veIZKx+PaIPEYR4F\n0hiHWnKL8KZFC9cYm/Lfi/Tdw+BO3MguSV9cTBgs2btzcSKKwdMEbUxjg+aB1TMwi6JiyUmfxADp\n76F3cmyqSamPdkuqp2AVdnEvCUoGvcjpn64PeB+dkBNka/TaMAaFJU3fDzAuOUJS3GBNwXoZdD9T\nShmQjY0l0kQpd5DqEPXSVISwTvdVOKRVsjNsYbps2EbhyT0IP2EeZB/0GiCzjBF/o3kXHcsUSNf6\n4Pp2yXrdLvScSo8ZLw+A0V2mwHKZHwhSgqVoTAGE7yiiYwhBcjjT2xCS2FEiETfCJokOSOn9DYod\nMW9Ec/FVu7bPD6edUi7CDR/d/gFFX886VybTDicZWxvCZTAuaAaN3hmKvRhCkY2JKLt+nT2DfsJ7\nEH2jZCO9KouJTtQDfSlYT1o63m24Wekych+JAJZkCAsNbj53vfpCFE1tT16TPWm9Uy3YPjJef/mW\n7cNknwrV5qFq2KkRbG2n94KjNwt/RpYHalwx1RPJOgjRSe/CDMnA+iCy1k61xnYhuRqYO07XOETB\nuiv6wEMJe9kU/1Jc8aPedaii0zNZMpnKGPnEBOLYOm8cnfMG1MRLCsOthWtcD2ET/3A+FtEkagEv\nLI7ifD+emL80M3lgOVHKI4uf6LEqD8dmZjPOcSQfJurSuLKZcnjBVhrL45H/+t3nxCfORjBNE705\nUYfVFqnyVRVn0VsOSZygDCvGnzQyiUG/iujQRtY1RaT/3ERMT8UVSD+UY5xLdVdN74FVkeU9nYgi\nqMBnuTS4kb2JeEyOhJ5OiREVQ+CWlLFh9SZea0e6/2aG20z09WkEJxq4UgA6ouEYdZjzOsE+OiF5\nmwZSLgUhf0jlqAy1y3DHzQVyYo9t5ItXcUVp1CykdVpuUhQNRL0YEIsoNDkPv85U955JG/LemqHC\n1a7HRnhnR5dDmmCNkhB21vlFwoIkCZfLu18GYTtpE+0yRlE5lanMQD0RFjlDvsA4CR+sYw8Ql+Xn\noHcBo85Cf4T6krs/vmP/+peJ1IQl0UmM52ukmYaiUrBJZytT74F3iHU4rIsa5STF/kQ6VkPNSC4Y\nJ9yD9bFzfkhBQz5h9cS0Q4lG+X/bO58YS6oqDn+/W/Xe6+4ZdIY/wYlDnNFMTIgxgAadiMRAVCDG\nNQsTFho3LDAuzExITFzqwrgzMf6Jxn8LEEU2BJS1OMiMDgMNEidhyGCjRpEZuruq7nFxTo/PzuDM\nM6GrKt4veXn33XqLrzqvT1Xde+49e9+givpak9zRRkkZn86K36Y2Y7Jo5bKj1SCCZs7G+U2v1TER\nzKaiTRP+dmaTrp1RzRJdFtb6lflcl2m7zPLE16FmOnIbmwWo4qol8Y9NWG8r8lZ50yb+qSHGdVoa\nFEuqko+ZWYqts4jJJh+XrPLWWEqOzXE9IVhVJjUiTyPFQtDI17gnGd0G5KWOpq6o2s4nDpSoJhVT\niS4lUu3lGSbTRFVDrZrZLJMqqOtE0yyxcqihbhLSjA2bkNIyb1tuyJ4pTtYyVWpZ6aakWU3V7aZr\nfM5o0i7xy9PLpLUZ69U69VIivz6DSQtpg2xTcsq0TeWPQdmrGCZVdNTkylcikTxYTbKPG/qcmWGp\nid3sa2giJYZI2zK7kPnFhZyOjLWZrm5JuaWK+w6yr+bK5kvozDqsMurOA6tP0hmbgNpNf6RMmS5t\nYnkF8HX9yPzC5/lOHubbhNXyu7cLd78V1qVYX1358j8zsHWMZWpq1q2OnYE837ayFus6fO9N0bGB\n720Qq59y1MDpDOqOLh79/OkoCnrkli61WDvFKt88YpL8MpCIXdI7D8g5mWcsqMHsXKTGdJFoPvEx\ne+WoCglVZGTktiGlKRNtsi5iPFierykvd6zaR/knJLoKfCUSKMc2bmSojQrPbDCr6dLMS0ObLxpo\nqclNhrzOrH4HPzh1lo9+4D0sV6JtO08fYgMj7mjV0tCwVc4Xsu9yhN/Ne7U/v2IkX98Z47wR6FNG\nXYfsr54tQE3z+muc/+d56mliwyB3rY+B5pY020XVvUFD40WCLS74KZHM90jwWuvmF9TLRGaLZCi9\nNUh6FTgH/KVvlwW5muK8E4zRGcbp/f/s/C4zu+ZSXxpE0ASQdMzMPti3xyIU551hjM4wTu/ifGku\nf+1QoVAoFErQLBQKhUUYUtD8Vt8C/wPFeWcYozOM07s4X4LBjGkWCoXCGBjSnWahUCgMnt6DpqQ7\nJK1K+qOkI337bCHpu5LWJJ2c67tS0mOSXoj3vXPHjsY5rEr6ZE/O10l6QtIpSc9Ium8k3kuSnpR0\nIry/Mgbv8KgkPS3pkTE4Szot6Q+Sjks6Ngbn8Ngj6QFJz0l6VtLh3ry9sFE/L3yNxYvAu/GaEieA\n6/t0mnO7FbgJODnX9zXgSLSPAF+N9vXhPgMOxjlVPTjvA26K9hXA8+E2dG8Bu6M9AX4DfHjo3uHy\nReDHwCMj+Y2cBq7e1jdo53D5PvC5aE+BPX157/jJb/tDHAYenft8FDjap9M2vwPbguYqsC/a+4DV\ni3kDjwKHB+D/C+DjY/IGVoDfAR8aujewH/gVcNtc0By688WC5tCd3w78iZiD6du778fzdwIvzX0+\nE31D5VozOxvtV4Broz2485B0ALgRv2sbvHc85h4H1oDHzGwM3t8AvkTshR4M3dmAxyU9Jenz0Td0\n54PAq8D3Yijk25J20ZN330FztJhfwgaZeiBpN/Ag8AUze23+2FC9zawzsxvwu7ebJb1v2/FBeUv6\nFLBmZk+92XeG5hzcEn/nO4F7Jd06f3CgzjU+VPZNM7sRX3L9H/MfO+ndd9B8Gbhu7vP+6Bsqf5a0\nDyDe16J/MOchL8T9IPAjM/tZdA/eewsz+zvwBHAHw/b+CPBpSaeBnwK3Sfohw3bGzF6O9zXgIeBm\nBu6M3ymeiacPgAfwINqLd99B87fAIUkHJU2Bu4GHe3b6bzwM3BPte/Axw63+uyXNJB0EDgFP7rSc\nvMLYd4Bnzezrc4eG7n2NpD3RXsbHYZ9jwN5mdtTM9pvZAfx3+2sz+8yQnSXtknTFVhv4BHByyM4A\nZvYK8JKk90bX7cAp+vLe6UHdiwzy3oXP8r4I3N+3z5zXT4Cz+I5oZ4DPAlfhA/8vAI8DV859//44\nh1Xgzp6cb8EfUX4PHI/XXSPwfj/wdHifBL4c/YP2nnP5GP+eCBqsM56lciJez2z9vw3Zec7jBuBY\n/EZ+Duzty7usCCoUCoUF6PvxvFAoFEZFCZqFQqGwACVoFgqFwgKUoFkoFAoLUIJmoVAoLEAJmoVC\nobAAJWgWCoXCApSgWSgUCgvwL2tHsikrfkReAAAAAElFTkSuQmCC\n",
| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f176c7fbf50>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| }
| ],
| "source": [
| "img_name = '05/frame_00870'\n",
| "# img_name = '19/frame_00231'\n",
| "img_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_rgb.png')\n",
| "pose_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_pose.txt')\n",
| "img_name_list = img_name.split('/')\n",
| "bbox_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name_list[0] + '/dockerface-' + img_name_list[1] + '_rgb.txt')\n",
| "\n",
| "\n",
| "# Load bounding box\n",
| "bbox = open(bbox_path, 'r')\n",
| "line = bbox.readline().split(' ')\n",
| "x_min, y_min, x_max, y_max = [float(line[1]), float(line[2]), float(line[3]), float(line[4])]\n",
| "\n",
| "# Loosely crop face\n",
| "k = 0.35\n",
| "x_min -= 0.6 * k * abs(x_max - x_min)\n",
| "y_min -= k * abs(y_max - y_min)\n",
| "x_max += 0.6 * k * abs(x_max - x_min)\n",
| "y_max += 0.6 * k * abs(y_max - y_min)\n",
| "bbox.close()\n",
| "\n",
| "img = cv2.imread(img_path)\n",
| "\n",
| "pose_annot = open(pose_path, 'r')\n",
| "R = []\n",
| "for line in pose_annot:\n",
| " line = line.strip('\\n').split(' ')\n",
| " l = []\n",
| " if line[0] != '': \n",
| " for nb in line:\n",
| " if nb == '':\n",
| " continue\n",
| " l.append(float(nb))\n",
| " R.append(l)\n",
| "\n",
| "R = np.array(R)\n",
| "T = R[3,:]\n",
| "R = R[:3,:]\n",
| "print R, T\n",
| "pose_annot.close()\n",
| "\n",
| "roll = np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
| "yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
| "pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
| "\n",
| "print yaw, pitch, roll\n",
| "\n",
| "plot_pose_cube(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n",
| "# cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n",
| "\n",
| "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "\n",
| "plt.imshow(img)\n",
| "plt.show()"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 87,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "import glob\n",
| "image_list = glob.glob('/Data/nruiz9/data/facial_landmarks/biwi/data/hpdb/01/*.png')\n",
| "for img_path in image_list:\n",
| " img_name = img_path.split('.')[0].split('_')\n",
| " img_frame = img_name[2]\n",
| " img_name = img_name[0] + '_' + img_name[1] + '_' + img_name[2]\n",
| " pose_path = img_name + '_pose.txt'\n",
| " img_name_list = img_name.split('/')\n",
| "\n",
| " img = cv2.imread(img_path)\n",
| "\n",
| " pose_annot = open(pose_path, 'r')\n",
| " R = []\n",
| " for line in pose_annot:\n",
| " line = line.strip('\\n').split(' ')\n",
| " l = []\n",
| " if line[0] != '': \n",
| " for nb in line:\n",
| " if nb == '':\n",
| " continue\n",
| " l.append(float(nb))\n",
| " R.append(l)\n",
| "\n",
| " R = np.array(R)\n",
| " T = R[3,:]\n",
| " R = R[:3,:]\n",
| " pose_annot.close()\n",
| "\n",
| " roll = -np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
| " yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
| " pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
| "\n",
| " plot_pose_cube(img, yaw, pitch, roll, 350, 250, size = 100)\n",
| "\n",
| "# img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| " cv2.imwrite('biwi_out/' + img_frame + '.png', img)"
| ]
| },
| {
| "cell_type": "raw",
| "metadata": {},
| "source": []
| }
| ],
| "metadata": {
| "anaconda-cloud": {},
| "kernelspec": {
| "display_name": "Python [default]",
| "language": "python",
| "name": "python2"
| },
| "language_info": {
| "codemirror_mode": {
| "name": "ipython",
| "version": 2
| },
| "file_extension": ".py",
| "mimetype": "text/x-python",
| "name": "python",
| "nbconvert_exporter": "python",
| "pygments_lexer": "ipython2",
| "version": "2.7.12"
| }
| },
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| "nbformat_minor": 1
| }
|
|