{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Detecting moving objects in Video**\n", "\n", "In this notebook, we will demonstrate techniques to detect moving objects in a video from a CCTV camera. The camera will be in a fixed position and does not move. \n", "\n", "We will do the following:\n", "\n", "1. Estimate the background with median filering\n", "2. Show how to remove the background from a picture\n", "3. Blurring and thresholding techniques \n", "4. Detection of countours\n", "5. Implementing the above process on a video" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import cv2\n", "\n", "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define a routine to fix a color issue to ensure colors are seen correctly in matplotlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Routine to fix \n", "def fixColor(image):\n", " return(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Input" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "#Take a look at the input video\n", "from IPython.display import Video\n", "#Video(\"images/overpass.mp4\", embed=True)\n", "\n", "#Replace with your own video" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extract background in a video.\n", "\n", "We identify a background we will have to use filtering techniques. An easy way to do this is to take a few random frames from the video and finding the median of it. We do this by finding the median of every pixel. This works because most of the time there is no vehicle passing over the road. The median will end filtering all moving objects in the video.\n", "\n", "Note that this works if the camera is static and not moving. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the section we capture the video in a video stream and get 30 random frames. These frames are saved in the array frames" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "video_stream = cv2.VideoCapture('images/overpass.mp4')\n", "\n", "# Randomly select 30 frames\n", "frameIds = video_stream.get(cv2.CAP_PROP_FRAME_COUNT) * np.random.uniform(size=30)\n", "\n", "# Store selected frames in an array\n", "frames = []\n", "for fid in frameIds:\n", " video_stream.set(cv2.CAP_PROP_POS_FRAMES, fid)\n", " ret, frame = video_stream.read()\n", " frames.append(frame)\n", " \n", "video_stream.release()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now calculate the median and average frames for saved frames. We will use the median as it remove outliers better." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate the median along the time axis\n", "medianFrame = np.median(frames, axis=0).astype(dtype=np.uint8)\n", "plt.imshow(fixColor(medianFrame))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate the average along the time axis\n", "avgFrame = np.average(frames, axis=0).astype(dtype=np.uint8)\n", "plt.imshow(fixColor(avgFrame))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing a frame \n", "\n", "We will now show how to process a single photo explain all the steps needed. We will take the first frame from our frames array. We can see a few cars in the picture here. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sample_frame=frames[0]\n", "plt.imshow(fixColor(sample_frame))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For identifying moving objects it is better to work with grayscale images. We will convert both the median image and sample image to grayscale" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grayMedianFrame = cv2.cvtColor(medianFrame, cv2.COLOR_BGR2GRAY)\n", "plt.imshow(fixColor(grayMedianFrame))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graySample=cv2.cvtColor(sample_frame, cv2.COLOR_BGR2GRAY)\n", "plt.imshow(fixColor(graySample))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Remove background\n", "Remove the background from our sample. We can now see a ghost image with cars and background removed." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dframe = cv2.absdiff(graySample, grayMedianFrame)\n", "plt.imshow(fixColor(dframe))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Blurring\n", "\n", "We will run Gaussian blurring to reduce noise and enable easier identification of edges" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iel/O+fXT3w8AvO/0910Ar6p0907PrSw1nde2QS2Qa8scziurAIOs98nN0cFg0DjU0dFR81Sq/MnN1ouoT8TcRXjAWM4Z6feCc2lG00bOA8irSjS7ifJY+duWq6UtmK9Slgfctfa3CTxtgE6nswLoKkTFI2Ns3yrikdc2Os99QzXnnFNKrWuRUnoBJ0s3kW4v74Uw71VZkrCA85YZ6bBYg9w07fV6ODo6ws2bN9Hv9zGbzTCZTPDkyZPmoYbFYoHJZILhcGgCsx4YbeoRpY+Yt3XOGwjRVNZiz6vMRFZJXwsg3LY1gS0qv6aOlr+0lTYsuOZcdL7k+1Y/WzrPO/M4r+94oG7NmCKJViF0e7QhoauC+xsppadzzq+fLrs8PD1/H8CzKt0zp+fOSM750wA+fWpktphbFA25sxk0+RrrrnE6+e2x0xrxnJIlAreUTtbahbkLoPOfDgAisjxz7do1PHr0aGnq2BYALLssULkIBmT9bgMq74W0nV7X2tYWuIH2s5lSAJH/EchoPV5/lPKzDqvc8/azpxfA0hOdbYKLJ6v6v04n49qa7Vg21bbFqssynwXwqdPfnwLwG+r830sn8n0AdvO7yzehWEw8mtpHIOD91wGjNNX1rrcBxNq0FrNmyTkvPXK8WCwwGo3Q6/WQ88na+2AwwPHxMWazWZNPtkmORqNzLUdYQW1V1mMNiDbT9jZsWuuu7ctaWy6DWGPEYqj6OqeLdFtSAjBPt9euFitdhVmzTtkxxrojm6y2bCMWASoFXCZcFh6wjTW2FZl7Sul/B/DXADyVUroH4B8C+DkAv5pS+ikArwD4sdPkvwngRwC8BOAQwE+W9OsKeI7IUtPxFlO3WAUDvhUhmem2iaA8NfdmETWDRe9xHY1GmM/nGAwGzW6Y/f395r3tw+GwWXvf39/H/v6++9HgVWQVJt227NpZjxcMvbQ8OyvprQ0mbRnbeWTVwFrKyyATteMqumvaW9Kuwoo5mHuMt8afdHk1/iJlad36vU5aT5vZwapSBPec899xLn3CSJsB/PQqhujK8xdZLmo6HgE866xZEijlq2GZtexgsVhgPB43AJ/zye6Z2WyG4XCInDOOj48bAB8MBs05y8bIrhp72rb/KqB2XqDw2t/zJ48ElAZh20Bl2VkbyFaVtvpLxKpNuTXAaOXj8tq0szdrEJ+w+jgKVBZJ02k8hq7fdcVSCjDn9YNL88pfa0rGUXiV6bK13GEBqp7qWH+s01viKU39Ss7giQC1PJQ0mUya/e05nyzLyDRUtkMKcwdO1t6Hw6H5KTOr7S3bLYmm2VzGeaTEmGqCZFv2fx4pLQex/5RsOc8YAMozmYuov6enRn8U/GrO8wND2vc9e0rtflE+UTvz07atml/LpXn9gJZSBG3DNEu6vPxehPf0Wsyo1tG9vFyGZgHj8Ri7u7vY2dnB0dFR89Sq3FjtdrtYLBbNdsnBYIDhcNh8co/L94JY6buW+nFsXRdrdnAehlrLcqIZ1nslNfojX6vRWTNL9M55xzV+2FasMmtnWDVtZJE1LRrQozHs1ZX91JrBe+SFder05yE3q/bLpQH32qUXy4nbMsVVB5jkrc1vTeN0+V6Qshwr54xut9ssx/T7fWxsbGBvb6/Z9673uB8cHDQ3WfWDTfLQk1Vuqa5WOu8dGzUga81mSuKlbRPwI1vbgqplU9tlmhKRYJ1WIHsvZh5RH1p19gDaAkvPZ/h1HLquFvDqWVstEbNsqm1Lyz88YmGtRJSEZ/bnCQqXBtxFosFUA9jeVNcDWq+s89hXE9n5nAeiuj5y41TA+fDwELu7u5hOp5jP5802LwkAssdd3gq5ubl55oO9bDfbtMpSR7QEYDEZa+ZQM8Aiv6gFu/PU7zwzyChNW5YvadswvNrZRk3gs449cLLGQY3d3ovvImJRAsfzACdLbWCulZo6lOp36cDdEg8YgbMVjJj9eQYLS5sobB1byzMlHb1eD71eD+PxGLPZDAcHB40ueQ2wbIOUd80cHh42r/8dj8dn9vlaA00PTGYfpXYRHdGgswJtLRifl6GuyvDb5in5nNU+ng7O47VvTd42EuWJCIy1lNEGcK26eHvBS/Z65dX4ca20JXNR2ew35wlAl+aGKkvEctuK5xAaWCyntPREwnr0Mf+1EXHubrfbfIwjpdR8M5VvJEme6XS69E4Z+WC2VycLzFdpcwu8VwWXWiBt064RSJQCutXH57Fd0tbIKr6j81rlRn8lmz2yUiJbnh6rfkw0Loptl9rxPOV4gXcVQnietJeOubdtVGt6H0VF1t/m+6K1EXoV2yORXTH6gSXghMkfHx9jMpmcsV/e6y5gn3N2dw+w6AARTa8lDZ/38mixGJ0nXhuXGJml21tm8JgSzzi8gWrNdkoS+WvEzL16e3avQlQsqWXAFvB7dug8mqR4pOO8UjNeVy2rdqbzXgYWLZcO3FcV7UBtwYB1WI7mTSvbDJxV2HBKqXkSVZZWZAmGgUzOCzjrm53M8LVNbZytZkkm+t1mSu3pl/5ow9RL/cRgyEBesrutTWxXDVNuIyWiAtQt3VhBxVo6iPq6FHBL+mpnb5LWI2vRzEfnZ9u8dqkNwCWiE4nll7VyqcC9xniLkfDAspijxbS0WMzUK8vSYwUAtmMVEO33+xgMBpjP581bH5mhA+8uucg7aKy2nM1m4YDT5XK9vAFs1cGqd6kdS1Jbvhavbzz93OcRGWgTpGrqHIHfKlLTvquw2No+qGH53lIO69Xbcb0ZSomAlGbdtf0Z1dkLEOcB9pTe/bSmnKsF+0sF7iVna8MgJY0HuhaYs95SGsup2oBYjQMIE59MJg2w6w/lCqin9O7edg9cB4NBswYfTZXbMG5PuG1Yvxc8I7ECT2R7bb42oOulaQvKDAS1rDkq28vrCY+NEhv1ymedfJ51awIQjUXg7C6ZWvZ6UUHS0lsaHzVsn/vWuibArttJt2GpHS4NuGvjawaxN/XSuqw8rM8DOc9JdblWHo+NlHR6di8WC0ynU7NsAXbJI7tleLtjBOSW3ecRbwYUBVrLtiiQlwYOl8tpOK22oRbE9bFX59r6sESAb6WNzpeYZgnMI5+xxHrorTQmeNyXyvH6IZr9WPpX9fcomJZmCPq/hyNyXZ66lbEu/2uJ1qUBd+AswFvA7eWR35LW67gSU4iYX82g84Dbqp/ojMqXl4PJx64lTUqpeeJ0Op2i0+k0LF9AX3bYiEPI7ppaQLLs8yTqH77OwCu/rRu+pTYvMetalu4BfGR3BIxtZjolPauAUC1QcjmeL9ba5IG3ZVtbvyqNLauM2nLaiAZlbxzrtIwffKyXXaw66Q/utPGFSwXuQHmaWWK/tWV4EjF+qywvKlt2rzJQc84NsOu8EtHliVN5r0zO7y7byDkBTnnJGG+JrG2PtvZbzNYa2LpNuYwSqy6BdZQ2CvSRT3Gf17TLqgHhvLOpiPCU2K6Xls9zebXkx7PBk9Iso7ZMr6wafdYsodYO6zvNg8EA6+vrmEwmOD4+bsalLEdFJDCldGZrs5ZLCe6eeEDjAUJJ5yrMocbBvABkgV1pFjEYDJY+wCHXhbHLGnrOeWldXgBdnCTnXP3JPW/K22bQip6aWRIz9hLQcLmrMDMvaHiBmW1jn7OCfDQDiMqIbI76IgpWnk+KWDupLCnN5EokxgLzVZm1hwFtZi2Rj9X0jcyOBWRl3OWcsba2hk6n04zL9fX1ZtyKyP20fr+PxWLRvMVV2+31YWl8XBpwj5y2xKDasJ+IqdQyB23nKvraTHc1WMvTpymlpY9lC3AzaOj1es3gLQDw2LMOStaUsjSrKdXfu6admkGtLeh7fRT5Wonx8jUvjWdTZLPnQ6W6tw2+7Icl4NZlRLaW+ueigrEOJKX6tbXR05Pzu99VALC0JTmltLQUKh+s19flQzuyPDqfzxtAZ9+XpVY55sBZem7l0oB7yUlKUbQWSDyW1nYw1gyGVaZvnEbYuSy/6A4WZq7X68TBLPuitqht1xIra1u/Wh0Mop5veIAd9bUHAqWZofSBZX+J1Xv1i66tynBryvLqEZXfBiDPIxq8rUBdQwo1wFokTaT0FtSUTpZC5VOXklaYt7ZxPB43ZXe73Yaxd7vdJgAI45eZuWUfv3m11g8uDbiLtAVvq9OAZfBty/RY96qDymPoXCYzY3bK4+Nj9Pt9dDqdhqFL+n6/3+jiXTKSPqWT5R0AS9NHXYYn3kBoy9IttmuVVQLaUtCy2GgkUb9ErNkCawYc7l+rTJ6hWEBa086lOnKdOHhZeTx724C6l97rG72MaAVY76Z75DtW2fp/yW79X8aVAPZsNkO/319a8pQyBbAlnU7LM+3ZbLa0zi7X9Bp87ZgTuXTgDiw7uYgFLBGzZwbFA4edhAejpIuYb3S+BD5RJ1nTM0mjp3MpnTy9enR0tHTDlSN8zrlZ0pFXF0RlRvXRa7My2GrAujbA8uDWeTn48X89AEoDwdJjsUJPLCKgf9cEKkuPts8rh/V6QOkFEQs0vfyyBGEt+3H7RfWw9FoA7uWxytG+UhJmxPJfs2PR5bWxviEqyysyBvSzJr1eb+l5EkkL4MxsW/IIkxcb+EapdeO0RF6Kd1FSSs+mlD6XUvpSSumLKaWfOT1/I6X0Wymlr5z+v356PqWU/klK6aWU0r9OKX1PqQxtLANhOp0G6Ya1QKMN+9C6PceKHI2dg3WVbBAHsgYHXwNOpnfaWcQRF4sFDg8Pm+mhBC1xDh0Y5CMe1o0zXR/90ISVzmofL1C0YXgAmoEhH/SWVy5oiYKtBWCabXE/WYFf/7f6he3g855o0NDv3ZeyeCdFSa/lz7ouJV0MYpxf1o71ayt0naP91vwdAe+1F1adxCYe85Z4sx5Lr5ZOp9PYx+VKnS0dfK3b7TZvX9WiX9Yn/yUA8Mv8pK5SX1ny4bdg1vqZlhrmPgPwX+ec/zCltAXgxZTSbwH4CQC/nXP+uZTSzwL4WQD/AMAPA/jw6d/HAPzC6f9QrEHFA5UHl8fOIsYUMa4aPXK9xH4iG6KA5AlHfr1mJ0xABgO/ZgDAkmN67FjXwwt+kZN5gUzXX1/zBr0AitSFWSPba5Xv2Vnb9pFurk+NWEy1VKZVDgPtKjZ6jE/3t4CN1faWaH/RQVkvN+g+0QSFbZXAZ800ovJrzgtI66UVPfvkMarz691nfE7qrAOfhRO6jiKTyaR5ANF7IlePYymjJEXmnnN+Pef8h6e/9wB8GcBdAJ8E8JnTZJ8B8KOnvz8J4Jfyifw+gJ2U0tNFSwAz0jNLsJiYiMfOta5ogHnsRnTxsc7TZqBbA7MUob3rui2krRiUBdTH4zGOj49dxhMx7gisrTweK+ZZguzF1/rkY+BiOzMp3Rc1gUZLKXCznW3ZksWcS3qioKT1lfSWAFDnicYG+zTPevSfACVvuZ1MJmcevuE6aN+1bLSOa+uoRefRT3zKMb+7Rq5ZM0cGcKmrtJv1/iduR2D5pX6y603r5puzIu/ZE6oppQ8A+G4A/wrA+3LOr59eegDgfae/7wJ4VWW7d3rudXUOKaUXALxA55rfFks37DEZHeezAkANE4h0c7pVnK5UnlcmO4YIBy/9Jw5TmuqKHm0Tt5nXLlE/tTnHr1BoM1OI0uvr5+0vKbMWdCI/0f3lMXIvqOr8DPTMGvU1z76cl3dnaDJlpbVs13kFPPWWXm9sadDltohIVKkP9HXZgKBnwvq/pNP713U9mTXLOf0VNI8Asj36t4xLa8ODXBeRti35eTW4p5Q2AfwfAP7LnPMTGkw5pdSK4uScPw3g06e6c+Qsp+ktHWKb6SwWA2LQ4A7wAMPSa9lXAkIPGD2GwLbqc/xqX2Z9MlCtm2FRWZymBnCiunhlW1u79DlhMyzsI5oNseg0+n8UoLw61QZfLtuzxSpbkxErbeTzVvnsr1bfWEFcAE4DV3QTlPtQgxYvs4iwPiZiLCV/89pUjmUWKFsS+bsFFv6IHiZF+kazrrPk4zVzy++4HfWNWY1XXM9Op9NskIikCtxTSn2cAPv/mnP+F6en30gpPZ1zfj2dLLs8PD1/H8CzKvszp+eKoqdKbZxY0olYYKQbthRZvQHAebwAwnZ7zMyK8lwHKz0PAu1YbIqwmkYAACAASURBVLM1RYz2NLMtpWBm5bECWtTWFhMs5S8Ffn3Nuhkf7fLx9DA58NJJvSwbIwD32shLp4/10pUFctzGvLarj4W1AvbNQc82q64CQl6A12mjcryA6Nmh08qNTwBLDFsCmEUONGFK6WQrsX6thx5H3OcahAWsuY3YTr2jxmob0SFLRdFrB0RqdsskAL8I4Ms55/9RXfosgE+d/v4UgN9Q5/9eOpHvA7Cb312+CUUak6NglPbUxjPA6g1cLqNWrwU6kkb/1x3irb1Z+T39+s1wfMxr0aUgyAHGs8U7LgkzE9bD/RK1pxXEOE8pKDOIauFlBi7TylfDMCOAluseo4v+2M/EBvEF3rXBdZIdInoXi/Unefj10roN9J9VZ35NrdfvbdaPa9JxOZJHvmIGoLnH0+l00O/3mxuq1ptUZYzp7cPSJvqD9J4N3pjmcZLz2a2PrMua0ZbGZw1z/34AfxfAn6SU/vj03H8H4OcA/GpK6acAvALgx06v/SaAHwHwEoBDAD9ZUYbpCB4LknOcRh9bui2JWKYF2HytRmeUpgRW0ZqlMDAvWFl26KmkVTY/oceD2HJYi6VGAZHTWQOCj5m1ldikpNNpeRruDUKLIXLA5zbxADjSaV2z2ii6Jrrm83nzsIwVAORP3iBq1dsC+IgkWX0sQUYzZC1SxqozIOu65w86yMgOMr1e7RE9vSNN2k+YtR4Pklfs0LZZ48FKx+e472SMS3r9CpJzg3vO+XcBeFo+YaTPAH66pJeFK80VjhihPuaBJ/pKYFByILZNHJTLsBrcCxZanzcIrPJr2Y7Wz7q9Nqp1Pu/YuualsVgjA4q+qadttAa0ZSezY8s+i4XKbz7v1ckbbG36qo0w4eDgzOXqvfXiux5AWo/g14xBAUIt+hsDXI7Or+3S572gzm1hYYbMbAUQpV76PgCXodvDuulq1UGXbZEnqy4sVsDnsSHBu2YbJHCJnlDVTBSwp2xRI2mHtpyzNMg0C7FAzjqnO1RsLtlp2W3l4bVAZlteGVGQFKahZwKWPkundfPJA1NdNu86kLoxwxKbWDcfM3hYddRrxt7SGNfba0NPvPpzmlo9XloOYszspI1zzkvv+9f71PWWRA+gtD0556U+00SGg4DVX3pJR884db9bQSi6Ia6PddtafStlyfte9E3PlNKZY66/9kfd7uyTusxoBwvb7B1Lu1iERsqQY49Iark04K4jtwXOLBbb8gDdY6TMXETEOawtT3qQ6Lxap95Lyw7sgZYWvfdWDwz9WLMOKF4kt5yHr+njaMB7LCQCR82AuA0sELACjGePd02ATa+lMkOzWJdVdx5E7CMa9PR51um1tSVekLTs0EtyXC/ezWEFcs8vIp/S+q266KelgXfHdafTwWg0ar4FLDs+OChEbeK1k8WkdWASxiv5OK0e6xywdD10va3+lXK1bo98Wec50OlAyFhSQ0AuDbhr4SmjJTWsyBuw+rr814AsHSd3xUWsO//Sobqs2vemR3ax04hziaNymUD8IWEtUWCyQLgURFmi4Cx1sVizZiVyLH3DaVgsgPVYHZdpseOa4MV26JvdHBisQO+RjMhntTAAWEDJSxDSnvJksy7D8h2+Oar7hJctokCunzoWH7CeXLUCXy2R4HZiNp3zu18jk7oxQ9c6vSDt/bcCB4sH9rytmfV7bRLJpQR3Fj3oPbahz7Pj6P/A8pRWjkWkw/Xn6WSHwcHBgfn2t2hAWgBaA/zWlJF3EWnnqwV2CzitQGHpEZajwUPXxyvfs8diaxZ417SZNRCZJHhBwRqk+r9OK7tO+v1+8+WcnE+WMdbW1jAajTCdTjEej5e2t1nleKKZmldXbhc5J8ClGbIFWnrZim3SbanPRQCn213nl/NyM1fv5ZY957xZIBIrsLKd3A4iHIz0e3N4G6Suk1UG11O3jcX8LXstTIvS6zTfsMwdsNkX4A+MCFytaBkFCZ1eO8lgMMB4PK7aRaDL8dihBzjabs10ZJBY5XhLQFZQExGg5iUoqz4W4NUAowcaUf9aoCrXPDak01jBqk1w1fm4vSX493o9rK2tYTabNe8GSelkSWh9fR3T6RS7u7s4Pj521/35/gH3jZRpsWGvHnqnh34U3trPzYDNNmgbrftJ3C8W0Eu5Emh4Cc5qdwvsmJBZ7anzsq9b92Ak0IidfF9I/uu+0G+D5Haw2s9rM6635/O6fqW+Yrk04O6BhiUa9CKQ1c6lGYRmRnrPuHZS/dixTGHlJhVH9sgeK8JzfXlgeNurNBAziHos2GsbLlevz3rprTK0bVZ5XGc9y/CculafLttqG4uVRgOCfXA4HOL69euYTqfY399fWk+WMmWJjG9c5pxx8+ZNdDodPHz4EIeHh2fage3X0uv1Gr/zfMiqD7erFxTYD6PgzkRCznEeiwVrIM05N2PIegeL1xdsj5WW24j7ntfM5Tz7PAdxJi/eDhuuu0d2PPHqpa9HxM2SSwXuJWNXSasdSgM+sHyzR3eKvhmlb0hZW5wsUGdG413T5VkDgpmunJNAxEyoZuDr9uPBWdOuURnym9dy2Qa+UW3ZFw0Gb7ufHoDcNyUioMuU33fu3MEP/MAPYD6f4/Of/zzu3buH4XDYfGT88PCw2aEi/jEej7G9vd18mGEwGGBtba1ZprHahe1bLBZLj8h77aVt17+9Ty7yvQ72M/YP4OzHXWoIFR9rQPX6Rtvqsd8SWdF5+Qapvm7tG9d5pCwJrjqNReastuZzTJ5KQM19xOM76geRSwPuPMBqQKZGdEdJ52mG1ev1MBqNmvTyxZRut9sM4vF43OjRuzAsFs62W2ueur7M2q020Tqt+wmynqnLKzEBfcysh+thDTiPhfJSg9jM5Vm28czAOrYYjKVTDyirvBpycHh4iDfeeAN37tzBt3zLt+Ctt95qyjs4OMDx8fGZ+k8mE+zu7uLatWvo9/sYj8cYjUYYDofNmxK5fGaFut6Rb3nnpZ2sbaMMCtYWPst/ovHGZVtPfQLvPh3Kgcby2YikRGLVQxMkDjhStvYTuc6snTcKWGPFEk16JPiW0vJxDZizXCpwtxiU1eFtgJ3zyV+v18NicfIR27W1NQBovkJ+fHzcsGLZwiXpxRl5oFp2yjqfFXF1HblOkdNo1r1YLJZeuWrdCLKEbYim/jwwdHpLn8VctE1eANPtYC0RWPm4XG4br031sdbBW1jn8zlu3LiBfr+PJ0+eoNvt4umnn272UD948GCpH8QmufF+7do17Ozs4ODgAJPJBMPhEHt7e0v3BNqAqNWepTGh6+OxvijYWu2lwc/KK/Vjn+SyNFFh/yi1g7XTxgtSHIB5+UwHQfktaXTb6UBYy7x5BxXXzWtDq81qCImWSwPugM0QvUbhNCKc1usEWT89Ojpqorbsj04pLd0o29jYaJxZWD1vMfPs8c55djHo6M7nyC9peUmHwdiTiA1E2xmZBbFOK9hxfXkw53x2B4dlr2WHFZCscvU1rr/ld9LP8iWstbU13Lp1C+PxGI8fP3b9Tr64I8xelves5ZWSn7JtXpC08tUGjqhN9DHvm7fEA1QO2tp3vfKtc/xb67LOC5gzwApYW36uA4DluzWib8LqwKCveX7OgUeP+TZyacDdi25tG9ZjG/qcNKz8l4brdrtLL97Xg1JP47zXbVqDy2PCbBcfW9FaburKEgyAJjBZa/bsYMKm9A4GzsMs2goSsjNEv8BIHNDaT221k6VfZkdij9WWWkcUwPTNVQYsLx+3weHhIX73d38X3W4Xx8fHGI/H+OIXv4j5fI7Dw8MzMxQd7IU8jMdj7O/vN59XswgMt03Emr37JF59rOCn+yhqQwZpD4y4/fjYAnIGWq4/C5/jGYHVXqKbZ7m8l5x30OjxY9Wxlqjpm7J6uye3jRWEuW04X0TMRC4NuHudc14dHijwmp+3xUnW3EVkSs4vafIGmMXuLLu8zuRgYK3FessgXGc9yPRLkayg6tWp0+lgZ2cH+/v7Zx6E4fI98LAcU4KDnJd3kgh74TbyBnWUxgu2nEauHR8fYzKZYH19HcfHx3jy5MlSoOd8vCx2dHSEwWCA2WyG6XR65qv30QD1iI7Oa73ml1mhx2pLJIqDIucpXWcR2zXZ8EQTEbZNX7eEdXP/6I91WP6p7bNmIFad2Ra9vMf35jww1/XU/WztjOMg7cmlAXeLeYpwtLcivk7rAa2Uo7dHSp5er9ewdQEaL6LKDoicc8P0vQ63WI/l5KWHkMTZ9U0p/piF1/kManrbnoCEvu7ZofXz9JzZIOf3BiQzKG4rTqMHip5WMyuygoe0oRUgrfbv9Xq4desWrl27hsVi0YC9XhbTTFCXP5vN8PrrryOlhNFohM3NTXS7XTx58gRHR0dmHSN72Ke5jXU7WO2u+5avW1Ji0Bbz5G3H7Ofe2JQAznXm3T26POl/liho6F1IXh0tP4hIoxXoxDZLj/wJcbGCixar/rX1vTTg7g1I63/k5Fqfvs56NTjIi/j5vRjWThd5vzMDDTMtjv7yEiNmd5ZTsP3amflGj84rA0S/R0PbY7Et4OzHPjyHEXutt/x5feSBhNff+mamxWgsPboeGnC5X+Tm+NraGobDIebzOR49erT0/cqcM0ajEXZ2dpBSwttvv439/X1MJpOl771yu1ngqf1ra2sLN2/exIMHD3D//n2Xeep8XkCUOlo+6DF2vqnKfeD5r6RjkNZtz8RG52HdWqI6si62j39zWm2jTisPU+kb4DxOODBJ+4nNHomQIGXVQX5rcsn94c1UuC9q5dKAuxWd+Xy0/TA6TiktPWnKHTqZTJqGlW1cer14MBgsLRMcHR0tAZAeWJZzW4OD68h73cUWyznkv5zTA52fsmNn9QDSY41iny5PP6Vr1TMasHrgcX4r6OjzOl3EfJlVia5ut4unnnoKd+/exebmJg4ODvCFL3yhWWKSfr9x4wY+8IEPoNPp4Ktf/Sru379/ZlYRARvXtdvtNlsjR6MRRqPRmQ+V6/waBFif1U4sFgNmPR5blGvR+5F04LTS6CAr5ZdstsiOts268Sr/S0Ff9HP+UvDk9Xf9G1h+AErsj+rKY1DjAdfDCogM8KU2vTTgDsTr7l7052tRZNOgqgerBgXrBqA8hchAxkzRcjTRLWwhsttyNj72QNpyDu86O5VuGwZyFgF3DjDspCUH5P7Sgcnqa2ZVFrsU4Sm+5O92u7h9+zZu3LiByWSCw8PDpXVwySe7ptbX17G1tYXd3d0moFnt6C2pSd0PDg7w2muvNa+vsFglt4t37J2zlv0se0qAoe3WYpEvnkFEAUP/5mDt5bF0cACPyEpUV+k3qw2sMagBnWeFDPYWWGsp7bDzyF5buTTgHgE74E8h5ZqVjvXr3Ri6HL1cYpXDg1rvX5f8klc7lgClMOjhcNg8cOTdY+ABo69bTJkBL2K7VntrHV6A4nyczhqUXn9ajEuuR/u/NYBY4MBB1AKcTqeDjY2N5rmGra0tbGxs4Pj4eKmMvb093Lt3D+vr65jNZs07ZDw26w1CAYGjoyMcHR01dlpr09xO2mY9G+N+s35H/cdtKjq5j2oAWNeR6xHZw4GZg7QVtEtgb4lFcLSv636wgpSuB2OCPmYiEc2UNIYwoQGWXyls3Xfx6mZJEdxTSiMA/xLA8DT9r+Wc/2FK6TkAvwzgJoAXAfzdnPMkpTQE8EsA/i0AbwP42znnrxXKWGoE64ZXKUqzLk4jgGTtMfVu4HkOVVqjtsBO3sMu4GiBu6S1HlP2OrbE0KS+Jef1BiHr9sDI0uvZFLUXB9/aIKWPrSCV0sl664MHDwAAa2trWF9fx9NPP41er4eDgwMcHh5iMpng0aNHzT52bp+o7736apH83W73zJsLWS+vz8p5y4ctn2CxzluM2Osny0bPZ7xz3vjk656PeHUosWWdjuuiz1mM2Rv3jFfWzXW2WWOA1R6SVgdNnc5rH7O+pUTpRNtGznk/pdQH8LsAfgbAfwXgX+Scfzml9D8D+P9yzr+QUvovAPyVnPN/nlL6cQD/Uc75b0dldDqd3O/3lyKZVXFdKaviVjq5LpGQr4tDWJ3hgbukEb26ozxw0vm9QeMJsxnPISzR4K7rq8WqpwdOHmu2nLUW3C0b2A49eD0AYSZr9Z0sveibozLV1n+SluvLfcC2sehtcTq93vXEa7c6XwTiWh8DrtdPXh9wfbxrpfPcXxbDFX/kJVCdljceWOXrumsAttJo0W1r1dtqU9apbZa6SZ34S0/sG9aNU8YJxhZvvC0Wixdzzt8LQ+xNyssVyTnn/dPD/ulfBvDXAfza6fnPAPjR09+fPD3G6fVPJGs0ni1nyXg5x39aGDyta9phPAfQZelja4mDgd8aSOwYXJ4GDa47l2O1ixU0rDbTdfUCCteJr3m7LDybrDaPgFsHXc5vARszGLbDAmHRI1vhJpNJ81CS3t4YtYXVdvzbIxkeKPL20SgwWvoEUPi8Nya8ABWRDu98xZB2/UBInJXeaouSfp3XugnNf1afyL0Wq1wZr/q6HjsSoGXDhWWfFi5f7NLvl4/8kIOPJ0VwPy2gm1L6YwAPAfwWgD8H8DjnLI843gNw9/T3XQCvnhoxA7CLk6Ub1vlCSukPUkp/oBvK2oNuSVtH1J2uwSSos6szGkRWo3tBJtJt5dWd69XfkyhPxOYiAODrer+8LpOB0NIZBfDIZss2fY3vh1jlym9rr74nHtPifEwA+Dzv5WbQEP1MCCStBV5eW3kB2KpTqc4losV9LoCubbbImyYU3C5Rv3A+ttnLp4O/viEq5zUx8dpOkwdrt5qV1yKCAu5MzDhdTeADKm+o5pznAL4rpbQD4NcBfFuV9ljnpwF8GgBSSlnv7T09F+bXlY3uKlsRXXco37zkvI7tpbqZehicrYHvBQzO7w2kWsajHbcU5KwBxqCpbzLrLWSeeAHFOqcHmD6ny7eA29MlwuuaVhqLoZfq5fmwFVSsMrk8Pai5Xp4vcBCNgnTJf7SflPqCdWg7Su1XWlKJxorX7gzQfMwPAurvFGu9OZ88sCj62Q4rUPOWUG4z7gN+cFIHeC7X6geWVrtlcs6PU0qfA/BvA9hJKfXyCTt/BsD902T3ATwL4F5KqQdgGyc3Vku63RsZcr2FnUt5Bdj1tIpvWvKUypK2wMk3Z3jvrKTnjuJyooc9Ipst1iB6LJbKjl9jg6T1vn4UgUnJdmZ3okv603L8SLcVyBkU9B8/V1ECqdJ5DxjZXyKyIbss+JkKSxhsrHIjqWHNnIbPcRt4dfOE07Yhf17At9JZz4R4vs59pXV5Nuq20duv9TIMb6Xk3zXjRktxWSaldOuUsSOltAbgbwD4MoDPAfhbp8k+BeA3Tn9/9vQYp9d/J1dYww1hAZ4XqTm/Fmk0uWkm72nv9/tLA1k6VxioxwI8Z7PqwmyHwcibtuk/LsdiDVb52nm4HCuN2MPTf10X3ZZ83QoSvP5ZI6xH6i22WU9m1qw7e8t9ESBHg9s6r+sQ6bTq6D2g54Gh9SRkxKgtv9W+b/miBY7sn9p3OCDrvJZPazuj69wmXCcvYEseWTIpgeN8PsdkMll6UFDntQK8F/StPpbxo9vEwgUWr3+KAa4iev8VnNwg7eIkGPxqzvkfpZQ+iJOtkDcA/BGA/zTnPE4nWyf/OYDvBvAOgB/POX+1UEaODOdtg5YT1kYz2YLGrIYfoNGdJ+XrV9JyROUOo/q59kSzFRaPiVgDSdviBQpPtx4UXCevLN12Wo9387qki0X7hRfUNSPifuQ8XiDQbRbZYrWb56fafmZkJQKj/1s34iO/9wgB19XLW2pv3eeRLitflMZrF37g0LKXy4rKswK4LpPHN5MLa/yXxn6JkFpjSJ6Ot/xrPp+7u2WK4P4XISmlrKf9zEqs/aUqr+kMXr30ANGML9ozLGXrfclRZ0avuWWJor3Y6A3iaFDpfBwwLYDRA1l+80M7FmDWgqAFMMyILDDz2oh1iz5+elDb7AE969YgYgFKqS25bbgclhLAc7lWAIv8g3Vbba6P2SdKzx5wWVH7evWy6lMKul75kU9G7WPZqNNZSzcXJR7Q6z5gXyyB+6V7QjXn5Rfl6w5jMJL0IrXMQRrJepxcvxTMukHiSY0jsR3WMeuxnpz1dLEeC3CY/ekHYiSdtYNDyqttdwuEeJ2f15it4G0FT36IR9dPgxK3gyXaz6xdVBbAaL2rSsQmpSy2W+rHTzFyMIrK1IDB4KHrGwVm9it9rsYnuW8sKY0LnYZ9J2rbVfrMCqqRXVbwLJXv6dHl1QYtkUsD7iXm11YXO6To4yChy5HBwlu2RDQj9/Yol0BE21cCiohpRWVZejiPN3j4v24bi8Va4MlBQtefgd4Ti0HqB4L4ZpYFHNputs1qI51Wl+0BruVjUX0kLd+MKwWimjaXdPomvpXGqpPHRL381lKixda5HC6PHyos+aZFGESPFeBZeByUApEXjMRPPJLpEQJrJmrVk/VwX/FvTy4NuHsOAthTrtIj2JxPjr0GlN/8agAgfhBIl8Ms2UvLHRSxHt3BpY7lgBGxCgZPbbMXFLlepbryDpvIbssmBnYAZx42kvxWWQygJXbk+ZPlm7WB1ZI2W0WtY4sUMBHwgIfzekCq01iBv8RAeZxqUOSlM0nvjeUIhJmwWXlKYGoRPn1e0up6tOn/mvFaE3h4bHzDgLsXua0GqAE6rVfnZcbNjms9aGENRotFePaW7Iqcz9rOZgUtfd465raz3mQYBUcrGJTEal99zQpGXnr+bqz+7dWZjz1wt54KLAUCz0fZNiu/db1kL7NHS6e3zMg343TeGl9l+yyxAgmXwYHDIiJcP6+uXjCQQK/t8fbPW75sYY0cWz4kOqy97FpqcSqqs2VXJO33qr2HYjFEzzG8/cBew9REOmu7lO68kkSDt5THAgy2nQej5TBWe1ltWtrF4oGuZTOzx1IfWgMqYrM1fcd1jmzW4g1iT28JtGuktg+9Mq166vpa2z5LTNsD7xL4R+VEvmOV5ZWTUjrzoRQvj+V/nn2WrZ54dmufj3zfymvpiMTzXU8uDXPXohmz1wH6plIEVLViOUINOJSuWRINNM0mSqxe/nsDImIagP9QTwQmbH804NhGrpe37m7NNtgWrcuzyxtgWn+0DurNjiwb20jEzCzR7efViwFHL1taoCvptD5rLd3Ky33JeTSoM6utDR5W22pbZSbHu+wsgsJ11VuarfHm+TuPT++cVYfIV+SaNabbArqWSwnuzBzZCbkzuGFKg64EXjpNbTT3rrcFAXYwq4615XgBqqbsWrt5sPPAFr0eoJXOe/1gsTVrQLNuDQRRUOR8nh0eUEZiAV1N3pzPLiHpOmmQ1m3OSwa1fmvZZgVp7v8o4Hqi36rIaXM++81eq0wP2EU3vw7AI4ZauN9riU8E9tZ49jBoVQIBXFJwB+oiuZcnYn4MOKVO8wazzlMKAF5HW7Zr+61rXho+xzcYLTusbZZt7YvamI+tdrLAwbIjss+75gVKYPm1r3LN2oHDUuODXj35mINejVjbVEt9x4+1ewFV10Ff85bMOIjLsffMimWnRd50HrkB6z2dbL0Yztruy0tV+t6b9WwE6/QkAuloTEfnGMeisRjJpQH3kqN7g1SEt1Xx+0dqBlzNtRomzelrdHvBqCY4WOzIcgqLKZaYceR8ugwLhK2n+Sw9XpAt9YFV3wicta3eS+NqgjmLx6jl2Ap2pcDh6bEA0BoXOr0FtDqvBbCcP7LR6gsPmHRa3f/8CgmdTn+e0iNdIvKufukTbgO9JOMFrRJj5vaO0llj0yJvVjuVfKAklwbcAX+66p2L3iLHoG5F2NKg80DMY9JWfXSHtGG0tWx9VfEGSaluEUvhQV7aQmrZE6X3wIZ3TdS2kQYSBjddD53WeqdLyWbWpY+jwFCynfVwfr5nZT3haM2a2Fd5DHnXrXrq+ul6crt4TwJzuVxHva+fGTqz8ZzffUEgv4FR62P7JK8sG5VmSnytJr3XtpY+3TaRXBpw9xrIOs+DMkoH1N+UqNHhDeYoWFgA2gaAPKf3HKfU8RbD8vLzIMzZvkknaSKwsfTpevHvktTU07PBm+14uktl1bR7lLdtOqufPP/1yAX7ltUO0bj0QEuYOD/1ymxcfAmwwd3zfb5uva7Es1Gue33NJEWeWNcBRAhF1GYe2ePyJGiklMwPxkR2luRSgrvnhPLf2x3DHc9SC6oW6PEAsWyMBpLWy8ceeHu/+ZFzrqPWZZ23mFEkVrtaLFbXyyvfqr9lryfR8odVnlUXXTYzuxrCUGKtVhtbeb38lj5LvDqUbBbdEUOP/JjTWnXR4KftlI/Uy7H12gvuA+9Yp5Ux4T2AyPW2juU/78Tj/tRlW+cYCyLf5jSl3VsRvrFcGnAHbMDk89Y5OY7Al/VGgMppdDpPX6lMlgiY9bEFYp7DssNZoFUD5Dq/9Zi8xXQ8p+O0PAA8J/Z0aZYT7Y33gp+2g+2rDTCezpqBbEkEzFq3lU8H2VJQ8nyAAVjrsACfWapXluTTu1Wk/2azmVn3KODwf8tG8VmP9Vr26t1Eup7av/Ravg4oFihru6xAYuGU90CWPidlAqj6/sSlAndPuPP0OT5f0lFb1io6LKdnwK3JGzmixQS9NtG/27BJaxBbg6sE7Fo/M6+2/WEBjzfAuY5WPa2gGR2XbGJpE+gt+6zydH9b7VGj1wMnrYfXxi2wqmX0HGQF1LV+fnmdpVvXuTTeuV5WQNB6dXBk4mG1XUQo2E5tg/WOI6v9tQ45J+04GAwaclOSSwnuHuDo/5KOr1t6VmVkVv4S42fbLPZpOVjEXiy9nJdt4t8RG9bpZJCxWPZYa5eWfoudROLpZJCJgoqc9/qvVH4UlHnwtfGvqC+stFq8IMzptf7Ij3Q9NatmkOc17FqQl7T8rQQrjW5Tfl21fH/Bspvr47Ud+wCPC6v9dHreDrXC2AAAIABJREFUh8/9yNspte28r94KHLos0clfN8s5Yzweh/m1XCpwZ0YSAXaNeI3HjuAFkhrdbewp6fJYeEmsSK+vlcqNBoXVHxGDYbZSC4BREC6VG7W/NWBlkHllWvW1zl+UeP7XlpRYgSzS4REFDmy17WuBpQ4e3AfAcsCXm5dS5mJx8uW0wWDQgN10Oj1jux4zvMRiiZz3vh6l0zFI63332o9EODDJco71cJYc68Ch28Xqn+hFiSyXCtw9hqSPrWs8+FkXX/d0WudKzh3Z6wUnTl8ziNuk49/a+b0gUOM0NWxZ8usBUwtSUR1rdFgBmweex3b171LQ8vK2Bf2IBdcAc03gtmzlvtH9NZ/Pz+yh5++2erOaqI2iwK0DLX/tTADfqrcwemtcR+NWgkC/31+6h6Pv41jr8CLaj6x+4k/i6YCkZyZah/WQFm/XtAhKJNUvDkspdVNKf5RS+j9Pj59LKf2rlNJLKaVfSSkNTs8PT49fOr3+gUr9S8fRYImYDXeENBzrtsotMcI2TKqW/Ud1KNlmpWN7o0Bl3Sz1bNCsoXY2oAGh1HZRmrazGYtFeiycf3vnGAgvSqK+qznH1yOgicrV7aX7TK+/C3uN7I7s9dixfPpSgojYLeA9m80wHo8bkJRrMrYt3+XyLHBmf7ZuTMu56XSK4+PjM8syXDavq8s9BrFXl9Xr9TAcDs88ByD1s+oUtSVLm7dC/gxOPowt8j8A+Mc5528F8AjAT52e/ykAj07P/+PTdEWJWJCOgjxwNYCwSFpmpVZw8GYC1nVmwnzOG5iWs3ttUQJmS2cEYHzdAkwOGFbwaROMSgHpIkGS61wKeFFfe/ZpxusBplcvbvMIvNlntf4aYf0alK3rUZ9a6+X8KL9OXyIbHEA0g7b2eQNY+ij7cDjEaDTCaDRqyur3++j3++j1emfK9h5sEnv0Uo8Arg4cXrvo8SFlSICS+km50v5ST9Ej9kqg4f7Xwctq19KbaqvAPaX0DIB/H8A/PT1OAP46gF87TfIZAD96+vuTp8c4vf6JVOGVusFLA98DLU+saV1pcHl5vfJq2bZ3zdPH+SwwkuPovfPiQN5anlW3Ehix8+m0UYCrrXsbMNP5vDQRoFmBs3Q98gdLmKR4utvo1Omt4KqDUYnFWwFI+xX7pAZOFsvHdHCUc4vFogFvWRbRyxG67F6v1/xplstALHbqczrAiX69fj4YDBpg7/f7S3XV4M2kkoFe77UX22ezGabTKXLOTSBK6WQ7qNRZt9N8Pl/aVSS6db1q/KN2zf1/AvDfANg6Pb4J4HHOWSy4B+Du6e+7AF49NXSWUto9Tf+WVphSegHAC1yQBV4Mup7jsB4PmKNZgmVHKb0309DHXC/dYRHYlTqxFARrd6joweAxe203l++ljyQKGCLejaiSTouds/2ltrfKtepvkQdPT1vQrpUomEq5sqbLSwvsvxwsNdCy8DjherKfW8xZ2y6AyWVpVizgt1gs0O/3G0C1bm6KDfLREg54Vltp0Bbw9W6gegRIs3FdX22v3usv5da8pbLWh4rgnlL6DwA8zDm/mFL6a1VaKyTn/GkAnz4tI5/+PzNQ+O6zNxiZRTHYeANcp7EkKrMUKDRI8VOlpYAQiWWTlT96yEfn0YO41C48gKOBb0nUjxrYa4CXbfQCtejTv/XNOCtNTXlsZ5ugEelfNQBw4BJ9Ak4i0RPO2g7RY/msBmAvMER6tXh69DKNXiqZTqdNH2oQlXzaxzRhGQwG6HQ6mEwmzU6cbreL6XTaAC0HAX5qVgKMXLPs123O7TCZTM4wfG23CI9Ji2SUpIa5fz+A/zCl9CMARgCuAfh5ADsppd4pe38GwP3T9PcBPAvgXkqpB2AbwNsV5ZjsrzRYOTLysaRtw9BqgZ/zRmDtvXDIisTW7MWyxyqvxKA9GyO2XlNerZQARa57T8bWBtrSjIZ1a7BjhhYNrtL9nlqx7LcCbiSRHbyEoN/9Inkt//SCOXD2xqQGUr5ZybMAq95MFvhYlm402MrShuTn9tPLNhrsZX09pZM1e9YrjF10chlManQb6UDEfqyXYTgQWe3P7WrZ4ElxzT3n/N/mnJ/JOX8AwI8D+J2c838C4HMA/tZpsk8B+I3T3589Pcbp9d/JFd5pObF2bt0QHkC1YRDa0WvtaSNWfgs8dd3alM3214Az5/XKL90w817PehEizl/LqrWdJSKg0+odIQxgrKtmMJWYailQs33edX0tanvP1/R/D0w8sfoeOHtjj/uEATwiUhIYBMg1+Ol1eQF1AWUBVd7CqFn/fD7HZDJprvHa93w+x3g8bpi91dYeHmkbdNmW71l9EL2nSdqd73GU+us8+9z/AYBfTin99wD+CMAvnp7/RQD/PKX0EoB3cBIQWokG9WjQeUzF02mVUaOzRo9VLg8+rpfO6w1+D2QtW73I7g3iEjBweVyvVUE9Crye3lJZug+4Pyx2ZAVFYPmVr7pf+Jznm5EdNfUX4R1e+v0sFiBG5bBey3/YJq4755Xzs9nMZOVeW2l9VhtadZAlDp4NMPDpNW7ZnSI26rV8KWs8Hp+ZbUiaUjtaa/ASQFi4TS1c8OqvQV3fCI7arNF7kaxrVUkpZX6fRUWepeMS0OnzteCny6phkSxe8KkZ3NpWL7B5dWbR0d5bRvDqpweOdk7OV8sm2ojlC15AjPrVYuFsv3ed01jAbU3N9XnPPq88Lld8QN9/ivrAEsvvLB2Rnogg6aCor52HBOhyrNmklGstB3U6HYxGIywWC4zH46Vgo580tdrCuhGq8+q24PsZcswPfoloG3U7cb3knpAOIlZbTqfTF3PO32u126V5QrXErGuAzMsT5bUc2WPSf5FiMR+uj8e2rLbU6fmaN3vQTsr5uQ09oG0jnC/yCc7nCYNiTdkeEOtrbGcpyEXMNAJT3faWXVa7l8ZLyQ888erIQb+N/5WEZw38dCjvtsk5NzdK9RKMZuR637xuL97yqfuZ21untWY0vGav28cat5bf61cecFtbMwyWSwPuHPX5mpaIeVsDtKTPklpg4bKiPBE4efkte7ljvbpqp62dMViOzbayfi+I1tazNo3HWDmvbgvr6WQGwFr/8vpO67EAIRLLRzzxgrvOu0pQ9cr2xldNH/GecLZNs/rI91k3vx4BWJ4h6ZeMiY5+v4/pdHrmpmhKqXnvi9eWelcVz0Y0e9d6dVprrHI7ejgFLL+CgMdwqa8vDbiLcJS1HMwb1DXMrJZtsE0lhuWV57GYKK/W4TG3Un1rmJiVx5rmeqASMXmrLiVbPEboOX8bfV75Nb5U0/dWmqiPPMBkPRYgWtfYlpKtJSm1F+vgHR0Wm41eA6KPIxIEYAngvZu5uj2n0+kSwZFtkIIzmgCxXfL0qrahRAa0MOuWMSb2if08a5D20v0Q+bEllwbcPZZbO2AixyiBUUnapOX0pQGuO67mISKPTbGDWU6h01t2es5Wy8w9sQbDqrpq89Ywm5rgaJ33dHhEQc6XdkR49vFMQ5dhBSHL9lUYfQ3xkXSWn3K9NMPVIBeJx5b1Ob1LRtJoRi6MndfLrSUdbSuTQW0Tl6d1aDKit6Cy3VE/Wfe4rCARyaUBdy0RIywBp+UEHpjxucieGpZoOUL0sIgXpEqgwzbxf9ZRM4D0W+msh0Ii8divvlbL5j2wYkePbGFgtwJ/9IBXRB6iNFa9ViUU2t4ae0pSC9S6bJ23baDUtmuixnvjeQxb++/5v0U49DjjB550GimTfdzyl5q+8wKbbgfvQUw+ttrM6/uafmzz4rD3VCzgld9twNHK7+WtAdFIRyQ1QGTl0eWV7GPQK7ECqxz9Z9lt6eA+YT0WsFvno9+rihcsdAC0+rNNH1tl1PSZ5xNR2dbMNSqr5HdRnprxFOn12toL9B5rjWzwfEiDtX4dQZRH/lttzPVissN4ZQVDD6Cj8cB14tmO/vuGZ+4iOvrLsZfWk4jBR4zYYpMlmz1HtYChTR0slsFMg+33hN8UaG3b8mzw7OHr+pq3lc+TyH4GVCsYe4GqBCK1tkW+0NZPa4mGpTvS6QWyEtOuFYtFs92abOhdJN72Se6/KBjrNLJ1MOfcPObP6dsuBckxt1lEGvSN2+iGvncjVpen20lvjywBO3CJmLuIN0j5mudIEdP3GIXos0DSYqlWOVF0tlgtl6mPSyzKAy9tX3Rd73svAaGn17PNq7t+Z3cJXHlQeGxJ21JiR7VSyiNBUB9beUrBfhWWzOzRyxOBv3WtlD7yN+tY/qyb8Tqdt1WQbSsFM63D2jZopeM0bLf3hGqUh8sBlvfhW2NP+7pVP/lYCbeXfmukJ5eSuQP2GrZ3rH97jMS6ptOw/hqmxRGd81sAWvuCLcs+XbZlXw1L9B5fLuWtAaNSgLMGjqWrLSBbZUZ283qvFRAjlm/1R+lcCexLdY7IDJ/nfm0zjhhYoyDCYl23GK4eL5rFA2efzGX27o0xXZ5VZ9HNpIH1WjtZeKx7vpFzbt5Zo8c6g72ksx5MYvvl9QrWQ54lgL804M6OFIGXld4TT080eLmBS7pLQSFinpGUmL7VHqV2A7D0TUcr8FksqwbQuExxSHkQSu9OiILFqv0q+UsgY7VVCehKtkbgrXWvGriiIOORnNKYKhGEqB/a1qWGdFk3W70AWUP0SkHeS6ttFLv0k69W2/AMQ9eBt4nKbwvY9bXS+CrJpVuWYeEOrgVFT4838GuCSU15tfpLg4edwgKjqE46DZcbvYKAB1wJjL1yRfjzYpb9Vr6aMqw2YKbWpt1LrN8LDJZYoOHVr0afZWsE1ucBhhpb2gK75UcM8JohrzLOLbC0/jwd1kxBn2NGL6Jf6CUkRs7rNKxL9Fv11ef0i/T0zPsb5oYqMw75bUWwkuNGzDtihl5Q8Aafts26cRKx4ogpiD4BYitN5NgWm9HpLGbkMVluTw1wnv3yNRupR6fTaV7epOvFTF4zHm2vNdCsOvKUW855TF3XQx/XMPZIZBDq9DU+wGV77eyx8ahvvPyla5EvlcSrN4O4nNfvUuG0+kZoafxGAM5iPbzEfqbttF4FrWccctNT6xA/5zdWan9nmz2/1TOIkh9eGnDnDtXn9f+IEXmAKsdelNZpWLcXYLRYDx9ZNrBuT5cF6qwzChIeyFvn2d6IXUb1EGft9XrY3t7GjRs3GieXr88cHx83oC8fPR6Px5jP59jf3zffqOeV79kkA4ZB37oJ2uv1ll4rG4leiy0BnQWyHtOOWGotCGuCoUHISl/L6C2yVSPeOLbsturPduu1+NqdLl7Z+jwHcsYDDbzaRg/kWbfYrMuQ1wHzJ/Q4LxMpDm6Wj1tyacCdGz1KI78tgLGcXuf1WHhUFh/rjraCT1uWI53H7xjnNCW7OH3UHl4e/btNWwlY7uzsYDAY4OjoCN1uF6PRqAF30Sfv45bB0+/3sbGxgf39/SUmwwxpVeFBq0U+1GDt7ODBxTeDS77qtWFNgGBd2nbLr1m/DmirtJ0F0p4dNfbItVJaK58GSz3mGGS1Xov9c5ke0HPZmnVbZM97dUFK775jXtIBy+v22kesm6by8j6Z/Xr2WnJpwF2EOyRiPx5ziwCwLfDqcj1njlhRNJB5ygfEn6urCYBat7bPGlSRc5SYOl/rdDq4efMmRqMRdnd3m0+VWe/+kHX4Xq/XfDBhOp2eeeNfG4kYsG5THTwmk0nz6TX+niXrjgKd1x9RkL4I8caK5aclRquvMbBpHXys/XeVscXlltiwl8cLRJ6OCBN4nEkQkWuWPoutCzCLjfrDIqLTq4fkl/86INTscQcuIbh70yVgNXDTv2udzxvg0SDmNCUwBJaXYCRPDUNfZeZhlW/lWZXljUYj3Lx5E0dHR9jY2ACAJYAX59avXRXHlTS9Xu/Mi5pqy/cCa8TYxEY55wGIt1wUsXZdPpfN9q4KiiUfKwGkJ974Yx01/sLj0NJlBadaAhWNy1K5lljjrkTe9JjXTF+f55mUdS/NInt6bV1mmZadllw6cAfKSxyeM3B6a9pVYiIieqrF/70Or9nDzoCjdbUFVy8ArsoWvUFiDWh9rt/v48aNGxgMBg0TB7C03KFZSq934nZHR0fNmvva2lqzLl+yv1QfD8it/rYGWSmQlvxTrkV+U7LfIic1omdqHgsulcV2RoRD3wTlsnT9rYd8PEYdBUVJ77Wp139WGV4+DjrcJgzafL7b7TZ73UWP/nwkb43UbJzrJXl6vV6zhVneinkhu2VSSl8DsAdgDmCWc/7elNINAL8C4AMAvgbgx3LOj9KJdT8P4EcAHAL4iZzzH9aUo8Vi6RYb0em1A1gd7A1Ur7PlvwfGtXXQOmsD1yrCbeClsZiu1calslI6uVm6vb2NnZ2dZm1QM/Xj42PMZjPs7e2h0+lgMBg0jH6xWJx517Zlk1e+2CuDjM/znmQr+HsM1RNmZ6s8lGbpjIKElc7rY+7fWvs8APfOWde5zaOxWsOerTRar/iadRPWC9B6rJd8XqdjPBD/1e2mCQzvBIvwTH8QB3iXWPZ6vWasTKfTpftU1hhmabPP/d/NOX9XfveTTj8L4Ldzzh8G8NunxwDwwwA+fPr3AoBfqFHuRfOIhenz3gCOhPPpaRHvXdV7TblsT7fYyaDOd7q9KZklYptng9XhzMz4z7LbymvZPBqNsL29jbW1tYZZpPTuuvr6+jp2dnZw69YtrK+vYzAYYG1tDZubm83OGbnhatnjObE+b22BtPJ67apZU01g5X7ivrbK8357+r1zNaAoPmZ9hMLSEZGWkj/x2JDrmll6RCyqh6WXxdr7zcHeKpPBVtsYkS8PkyzA5qdPGU880fZz/8kY4Q+Be3KeZZlPAvhrp78/A+D/xclHsz8J4JfyScm/n1LaSSk9nXN+PVLW1vlrgkEbYQAElm++rarTchbdwbwfuoZp6QATsaISKHrMSqf1jsUBNzY2MBqN0Ov1mn2+4sij0aipX6/Xw3A4BPDug03Hx8c4PDxs3jkj+fmLORaIejbqdpBAI+k88EopYTAYYD6fNx981no4vTfoS+0a2cr1YwZu2aD/W/o8qfVnr80Y0OScF6BXKctrd9bNy6cC9rr9rFcIc114nDK757w6PX8tyUoDoAFsvZQlM4+U0tK2XL03XpOJlE5my91ut3h/qpa5ZwD/T0rpxZTSC6fn3qcA+wGA953+vgvgVZX33um5JUkpvZBS+oOU0h/UGLCKw9TqsJiz9d6HNvZoXREj0qypFtit36zXAnGdL2JrJZE1xX6/j7W1NfT7/WZngPyWcvQNVB0sxaGHw2EDqB7j4rp5Eg1Ir66l67XsP9IR2W/1gwVinq4aRs/+bV2LpHYMcF2iMmvE8lPLFh6rDLTaBqu9rLxenS17OBhov5ff/Ppe3Rb8nEw0W5H0NWO3lrn/Oznn+yml2wB+K6X0p1ThnFJqhRI5508D+PSpwUt5PafRUtpvbJ0rgaHotRh2rTCLYHCyInwbQIjYhM7D5deUF80CRDqdDm7fvo0bN27g8ePHS+AuaefzebOOLkyDX4MqLH1jYwPz+bxhI5PJBOPxuBpQSjeVIqDU7eSxoBJoShm6PF0us2yd1zrv1cGzJfLpmvxR+aVA5olmppYvWn6p+8m65tVNznl9YYF1aTbE56L6chqdzvreK9un7zXpsnX7CdbJDLfTOfkIiWxM8KQK3HPO90//P0wp/TqAvwrgjXS63JJSehrAw9Pk9wE8q7I/c3oulFXAOAJ0L4qzHpkq6SlRzjlc06oNEt51dsbSALPqXAI/zSIiYI/Kt4JRzif7w1NKeOqpp7C1tYXJZILDw8Mm7ZMnT3B8fLzE5uVhpvl83izhiPNfu3YNt2/fxmQywSuvvIK9vb2wjto+BkmLNTLQWm2ry7PA0Wr7tmDpXffyeHavKqyvVmct0/b8zPJfbUONfstPS+vO1li0gollf20g5WAudsk53h9vBYOo//XuGk2MdDmeFME9pbQBoJNz3jv9/e8B+EcAPgvgUwB+7vT/b5xm+SyAv59S+mUAHwOwmwvr7VKRgh1m+gjwIsYm6XmXRgSeEQgyqHJZFsi0GWCeTaV00cCJ2i1y/N3dXayvr2N7exsHBwcN2Mva+/b2Nq5du7bE5gXMF4tFw5JzzhiNRtjY2MB4PMbe3t6ZfbylwaivW08r6rpyHwkrsupb09Y1wFLLyiMd/JsDfhsp+QaPq9LMRdJY7zrRINTpdJob57L9tbbNvXR6mYODtv7PN9yj2YKlT/uJZ6/XliVs4GCl62UFQr21uLSMW8Pc3wfg108N7AH433LO/1dK6fMAfjWl9FMAXgHwY6fpfxMn2yBfwslWyJ+sKGOpEvrYumZ1ZK1+rStiYFHH8cDSupg5WrKKzW3zSd4S0/fyeU4PLA+qr33tawCAtbU1DIdD9Ho99Hq95qEkmUoC767Vp3SyzWsymWBvbw/7+/s4ODhYetdLTZ2sYKsHlDXooz4Hlt8ho/VFeSMQrJ0ZtZGaAGalrymrhlGndHKvZG1tDePxuNnSOhgMzvSNBPTRaIQPf/jD2N7exquvvoqvfOUrGI/HtVU2xeoPb1aifZp9o4Q5bWYXAKpu5DNmsF/rnTEyfqQ9JQgcHR2F9hTBPef8VQDfaZx/G8AnjPMZwE+X9DplLf23rjNoWgzPuiYNxrqi8iJgLc0KojQ1ejyHKg26NoHPcrzIGeV/r9fDnTt3cOPGDdy/fx8HBwdLu14Gg0HzXwBe29zr9bC5uYnFYoG333672f8+Go2a5RyL5VgDhmdA1sAtzZByzmdYky7X+s3tou2qAfMoQMn1KMDq357PRzZ6NnkzBEmbUsLm5ibu3j3ZI7G7u9sA+M7OjjkbEj2TyQSbm5v4xCc+gZs3b+LFF1/EwcHBSgFOi8WqvbHAbWadt4hBSXS/cxta/efZYe3R55fb1RK2S/mEqiUlMPYGADeu58ie8ICtmdLJf4vhRQ5nOWi0ds8SBUUrT4lx6jyawQwGA9y9exdPP/00vv71r+PBgwc4Pj5u7l0AaBi63t8rIk+iAmhuEI1GI6yvr2N/fx+DwWBpj7PVbjpgM+uRYw0ypQDu+ZY12KPA64nFCL3jWqnNEwUSDkaRzuFwiNFohKeeegrXr19vHrCZz+c4OjpqnmGQWZt+GZ74wu7uLp599ln84A/+IObzOV588cUiA20jum8sf9fnPcJWIgIeuWT/kHR6Dd56dTH7r1yTtpW2k2vRMwxaLi24WwzCi6o1DFQDRG3k04DGZTOY6N8Wa/EYnXQccJY1euxPl1XDTCMgqg1yWjY2NjAYDHDt2jU8//zzGI1GeOeddxoGP5vNGlDn76YuFgs8evQIm5ubuHnzJiaTCfr9Pm7evInr169ja2sLd+/exWw2a14LPJ/PMZlMmtcVTKfTM29x1G1h1ScauHoQ6oCac25sl0HmkQirbbkMJgQWM7byR+WcJz/ba4GMSL/fb0B9NBo15+QBtsPDQ+zv76PT6WA4HGIwGCwFWanveDzGn/7pn+L555/HJz/5SQyHQ/ze7/0ejo6OzrQtj7WojlZ71Jzjccn6vWNPeExa2FDzckAWnUfvgY/k0oC7NaXR1/R/6zxHTg+8IqCNRB4RtoKEtkGWGOSJTQ300ilWkJlMJg1oSWT22qEmSFnOGDFOj+FaeeRlWxsbG7hz5w7m8zmGwyHeeecddDqd5m2Lsk1S2uHo6AhPnjzBbDZr3uG+vr6Op556ChsbG1hfX8doNFpqZ72tTsB+Op1ifX0di8UCX/jCF/DgwQP35prUIaqjpJHtmQzwuv0ZGLwyrb7gY4uAWP0V9Zno8c5H/cmgZvW1lL+zs4Pbt283y2zHx8cYDofY3NwEAEynUzx69Kh5O+j6+noT2HV/yt+9e/ewubmJH/qhH8Lh4SG+8IUv4ODgwH1wsIaIyf/Iz612iIJkifzUEEtdhgfs/I4a6/sBGhOsG9gslwbcgTgqWhHWmh5xHklbcvrInhJDls4Qx/7IRz6CZ555plmaEOCYTCZLSxdi43Q6xfHxcfN3//59PHz4cGnvtcVYatl6qa4RG7LSzmYzTKdTTCYTvPPOO3jjjTewu7vbgPrW1hZyPtkJI1shU0rY29tDSgnb29sYjUaYz+e4ceNG81oC4Ow3KvWTfL1er3lF77d927dhe3sbg8EAn/vc57C/v9/YFzFXiwXKf3kf/ZMnTzCZTAD4OzI8Fl9iXm1nSaLT89mony2C4zHiaEbS7XZx+/bt5qnIlBIODw/x+PFj3Lx5s3kHymQyQc4Za2trzf0WWZ7R7yWXm7BvvPEG3v/+9+P7v//7MR6P8aUvfQmTycQFeKuuVjBiUOYgyXo1A+b7BR4Z9PokOma2LXbyU6jaXiatus7Rx22ASwTuFpuxOsNjKVaUrWl8S7hjvWgrjd/tdrG9vY1nn30W3/7t344bN24AeHdAy/YvuevNDx/0+/1m98Fbb72F2WyGa9euYTweN6Blsboa8dJFMyVdN4ttDIdDdLtdfPnLX8bLL7+Mvb09zGYzDAaDBgTkxmi/31/aPZNzbsBgPB5ja2urAQJts9WP8jcajbCzs4PDw8Nmvf7g4KBJK23u2e+982SxWODg4GBpR4KsK5favwbsI9+M0peYuFxjILCYvdbtBRwNXCml5mMq0+m0eThtNBrh6OgIDx48wPXr1xv/3dzcxHQ6XZq1MsuU2dl0OsWf/dmf4dq1a/jQhz6