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CAVEAT – Thresholding with HSV Values.
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{ | |
"metadata": { | |
"name": "CAVEAT - HSV Thresholding" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "### INTRODUCTION\nThere are times when we\u00a0unwittingly commit the same mistake incessantly without actually discovering the reason being it because we\u00a0never fathom that something of that sort can actually happen. One of first hands-on application\u00a0that fledgling Computer Vision enthusiasts start with is color detection\u00a0to get the pixel locations with\u00a0the desired color\u00a0(and yes, OpenCV function `cv2.inRange`\u00a0performs this task). So, in this notebook, I will discuss about one of the many mistake most newbies commit. I did commit this peccadillo for a long time before I could figure it out. Making mistakes is not a mistake, but not correcting them is definitely. The philosopher in me, sometimes overpowers the engineer in me. Leaving me aside, in this IPython Notebook we will try to detect the Manchester United jersey in the image below using color detection. I have chosen the red jersey intentionally and you will figure it out why I did so as we go through this tutorial. \n\n### IMPLEMENTATION\n\nThe first step is to import the necessary modules - \n1. `pylab` - We will use `pylab` to display the images\n2. `cv2` - We will use `cv2` function to manipulate our images." | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "%pylab inline\nimport cv2", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "Populating the interactive namespace from numpy and matplotlib\n" | |
} | |
], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "We will define a function named `myShow` to display the image." | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "def myShow(im_title, im):\n ''' This is function to display the image'''\n plt.figure() \n plt.title(im_title)\n plt.axis(\"off\")\n if len(im.shape) == 2:\n plt.imshow(im, cmap = \"gray\")\n else:\n im_display = cv2.cvtColor(im, cv2.COLOR_RGB2BGR)\n plt.imshow(im_display)\n plt.show()", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "We will read a image and display it using the `myShow` function." | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "im = cv2.imread(\"manu.jpg\")\nmyShow(\"Input Image\", im)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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RAt1qYdMElaSoXp8jhxZgcZ4iTShyx9LMMh/74Pv4oZ98Hev9PrLdxgA4gbQg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DAAAg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Uc4XMGKV1KCmkyzkl8AHXjOmnLZWrOeBq1tM5zOoaBy69nDjIGeQBNjyfrSU9BAHlpLs1pczX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\nt8Lod+xky7mOHHGEsZHYPfprv87zX/YKMB1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j2JJDz+qasl93ctJbcg4sP0sLszyPLQ6/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\nQmCC\n", | |
"text": "<matplotlib.figure.Figure at 0x7f81e8025210>" | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "As you can notice,\u00a0the jersey is predominantly red, so we will set the `cv2.inrange`\u00a0function with the range of RGB values of the Red color.\u00a0The\u00a0code snippet below performs this\u00a0task -" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "im_red_ball_mask = cv2.inRange(im, (0, 0, 30), (80, 80, 255))\nim_red_ball_mask = im_red_ball_mask.astype('bool')\nmyShow(\"Resulting Image\", im * np.dstack((im_red_ball_mask, im_red_ball_mask, im_red_ball_mask)))", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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tG/2VhFCTsp68poSwYjITQmzjGyT+7b2PMw8fHzvn0InBWodXGoVh/brN/EV+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| |
"text": "<matplotlib.figure.Figure at 0x7f81d3f3eb50>" | |
} | |
], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "If you look meticulously, you will notice\u00a0that there are some white pixels that have been incorrectly classified as Red pixels. In order to remove these pixels, we will perform color detection\u00a0in\u00a0the HSV color space. Let's convert the image into HSV format using the `cv2.cvtColor`\u00a0function." | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "im_hsv = cv2.cvtColor(im, cv2.COLOR_BGR2HSV)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "The HSV values for true Red are $(0, 255, 255)$. But, in real world images there is always variations in the image colors values. So, we will use the cv2.inRange to generate the mask that has a value of $255$ for pixels where the HSV values fall in the range $(0-10, 100-255, 0-255)$ and a value of $0$ for pixels whose values don't lie in this interval. The mask values are either $255$ or $0$. $255$ represents Red color pixels and $0$ represents non Red color pixels. We will again convert this mask into boolean type and will then display the image using `myShow` function." | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "im_red_ball_mask_1 = cv2.inRange(im_hsv, (0, 100, 0), (10, 255, 255))\nim_red_ball_mask_1 = im_red_ball_mask_1.astype('bool')\nmyShow(\"Resulting image with Hue values within 0-10\", im * np.dstack((im_red_ball_mask_1, im_red_ball_mask_1, im_red_ball_mask_1)))", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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CE8ryOTKniJ/2EDgCBsfgnQ1J6lJh/nSkKUwmv+DfK3m7ZvvzW9YmPYqKc6j3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\n", | |
"text": "<matplotlib.figure.Figure at 0x7f81d3f77d10>" | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "But what just happened!! Instead of improving, on the contrary our results deteriorated. The resulted image does not contains a major chunk of Red Pixels that were present in the previous image. The next thought that comes to mind is to tweak the HSV Values, but believe me that would not help. I am not being a pessimist here but there is an underlying idea that needs to be understood before trying anything new. The HSV color space unlike the RGB color space is a cylindrical color space (check the image [here](http://hanzratech.in/wp-content/uploads/2015/02/hsv_colorspace.jpg)). The Hue values are across a circle. So, after completing one rotation across the circle, we get the same color i.e. the Hue values at 0 and 360 represent the same color which happens to be Red. Just to avoid confusion w.r.t. to the diagram below -- OpenCV uses HSV ranges between $(0-180, 0-255, 0-0255)$, and what you will find in most books and the diagram below is that the range of $(0-360, 0-1, 0-1)$ is used to represent the entire gamut of HSV color space. So in OpenCV, the H values 179, 178, 177 and so on are as close to the true Red as H value 1, 2, 3 and so on. \n\nSo, I think you have grasped the concept quite well and by now, you would have guessed what we will do next. Yes, we will again use the `inRange` function but this time the range of Hue will be between $170-180$ instead of $0-10$ used earlier. Here is the our new code. " | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "im_red_ball_mask_2 = cv2.inRange(im_hsv, (170, 100, 0), (180, 255, 255)) \nim_red_ball_mask_2 = im_red_ball_mask_2.astype('bool')\nmyShow(\"Resulting image with Hue values within 170-180\", im * np.dstack((im_red_ball_mask_2, im_red_ball_mask_2, im_red_ball_mask_2)))", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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oYkEsYMlYQb2xSCUZtpYQg7LQhQIgUoLtOqJZKizwaFBhfRjwrmwjxmp8x6HP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DBbDHvGAVf1RU/smq9eUpfQlS6mGKjPQxstZdGnqFTJnJBaiCikGYxCxsXFGIw1WR5X8eCQYRrr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\nJI2tZNB5y5YsGY5lsmqNv5t70SWtfdWqpGR3ipOWdV9Q/1gev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| |
"text": "<matplotlib.figure.Figure at 0x7f81d2db1a10>" | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "That's it, we have successfully recovered our missing red color pixels by using the new H values and have also negated the white noise pixels that we had while working in the RGB color space. Now, just for the sake of aesthetics, we will combine both the masks and then we will display the final image." | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "im_red_ball_mask_full = im_red_ball_mask_1 + im_red_ball_mask_2\nmyShow(\"Resulting image by adding both the masks\", im * np.dstack((im_red_ball_mask_full, im_red_ball_mask_full, im_red_ball_mask_full)))", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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sWkGWWTbnKY/lTXb0V/ns/T/7Na58yUtFKeQlzwvVOMZ5z2sPPIxqJeHgOXO4\n6BXH0Wk38VlGu9Wi2aiTpR2qJkIjZGlKnCQ4a2nVmyxdvJh58+aybsMm2plw97btXHnvHWxq1ve4\n7zcedCSNreMcNHsBq9vjPNnayeOT4wAkUcTS2gBHzBpmjs2Ynacom2G84ayz30p1sJ8rb7qRC046\ngU7a5u9vvJn3v+F0mvUGV99zL+973Wu46e67ifsGmBtF5GPjHHXUUURJwhduvZVllQoHLpnL9Y+u\nZs7IMM2JnbzvxJP4/v/6DnEq1Pv62VDR/HRijA3tVsikAQ6bNcKZyw9nWRTxo82P8Z2Na5/1uVbA\nx5cexfydTWbZHBN5Fs9fyOOrV6MrhtTnJLUq3rswWtRLkV8TIXi8BqcFEYhF41PHwOBsRkdHiEzE\n9ixnfSx8f2wjP2luZ2cZGN3rKYW85Dfi5FUHccD8RVSShC31cf78Na9nGEhbDZzNqdcn6XRSvHNk\neUpkND63VKKYOIlJ8xyXWypRxGD/AC6G5ctXMrlxO2s3j/PA+Bg/G9vCA1s3c29jz93+v3nDW7nj\nJz/h8P2WsbkxwS+2bOWx+pSFe9DsOczynv2GhpjbyBmKE6KKZrI9iY8gtRkVHZF4jfJCG09cqWCd\nxSjNQLUPlzs6nQ46ClkwFo9NNJnPGTAValYTSUQrMazL2vyq3eKB5mSvDXOSGm9ath9HzZrHz554\ngm+MP/Gsz/XsKOEwE/OG6iyWZzGRwEBcYdbiuWzZvHaqFkzh55dplV90kZFjtcJrQXmIPXhrieIk\nZOpknlqtyqzROdSqA2xrtVlfgZvrY/yisYM1E+PP5dYoeREphbzkObNyzjwqxnDRK0/mw9d9k4FK\nhWOWreDzv/cWOvUWMY4d4+PoyLBt61ZinVCJYrI8BQPVKEGQIiAXapUkxhBpQ8flaBSCojI6wn33\n3E+6tU6jnbEua/Iv9U3UBgZ4cmL7Htv4Z0e+ii3btpENVrj1yUfp4KhnIXA4u9bP4ckA+/UPMpCm\nDLgcyYJbJLcOrWNiY8hsh6RSwRW1U/rjPsQ5nLVk3hFVYsQ7KiYiT3NUVEH6BliTdviVbXJ3Iwif\nUopZOuLkBSs5avFSNq/dSGW/JXzh9h/u6RAAWDU6l3TnJMfMmsOxTc/KSh/KhwyZoUqVRfPmce/a\nR7DaooxCrEcrDd3CXoSyBKEhBB8+BuMhLmQ+9TlWOXSUIA4SrXFpxsicEQYGhsmJeDhtcOWmh7H9\nVdaN7/ntzZnMAAAgAElEQVTcl7z4lEJe8qyIdKjU97HTz+KwZSt44xc/zey+PkSEm9//Z7Qn6yhr\nadcbpO0WSoQ0TYm0od1oY0TTN9hHu92kVq3SbLVAK+JqBW0M/X01qnGF+o5JklqNrTvH2bhpC1lu\n2bmzjm2lxDrGK02r2aZ29KH897tuxWtNZu1u2724b5Cz5i6mMaB5tFHnse0TbG0EC/nwhYuZKzA/\ny1mqIqIsxxmwDmpxlTwPGTEahdahvKzPLVEUYZWi7ToM1GpI25KbGuMDNe5u7uDBVp1mUegq0poT\nl6zkpDmLqTRTfpju4NYnH9lte2NjiFEMJVXeN7w/attmFsQJQ15T1RF9cYWFs0eZvXg+j69+lM3b\nNhDHipb2WPHUkgou9xhjIAwixREqNiZaUVT8CtUdjSa1OcqA0x5xmlp1gHpzgkolJrIO28mQah8L\nli4jqfTz750J/ssjv0THEfVnGZAteeEphbzkGbnq/D/kfd/4CtU4plE8vD/50Iepeo/ttImMZtvm\nLUyO76CSVMjzHO89eZ6DCNVqFZvnVOKEalKh2WwQJ4Y8zxkdHQ2Cn1TodFKy3NNsd9iwaSvtVkqj\n2STPbHABGMPw0ACdnTuo9fWRRZp17SZr+iJu2b7rwTJdajriD5cfTb2iuHt8Pb/YuqG3LNaaV/UP\ns3//ADVy+tspFQs2jom9R5yFCDKXE0cxSoXSualY8jhhm4p4AuFnY1uwRX2UJbPnYG3GWSv2Y66v\n8oVH76LusqkSALvg4tEFzGlbDqgMMWShD4MRxay+fhYsWEBcidm4eSPrN20gribkLkN0KPBllIFp\nCYRSJHAqNe07UaBVkVUjiA/PnVehtC5Kh8miu+UGRFBKcM5hjME7z6zqbGYvXcra2PGxh37BmmeI\nX5S8OJRCXvI0ZtX66OQ5qZ2Zw/z1i95NY2KSI+YtINKaVmOSVn0Sm2W0220SE5FlGWkarFGlFEkc\nU61WybIMvBBpTf/gAHmeYa0lSRK8D1kjnU7G9u07GNu2HeuFRqOJ+DAEXqNw1hKJYJxncHgW4j2x\nV7iOpa0Nd7S3EC+cz/Wbdl9bZGFfH+ctXsz6/gr/9sjjbChGUgJUtOHYOfM4xMBwlmNyj9MeNBgf\nPM5WKyROsFZYaw03t8Zpekc6LZXwiJE5nDJ3EQubGSMvfyV/dN01u2zLuQuXUp3scGw8h1lRhShN\n6RNhII6p1SrMHh3FRIYd27czsXMC6xyiiiqKyiFasN6CUmhterVbeo9vyK9EpCvKZmqZVsi0d4pI\nKOMrKvztvQ89Dx8+O+cwcYS1Dq8Nmoh5cxdhli7kUw/ewU+2lcP/X0pKIS/ZI289+hVc+to3IT6n\n2WyigLGtW0nbHQzQ6bTJOynee9K0TRzHaB3qdidxTKvVolKpoLVmYGCgZw2macrIyAh5alFK0251\n2LJlGzvHx0NAMU2JdBSsRjyx1qEsp1KIC+lzRjyRVvRXqljrcFrT9Ja6ytHDA9y6aT3MG+Xf1j89\nI+SNyw9kRZpwFy3W1sdpi2W8GOU4kiQcXx3lgMjiKgZvhQEXATGbcKyJPY83J9jSavcqFCbGcODg\nEK+bt4JKs8PG2TX+4f5fztznYUfh12zkdSMLiSbrDCtNNfUM6X76KlWG+vupVRNECzsbEzSzDvVW\ni0gpEh1hbQ4arLWoSOFxwX1CyEAJCH7aoxQeZUEIk1XItGVKaXwh2qpIpfRFiNT6kIfunIR1lCJ3\nlsgolBUETSpgoir9/bNwC0b45sQ6rn/y0eflvit5bpRCXvI0anHCW44+hrcdfiSDTjAu1PPOswwR\nodMM6WiTE3WUUlQrVbK0HURAKXAerTWxiajVaj3LvNGsU6nVEC8M9A+Q55ZOq02nk7Ft23bSdpus\n2QEfJnMwKMSFfO3IaPAOhUEpgxHBGGhJTtOnaKMZNjVqqRBV+hETIS6jmTaYwFJZtph/WP0gW2PF\n1sIdUIsTDqsMcNKsUdakTX6Rt1gzESowKmDxQD+H1EYZIGFSOR6a2MaGdOaQ9gX9Ayyu9PGagVFW\nxjHfnxzjhmnW6StG5jHQzHidHmRIGUbjGhWvqFYSZid9zK0N0ZEUlGZycgc2z0mzDG0MCunVP7fi\niKJQPcN7C7o7U9FUpkr4f0q8uxQyXljl4TkTEVC6N4JWJKQoitji+xBw9ioER10xyElhQzVJpRCr\n0KJxKFIRTF8NW61wEx3uqI+xaRelFkpeGEohL+nxyhX7sd/wKO859gQ67SatVgOPZ3x8O5K6ntsk\njhLSNCPSGufCNGhRFJF1WsRxTF9fHzgfAp3tNoMDA2itieIYlKKSVKjXG3SaHbJOSpbldNptOu0O\nsVcYpdCAUQrxHqPAKE0SRUju0GiUVnhCUSvRQcRwAl5InKE/qpJEmkpflZbk7MhbdLBMNpuYJOHx\nmuam8c1schkC/Kf5qxiIYrZmHdalbZ5sTWKMwTqHMRroDt/3ISdbKV42OpeXJQMcObSARfvtz3tu\n/mcarQZ/8IrjiB5fRzTZYaCSUPXC/Lif2UmVRBtqlT4iiWg22zRbLZTKQrZMZHASSgOISOiBeMEb\nhWhCaQCCkAch9r0JL0T5nliHZVMC/dSHufddd93icVcihZUfss6deNAGL6qY2g68cjjn0RICwJkI\nViu0MkRW8B4mdMh8WXT4gfz1r37Kw6Uf/QWnFPLfYpRSLJo1m0vfdBaHj8zF7mxQH99BK+vgKpot\nO8fxeYakGVkafMBpmtLf30/a6WAzi9YmZEiIY3hoFnmaBbdKFNFXrZEkCUkUA9DJ2uSZxeiIPMuZ\n3DFBp92h02qBhJosCRpDsIiN0ihniSKDFoUS0IWAi1ZIMdrSWDCiyI0iizRGpRhlsRaUxLjMM2tw\nkMhAJintvENGQsc6xl1Gpg1bs5yd2jEojlMWLKPicrbkLQbjKlEmaDc1O5BVQiZCTSxx5qlGg+xs\n1NH9Ca5m6BMYVo4+I9T6R5kV1eiMT2C9DZNYWIvNLLkSVBJRsYAOsxB5NOI9iMNMK5RLEZDUWiHi\newFJLzasVwh7l968ojBD1Lt4Cfb1TJ+5R+uwnnWCMqEuDcV2vNJkCBpN4sE7T2YgNeDwJA4MQsd1\niHWFjo6ZVIocxQGHH8HHf/VvPNmcnDFhRsnzQynkv6UcMG8+/++555NONJjYsYM0TbGdFONgy4aN\n1OKYVtqBKMym02w1qVZr5LmlVqsG6815rLU450iShFhBNamQJAmR1iRRTNruUKuFYerGGKy1NJst\n6hN18k5GnoYgaByZYIWLQiuFEk+YbVOK1D9V+GsFFWvwKqQFEn4PRVYGYMnxzoJ3VLQhAlLrcOIx\ncUytVqMPQ5LU2Dw+gYsjHnITrHY7me8Nb5y9P/OTBDWssSL4jmVQ12i3UjqRptVJqVhNQzJS26Zi\nhcgE//NQtY9BE5OoYHFb52iQ08hTjFKgg8FbjSPEQDPtUIsGCutbYVSECdnfaOeCe0UTJq8gZA8q\nFfza4ZiDu0ToiqMvfqOmJoqWEPDE6JkPvKieO2zq98XLQAWLfLq7RgiZPOI8WiDH44uCY8oLHsEp\nECPk3uHRxDoBF2FVTDvPyXEsOPIw7h5QfOHmH7zAd/lvD6WQ/xbxJye/lrcefAT1ep122iZN23Sa\nbbZv246JYxr1BkorOllGpxOq4SnniZUhszlKaxITlMhmGVorKtUqRmuqSUIliREfCkwNDQzgrSOJ\ngnBO7NiBt45ms8XkxCRKFN46YmVQRf2PyGiUaDSC8kKs6I1MVFrjfejCa/HgQgDUi4AmTPagggB6\nH+Gdx2PRyqOVkNscEyVkTrDeY1SOiWNSr8mtsEVlbLQNFpoar6wtoDo6yl+u/RmtYtKIMw48hPlj\nTQ6jj3k6woslyyxKGQYGB2jVJ3FZRq2/j6ZtM9loEmmDVxalNdYKSgxaG+JKBe8dce4YjBI63qOU\nQWOCn9p7tAaPC64TNeUy6QYmZZr17b1Hm/B3eHQ9XoTpThWlph523/1bpixyedrjJ8W5VVMbAPCC\nRciDtyn0GIqeigv1FnFO8JHGo8D6MNJU61CfBoWp9OGShLRSYSxW/N0T95RW+m9IKeT/wbn09W+i\n02zzqkXLmNxZJ223ybOMer1OJ0txzuGdJ88ycmvJncWKxypCuqDSYAtBQRHFwXJWSlFLEkSEaqVC\nksSIs1QqFYwKwp6nOYO1fjqdDp12m7ydkmcZaScLfnChcB9IKOREKO4UFRkqqnDMaq0Lt4oJn30Q\nD5RCG411NrgBlMdah1EmVPtTQFGBUGuNiMIRMjMceZgcwgrWabYmwpr2Dg6sDHN43wj35pN8prke\n66YE5oQlK/i9vMrKVFERjbMZSa2CMgZrczqtFh0cVodCWsp7TKwhs8QqBlFEJi6OwxOLwjiPNnER\nSAzPgFa6GGIvoZQunuJwkcK95FxIO+wGKR15z7IO1nrhJ+/mjIugilhCOK2FX1w9VcxVOGfdgy72\nKYUrRongtSLzDl2s61X3nFKMKNV4BbbrWC8yaZwSRGmUh8hrIhWhtKGhFDJnmJu3PMmTVc1949te\noKfhPy67kuxyYol9mDN/52je9rKjWVip0mq1aTXbtG3Mk48/QbvRot1uk+eWPM/JbBApJy4IA0XO\nsA8zywPYostuUPjuXJVaoUVI84xIRz13S5Zn5FlOUg1T0Uc6otlosmP7OOIEcQ5xjgjQQuiiRxol\ngvZBxiJT2KUihWtXEWmDWI8pPrtpGRxOPE4EI6AwYX1RU+KlwihGI2GkY9QN9JkY5S3aaFpaGCND\ne0V/XAXv8bGeIeIA927bxB8ccCzDLWH7pjFSb1GtDKN1mEYuDtkehjCDudGhTrkiQpRC9/zfIXCK\n1nhlpu2hm/pnUUVuuFIK8V2XhyoyS7qyX4iwAmNiRNyUxS7SS1yZqriiiuUhHgGEwlrFvkH1hLtL\n9xroIgDrCleMoXhpEF4wOtw8+KLOiypKdIkSKPoakQ8bVCKgPUoLShzDXpGv38CbqwNszzPOWXIA\nt24bY/7hB/ONX/z7r/EUlEBpke+TnHbo4fzZq0/D1us0Jus0dk4yNjZGmua06i2cs0FIi8EdQJjW\nzHlE+V63HYAiO2O61QYEq9wL1aRCHGkqSQIiJHGCAmrVhCSK0BJ82lmng/bQajQR5/HWBoFDYbQO\nkzmokG2iVRAL7Qsr0nsiY9BKB9+y0PtfFe1zxehDbTRKhb5+IUeFBTsVLNSF8FD8jQoTLSgd0RTH\najqsqW/nFbOXsNzHTI5U+fzYau5tTBXdGowTPt2/jIHchpl/bE4SGxITd6uYF0HE8KLSAiIOo00x\nd1Bof1T0MBAwRvfOV9fXr5TqXaMguEUueDcjpRDT6Y+pE4s2wZruWuTheKX3u64/XE8buRn2J4V1\nT0+Ye+3wUymLvrv/6Za9Ct/7IsWRbqoj4CVMeef8zOfbBH8MtjAWjNMkTtAYrIZcgbKKDSZDVi3h\nO0+s5pf1smDXnihdK/s4B89fyDfe9Uds3ryZbVu2Uq/X2bZlK51GB28daScN/mVn0UXmQ9cqs8Xf\nweiamgWe6V304sFXShNFhthEiBcqsUGjSJIEozW1JEErRbVSwaYWl+fknZS8k1FNEtrNFlERGItN\nhBIJlqFSKC8hQ0WBclPBN124X8QHoTcqWLRSuFukqLcdjkf3rHC0KjJpAO+DW0Yp8GE93b27JQwi\nmhDHw7bO5vYEr5y9lGWZwVQjNtgODy4d4NurHwbnef/+hzLwxAai2OBR1MQUWTbTcrihtw/lQpaJ\n0Sa03RVtKV5kSEjF7E51Nz3oCPSEPYjy9KsuMx5cEUGZYkSmOAr97gUYgjUfvuhmvlCcN2N076Wh\nuumIM3LQu6mH0n079vzp3nezh8JLYvoLA4rMmMKi7x0bEHmPxpMb8FoTiSbxIfsoUppcHDYxZGKp\n+YTxNGP7fgv4xMP30pDSl74rSiHfR4m04Q9PPIW3H/4yNmzYQCvLWL16NfVGk04rRTnB5w6jNB5P\npBSu6LIHy84Vwanu8xm6zr7IEullO3StWNGYSOFyS3+tjySKqCQxRmv6ajW8dRitsWlGbCI6zRZp\ns0WtUsVleRjx6XzwfRNuvEgrYh1msQlhPo/yiiiKwv3QE+FgsSoRjOlOojzVS+gKUS+DQxHaXbhc\ntNZ466hEcZgxB9CF37bjLePieMjW2W5bvHJgEQf5KoIlRrORnMdcAyWOwThC25ThSh+IQnsV/NzG\n4K2jk6UklQpKKSIJ+fDh3BGmiLO2yLLRJFGCdyEY7HJbiKohiiLE+94xaa1Ranr2yZRF3s0ht9b2\n0hC7165rxXfpvmi6VrpztveyNkZP860HVPHy7mauqKIX07POi/0q071vpl4AHpmqwOjD/WZM14Wk\nSETQ3mM1iC5efB5wIYceFdx7eCGpVkjbOcobHkyEv6mvxT0tM76kFPJ9kP/zvj+nFkdMTOxkx+Zt\nrN+wkfVbNoWZa3IXBmsIKBcEK1K6l54WhNyFzAXAi8OL7m27K4ZKKZxMWVlKGSIVHvg4MlSiiEoc\nY5SmEidoJdg0Q6PCCNDcEiuDzy1xkWuunev5U03hSgj+cNcLaBqCXziKImyWh4dchTTDYE3qbkN7\n94xSijzPe6UBtDFT83AWlrwqsmlwQSAwIVWu6XK25SmPSIudts2Jw8vZP9V4I2g8lRwahGH/Ljj2\nqeVCHmms0igJPnxnw5ydSodzZHxIyYu0xhgTrHHCBM6RDiFeU7xUNWrG+Td6ZpqgUsEFMyW0MkN0\nu35xAFV0N6auW9ciZ9r2ur7y6S+H3jigsH6xitahp+Ol65ryU9so2iHd+wp6RcMKZ1bh4/cYE0/t\nt5vtohSRKmqimwinARWm10tUjPJhyBc+ZNi0RXGvyfjo5Jpn9Zz8NlEGO/chFgwO8Y//6Z1kWYeN\nY3W2bhtjw7r1bB/fSSftBMtaQvdUo1EmBAy9D4FMo8BZW1QyVcHn2fOjTuvaw4zMBoq/vQYtUmRO\nFIJlQiGmTifDZ2lYP7eFu8EHIetmcOhgVUdKB1H1gsJD4W5Q00WscLdoimBfEaDr+o+n50kbpcNv\nlUbrYEl6CSKKQKwNzttQOoDCNaBAFel9JtJoVwhhcbwGhdYRWeyoOo3oCJ/lWK3xhTsh0iYEdVFo\nY7DdICbhXBqtenGFkPOuMTr0PUyRA2+dQ4rj6opbV6RV8QIDwVpbWLahBzK919R7uTElwBQZO90I\nQfeYuj/SSvd+F1IZZ8ZDKFw1IV5SpISiENG9AGyIO+jgTuq5hFThupkWNdVTaalaFD4yOAUVDMZ5\nKlESxhKIwnohMTHaRyjvUd6Txp5ULBWvONJXuHK/l/Ghx+/6dR+j3xpKId8L+fjrz+RlI3NYs3Et\nzdyyY8cEk+MTbBnfSZ7lOAtxERjUAt7nQPBx9x5gwkOImha46n43/UGeJpYwNaLQ+yAAIkJuLZE2\n5D5kvzhrSXTwYXvvwwAgHQVXSlfEUVPWZ/HS0dN84aqwnBUEy7krUtNEe3q9EF34b7sWvPKCNobc\nWeIowjtHbML/eprBopXGeRvS+ySIhfGhCFesdEidVgonhsR5lA9BWW8ispgwklRJkGZF7+UUcq+D\ni0EVuSLdKrJKFVZ4UddcoRAfXhbd/PfpPQzoBkslBA3N1HB6Pc1in1pnyqWippnWIaMwWMH4bpC0\n64t3RSzCFNueEvRuWqNIKJcgPSu660ene2DTfOiheJgPG+hdG60M3jkirfEQeiVeSFR3AJTCKx/G\nEHgfXsoS+i95SKMnMhF4S6xgcSflA4e+jP/+QCnme6IU8r2M/ecuYJk3rFu/ns2NcTpAY7xBfWyC\npreFVVz4KEOsrwhQFt3hQhxDIEwXQmPCoBN5euCs+6nnytBhlJ8mTDKsRQMam1vEuyDOXminbSpx\nRMgLNyh8IdT0utMhyCfgPaHEasgPFxfESrpZEoWQ9No0zfLsGZsUPQMvRJHBFe4jzVQA1buQNRJc\nOt1si0IEJVipMZoIRQVD1cQY5UPNEwcoTStRiERUPHSAAQ+59mRFj0MXVqngQy0WNZUxE6zoCHHh\nBJgiF155sM4RRxEwlUHSPeehZNbMeEX35RpFM+MEENw4FL7sGV5KgSDFUxUOYdr/TMUsumdXoJdz\nrorIZrcCYlfMnZ8Kqk69MlTXlxPcTIRSubpYJ/QWDZGDSFS4d+KoV2lRqRB3UAJ5JL2XelU0xmlS\n73GJRrdz3nXQQYx5xz8+dO9zfJp+eyiFfC/jkNF5PPDkk1iBVrtFPevQaDcxVoqyo4LpjrQrTEDn\nfPFdN4DU9Xv7XoCzKwa9h1aH3Omuvat1d5g2KBORO0eEIgbyoqufGFME7SKUioPlK13h1oi36CjG\neVfkgzsiE4UAm4S8cW8diQnBv25QrOdCkSB+ttsDyHPC4NLuYJjQlVcUx1v8771FK0USxb1gp1Ih\nAya4AsLIw2BJerSKqGSKASKcsjgFkVHkHpQ3RErhlaNfFMpICGaaqDjP3TRJHyo06iBm3vsgXCrB\n+5xanGD8VHAwSWK8syQ6xktwMUWFL3wqDz68kEQoBNyGdE0phJKpWuNKg/MeL0GIQ+cruNeUKLzO\nixe96gm3CqcsfEcxGpNwDXVR0yWEFsKLolsGIepVgpnyoAgSguLdQGkxHkF5KQqBFVlKRTujyv/P\n3ptHa5bW9b2fZ9j7Hc6pqlNDV88D1XNDdwMtIMgkGlmACSAmCmuhXiQKiFwHEtSo8SaSZaLG3KuJ\nRC7LJV6zjPGqiUMQRQEJgyBjd9NTVVdXVdd4Tp35fd+99zPcP37Ps/c+p6oaUJBubj29Tp9T7/w+\ne+/f83u+v+/3+7PIYhIQlSmodB7oFhpLi1gIFOUIH2uMjuyoZ/zUtVdjVeA3Pn/3V/YCfIKOi4H8\ncTR+9mWv5Km79/N773kPk8pR1Q2xFItRH1xbXBM2RKaISYHNaEVITBXI2/SI+FL3qGLpQqubJrFC\ngmTJLY1N0TjXBgDnHEoblNY0dYNWCtdUqBgpjRWxjpeIrpVgukb1uNIpyMUQ0CkkZGZDHzoojJyK\nzrmWnWKtJbgakzI46LD9XOyMMVIU0pHSey/PS+yYzA7JRbcYpXzniRggNA2FKohKFrSowKj0eDQq\niOQ848Q52FgjOxSjVQpYGmU0pSnBBQpj2p1LYQxNFI1pUViiy8H4fAX/XJjU6bjotmNPvj9/FtXP\nmlPNoQ/voEzifneLIIkdJM/TLcsnxtB5rES5T3YUtj2XMpzSed2QxKQJ548xMXd0WhjSjkwpke2n\nz1wWBSGQiprd8VeIRqBpHBFFXTdEGxmPxmijiLOG//3a67Eh8q777/kyXXFfO+NiIH8cjZfefBvH\nT55mNpuxMaswpmA2a1AahgnfViHS30/HKHk6CIsiJgu7mLe7W7a/CB6ctvQxRmxRCP0r47B0hUaV\nuNgJy5GiHuAax6goCN6DNiLmSRkYIWKsRXu5cLVOIh+EUaI1wg8nQxLCdMDQdqpRSHHROYfRRVsU\nlWAt2K5VGjwQIz40CVJRRB9wKUPPRVrBzh0gBlDeOQyGwmjwXqqGSmN1IWZbJtUI6LDqiGTLYtlb\nUBppbpyLtfnzWGXRSqwHYgjCcFGieqxdEPl+GjlId6IgKSDmHUh/sYoxYmymX25bBFJWnyEUg0K5\nFMBVCvSpPhGTIKn1aMmMmFy8jbqFUWJiyGilkv9NV5jNRXKTzrs8MqzSZ90YY4ghEpyn8TXWWowt\npDYC+ISftTsvpWUXp2WRDA5U1IzVBj96042MjeWX7/3Ml36BfQ2Pi4H8cTL+/PvexPLpM6yvrhKC\nJ5ou4OYAGvMFm7bzSivyZSkKIDq/7phpZKkgpwTD7NsrxXSxdjxyyabEQQOM6fBr752cLFpLyzbv\nKROTQ8ADKayKHW3C232/qJqZMUnAE+TvmL6jBM60UEErXQ/et1llyIXGTNAAweeVYO8qSmwvy0Kw\n18bhvEerzrc7KAFyGxpy8dcojXdNS5/LPiRKd8wSixLfECtFXY1Cp8+uleDBwUsWqwhtj0y0wmo5\nlsoYYk8ERex2IDlwy7oZk8fKVkFMy6HXqjuKiW0isTcf9620xhxoQ48BpJAibppFtNGSrKczqlsY\n6KCQNF+5GCqis5jg8hTcc8afIBdibHchg8EABTRNg9KykMj8yVZJFitLQHD1ygvnPjqHCbUc9JVl\n3nzttYTg+I/3XczM87gYyL/KY2AtH37zWzh7ZolTJ89y8uwyzjuMsTQhkKV1cuEkpgoSHHIe1Erx\nYwqgrYmU4JOZNtZh4Fq2uomWCLJFzvinUVIwi5ldougEHMQUxOWitiihGEahPOocDGOmGUJO3wS3\nDkSlsUnsY1JgyFS9mIphpIvaJRhCI/h+m4u2mHkq26XPbq1g2dlc29oCH5v2e+mg5L2JFGVBqB1N\n8CJEUpli2efhB1RMNgNAoS1KaayO7Q5IhyyH1z2IIWP0sS0SakUy3XKtECovYgIBOWISHXnvUpOL\nrijaCeN7RWG6AiYIxVQZTURwa498niAri9AogRgaKYtm9Wfsgjgx83Ay3t152ah8MpJgFh1TPTsJ\ngdoHdGwak4zDcoZvTVp8FRTW4GLno6ONaXcxVmsKpfBuhtMNaqYZDEp8vcnrr7mKYDS/es/nvtRL\n7mty6C/8kIvjKzm++5lfz+KpUxw7eZKTS4tMaulcH7wXUU4K2CL3zlQx1WbT3dYbEcfEfKEnsodK\nbbyk6pcuctVSyVpKWX+7HoVCaDL2GiRg6Ch8YoO8QZaaxxixxpIv/8JYkaprkwQ+KZDlwBujMFfS\nMyQ7VFu28lonFkrijSvyl4rtopYxeEIg+ESXTLTJHODFG0QgJgUUyI6hpIAQabxAUwLNSDAvbSlz\n7INwx43FoCm0xShDoQtUwpK1Frtamz5jFvPEKJivBOgMcWipObQQQof7t4Ey3aZTwN0iAFLbfVPk\nOG/9hDQAACAASURBVIZUvG6CJ2iFS8VU2cmpVjVr0pyqZKBGWozz+ZLPANUWsFX7Oxd5Ve8/ETSl\n4q8WmwRjbGsA5pL4R6VzUGvTwmcAxmox8kpRXZvcSEM+a1FYhoOBFH2NxhaiGXB1w3x0/ODlV/E9\nN978ZbgKn/jjYkb+VRqX71rgJbc9mW87cCNHHz3KybPLbK5PGY7m0KYA51pusVYiOFEpc9IJatE5\nW05RWy7ylA2SttpIITOG2BoghVwIhZRxdRm84KldFqlyRtxul+UiNgmSUJDYKxFrRNUZmtTtPeGz\nOUioHNR1xzHvsO9eFpwCX5vdp672YvPa7VAEj40J95eCZRvQM1wkeAeGSAiRAZo5VVDjCXVgXAzZ\n8BXDwZBIxDsvYiUlAdpYK6/hpXPQoCgIMVIUJSFt/SGll1lqb6SA6BIGrLWwTKQxR6BMlsARgUCU\nMdR1jbW6DYBlWeBcI8erhdi64J3nLi/GM9dI+zgl33mAkl1UerzVWlhESoubZRSMH61aUVkuYJp2\nl2A76mM6xplqmc8WwlZhVPSyqCgtfP92wVIK5/wWyEgZI/Otst2AF7gl7Ri9cxTGUGBxLlKpBlNE\ntDeEiWN+CD907bVMVOB3Hvj/dyPoi4H8qzT+4ZOfwv926+3c88ADnN5YZ3Fzwmw6YV5pAsIIwUHK\nqwmJ050LbkFtNVeK5Ba6bURGoWgy6yGJfKLqhDU5Tw74tiDWZmWk7bqivT3/1oo2oGqlKQoDTvjY\nJmXd2f2vgydSxheBrN5MzJVss5ozU4EndGqHlhgbQXDU0P+OCSvfwn4pilbCn6ESdMqufWDeFIy8\nZlCOGNshhdPMDQqq2aTF7l2y+a1rh248xmoKDMOyZH40x9m1VVzqzqONxaLwTSPuhsmkyrsEXYUg\nGXlUhKgYDAbtMcu0PUJu55b2Rio5VcYo9gUut3jrPFlC8G2QrF2DLgxNEIbRZj1FjefRA9th2Mkl\ncaAVOOl/6kPe3UUsAU0nFtLIrjDvgHIw7ts65CJtX+mZWULChJL3zhz57J0TgqMopOirTVqglaJp\nEp0Tlc4pJ7srHzFB462GIhKCYzwYMWsc5VDzw9dfR6M1v3/f/X/by/EJPy5CK1+F8aP/4Fv4vtuf\nxsryMmfX1lla32C9mrExmzGtaingJUl7zsaNNkKri4JFbjG7irmjjEDqgUjwLSkAH3sQTK+4KRfz\nNoe5qDrnvqS0i8lBsWU/JMMmmy5a50SolHcQeUsO0hhBay1FwnQx5+eb9BqZ+RGcJzrfSvW992IS\n5XwLJ5A+j082vXkbb3rYc1/GLu9lxdcFKJXlwCVXcFmxE+WFVRLTROVWdloZSlswNx4zNx4zKAbs\nnJ9j/6X7mFYTJtMNIr5d2OpGOhA1jWuDlS3F7jaqbtcDUijO3ytDJnWdKJapR6kpCwIJDompuQTC\nYY/IgmSjTW3xAsqIHSzGcnzlKHt37uaWZzyL4b69HFo5zv2LD3N0c5nxZft5cOUE6yPN2VCz3sxo\ndKS2Aac8SifozEdi0hUYY1r7hBbKAWJQUtxN1EitNIQeBTQdZ+e9MF6INE3DeDyWoq+SArAPgcl0\nU45zqq3knYhzDkKQhdlHhmaEaiKxmTKdbDLzUIXAla7h+y6/4st+nT6RxkXTrK/CuPuH3sbn7ruH\n02sbHF1aYmVdgnhT1ezbtcD6yoqc2EhbMx3Fu6NQiU2itkIT7VBA3xSLrijW+pWoXvsvaPnDJtHG\ntFKYGATzjVAosAEKrTFKaIHaCw+7MMIUEfELWGLquK5QKTsXVogYSAmuLu+bza2EnqjbLM4naESy\nQIOPrmN5ZGpl7HjofXOtvjtiy09WioDAFWiFKQq0tUzXN5krhyIZDwFrk0dJ1BS6IHqPUTAeDNgx\nP2Z9ssbKxjKVcyhtMYV4iujEtVZoIq5l0GS8P3/G/Ll1QGoV6T5t6GAuhAEUYpCWel6OfaUjcRAJ\ntcaqgI+KohkwjRuYUjG1AW8KJpN1/tHzXsyxU8f58COH2WcnLOzbx97xAourmgcf/SxXXXI5C5fs\nww5L5neMMN7z8D33s3Zykb2jOcZ6AVtVTEcWvMNEsZ4lRIJBXAxR6GjRXhGt24LZZwuFvFCZokjn\nYLdYDodDYkoudJIC13WNVpaiKJhVU4pC433Njp1zjOZKohbIxYVAUIFyMCCoQLRpR2k09xrLK9/3\nl1+mq/TxO84Xsi8G8r/n8X++6ju4bTDg6KmTPHTiJKeW16jqyPp0gneOvTsXqCeTjnZHBKWlWUHM\n+G3PxySN7AttlBUMPIT2wnLZnjS9nuCq6X+KVjCjUcnDRQqbVhl0EJqhVbKAFMpIlgiUVgQupZbb\nTAwtJGLy50w4t9UmsW2SV7fqOs+0jiQ5oCdMVrD70Gbcwfk2cG83kmoXpt7p3EI1yghrA8Ck5s6N\nZzwYEF0QdSGR4XCITZ1+DIqysMyNRywvL1K5iqiRTNJ7TFEmDknyI1eKmIy5Mo0x+I5aaa0VmMX5\ndlcDiCVt2k0AlNqKLbGNuOixGAq9k6lawcSScWXZGNRoqyibgqlVLM5OE9WEO256Gic2He9e+QS/\nc2oNH2H/wPBTN9zCH5w4xfvOLvIrL3kWux91HDx1iAd3jnmW3cGdzTXces1VfPwTH2Kgh6A20ZRY\nr/A6tf0LoFQkKOkMZKJFB4VXfQveHnafjwsCrWS+vLU27UA6I68sZItBzgexlwhEHJdcspfGz8Cm\n3Z7WKKuxZUFUAaei5C5FgYuae0vNd/7Z+758F+zjcFwM5F/l8d3P/gb+6e1P45FHDnPw+KMcW15m\n0sDK2jouSHu0PXPz4KRNGkhHdaV0EkmLQVUuQJLpbT0Gigoddhl1r6CY5jw36s3PyyNTBQulscIq\no9ASyAdGuNO5bZtVmmEhgg4dIlYbMaCKof07F2ALY4XbnBgopbGJWaKksXJM756CWwwxccuFgRNI\nopnY0fCyUZdSquWY59M43y/Tke9LtMK8iMk2RBSY2Us8dL7gw8GA4bAkBs/K2SWslYKxb+daZPKu\nZ9kaozTgyFRC33Q7ib6DY95VtMcjBf8MFRk1wPiAsjUzFEGPGaoZZeMxaoy3hqgMIW5y0NcMTc1T\nD1yNNWMOnV7ikyzz04cfeszzcA+Qe/Ds2THmRZdezbcvFbzgG5/MI39xNw0z8Luw0VHZQK2gCFDG\nSMQTtMZgMA6C1WwPIPkYKCUsqf5tRWG37JqkxuGw1hBCB2+VpSXEhr17F/CxoQo1g8EA7z2DYYmX\nvQtegykNOhiUiawXkZ+470Hec/zUF3lVPvHG+UL2RYz872m86ml38UPPfDanT53g7MY6Z9bX2Kwd\nZ9fW8FG3RUgfu8IQkGh/mSetpGs5WjDKKEq9EMU7QxoOR8nAcxBX3U9oqSi0havYoxH2F9jMHsmf\nIzdpIAXc7DGeC5tS3IxtQIw9IysJmrbtz2lVLobKZ24pdbHXBk4rILQLTF/tSC8rByWS7yTTEYdB\nkyAPTfZWL5IvOMlitTC2F8SlUKcT22JWT9mcbXJq8RTBRCiQ4rLWyZlQ/Nsz9zsvHDkYN00jRUxo\nIYZW9JQz8SDF4fy8fMyVETgtIDujyDrRejZ1ZFWdBl2xblf55OqD3HLb5Tz79rv49ImT/IeHP8AP\nn/h4G8SftqM791567W5AeP5WdUEc4Oz6hPceOUS8fg9nD5/l8ic/CT2cp/CewoMKGpQBTKsJiFGK\npdnnvj/y98vBJnPGlaKFU+QES308VaQocv0kzYEiFXNDS+dUSnzoM3bunDgsmsTOITo5RsHzU3c+\nmVc+9Y4v7sL8GhkXA/nfwxhYy8+/5GWsLJ3lxOkzPLq4xMrmjEnjUMaSW2yhNXUt4hUVE46sRGEI\ntHxbkOwwarWl/VZIdDK06oqeQS46F3z7mHzx9dkHrcw8QSzReVHpJWZDYYRKViTsvGkaMcLKQp4Y\nW9/qwliKJOpRQGHFC6UPh6gI1pbtj4pJyJRgoVxAzQtJDnY+ecS0r5M+t0GgmujExtbXjewoIhRF\nSdM4VIDSFIkXH1MhVtSvVpvEnpHCblNXDMdDikFB1TSpkUTC/NP3y7sCraEs7RbsPisr+9l2hlcy\nkyYXaI0x+BhovKNym7jC0aCxVaDEc8xPOaocl93yZE66DZZX13j981/OyomKn/ncH/Fdxx+gumY/\nr791rj3nTtTy++oSfuaqnTKHMXW7B16zF164R/5eqxte/YkP8mPH/ox7Ti1z4NabmS1MiKUsrMoD\nHpQuUKYgYlDaEOk483k0jZy/mSte1zWZ/26sIURHRHx0pPCtqKoZITgmk01Agrf0JA0414h5Wq/A\nr5SiNIZZVcnCHyKlkSQIVbJ30vDG3XsZtB41X/vjYiD/exjX7t7DZH2dBw4d4sTZZc6ubzJtPFUj\nvGJUQMyGFMELtpr7beYRVDjndWOMwkjJAVohMvxAS0ZM+kfQhpic9c73OpDFJ3Jb36gqBN+6+8X0\nuCyA8clB0SgtNq+o5LuSRTzJ2ySpOQe2aPH9VrHos0hEtgsm+bOo2DVZyEXTnN32M/T878yOyVhs\nH9LoPyfLn1TsFrradVm0UmCK7IESsYOhcPvJMvbktKhUKvhKFp4DtbV2i6d4WZYtK6McDtp6BkjA\na3wHw5TGEppNvJkyNZallcg1u3bzTTc9l8kDJ7ht4Wpe9ryX8HvH7uUfP/IR/uvKjG/cB7/xN4/w\n6wc329c9WcnvH7/Cct99J8455hsa3p9S86sG8H8/SfGpDXjpQ/+L/7b8YfZecQ1mzxyxDCjXoA00\nOlKlhKCqGygMKPGAURqUhqK0qROVRxuFsRrna7QB5+reri9Q1zOapqYclgQio7kxLniUUdRNQzEo\n0VaDlgWlpTp6WeiHgwG+cWKrPKspnWe+DvgqcI2HP371d57vcvyaHBcD+Vd4fMOB6/mdV7+WQ0eP\nc3Zjg/W6YWVSU7mAdxG8QyW/ZxFexNY5D6QQ5EJopdLQFTa7vowyfArsLvg2C8wdgs5XjMqjgylo\nZeaQvKWjiGNy7NEp2JCy6tyjMgfzvACFgNjFDoYEH3EuUBYDtLZobbG2FDVlVBSJ2SAMFpP8U9QW\nU6ncKi1nepkiGcNWVkj7vXvFz9o7fA7amX4J7TwF+bBJQy+7Ge8FW/demkq00EvG0xvXcuJBCsFN\n0zCbzdr3hQ5uAdrvtKUPaW/BNMZQeaiNZmobjs9WeNbT7+LScp4PrHyCV6zdw91fp/nd5U/x5oc+\nRwX8wtWW1wSZk/vWzz3/fuSI443L9Tm3/48z3d8/dCP8xAnNsYn8+5999hj/o/okZ650XPGUaxmO\nNcVIUekGZwIqBgpjqeo6naNboaX8XXJxPS9wRWGJUURBmfOf6ZhaK+p6JgXV4BmPR8QYWF9fZzge\n4UNXsBdaYqSZVW0xXZsCFWAYPCNbomNk7tgxnnnppedOytfguFjs/AqPh3/8pzn6yCN88oGDHFk6\nw5mNKcuTGc5HoneoGMAogjLoAKUP7ByOiM61tCofBT4xISslY/KUji2skuDLtjtObg7QBrn0//7K\n3Qp8EsZtkAbJNoa2qGmIlNpiorBTNCJzH6QCpI7I7QEKDaGWjj1GW4hQliV1VWEzD74vu1ddlpwb\nBAuGLXJtyZYlKNoetmySTWxeMOK275S53BnmcDm4kNkiokL1LlPnMg4vzAyl84KQhFDaAEKViyFI\nC7O0KKjczJiMmaf5TlYB+fvl+/LvzFJBd/eFEMANqAcNp+ojvOJbvpWH7z7NRzfv5edOH+dUesqu\nAmbp72vmFWMf2T2A9y/LbW+4Dt5xeOt5eNkATtey5/HbrvgnDeHh2bnn7i/ftZOb/NXsXI6cPL1I\nHI8J04ZLBzsJdUSVhVgt5EJ1Dz7K31kZlTDvkFSd8sG75CEQVYagZH4ESlEUpWY0GlD5GeVg2O7+\nrDXt3EVkJxAHlqgCgwCq0EyVIqqCY1rx4r98/7lf7gk8LrJW/p7Hf/3u13FljNx/8GEOnl3l2KnT\nrFYVlfPCMIkdA8VnnNp7FsZz+LqGliWRqkWZ8UAK4iFRr+jc8ISVkYQo6dEgkvw+Ht6aLZFcFCPM\nOYUbWAYxYFxsA3dprRgcRUWBolQWq0tM8BgCCk9ZFFhlUU4JgwAPylMU0mii1NLVvlBJnBNBEbDG\nEmOg8Q1eZeWmZP7i+RFbhSiQuNu93UWaj5Dw+Gy3ms8wqTFogg+t2lXweoXLzBItMyGvKZXlTB9s\noRySbzdR5OxI1i/FPE1VVwIlpEw0eDnG2UbBe5GfBx8pbEEIqReniskgyxKCw8Z5Vs0acfeMpx64\nnT+8+6P8+MnTbM+pnzcP1xXwm8vnnnfPW4C/WYNJgFt3FhyIhhFjGr9OuTDk/UubnKnOheoA3nA1\nvOOo/L1rYHj2zoKfvOwa9u66idlGxSDOeOjBh9ihdlIMNMGpZIkguoKoSVChHCulTZuBi+d4UnIm\nqb61Uh8oSpu45NkWNwhzJXiKUmoK3snjpdgq7pxRiWeL1wFtLWUUi4lJCURNoQb8mQq86QMf/GIu\n2SfEOF/IvijR/wqNP3rDm7k0wucPPsDxtTUWNzaZepdYDBm9EO60juBRRCVMgKBEjZlFOjlQRZ0b\nD8h7xLYISmITxLbZMGRBkGQ5Km9/FS0PPGowQRFSgDPGEJQ0Cda5+7u1uOTjXagsDgnUJjCIkWFU\naF0IfbLQWCPBPme+OigGdkRVO7S2hChZf6Fh1VcMNFSTCaUppNCakZ3YKURDCOKbnj7XFpVnjNlP\nQHYk0PrC5Mww5OxX1gSsFk56lpYbZXBRHpPnVytFUdj2toi4SOp28jNDWrW+JNp0JlcRycoDiY4Y\n0qIVIi7VBDIEZJLhmFYGTKDQJSsra+zYtRfdRG7YMeLe9SkAl1h4xaXwzkdhYTfsMXDWw5Ul7FBw\nXwV/tdKdh8VwzIuuvJIdVcnO8QJVgJdeOeXT66f47IlTHPcz7t+Q+XzhThj16oPBed5zxjPiYUaL\np9lcqfn+G67jjqfeycH7H6apJyhdYigxaFzTQKHQRhKQ7GKplbB9ROkpCUqIQTJpItpEpO+sh7Tw\nZfMsEBWpVWJhUFc1g0GZ+OdeAnlU7SLso6KI4jOvy4jZmPGM8Ty379vD5xb7fJ2vrXExkH8Fxu1X\nXMk15ZDDR46yMqlY3NhkdWOdWdNIz0IrRUO1fWHN/84MkCKzPBIunu6XXpE9BWfsmCjnG3282MVI\nEQClpMUZCpxANY1R0mNRD+X2GNv+mlLIzO53EeKMwgywwaBVgULsXjGeSs0Y2nlsGDDwGuUixpas\nxpp6YCnHloNrS+y9Yi937djDsXsfpAAGqZ+nBOeUxWXoosVIJbvNXh3977j1cWk/0iuQijGVlQDR\nu7+vEM0/wdWEtjgqC51MSYd395WkRVEIxqtTX0/VBfXcIi7EiDFpcXQusYFEjo9PniwqYmuNmzbM\nz1lu3XEtL1xouPfTn2FPAf/octhIWPYf9rLxS0v45Eb37zvmBuJI6CreceQwDy5NeNPtO5guO6ar\nnl3Acy7bw0engfs3pDJ6mYFfOgz7LLzlJvjpe+W1fv9MA8jqcPr4o/yLnZFnPOV27n/oszQbDdZY\nfJ1goySTkt0mKK1wrklzlOwTVLeDtNZQu4aiKNrdjPzoLerdKgumBoKp194xGBTChAlevGmMlV4j\nqaFz9BAHhp0x8gt3PYMX/+mfPsZV8sQeF6GVr8B46Md+ktMnF/mbe+7l7qNHODudUIVIlXiwOavU\nsWN5NEoUbcZ7do3naGYzhlaClQ8xCSA6eKQvvc+jL4Tpj/4hDlpRegnGjYqUQVFqDYXgziMXKPQA\n7QMDpSkh+a7E5PeiKYCFwUAKiD5iPJQJ/rClodYep8ZU0eBoWGmmzF+2wNe98Hl822/+J0LV8K5X\nvpZ73vNe9hdjdkbLfDBir5qyWQqRuRemw1x18ixxzrUF0u0y+D6lsh90y7KkaZpOTIRqF4SmaSBh\nuZA2NKnrfA7UxhRSCE4jF91yZt00TftarRI1s3J6sJaxiqqqklK1Uzz6RoyxymLMtJpwujnCt732\nFfz6H/w+bzlzlrGGZxt4X3Ph825HWdD4hpmHE1/3EtZmG3xKfYrv/NzGBZ9TaNhhFWfr7hx51wH4\n3kMXfp/b5ob8m31Xc9ct1/PwZx+i2fSM9AitjLCrlPRFLSiIOjW3TroAYwy2tKlOUAv0Fl3L7CGK\nT3zeSbaLoZNF2AVPWRZJJxESjVMTtU9d5jRKFWCg8jXFsER5Dd7wJ6rmRz7y0Qt/sSfIuCgI+gqP\nXaMRH3vTW1g5s8iDBw9yanWVjcYxi0qYJ0oTYAv9rD+Se6xg1gnrzfTCyFYe9nbmyYX+3q5yVD7g\nTW6vBd4o6sZRBc8wNU2YmUAz0DgtvhaFieK5EgMxeBoCEyyhKIgDTa0q4kjjCsOyUyzVJeHmq/jR\npU/wtuXP8TOr9/HW+z/Kf3v/+3hLcTm/MncDwz//a24uFtjRKMZRONxeK5wGbzXRyI9zruUm5++S\n56HfBi0Hz37g7FMTcw9Qud10PUFbkU4X/FWE4Lt5bH3PYQu3vSxLslBlNBq1LoXZuKsVxVgrgb6U\nhhF5ISoKeR2xNRA2T6wnKGsZze1l49El9s3vYc7Aa3fDG+d28Pb9W8+Z1x+Q38/Zt4t/ed2zedWl\nIwDWqhln9BFee88mjzW+4YoFfv/Wvfzqld1tbzjc/T3S8FtPg+tG3W33bs5488mH+djHPsudz3w6\nUTV45URqHyNaWYL3+CAqTVRgOCwTb75JC6rbQnGtqkr+VhHnmlY3kHdZmV6bR76fpAQ2EYY++dMo\nAdlKXRCjdIMahoqXljsfcy6eyONiRv5lHMd+9uc5cfhhHjx4kMOnTnNsdYPj6+tMfSD4reUqjWkV\nmzpC0BofxPNjRzlApQp9jOJtEUmCh97oZ6T9rO98QT3PuVUKp6SjS4GhsYrRYMBwNGK0uEZhDQot\nVqNWUSpFqRVFFH+S0WgMLjCkQFmNC55YWDYUqANX8Y5PfYhFN6NJmexb73ouNy7X2LOrFIDRBaoO\nlFFTKIjeC3ZstFjD6lT0TTsV1QvaEni775WDcF8gtH1e+v/OApxsG9CX0HuS4lTrRIELFCkAZyhG\na9Nm3q0UP9EXWwVs+hxFUbTc8fw+zjXYQpE948U2N32uJr1G6fFVxClodmzCwpg/WL2fX394k/+y\nY8wus5/Fco3vPi14b6nhzr1Dvn/udi5dG/F76lP8+tI6n3zBjfzAZw7ykZXzFzXz2DUs+O/X7MRE\nzfMePLPlvssK+D9uL3nTp+pzmC77ipI/etpLiCsPcunO/Rx98Cjzwx2trzpoNCKbDwlDLAopaAY8\ng8GAEByDwUBseLVG0blx5kXZh2aL7UJWfkatsFYWTR8caLBJ6zAtDV4pRkHjlacuI2UEE4Y8oiP/\n5FOf4Mxk+pjz8ngeFzPyr+B456tfy5kTJzl87ATHV9Y4vrbByZVVZnUj2HHUEDUq/bSGUVpDFo9A\n2wy35Renn3w5bueCbw/U/Sz1fAfcZ6JijDitOFlt8jvLR2BtIpxv5ylrx1gZ6VOpEr8lwI5ihJ55\nhsWQVSpOxYb324p3s8LPnL6Hf/nRP+VEtUnjPf9k79X8+z03cuDQWYrFTYbOMmxKypmnUA2qqInS\nar1lq0QFKkRxUnSRwtHS8todiu8u9Hyx59u3Wwzk4F0UxRbRUF8clBWnRW7eHGMS/XS8aJWokple\nd765zQtCvt25zhUwB3p5nV7ADyJ8aZzDhQYXGpp6QlkH5vyYEyfP8Lxbb+W5xWUA/GQzY7IjsBDn\n+eW9CqvgwBi+ff4AV60vY+1xyomQyZ/+gQe/YBAHWJ01mF0Fq80aAK+56QredMU8AJeM4fs/uTWI\nPzNJ/5+2b8DK4Yd48m23cHrxFJfsvwQAa7UU64NDKQnMStGyVIoi72iCwCreE6PHubplAsnrGJTu\ndl35ePfnNPP2nXMEY6iNpdbQ4PA0WB8ZOc3Ai59/1JEDRvOuFzz/C87LE21cLHZ+Gcbhn/05lk6d\n5tjxExw6eZIji4uc2ZxQpabETVVhbNc8QScmhrhJp6tEd0rImPSYznvhUavUWzM33VWk9l5qi2cK\ntISVCw6vAB8Y2JJFXzG7fA/x2AYDtGSb1lBH4XEXxqK9wwRNWQzY8AE/KJnuGvKhaoOPPrq1K8sr\nb306zzNzuKMn2DOz0qVGpa70NGAtIYKKFh+NCJUU0vMygNG5AJkYOu3UJMaDc9hUN+gH+PyYfHt/\ny97nk+dA3s/Us1NkPjbt4rqtBiGNr2mz8Pxe+XkhGWj1ueI5eGmtRBBVStsycfnT0pLNaBwOZVXy\nChmwrhSbahXKkqOLp7h8tI+33nyWX7h/mX989Eg733fuKXjb1U9DHV3hkpuuZk7NsfeekzC9MCZ+\nvvG8j59s/35o2vCviwO8f+4BPrc649uvVvzZycjVQ/in++e4td7BexcWeffpGfWVYw4dOoQxCu8c\nZVFQN4mNohWRrltTzkm8D9git5jzoNjSPEMphfMNKOnW1DakSMIi772oP0OkHBbpeAaCVzgX0TZC\n9BhlaHCUqiDWEYrIxMwY14abXOSHnv5U/sMnP/0lzdPjeVwM5H/H8Y7XfDcnjh5hczLl8LFHWVzf\n4Mxkwmo1AzTBOwapSJOx1tzzEHowUw4gmTKX3yBfARfIsM8rDuhlptvvj0QKa4m1ZzYs+eyxI7zk\nupvxizPpqp68z1UDyonf9kTD6nzBp6sV/nLxUdjGXX5SMcf3X3Ub5uBpFkYVlVMEE/DJc5wAuhhS\nJUplEYQ543TKdmPEJJqaUzFh5aKnLIIsVLmw6HP7MrrAC1vx8z57pTWrUiLm8U5EVlms0yosewGe\nkFSdwW2BblxSZQJtcS6/fg5Wec77O6UQeu3dAsnQSzr2aKtwngQpCDMjDmqqySIve9Y38uHPrtUL\ntAAAIABJREFUf5ZfWX6Yv9rc2gBkrjS8ede17D41Y/81+1lZPMne659GNAPgSwvk/fHXR89QXz7H\nL151HW86cojfPSqQ4L/YZ3nabIEYCw47ybRvvulamqXDTFcnKCPFemstPvq2aYnR0r81Rsmg5+bG\nVE2FLWw6tVWr2swBfVAO2rqCUkr8WqxpdzmZv1/XNbkFXkmBaiLKRIwPaGVwGqHOaosKDqUjMx2x\nuuHlcyN+ezjk5Ow8Sqgn4LgIrfwdxuW7FnjO5VezsTHj/kNHOLayyqmNTSa1A4Q7HHSkUU6c4rQC\noyVb2XbRt8o+BY1zaGvxSuFBONrKbAnQkBsLdz4rrd+K6gyzsrw9N6QYNiIG2hwVfGTzNACbK5sM\noqEuItp6YhBceBYDn67W+G29yi89eo8E8d5Y0JafvuIOfnDuGnYsrjK2FhcqihgwqVuMygq+xmF8\nxKSO80Er6SkZAa1oENfGEALRB4qowIv8BmXQpiDErZTB7VBKjAnnjqJKLY1NdrwKExUk73QlFWdZ\nsBJNziSESytp9mAL3doBCNYNVhcQFCpqfBMILhJcJHpQURODYzgo0CpSWPl3fk2itDhTVuGia50D\nffqOWlkiBhM9EzdjuHcnj1ZLfGjzkXOCOMBm7Tk4XGbDBPbtupLjp04yWjDsLIZbHveM0TlP/YLD\n6wF33XADv3TNTbz1ugFawYNDx73DR/mP8TC/e9pz9Y5dLH3ifq657CrQGq+lzqCDwooQAlsYfGjw\noaYoNYNhwazaxFqFtaIZMEZRDCzluMThwArbJGqFKS3KajAqFUCzBiMSVMDHKP7wETARrxvp0hQt\nOBEgxeAgegiR+cYycBZnDPtoeOc3P+9Ln5zH6bgYyP8O463P/ybWVlc4s3SWM8vLrE42WJ1sUjuP\ndz5xomlVlXkb71JBp1+Fz3i4FDUDdeoQBAk7R/jkX0pt+hzMOFPRtea+SZdWf3DlGMeaKbWxrDnP\nsonct1vzf1VH+CO/xJG1rUKKeVvyxvkreNvuG7im0QwbLxnTUDPLBUtyh3WVZNVWdiRZwp5ESN0H\nRDLlbJhFglx6NQFaCmKX7faLvdlYKd/fYtzp+f0WcDkbhCwfN60PSpaJN03TSukVW+Gctl1djylj\nraWqqi1slcxiyQvPeG6uK7CGzhcmRvHYacoFAjsZmAEnq4o7v/XZFzy+P/f5JT4dFplMNxmOx1in\nKYeDLY/5+N+ipjcKZ9mYrFGuneafv+BV/LtbLue/H4U3HITfSf5bP/n11/Ks597OX3/sbygp8ZX0\ng61wBA3g0LHGWkW/4bIYipn22AiLp0l/d8yi3Ou0ruU+6Sok8zQYDMge8zlZmUw30VaOR/CR0ATx\n9A+uNX2rlZfFwDuMUVy9NuXNT/7asLu9CK38LcevvfZ13LFjgSOHH+b08gpnN9Y5fXaZygdizIZB\nEtBizM0IVJJti5+17jQ+XYBW2UMlduZYSLHTIAEw4+RJTd6NSCtaaT3GY0x2AOkh45K6aSjLEnrb\nyr9gmbDSiMy9sGycqM75zrfu3Mtz1JirdMm+SlHW4JgRNLgg0IdFMVCylRZcWYlXSfpM/WAKSWHa\nmwMJ2LR2BP3ATK/YqNrv1OvsHuMWaCW3jMvv0Denyh3duyDRYdu5eXMOKt1nUC1jpc8h7/PGgS1+\nIxl+yRh/NtUqyxJlRKSUoRfnHI1vWJhfYHPjYZ5x5x288yN//Jjn4Wg8pF7f5Kq9e6iW1qWV3AXG\nXCEe5z/70jt5yx986oKPU6MheJifH/LxP/84v7q8zNltm4Lv+J+f4T8/9wRPP3Al/sQGcRYY7txD\nEzShCZRmJIV7FUnd8FCGZECWYC8rRWQfPL6FznwLq3Tun8K9zwKs7PGu0kmttcbkDkxJBdynpxpj\nQIFLHHcVFN5pdobAi+dH/MpjzvATY1zMyP+W464rrmJ5+SzTpub48hLrVUOjFFEZwQgTZtpnSQBb\nmBcZBskjB+8ILfwSst/KYzBR+qOPH5/vdjerGUTNzvHclvs36hmT6NmMno16axB/yQ238apdl/MK\ndnGDH3JJKHEqsBFrJjREo7BeMfaagVhTQfuj5CcmVWhq0qvoZ8epyKikybTWW+1q+9lvjLG1y02v\n3Jl+6Y7jne/rUzO3B9ccjEWgo7e8J9uem3n8OZj02Sv9nUGXTXa0Q+jsfnNLPeccLjVrprcw7CqA\nyQauLhiOxuxbHDL3GLbaV4zGLFy6k8nEcejYYbS6MOZb+8jH3/hc3vD0F/C6Z916wcfpcYGbRHbM\n7yFcsp8zdd36mOfhI7z+r07zmRNHuey66wmVp57V1FHMy4signFE41BG+OHGGIw16PQ7z5W1lrIs\ngNiyj6qqaoO2YONSKM3lfLkOxFY4hEjoKYKrqmoX4XbH5gNF4/BJgWyioY41Nw4Nb3/G1114gp8g\n42Ig/1uMH/6mF3Pq2DGW11Y5sbjI+qxirZpRe0+T3N1y1hGS+VL+GxI3moRxxy54Z7GQJ1I7l4mC\nvcx8a4FvO0OlvT1BMCo/no5TPUaC7fLyedyWtr8e8JzBTu48vcJdFOxRmhLDzAdCaaTxbaIMDqJG\nuQDGMCsUoTRobYS14DMH2BIDUuDsASttD84QW3uCvjUt6buAiHO6TFsmJfSydjHM6r5zf2HLQbqf\n+Ym9akFVVVvfkw5Kye+bOeN9r/M+WyarTftilvx++Xt659Dpttx8oixLhsOhPD545uyAPcP9/MUf\nvYfveOm38farLuVbrz2/mKWeOkw5onGa9WrK/uH8hQ9ojExPrLGxuIQxhqfuH/IN+859WKmhLMas\nTCrG+8Zdv9PzjEOlYXFylr3796KVRwcvS7i2OK3RRQlEjBXvcpWcLbXR7Vrfh6xmsyk6CeIy+0ig\nlNjqAGKMLewli7MUi51z0v2px+HPx8MHj3ZSeI+VQjtHtAoaxy2muOD3e6KMi4H8SxzX7d3Hq266\njbqpOXV2mRNnl1mbVEwaR0AMqNqeWDlAb5vlNrvO/0b8UzIdzhNpgmtFQCHGFjLZkhiprZL01uI2\nFxi3URJzxhuj56ade7hy5+7zfsen7LuM2+08bxpcybcUeyi9xmtNjSfaSAwNRR0og2KIkQJmjDRO\n8NG63ZF0/JycGfUNrXT67RrXCnSgt5uI0mknB0uFqCBzX8c+Vt5mx6gtz9ky37Hbim9XybZTqrYK\nqrZ4tafgkn20t3Q8Uqrd8mdooK7rNrhnDD1/HpfgG5Bs3TuHaxqi9sxUwOoRe+0e7v7gh/jeF7yc\n1116B9+zb4H9WyFw/nz9CL/xsT+mmB+zsnqWXeb8gfyOvWN+61bLvs0FBvOBd374bj59esb/Wjz3\nsfPjnSxOVljdnLAjRp58yY5zH5RGhWMz1gQLhdZYLwXnoCKUBVhp4aa0nOPy0/WNVUa1jZhzTaGq\nqp6iVzGdTPHey2IbI95LTUPMzCJ1U+OdQGKTyaSFq/rnklZaaLVocedsAsxqQtQ8qSx49yv/4QW/\n4xNhXMTIv8Txnh/4Ee6/7/OszyqWpzNWZjXrswrnpBEsIEyI/ASdquwZ1yYVzmLi2LKtgJkwcA9o\nugCOWFWJ7S1ZrdiDJzLEnoRGZGxcdbmvRtEQsEqxMAs8wwyZYolKpfeF1+y+gbLeYFTuYs7OUVc1\nxg4hKqIJBF9R+garh1K8TBCQKQu0c5gmMAoRowUDJUTBL50UEXPA7gfV4Ly8fsK7W4fBsC3IZv59\nLxDn4mSr7vRbxUFaKUL6cn2xDmwtlhatu6JuDbb0lgWhw1z7MMqWYqvuYJXcKDgH8xzcdYJ+rLY0\nzmFTlunT3xU1zihcDOwY7ybMpvz5//xDXvbyVxAfWOKv/Aq2gJ/YZyij4jc2Z/zu+oy37zzIP9h/\nK8v6XIYLwPq04earb+Xk3gUeOPEYRirAeLCLzx65nxuefgd/efwg8xvrzCnY3AavXGrh6/dfyU67\nQLW+hh1YSu9RIVCHBpM8VYo0F7KAe9FMtKzbSFM3QgpI81ZVMvdN47CmIEaBZlphWAt3BXSUhEWl\nVnz9Y7al7qQg2NyA21EqBVHM60auxh55BJNqV0/EcTGQfwnjm26+jSMPP8Ly8jJHlhY5sbLKatVQ\nudzgQAlvOmOsdCdTh7V2TSA6yCQH5VStRGAXF1LwS9em1l3G2s92ocu6gc4YSus2wOuY9wfgdcRF\nx2475tvMXkotDnQsjBhP1xkHsIMBjasZDUpCiNAELAEL6OGI2kszXxPl3WehodAKX9UMtRXRkg/S\nEEKuUrSx+NgFQ4XCagNlr7FCWqB0uvjyZZULmvm53vsWJ/feE7yX1+srL3sZe56hDprKwVcKbtPp\npFWA5rZt/Yw9Y+R5fjPEku8vioLGVVt6jGYoIL/vYDBgMp123XN6TI12uDnGeoSbbaAHirXNFWZh\nyPrZdZZY5KCDd9xquXzpWqg9P1KsYOZWeG+zxoHyFEW9lX6Yx8OThue//z52jx/m8PJj88xXl9a5\n9eufzD/7i/fyoU1N9Irr5+CezYiPMDSKS8qC3/7GF7D02c8wd2AXG6YBU1LNGoyyFMUIpQw+CmRV\n1RWD0VAIANEDCpOEQd7FNE9dv9YMkdWpCxGpmUd/kY5JHSrnjTQO8d7TJC8bbaSwHVX2pI9o4/G6\nYhIsGIv1U6w2XDucZ99wyKnpE1O6fxFa+RLGv3rZKwnOc3JxiaMnT7FRzdicTgUWaTMMkyO44L2c\nR5TTy+q6QC9dw2OMrUAiW6F6Otih//yM4vSZK30MPT/2HKgAsVmdxJpKeWKp0CONjY7GV6wbzWZQ\nNBomzRRiQxmlM04sR0xcJFiNsia52oHSCm81jEtqm4q4MYrFafItyQVAoG0gUDV1S9nrFz0z/twW\nDkMHT2RVbA7Q/e+8HULJc9L//iEZmPVZKWVZbmGetCKghMmGnjVAfp1smpVfP2fhGSJwzjEcDnvs\nCxgNh51IKf2en59vcd+xGhCnM3QRmMRNKuVQw4LNXTsZDaVA/WtHPPV0gp8GinqOH5ybY1g5vuvQ\nQQ6Vxy6o7lXA/W/7ngvcK+M77riC43tX+YH3foD3rMCv7bd86Ibb+c97b+ddN44B+KUbL+O3dt7A\nZWc3ePLeA6wfX8aYAY5IMSooxpbGzyh0ADw+erQVlonWSbRleth4aka9urqG955ZVRGCwgdJaGZ1\nxWw2o3aOJvniVK6hdp4m9bf1Psh1s+28z8HfO0+hNMZHGiqmRvxsnK+pmooFDP/ptgsXgB/v42Ig\n/yLHi299CvXaOg89cpiV6ZTNxrG+uSmdS6IDAip6xNUhtLazJmUKUUd8+5+IXzy9RhKI02BI8vSo\nFc7HVgSTg7wIe0QxqWMq/kEr+Ol+J6ELCptl0jHBPlGw7aIBYwuqEInBwAyCHmIiqOAli7aWBqiU\nBPbGVVilMF63snWtFBbDIGrmTCmdhXpYsVIKXRTiw57hD+fxAWwxwBYDEf4k8Y+P2VhKYxXoGJBe\njxB8gyLQuIoQHUZLVp+VmtD1i8xF5bYDB12mrJQ0Jshe2dF3PwqDdxFrSspiCEq6xresGWtbtku/\nwXNd1y0HPWfi/YAihW9waQcXgviYTyaTlu44dRt41dAExWZdUJS7KaLmvg98nCfdeAs/efkuPj+L\nrO46w9zIoIxjrrqEt5S38c1l5J/fu0IEfuLZV5xzDq9UDYMfuzDZ7jtu2cfh42u8+oMHOYPjT2+/\nlgPDG6E0GDa4fiDz++7FKY0/zWTzJGfXNijKERaNCgFjNPVsirGKxnsJ3kZEVhFPiA5t024ET9SR\nhsCsdgSlWJ9MidpS+0ATIpXzRKPBFERlcFFRNR4XpIlEVTuaGGmAmYs0UeFRTOuaqvFUTYaaIpWb\nMmsayjDHyGmsc6hYYswAFWcslJqrdl24HvB4HhcD+Rc5vv3Ou1hdX2NtOmFpZZVpXYtyM2yt6G8p\nPmYseFtW3H9cn+/ah2FCTEE+5RghkRNbG9zYUezOEf5s+4EU/FUPu++o6PTNioiJORMDPgpmGGMG\nfUTVSKJNZlpe+tDSnKKuhXWSdhYqUQnrum5pfzmrBVLxyrfUMfkO3Yfs28K2StWeEVZ/zto2a2k+\n8+05ePex9T7n+3zz139unrWcNfex9L6ApY/P9ulv2ffce+loIxa2RQup9P1hrDUEJfNnTYHRlqEp\nWV9c5pLhTq6zu7h+Dt74qOOR8iiqKDHRMnKBF17SwSr/5iPHAfiuA+Ptp/KWsXeoeXoh58L/e/8i\nH1vc4E9etI933HQlV3ApIz8ibgRGu+f4402BOd50wx4a75msKQYDaYycFy6tNaPRSObEe6wtMjk0\n1UESs8iqjm+fGD+2KGiSmM4n4ZyLnpBaATbB40KgCU48g6wWBXOEum5SETzQOAe9RuD9nZWxlrpu\nCN4TfKBxAvMQIruM4XufeudjztfjdVwM5F/E+Ncv/3Zu3refYydOcHZzk826oXGekKTZ26GM7eNC\n/XvO+9gYt/DLMz6bf9r3Ul2216fZnW9suW9LgO8ClFJK5M5ZT9oP0ipz3vPio7ZmmukzZqWiT+Ia\na6SY5EJAZfMj7/ExbMWF02dsi5zbYJP+YzKGmoN/UZYALb+7vyCejyKYX6M/35lp0seudaKxhRBo\nXIPZBtP0FZsZL1epEKeNoUn0UdLOwCW7gr7hVh8jz/BSVBFdGMrhAFsajFLMjcbsHe3kyN0P8IIb\nn8lbdj2JO/eP+L7TjtPlMlYN2Jxf5m3HZowNvHJvN6/vPjS54HkBsDQLfLKRcytzxV/0vkVe8MlH\n+b31zzC/s2G01/Ans5P83KGGb7lkyM1uL0/9+uegzBCrFcNykBZnmdsmCFSljRI4xAVkt6XaRTxD\nHpFIaDy+drjG40OkCZ4mOJrgqZyjDuJCk3exLu1op1VFEwOzpmo1Fz4EfLJr9DFQ1zVN49u5zu+d\nj6Ux6ZjEiK1rnhEcT8RxMZB/gXHnVdfwkutv4uBDD3Ho6DHOLK+yWdc0XuxOt2PQ/RER2CT28PA+\nPg5bg/n2v6MK4suBT+zyhJunwJn9OvrBJcbYsj0yrtzH0GMv+2+pYD0sP0ZoQsAFoYpFJDjFRPWS\nnqAqebzI39rIReq8Fzc/51qOfKqFYqzBx4gtizZDz1zrnF33zae24JvpAszZuLWWoihSocy3j2tp\ngmorD3n7fOfsPL9mjLHlkef7++rNwloJOKFbgLz3NKnjU6Ye9oVGeWRoKXPQ82ITOk6ofNaiEBut\nKJCZd46mbtCFLBbWFAy0ZenIcb75htv54XgdN80ZXnd8g4cvPcFvLgmPsNDw+0tbz8PnJK74jVs1\nYOeMf58g4rsW5Pc7T1XMRmf5+PgIb7vvDFeOBrzt1qczXVlm6dgR9g9HECPO193xRHYjm7MJQUVs\nOk55Z6q1bvujyg7HEUJkYzpjczKRRS+CU8LcaQg4Ak30VMFRR08TpNWbVxL0fZpPnxbdxjuqpsY7\ngTfl2Eg3oby4Z+VoNmFzzmFVZFcz44VXX/3YE/U4HBcbS3yB8buvfzOjzQn3PPQQB0+cZGlzk5nz\n1I3YaQpunTPaHktF0QuOUWgjeUR9Hkimoye2D8tB3wcGtkCFyLAoxTNcG2KIrS8JpCJS7DJXK0Rz\nCB2tr7/w5CBnYjKbQmG1xkSFUZFSSfs3GxUDY9AxYBBsfFwOiN5hlDRTxgcKY9Axpl6RHq00ZQrS\nhTbUs0pwdxJNLIt2grA+she7Sp9Dsqim/ZwhdM0eQGTuIQhHuC/myW3d+sXLfM71FZd9bw8FLVtF\n9VSfIUghW0XB3uu6bouc08RAaa1tdZfd93HxvHAJc0VgB5drHlYlab7ALzYxR6PWRKOYTCbMDQdY\nJZa/rqnYMVewb8/lfOjRu/n5taPcMzk3i3zrtfALj5z/nP5XN8PbH4Aqwo8egF/ssRGfvws+uHru\nc159dckbb7qd6cPHufmWOzj5wGH2DhdE85AaQ2QIybmmnYe8kAk9MKBUalsoB46mcWyu1dS1Y1o3\neBSOBLMpYaZIbSG5VhqDogu+hbFYozFRNARZTGS1xlot5mUxSjMRLed+aWVxyTtNbaXYqgxUhWZ6\n4Bae///89vkn73EwzheyL2bkX2DctLDA6toqS2trTBtH5QN149sLVJutMuALjS1UtvOtnbFXGIsx\nZRkJUNFSQkXLVjW/3oUWxBgjJof3bOq9bUfQD2wZtpGHJ0fFqHCRlpFTNQ0hKmLKdBvv5OTPBcV0\n4fqcyafsuUlUsj6u3M+G+5+jPxk5E+9ztjPUkRkj3vuW4dIf2fBqexAH2uDe9spM2X6GUlosNXeo\nSZ+hKMs2S89znBsGA20z6Bxg8vsXRcF4PGY8HjM3N9cWupXqmjCXyRCqY/QAwWOiYn48h9Ka2nu8\n0mhbUk0bHjryMK947ov4scE+fmH/mJf3erH92zvhGakM8YIEm1/Zc0GsjsOLFkRZ9Lxdml/p+UY9\nY1utr9Dw756ywGvmb2B+ecotV17Bsc89IP1GmcfVNaFxrT9NPreNUcxmUsTNAVkKnJHG1WhrCAGc\ni9QuUAxHzEKgJtCoSB09Vcq8XQzS+k+J5W0TZceotfi0NMlgzkfB1QNRsPSmYTataJqmFRnl67a9\nDqPoMkwyezAuMD10H0+0cZFH/hjjt173/ZxcPM3Z9XWWNzaZepfwt2z8IyeNjp0Q53zbm8xB7gJ4\nh02f77H9W8V2ClzwrXjEmgIXPIV+7MPXsdJ78v1eIa/Fj1PwVulJWqeiVMLr0QqdagHOeUxhKYwh\npG0s2ggXva6xxgjc0jZVkKBd17VkRaTXQ2ARpUSJKa518m+VEjJ5bpdp58DdmSapdGF2i2CGXLa3\nXutfvP0A3Ydc+nj6lnlMATyG2FIMs9FVv6CmtEZbsS+2VuoDPgY2p1MRq6S1qt0VIAvAdDptZeg+\nB3GlMTEQAwQVMBhUUKAt9VAzspaPffgTfNPtz+HMbImF45/j1gXDZqx422cabto9ACoOpvf8gQVY\nXoDnvuAWhh9a4q6yYWH/Tji9wr5hIHXY4xePyeNvnFe8YseQF+6/noUYuOHKa3j47odYLgfM79hN\nbNaZbqyjBwplBR/XxlBVFePxiKqZoY0mqpAEcJ6oxBNFBFcNwYN3QiVcq2qcKCpwQWC/fDVpJYX0\nXJRXueqkFNaIt3vjxbdGrBQCxlpiDNIm0UVUIerj6D2VlvO0vWa9OHbGAEVRssNNec1tN/Ff7n3g\nMa+vx9O4CK1cYLzru97ArTtHHDl+grvvf4jDp8+wtDnFeaFwRAJBycmpfRckM7ySoZWMQSvdZ4Zs\nlY+nv/4/9t4txpYkO8/7VkRk5t5V55zu0z1XcniZGQ6HpEjKvMxoPAJEGzAhwpJgwBYEWLAtCpQM\n0LAAWzYhXwBLMGDQgGBA1pMe/GQbkg2/2CAFQpQlA7JIShbFOzW8zaV72Pc+t6rae2dmXJYfVkRm\nVvWZ4QzJOWxNn2hU16mqvXPnzh25YsW//v9fIHo9kMsqO3eq9BJwCEPoIGWC+MdDK5WWWA+xBI0v\n9FEbHGI+3k1kE8ThC/TeV0dDV+2whM458/h2WGcfEXrxlJzYBZOk9y4YjCIWNL1zDPV3qmpCoLpb\nkKLLgmLfTcFqi19e8HO4vjCJ2N5Y63tsC0cL6A2zbsG7ZfPbgL6wTTZFULd0+LFzd8FbjaBcx88b\nR7zN56zJAsJy7pssuwqNmv1q23kp2TLNbN1yuqGjpMTOd/i6S8ul4EO/wBalc7h5YnfrNm460fuJ\n8Nxdwvmz/Manf5kXysv8QhRe8Uf+7mu243j+rOfe0Vgn//rdgWlO+J1wdnbG3/u8tXn7xLN3+JYu\n857bz/HJd72H3e4WZ2PhGTkwPrjgNs8wJo+cOYZ8QrLRakV8ra00M7ECTpfF3BIccx5MxX6eYyEn\nOBxOTEV448FDurOzBfO22mijzJZl52XXzhZ0j1lOmNd7sTksZoPsRWqwrlCeB5VCcJ79fo/DoBXn\n7XPyfUcGxHU4mflnxfMXfv4Xv5yQ8cTG4+7jpxn5Fxj/5rd9O7/4qV/g5dfe5Oo0kbJR6SiNUdIK\nhCaGWXDnTVxeRELczNg3meDyio//eZHsqxI1MfiepJZBrZi6LPTA6/n87zzWjLTmvlK3mWLrTa4M\n7yyW0Xjx1vlFPBR7rJlB2Y6hnXqjlYl3+NYPs9UQim5cH/UaA6duAMxAC0AcdQe8LFQWIAo++DUb\n5rpFbrs87W8l53WHIhvhUQv0m36Q1yiIpVCK4JsbZcnVAMrX4KQLG8X7UBW5iZTT0ne1WbCGrjM/\nFV37hYKQY+Jsv0cF5jgbQ6YouWj1cLfPoMRkuoAIno7pNLJTB2XHo9euiP0V3/T+9/HR/F6+/9zz\nE7/+Ka7OLig+IEPH6Vbmn73+iP/nQXW3PAD3LIh/8mtu84Pv/QTP/fov8+4usJ8dn3GXHPA8eO0e\nH//It/HCp36L27fuogninJEaxB1qUFqonirZlJa5Qo1FM0VaBydvWXfKpCIc50gKHQwdUay4qTWh\n8Ri2TrbFtdFabaG0grsTrQVWj/erKyaqqCt1t2nnNAw9OSejNmr1vmnHqwtOPwR0zHyzu94s/e0+\nngbyx4zv+cA38MrrLzOdJsZp5vI4VhFHIZdIEXNyM3Zs7acJa7GuFlKW+qXIEpja/0VkhS5Yg46x\nUFiD24bdkErGEUmzsvMdjdJlmT9kBGf2gotQpwWMbXjfwgyW1V6HdCx/MnyjiG33M1ZYLRhskFKu\nNgAGJfhapMsYZ70UXYqQWpRdP1gBUiqUUxSpOw4vzm7wUjOvegbOOWLJBl21BsilULLShW7NoDeB\nucnit9TDpWFzy7Br1p9ZC59zjHS18Jnqc3PJhL6r19coaj54bGlVUk6VyaKV1VKLzC4Yo0jNbmAY\ndu3CVxhoq3B1SAjMkwXX3TCQ4iaz9x4v1TZgWRAL0nUElKiZ4jxeOnocD1+byUQuX3u1cWN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C7gQmB3tl8Ks947lIILQtd5pmkkpdkWGLUFRp0tzsfjcbHF3XrNXFxc0HUdt2/ftgJdhWi2Xuqx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\n40Deoj+quUem68QYQ8r1Om/tQyocEoLLxJoYEhvGvneMGnED58qgGbYS7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EQZX2bX/Hh/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\nKBQKT44i8kKhUHhyFJEXCoXCk+O/ceLuMXKYTXYAAAAASUVORK5CYII=\n", | |
"text": "<matplotlib.figure.Figure at 0x7f81d3f2c090>" | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": "### RECAP\nIn this IPython Notebook, I showed you how an oversight while selecting your Hue values for Red color can fail your code. We also discussed how to correctly select the Hue range for Red Color. You will need to keep this in mind while working in HLS space also." | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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