EP//zP28AK7qx7dXJajfdHrzsZjH3iBwwyFoBpsT0+R6RrqvV39EL9UoYcGnAXaTEJjwHjypay5q4cb0BLNeFkdy4cQPPP/88nnnmmWYXiKwZ6zceSqAQh5flF0n7xhtv4LXXXsNiscDt27exv7+Po6Ojld9x481mSs5oDUp+EOStt97C7u4u9vb2mne5y1przhkbGxuNDuDdp/Vyzg1gyoNNMsPR5VjMS/5LQHj/e9UeAAAgAElEQVTzzTebG7nMirw2sAaq5M05N8zRAwiPAVrkpCQe6Nb0kdVGlh6vnJKNDIoSjMXnh8Mhbt68icePH+Pg4ACz2Qxra2vNE8f6kXtZWtNBUo7n8zneeecdACfbaTlIR8TOqmtE+LhsT7yyvb7x2pP9lsvQ1y1MK62pl/Ds0oC7x2Q8iQC97XldnndzU6fTL8N65pln8F3f9V24c+dOwwrk8fvxeNy8N0XvHBAGLzcKx+MxHj58iFdeeQXz+Rzvf//78fTTT+PRo0d48803myUCXQdvUJfqyuxR0vJ5/cciT5rKGx9Fjo+PcXBwsLSUMhwOzzwF3O12MRwOm+UY6xFtBlf5Gw6HuHXrFlJKePToEQ4PD8+0DwdDa+Bo/boMfvMng3apvT0G7V33bPJ0i5TGB9vM9Szp0PZMJhPs7u42N1Klb2VLKwC89dZb2NnZwe7uLgAsPYXMNmgGLWUMBgPcuXMHjx49WrKDX50b2eox6ijwWmyc+0hjg/ZFq3xvTHlty7qsekREJ5JLA+6Rs1tpLQdty2wlv264iCVLNJWbps899xy++7u/Gzs7O01eDe4556XlBmaywobeeOMN3Lt3D91uF9evX8f169exWCwwGAwwGAwa8PIcIqpb2zbQNoqdemeKsLhHjx7h7t272NraatIdHR019ZZBORgMmmWcyWSC4+Nj9Hq95mZrCeyYYW9ubmJ7extHR0fY3d3F48ePl8Cd613D8Did1/eR1Aw2tjEiMxEQedfblhuNHX1Nbn7LrFT+UjpZssk5Y3t7G9evX8c777zT7Jba2Nho7rno9w/pV/WORqPmqeWbN282398Vm0okhm3VEtXT8ztJE/kDB9mafohmFJYOHUik3fjp7VK5lwbcWSzWyC/1As5+qo51RFHbmmKXZg+dTgc7Ozv41m/9VnzkIx9pPiknHSGgLcDO01FZshHW/vbbb+P+/ZNX73zLt3wLNjY2mq8RiQ4NdLUDuja663bQzArA0l5znU5ulI7H4wakR6MRhsOhuUVR553P5w1z1+/JkPJ0/fihM3nSUW7kvvzyy3j55ZeX3ipZeiTbA/iIcXEf1vqSJ16/1M4SIlDw6huls4DMCjb9fr/5+IoAuCypTadTvP7669je3kbOJ8tbcmNdf3Ci0+k0e+FFjo+Psb+/j42NDdy4cQOvv/66GciiekTkkImCl0eXZenR1wVwNfZYPmQxcUu3NSvTdutXOZTaQuRSgXvE4nQafd56KRDrZB26LH3Nc2wAjSM/9dRT+J7v+R7cvXu3eT+5ft+DdLywUr3OLHqFqTx69AgPHjxAp9PB008/3WwFfPToUfPJOl1Gqe1K7LMkDOz8oIQEr+PjY1y7dq2ZpvOsxbJJ2k+2yFm7BqI6yGxod3cXT548wZe//GV86UtfwuHhYaM/Al79vxYQa1mZNf33yrF8zfPvUoC2ymnD6D1Cw8xS+nd9fR2dTgePHz9GSievIBD/TOnk4bbNzU1cu3atmXVq8nVwcNAECdkdBZystY9GI+zv72M4HDbl6o+/aB+rBWlOYwV2r++storWwK11/GimGNnO1zxc+4YBdy9ycaPUslFLlxyXWJOlQx60+c7v/E4899xzzXSUgT2l1Ozt1WCjI+5sNsPh4SHeeustHB8f4/r16w3oaVuE4VttFDk416UEPtYMyXsCLueMR48e4Stf+Upzb0DfePWcXK7rb6xqBuKxJQ0M+/v7ePDgQXMvQh58YX26XH0s9wpq/Mpqawt4uR5WOquMKAjpMrW09f22Y8dikZJPblxfu3YNBwcHzbMG8n6ZnHPzjn/90RPZNdPtdjEajZrZ1WQyOXN/S56X6Ha7Ddu32qI2SFvtUXPOmrVIWk3QvHSRbRHZ1H5UwqkauTTgrrenlaYcPKC1eA1cE6Ut5pfzyQ3A973vffi+7/s+fPCDH1z6UK3s+9Wv5dR69U1UAc2Dg4MGpDY3N7G1tdVsl5S94CmlMzcLvXpF5yIQ8QIEsyNmc9PpFA8fPmzeC3L9+nVsbGw0U3RdZlSWtewjbSR/h4eHeOedd/Dw4cOlNX09+Fm/BWLyOcB33nmn2b1h3XiNBqXHsi02GdVddFkDupTXq6PV1xZYW23jsUBtw97eHv74j/8YW1tbzS6nlBKePHmC+XzeLMF0Oh0cHR01u150ubJMKXWXp1jlff7Xrl3DBz7wASwWC7z22mtL7/X3bnSX6hDVidvMAnGrLODsUp3ObwnPVFm0DRbZ0fZrIhXtdb8U4J7Sux+DtSKiFq/SUTopA4gfStH5pPM6nQ7u3LmDj3/84/joRz+KXq/XfKxWts11Op1md4w8kSm6ZI1dnHM2m+HNN9/EW2+9hevXr+ODH/wg9vb2mrXKvb295tWo0+kUo9EIe3t74ZN7Xnt5sxD+rYOTxdgt4FwsFtjf38cXv/jFZjouD68Mh8OmHfSbIfmJXQ3uwubk3fDyqoGDg4PmoRcpXwOEVT+dVuzVD9HIS80mk0nztK0XHLxZAbefJxE411y3yvOCtuXP8rsEfDUs8fDwEMfHx01/r6+vY319vdn3vr6+3oC+bnsJ2NIP+oE0vUSX0slLyT760Y/i/e9/P15//XU8ePAAh4eHDYnS9effNeIFP4vMRGXoLc1emlqsiuxpO761XApwzzk3j96LcAWtPJ4urUODAH+QQ6ez9KR08tj1xz/+cXzkIx9pXmglDspfIDo8PMSjR4+wt7eHtbW15uk9YSfT6RT7+/vNY/of+tCHcOPGjWb7oNyU3Nvba/aPy4crrDq3nZZaMxf5k9mIx0Kt2Y70m9RLMwqtW9rLemRaM1cJgtY7dmTmA+BMGmZFVgA7Ojpq2P5icfLiMus+BjO5WkbIOiKSUvK96HzpGqertd3qXyuwzefzhlE/fvwYo9GoWYKRG+s6z2KxaF7rrB8s29raasaHTp9zRr/fx927d3H79m0899xzePPNN/H2229jd3e3eQul5LHuudUGshpcsY75nNRB44s1MyuJR9xWDWaXAtyBsw8a6QbRDcWVFfFAXRzAYnoeO5N8W1tbeP7557G5uYk/+ZM/aVifgKGASr/fx9bWFnZ2dvDyyy/j4cOHDYuV9UPZAy7vVrl16xZu3rzZ7AUXAJPH+uVRbvkfMblVhPXJ+j5PNa129RiJBoDI1pKj6wGiz3FgZj/gWRnrse6PWHosW72g5PmUV09rVlASi1VG+b2+q2GB3A4WQOkNAXK/SO8M06/dkCUXAX1ZDpMAKDMxsVdme/pBKdlFMx6Pce/ePTx48KC5Ocs7rtqKbkvum5rAK6REzz40q9f3oJg4eWBundNpax/KvDTgDrSPqLpD+LfXSHzOexQ9pYRbt25he3sbL730Er7+9a9jMBhgY2MDo9GoeTFYp9PBrVu38B3f8R24c+cOPvShD+HFF1/EgwcPmrfkybRUlmhSSrh+/XrzcQr5Px6Pm7cqytq8t/5d254lgNGDti1DbWODtDWXZYFOBJi6DnzNYjlyXj9EZvV1ifVZ12tmj55YNtayuzYsrg0BsNo98iEB442NDQyHw+Y+iYC96JMxA2BpBifLl9I/side95PMCDY3N7G5uYnRaITRaISvfvWrODo6OhOAtO1R/0TB3Mq7ygxOdGng573qXEZNWbV2XCpwtxiZN0200uu9p14wiBi/PidPQr722mt49dVXAQBbW1tLT1Z2u13cuXMHH/vYx/Dss89ib28P9+7dw8HBQbPVS7+KQEB8NBphc3NzyaaDg4PmxWHyYI7sULBYRdtpntd2lniA4AEn57VYdo3O0jXeXRExK5230+lga2sL+/v7TXC1mL0nmo2JXRFwWDMMtrcGmLk+WnhXkgdIq4CSttULfHKPZG9vDzdu3MDOzk4zq+WH4HRg1eRLL9/xe1+kLAH9tbU1AGjeRLmxsYGvfOUrzbZMEQtDSgGbpba9rD3nuq/Zb3Se0iwzsqm2T6vAPaW0A+CfAvgOABnAfwbg3wD4FQAfAPA1AD+Wc36UTqz7eZx8au8QwE/knP+wVIYFxvp/VCFpFFmX9aKiB04WCN66dQuz2Qz379/H4f/f3rXGVnZV52/ZHl9fv8b22Mx4wrhMQogIEQ4RCFArQE0LBCGiSggFITVJqSL1gWj7oyRFqtR/0FZVU7UCorYIqrRAKZQoaovaFCT+kDZhkkkywzQzwwTHjxmP3zMeX/vauz/uWWfWXbP24zgz8bV1lnR17z1nn73Xfn3r2/vsvfbqKg4dOoSRkZEc2CuVCm655RaMj4+jUqng+PHjOHv2LObm5nJGA1yd7pAvlJjpcCXzUj8A+YtEae1D+UkR2QhjEusUvnqSOlkdjP+nsGarTjguXb9WB9MrcDY3N7G8vJyPHqzNcDGA0CO8mFGzykd2YKlvyghLpsN5jI1wdD5Cbcmnry5rCUo83cjlKncc63StzW0+1q2NiHzOucac/NjYGCqVCk6ePIm5uTnzPY3MW0q71ZJaVtqQ84eNHb/r8Y0WrP++dC1D4pNU5v4ogP9wzn2ciDoBdAP4IwBPOee+QEQPA3gYwOcA3APg1uzzbgBfyr6TJRW4dEOyCpHvxdihrKiOjg4cOHAA58+fx/Lycr55iYebIyMjuO222/C2t70NV65cwbFjx3DmzJmmpVtSmH1wWnJzB8+v8ws/XupXq9Vyl6m+0YivTKw8pgJ7LD4JtPo7poMv3lDHk/rrNHS96Q4mgZmP8LOeZWFwqtVqTSxSAqqvHC39fO3OIhO+MDFGp/OuwSy17mNiGaatrS1cuHABtVot9w7Z09OT++bnDU5SR+sjX5ZbwGXt9eCjHjs6OnDs2DEsLCzk5EkbhJS8FQljERLLqMuNiwCuGf1xXJp8pRgkGc4nUXAnov0A3gfggSyBdQDrRHQvgA9kwb4G4IdogPu9AL7uGpr8mIgGiGjUOTcdS0sr7rPmwNW5O25k8jkdh9U5LDDilzk9PT3Yt28flpaWsLW1hd7e3tx74c0334x3vetdGBoawuzsLI4dO4bp6el8FQ3rymxGug/gFUFdXV358knenLOxsdE0b1mpVDAwMJAz/tjIhdPVIMf3YwYz1lB86cVYYex5radP5FDfZ3BCIl+mSrYugVv68PGBi1WmutyL6mZJan1Y8YdAwAKOGPmRot9dsAuN+fn5vP90d3fjwIED2L9/P/r6+pr8CLEOcgUV9x1rRCNXSHGf4rAdHR0YHBzEwMAAFhcX8+d41Mx1XbReUurMRyp0Gfv6oDXC8ZV5yICEJIW5HwUwC+CrRDQO4FkAnwVwUAD2DICD2e+bAEyI51/NrhUCd5/oQtErH6RY1ls2MHm9vb0dw8PDuOmmm0DUOMy3vb0993zY19eHu+66C3fccQe2trZw4sQJPPfcc1haWgJR8+oZa501r4l3zuXgzuu5L126lLuxrdfruQOxsbExXLlyBdPT015rztdi7M4qAx/b1GXtYxTbAVkrDz69dZ6s6RQdp6VjpVK5Zp10TC+rg2l9NCvW7FRf13HpdLZjIK08WPUbq2sdb8jgSqYp+588DpGZNDsN42XDPH3D7gl4TwQTIe5HTKY4Db1hx7nGrtnl5WXMz8835U+vjrPadUhSjYGvT1n3WD89jWiVt6/9+PLjkxRw7wBwF4DPOOeeJqJH0ZiCkZl0RFSInhDRQwAeEv+DDILD6IbF17cjspDa2towODiIgwcP4tKlS9i3bx9GRkawsbGBoaEhjI+PY3x8HJubm3jhhRfw0ksv4cyZM2hra8uZPX+cc00NU+q4tbXVFIaI8iPpeHlXtVpFX19f7jbV0leLZI+xRpjC9qzrIaYdGxX4AC30TGr8oY7r3NU9FBbAWp1Ks3IrXpmuxYzl/RBD3G4bjvUVS88icYfS8YGaLDsubwZ8AOZhz3p5MbNuuelMtx05auCNaDEj9FoltR+ktPVQe/CJ1Wdj9Z8C7q8CeNU593T2/9togPt5yqZbiGgUwIXs/iSAI+L5N2bXmsQ59xiAxzIlnQ+YOBM+xhRjJrIiZMFrSw8g91jHZ3vySoD3v//9GB8fx8LCAp555hmcOHECk5OTmJmZQbVazc8A5U1Oy8vL+WHP8iUUr4Zh0O7o6MhPFeKVHH19fbnXxIWFhWteFlmNJ8R8rTC6nFPY43Y7iA+gU4Ber7LQ8VrAIuPk65K16/t6uqcIGOg4LR1lvJb+2yUmnKalk69uQ8+G4pIESOYp9A6CwwC2d0/5W5aDtZrEijeUT7mSSBobK2wRwiEl1EdCxl7jkc6XZviWXDfm7pybIaIJIrrNOXcKwN0ATmSf+wF8Ifv+XvbIEwB+l4i+gcaL1CWXMN+uK0xm3FoRIRuZjMOyqha46bS2trYwOzuLkZGR/KDfI0eOYHR0FMvLy/jRj36EyclJnDx5ErVaLd+Gzf6o19bWsL6+jsXFRdRqtfwQDj5SDEDu6Mq5qxsf2NNhvV7H/v37cx3r9Trm5+ebToWXHUCXnVWeKWzZ6uSxxuMrc/l8KE1f2jofvg5ugaIGeyst67pedSLLzQJ7nV9f2Vvp+gjJa2GWKSBt6RQK49NLbs4JLQ3Vfc/XxvT0pXzWAkFLb98mJjlFyqMAvRxTpxUTq0x8desryxCp0oaOyYc0eFZZ+SR1tcxnADxOjZUyZwE8CKANwLeI6NMAXgHwiSzsv6GxDPI0GkshH0xJIMQc9Jv0GCPygYbFePnT1tY4gGNgYADr6+u4dOkSjhw5goGBASwsLGBqaio/F7Svrw8jIyNNK1l4yePBgwebKki+1GEQn5qaysPwygw+d7Ver2NgYCBfIulb4hW6JvMWkhhL1+zHYhupRiAlXZ/uMQCUDDymj+5QMcMRY2P6Oc10UwxcqiGOSczoWGLVq28EYrF4q41Ko2zF6wP8WL6s8okZKj0FZKVd1MD6Rg2WfrJNhEYc2oWGfsGsya1MzydJ4O6cew7AO41bdxthHYDfSYlXPQcgzDB8wJJSOT7jwXHyOai9vb04deoUJiYmsL6+jre85S04dOgQDh48iHq9jgMHDuRbqtva2nLHU3o4KSvUOYf5+fnc/8rKykrTy6WhoaH87Ek+jJhfEnV2dja5BbB8rFuApRlDiHWkiAXsqbJdJm8BnmY2PjDW8XBZszsHn34WAYjp7WOokinq9m0ti5NxpQJOUWCKGVUrjPXfxx4t4LKMh97EY+mh9QkBeQzkWWftQ6lI+YUIqKWrzrOPIMnnNKGVusv8pPTFltqhmjJ0DIkFZLohWUyis7MTY2NjqFarOH78eH6izJvf/GbcdNNN6O7uNv1PO+fydely2McgTES5GwFeD8x+29n3Ne+2I6J8cxOvie/u7sYtt9ySvxDkqR7e6MSeKbVPGIt5W+UUkxhbLSJF2JZv2Gx1GKvjW+DNniC5vlJ1lXppY2KBckp8Om6rw28XcIrWkw9YY88U8edijZytUZTPMMd0sdqE7KM8MufrKaPaWJqpejKx0GGseo+1Ex0mVgctA+4hdufrTFZ4q5NoaycbQFtbG4aHh9He3o7nn38eKysrOHr0KN7+9rdjZGQkrxiegpGHW8u4ee6P3Q0w2K6trWFiYgLT09P58q59+/ahWq2iv78f3d3d+fPsFRJAvmJGHkrMDpt4Tr9er+Py5cu4cuUK1tbWUKvVUKvVcpfE/JH5je3gDdVPKpP01UURCbUDvu9j3PoZPkBidXXVNPSSGcVeZFlTFiFmaQFbKE8yztQRjxWXltS6TU03xRBYZIrLOoWNy+9UXTic75Abq/5jL4ZD+sX04vh9BsUa8XE56dkA3TZjTtNaBtwBe4qBr1uMKdapdGeRzFZ25rW1NZw+fRqVSgXj4+O444478sOA+Rle4aKHzdqPBvuEqVQqWFtbw8svv4yJiYmmOXQ+iqxareYGhnf0MWvv7+9vKhc2LJwmuy/o7+9v2qDDc//sipeXi7EfkEuXLuXuV3XZWPWhy3I7UhSoUg2NNTKxnmNDbHWEEJDGhvtFwVeLBjrrvkzPun4jZbv1bvWxWF75ORYdzjcK1X3bEudc0zJMvqYXJhSRGNH05UWXaah98T2eFfCt+PFJy4B76vArZvFDjUIDPr9E3dzcxOjoKG6//Xa89a1vzVfAaO90/Kz0C85h6vV6zprb29uxtLSEc+fO4dy5c9jY2Mh9PlcqFezfvz8HZ6KrZ1FKy8y7VXlKxseApLC7AsleZLiNjQ1cvHgRp06dyrfix8rd12FiwGYZ4hQ2psPE4tDXrfrnjm1JqEOG2LavDnQb8+mk7xUJa6VVJH0rv5q0pMh2gDo0UonFb03p+ML49JOgLhnxdubgtYSIgtWGY/r6FglIoxmSlgF3ID6ETW1MKfNqDO49PT04evQo7rzzThw+fBjVarVpuMZhuSNvbm42WVJ21Ts7O4vV1dX8CL2LFy/i8uXL+cubra0tVKtV9PT05C9iOzo6UKlU8h2rGlBYR/4vwdpyvaDL0HKxu7i4mK/73i6wW6LrrEhn9XV+ImrqdHzNZxRC+fExP1843UlDUxe6U29HYiOGFIan00+t3xQmuV3xAXjKBiMrbzGyEXue+4zOu+XfJcWY6jzqfuwr25SRmO9Z7T/HJy0F7ha4+SyhNTfKYUMsiOPlT3d3N8bGxtDT05OfBMTz6pZ+egpkbW0NFy5cwJkzZ7C+vo7Z2VmsrKzkc35c4WxI+vv7c/0Y3CXblvmQZeD7cFnIVTSWAXDO5adA+VYqsKRcl2WdCr5SN218Q2AW69gxsdLW6Wi9U4DSAmRfPVppxchHLEyqAbDi1uGvJ6injBx0WYWMcwy4Q6LrxTdisp6xRp+p6aWSCNkPNHbp/izDpOS/ZcA91Hk0eMh7vuGxJbLw2toah2wMDQ1hYmIC58+fR29vL44ePZqzbbmBgF9OclpbWw03vVNTU/nRegzofOgA70blOfWxsTEMDw/n7n3lWaPak53ueHrYKPMvDwCwQHZrawurq6uYnJy8ZlNUiCWGWCGHk+uddZhY5/YZbTmN4jMUrJt0OuVzFOUjATqPMZ1DcVrP6/L1DcctPXwS0y9kMLVu+ncszVC6MQnVgfwfylfIIBRps1a9SKIUKrdYHlPmxUPkR4uchZBtnv/vmheqwLUsTVeeDxTkM75rsjLb29vR19eHw4cPg4gwMzODpaUlONdYW84NaXNzMz8ib3h4OPdux7tLp6enUa/XUa1W4ZzLNzqx90d27zs8PIw3vOEN+QHbfEAwV5DVaOVLlBSLLhuXDM/Ox2ZnZ00Phyn1YYk151eEDVr1JzuftXlNs5tQp7fC6bR1nJaOFmD4DEQKm07VLSYWSywK1lZc2x0R6Pgt8NT/fXUSAuiQXj7gDDFxCZw6XNG62K5oneR0bMiAhaRlwN1q4L5GazXglAzLTlyv17G8vIzOzs4mj4x8AK+Mj1eesM8XBuMrV67kG48YWJmp82YkXofOJ9UAyI/o47zIRmVVqGTmMo+WMyxdFmtrazh37hzOnz9/zQaeGGtN6Six8LLcLYDUaVsjACk+MLTAyWJpsfhiwGi1PStfRTq6z1DEmKwVj4zPqisrHl/fChEp/Xwsfz49dX6Kll0sXV8ZaGKg3XX7CEYoLS2pjF/rFHsmNb6WAXfAnueMMapQXLqR6rfiy8vLePHFF3OnX9IFgWTAXV1d6O7uRr1ez4/12tjYwNzcXL4WndNjUK9Wq9jY2MDU1FTuI57BX86xyzf2GqAs8ObwsQ0MvCZ+cnISU1NTSZt3ZNmFwC515BRq8DHRfjS4/jheDQJFmLPUQ3778iX/623iFij7xJd3rUtI79B9n2HT4UPpyHvaQKQyZV86RYzodtIJ6RczJBLEuY7ZW2WRdfAp4XwjCX3dGoWzPinl11LgzlKUfennNBBYBwEAyOe72b80uxzVc7idnZ35Rhhp2Xt6ejAyMtK00Yj9UhNRfvg1z63rtbZWBXGFyi3SfF3qbzEcyTQ2NzexuLiImZmZILBbQ2SLaVthdDy++GMSAlhdp7559VTR4GWlpcNbo4RQnKGRTaicZFvX7dWXZ58uof5TBKS3Qwi2cz8lXIzQ+eKTz/qMmSZZ8loq/uj0YuEsEhEjsxrbQtKS4C5Fr0mNDVXlR4OjDtve3o6BgQH09/ejq6sLHR0duHLlCi5evJgfHACgaVqEhZc29vb2NqUpT4rhDUu9vb35Jihm35wvDmv5j9HOwzgN9mfjA92trS0sLS3h7NmzWFlZSSpj30jAAqbUDmYBj49Byk4l0+Vw2iC+1qG7D9hTAEQP3fmj/f7ItELsV8edwrhl+FjeYmIZJCvtFIbsE99oyKqHkJ6xuC1jHNNRh+H+KeuCfdK81nYX0iVUvrKdcZhYO21JcLeGLNY9KZr5aCDWnRG4engAb/vnF5yXL1/GwsJCznh1RbML0cHBwXyOXQMfb2jinahaVw1k3KgkqMtrOv+yfOT9Wq2GhYUFvPLKK/kxgbFG7et4VnhrFJTSMaXuWmdpwC2At0An1IlTdNBpW/cs0EgBb4sd+oDTNzKwyiI06kjJtyW63caMSUx8hiJVr+sFnq9FuN/5DE/K6C4Wf+i6jM8Xd0o5tSS4A8VeKGigs4DPAlN2wgVcPZO1Uqmgu7sbRJSfbSqna+Q3z9XrtGu1Gi5fvoyurq48zObmZv6clQfeEKVBU35kR2QA4HAbGxtYXl7G1NQU5ubmmpY86rJKvW6BldW4YnFaz2sQ8HUOfV+WR0q+fOIDWz3Pyb9DI0i5AsmKO5Qvec8y+iHgCJEc339LpxQilVK2FrFKrZPrNSJLeT5k6HxEittcygaiom0x9IxPnxR30i0D7hbrLsIAAHuu2Co02ZHZ58rm5iaq1WoOwENDQzhw4EAejyxMdtrF8/QMzJubm/lGqN7eXnR1deUvZaylTRy3Ndxj9sBhZBpElPuQ4TNYFxcXm0A9xjB1Wj6WbD3jKwzaVjoAAA2bSURBVE9d7jIOK04dh6+u+bqcOpKGTpeVT8/QtIMVxgLaWBwhIyl/S8CwhtyWTtthuZaBKALAqWW4HXAuyvL1c5xerN3ERi0WYdHxS1KmAd/Hsn3/rRGBBeLyt67HlHJrGXBnkZnUQ2YpejgpxXrLzP9lPBsbG/m5pTwFw2C7sbGR+2zna3qlCj/DlpyP6WOXvnJ4rVk466N92HB88lxIPnR4eXkZKysrWF1dzZdYrq2t5V4grWVbvqGlJT6A8RlJq15i13368W+fYfLFoYEzVSftBE4+7zM+RdhayMhw+iH9WC+fmwlf2lZZxPT26RgSXf4phkcDltbdFy5GVEJl70vDSi+ku9y5bpEdy/DrtC0jov9buqfqqKXlwJ0lpdFZFRxal6qvbW01jtYbHBzE4cOHUalU8g7F4S0mx3PzPJXDH17mKJkm6+brzHpVjO7I6+vrmJubw9zcHC5evIhardb0klWvognlOQTYofIOAbuvw1rpWbqkGA0rXs1+fbpb6cn86zDWEYYWcKawX4ulabHKT19PlVQGnArEVv35no2xVg4bIxeybmOgzM9o8bVLX7iQEZHhZL+0/FcVIT9adx9zD+kbq29KKLzbAHxTXLoZwB8D+Hp2/U0AzgH4hHNugRopPorGUXurAB5wzv0kkoZjd7YpYrnt1MCeyliJGksd+/v7MTIygtHRUfT29ubr3rkQNeDzNRmvXCXD6VqOhCQrZ6+PQPO8Ox/yMTExgZmZmXzDFMeptzn7GoPOq1UeRTuTNT0S00XqE2ugEkSkCwgJsinAGRJmYfLFmSwDq5x8bDHE8n0GySc+1pmSx1Bn97Fjfd8HOCEQ0+0qdN8XJiS+ek4xnCHyEtLbhx8+dp7idiAUb6oR0yRqc3PzWeecdUpe0gHZpwDcmUXWDmASwHcBPAzgKefcF4jo4ez/5wDcA+DW7PNuAF/KvmPpXPPbx2T0fZ9nRP3bl2atVsP8/Dza2tpw6NAhM01my0SUz6OzcdGgI//zrlAJCNrJF4Cm+frV1VXMzc1hcnISCwsL18zJ+xqS1VBjIFRUUp7RDJevWfWiQcNnHHxGJKaPFV+IvetnLECPGRYrTcsLolVOMj0dJgaaMWYs8y510gbOZ0x8dRh6Tsfr093Kl2VQNClIbcMxVm0Bu1W+LD63wbG8pRgirYfVblLaftFpmbsBnHHOvUJE9wL4QHb9awB+iAa43wvg666R8o+JaICIRp1z06mJaGYUsrpFNxpYhgNoVNL8/DxeeOGF3KFYX19ffnISx8+7SxnY5RQJdxbppZGdjWlDJA0GH/Jx6dIlrKysYHp6Oj9M23pRqMtKl00IfGKgJMs2BLSWoUgZPciwoZGEFJ7vTGV8GpwtvfV9izRYgK7bnYzbyrdlvHzPxdpwCGxCEmrzMt4YsOs0NcjEQE3H7zNkUlcfo9bhY2mmio7fh0O8Fl6SO+tQjSJi1UMK0fFJUXC/D8A/Zb8PCsCeAXAw+30TgAnxzKvZtSC4+yy1BQIxq20xLf2sTgdo+JuZm5vDwsIC9u3bl6997+7uRldXF6rVKqrVar5Khg/YkNM3Wt+NjY18Xp1ffPJqGz4Wb319Haurq1hdXc1PT0qtQF/HjYFvCsjrstTpxYyvryMSpe+y43QkM4p1Wl/ZyfB6p2vqMz5h46OXRcq4UwydBaK+OIoAnY4rNgqw7qWkJ/W02psu51g79xnEIvrr+GR5xxiz71n5vGbtVnnJ5315KzoaiUkyuBNRJ4CPAXhE33POOSIqpBERPQTgIfHfBBDf/xTLpgvPCm9VLi85XFtby/XiJZL80pSdg7E/Gg7D8TN4ybNM5RF48hAPvVpG5tnSvQgjKcpcdHo+fWJpxjothwm595VxWB4ii+pVREIjCjlf79OvKGvUz4XCaL1iYaWkkgaLMfv6o8U0fQCnnw/lN1V8LF+m5dMhdi8Un+6P+iWrz8D58hAjWim6SynC3O8B8BPn3Pns/3nKpluIaBTAhez6JIAj4rk3Zte0go8BeAwA2DDEGpP+reK75neooKX4jAFXGHD1fFTZkHTj1L+lPhbjtdL3WXurI8QYlY9dWx1XPxsrM+s5nzHQ+kn2I/Nmxc3i2ziSauAsibUlX15C7Eumx+1H12GqLinlIp9NMSahMoyBra99pDB+X9vW6YfEMiIp2JAarxVHqL9pgyynaELnxqYQTF+fjj0npcgJsZ/E1SkZAHgCwP3Z7/sBfE9c/3VqyHsALLltzLdbFs/yFCjFKkjZGKxCDYkPuK0Orhm41ifEZi29LR1l+lon/m+l5TMYsfR9cVj5sOILsVHdSS3R4G99fDpYafnEMurWh8PKPQ+xdENp+p4NMWQr3lR2qNPX+ZZAbIGmfManiy+t1LAp8Uhd9O+YxNqhLktfXejndd+TgC/jSa2rlDzF7keXQmZK9AD4OYCbnXNL2bUDAL4FYAzAK2gshZynhsZ/DeDDaCyFfNA590wk/nwppPRdIjNhWXlZ8BZ7iTGRFGH2JcXnZVLqy8/67sn4NbDo8LFGYHU0qxxC6ep71jVf/PKZEGhLI6vrWTJcGU7GG1rq6hNLz1Db8ZWlVd+hA4x9xjKl06ZsLed0fIY+FE7rEzIaqQbUet4nobqLsdEbIdvBB1+5yLYCNK+qCWGFT6cEgPcuhUwC9xstROT4xWT2H8DVDi0LK6UR6zBWI5ZhdZpWHNq66+dlOBmfvl6gTMz8Wkz9enQSqyws8YXh/6FVJJwX9s+jN29ZHUYCLvvnkWwpVE9W3kKnR+n6lfFJYyR3JPvKyGpX8ltLrC3K8vAxRf2Mj3VaRiGlDYVYbMgw+IhBSp/zpe0rQ/lsCrGL3Zf179sgabU3qS8TV/2yPSW/OrxOZ2trq+XBfQXAqZ3W4zrLMICLO63EdZQyP60tey0/wN7L043Izy8450asG63ifuCUz/rsViGiZ/ZSnsr8tLbstfwAey9Pr3d+irxQLaWUUkopZZdICe6llFJKKXtQWgXcH9tpBW6A7LU8lflpbdlr+QH2Xp5e1/y0xAvVUkoppZRSrq+0CnMvpZRSSinlOsqOgzsRfZiIThHRaWq4Dm55IaIjRPQDIjpBRC8R0Wez60NE9J9E9HL2PZhdJyL6qyyPx4norp3NgS1E1E5Ex4joyez/USJ6OtP7m9TwLwQiqmT/T2f337STeltCDW+k3yainxLRSSJ67x6on9/P2tuLRPRPRNS1m+qIiP6eiC4Q0YviWuE6IaL7s/AvE9H9Vlqvl3jy9GdZuztORN8logFx75EsT6eI6EPi+vXHQb0h5PX8AGgHcAaNA0A6ATwP4Pad1ClR71EAd2W/+wD8H4DbAfwpgIez6w8D+GL2+yMA/h0AAXgPgKd3Og+efP0BgH8E8GT2/1sA7st+fxnAb2W/fxvAl7Pf9wH45k7rbuTlawB+M/vdCWBgN9cPGp5VfwagKurmgd1URwDeB+AuAC+Ka4XqBMAQgLPZ92D2e7DF8vRBAB3Z7y+KPN2eYVwFwNEM+9pvFA7udGW/F8D3xf9HADyy041wG/n4HoBfRWMj1mh2bRSN9fsA8BUAnxTh83Ct8kHDwdtTAH4ZwJNZp7ooGmleVwC+D+C92e+OLBztdB5EXvZnQEjq+m6uH3alPZSV+ZMAPrTb6giNk9skEBaqEzR8XH1FXG8K1wp5Uvd+DcDj2e8mfOM6ulE4uNPTMj7f77tGsuHuOwA8jeI+7ltJ/hLAHwJg/wEHACw65+rZf6lznp/s/lIWvlXkKIBZAF/Nppn+lhr+kXZt/TjnJgH8ORo+nqbRKPNnsXvriKVonbR8XSn5DTRGIMDrnKedBvddLUTUC+BfAPyec25Z3nMNE7wrliIR0UcBXHDOPbvTulwn6UBjqPwl59w7AFxGY8ify26qHwDI5qLvRcNwHQbQg4Zzvj0ju61OYkJEnwdQB/D4TqS/0+Ce5Pu9FYWI9qEB7I87576TXT5PDd/2oG34uN9B+UUAHyOicwC+gcbUzKMABoiIXVRInfP8ZPf3A5h7PRWOyKsAXnXOPZ39/zYaYL9b6wcAfgXAz5xzs865DQDfQaPedmsdsRStk91QVyCiBwB8FMCnMqMFvM552mlw/18At2Zv/DvRePHzxA7rFBUiIgB/B+Ckc+4vxK0b4uP+Rotz7hHn3Budc29Cow7+2zn3KQA/APDxLJjOD+fz41n4lmFczrkZABNEdFt26W4AJ7BL6yeTnwN4DxF1Z+2P87Qr60hI0Tr5PoAPEtFgNpr5YHatZYSIPozGFOfHnHOr4tYTAO7LVjIdBXArgP/BjcLBnXwRkbW1j6Cx2uQMgM/vtD6JOv8SGsPH4wCeyz4fQWNO8ykALwP4LwBDWXgC8DdZHl8A8M6dzkMgbx/A1dUyN2eN7zSAfwZQya53Zf9PZ/dv3mm9jXzcCeCZrI7+FY2VFbu6fgD8CYCfAngRwD+gsepi19QRGof9TAPYQGN09ent1Aka89ins8+DLZin02jMoTM2fFmE/3yWp1MA7hHXrzsOljtUSymllFL2oOz0tEwppZRSSik3QEpwL6WUUkrZg1KCeymllFLKHpQS3EsppZRS9qCU4F5KKaWUsgelBPdSSimllD0oJbiXUkoppexBKcG9lFJKKWUPyv8Dob9ZOyKN9R4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "blurred = cv2.GaussianBlur(dframe, (11,11), 0)\n", "plt.imshow(fixColor(blurred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Thresholding\n", "\n", "We will now run a threshold to clear bring out the objects left here. We will use OTSU thresholding which automatically figure out the correct thresold levels." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ret, tframe= cv2.threshold(blurred,0,255,cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n", "plt.imshow(fixColor(tframe))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contour and Bounding Boxes\n", "\n", "We will create contours using the thresholded pictures" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "(cnts, _) = cv2.findContours(tframe.copy(), cv2.RETR_EXTERNAL, \n", " cv2 .CHAIN_APPROX_SIMPLE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now create bounding boxes for the contours identified and show them on our sample images. We will disregard items like moving clouds in the top of our picture" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for cnt in cnts:\n", " x,y,w,h = cv2.boundingRect(cnt)\n", " if y > 200: #Disregard item that are the top of the picture\n", " cv2.rectangle(sample_frame,(x,y),(x+w,y+h),(0,255,0),2)\n", "\n", "plt.imshow(fixColor(sample_frame))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Putting in together for processing video" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will first declares the output video which will be create. We use in-built CV2 create an MP4 video, with 30 fps and frame size 640*480" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "writer = cv2.VideoWriter(\"output.mp4\", \n", " cv2.VideoWriter_fourcc(*\"MP4V\"), 30,(640,480))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "812.0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Create a new video stream and get total frame count\n", "video_stream = cv2.VideoCapture('images/overpass.mp4')\n", "total_frames=video_stream.get(cv2.CAP_PROP_FRAME_COUNT)\n", "total_frames" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "frameCnt=0\n", "while(frameCnt < total_frames-1):\n", "\n", " frameCnt+=1\n", " ret, frame = video_stream.read()\n", "\n", " # Convert current frame to grayscale\n", " gframe = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n", " # Calculate absolute difference of current frame and\n", " # the median frame\n", " dframe = cv2.absdiff(gframe, grayMedianFrame)\n", " # Gaussian\n", " blurred = cv2.GaussianBlur(dframe, (11, 11), 0)\n", " #Thresholding to binarise\n", " ret, tframe= cv2.threshold(blurred,0,255,\n", " cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n", " #Identifying contours from the threshold\n", " (cnts, _) = cv2.findContours(tframe.copy(), \n", " cv2.RETR_EXTERNAL, cv2 .CHAIN_APPROX_SIMPLE)\n", " #For each contour draw the bounding bos\n", " for cnt in cnts:\n", " x,y,w,h = cv2.boundingRect(cnt)\n", " if y > 200: # Disregard items in the top of the picture\n", " cv2.rectangle(frame,(x,y),(x+w,y+h),(0,255,0),2)\n", "\n", " writer.write(cv2.resize(frame, (640,480)))\n", " \n", "#Release video object\n", "video_stream.release()\n", "writer.release()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "tensorflow2", "language": "python", "name": "tensorflow2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }