{ "cells": [ { "cell_type": "markdown", "id": "4d900d05", "metadata": {}, "source": [ "Title: Cameras, Eyes, and Color\n", "Author: Thomas M. Breuel\n", "Institution: UniKL" ] }, { "cell_type": "code", "execution_count": 6, "id": "2b5d98fc", "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "from IPython.core.display import Image\n", "from pylab import *\n", "def fig(s): return Image(filename=\"Figures-intro/\"+s+\".png\")\n", "def figs(*args,**kw):\n", " rs = kw.get(\"rows\",1)\n", " cs = kw.get(\"cols\",len(args))\n", " for i,f in enumerate(args):\n", " subplot(rs,cs,i+1)\n", " axis(\"off\")\n", " imshow(imread(\"Figures-intro/\"+f+\".png\"))\n", "from scipy.ndimage import filters" ] }, { "cell_type": "markdown", "id": "3f6b657e", "metadata": {}, "source": [ "# Color Images and Tristimulus Theory" ] }, { "cell_type": "code", "execution_count": 164, "id": "990cacef", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HYEepS0nSC5gIYwZcihYDDOgq3kaosMvG+gSrYUSAIBCb0SKmCBvEuWU0qFMT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WDyH8ooe6k5SdpjvqkS4QXIND4GVBzhaTKybRMAoakcckSpzyzMcCGTWkko4SpwY8WtojEguy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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## LCD display\n", "figs(\"rgb-color-display\")" ] }, { "cell_type": "markdown", "id": "4030a51b", "metadata": {}, "source": [ "Images:\n", "\n", "- each pixel on the screen has a red, green, and blue component\n", "- to specify an image, we need to specify how much each pixel is activated (0 to 1)" ] }, { "cell_type": "code", "execution_count": 165, "id": "c968fc1a", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 165, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ " # RGB images\n", "image = zeros((10,10,3))\n", "image[3,4,:] = (0.0,1.0,0.0)\n", "image[4,3,:] = (0.0,0.0,1.0)\n", "image[7,7,:] = (1.0,1.0,0.0)\n", "imshow(image,interpolation='nearest')" ] }, { "cell_type": "markdown", "id": "59a43abe", "metadata": {}, "source": [ "People started color photography in the 19th century.\n", "For this, they used black-and-white film plus color filters." ] }, { "cell_type": "code", "execution_count": 166, "id": "fe78269b", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iudf1JQ8PTWgHBE/451p9MVhaMYqbcXMLcdwmzU5wqRtpu9IWDZ8YyBNhBf1c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\n/Zub4SCM0nI8Te1qj7zT60A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V1j/lUNO2K2XV2M3pUzKm5JWz6o0rrHma1uF73HzyySf/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//7vyNxH/SBIJIKyF4iPQhLSBhKpsS77777ySefaErbRm7V+sPRMNxsfdEHTBnfIuUeRGzMC8/G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\nGgruSxeAb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3ZYbmxhJfskM6/0HX1/YqeYwDtvWgzEwL3z6aVQMwtfWhYI0vF4i/Ak6E0r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"text/plain": [ "" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# color photograph with filters\n", "# Sergey Prokudin-Gorsky\n", "fig(\"color-channels-historical\")" ] }, { "cell_type": "markdown", "id": "5e64f809", "metadata": {}, "source": [ "(color photography with b/w film)\n", "\n", "- take black-and-white images through color filters (red, green, blue)\n", "- develop black-and-white images\n", "- use each filtered image to filter a light source\n", "- add the three colors back together again\n" ] }, { "cell_type": "markdown", "id": "ad9a8d13", "metadata": {}, "source": [ "(trichromatic vision)\n", "\n", "Questions:\n", "\n", "- Why does this work? \n", "- Why red, green, and blue? \n", "- Do four or five filters work better?\n", "\n", "Answers:\n", "\n", "- Humans have three different color sensors\n", "- scientific version of the above experiment (try different colors, filters) confirms this" ] }, { "cell_type": "code", "execution_count": 167, "id": "a8829f61", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sWbZxOp24XC6T9Etlfc1SQT7Zi/8dTFWzRVf+1/5/KJUh1lj6UTdJXUVZsLV3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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Maxwell-Helmholtz color mixing\n", "figs(\"maxwell-helmholtz\")" ] }, { "cell_type": "markdown", "id": "22f35bbd", "metadata": {}, "source": [ "(Tristimulus Theory)\n", "\n", "The observation that all colors humans perceive can be decomposed into three _stimuli_ is called _tristimulus theory_ or _trichromacy_.\n", "\n", "These experiments predicted the existence of three different visual cells in the human retina (later confirmed)." ] }, { "cell_type": "markdown", "id": "88a3a06c", "metadata": {}, "source": [ "(Psychophysics)\n", "\n", "Experiments like the Maxwell-Helmholtz experiment study human perception quantitatively.\n", "\n", "These kinds of experiments are called _psychophysics_. Psychophysics forms the basis of many _compression algorithms_.\n", "\n", "Common experiments involve:\n", "\n", "- rank a sensation on a scale\n", "- determine whether two stimuli are distinguishable\n", "- determine whether a stimulus is perceptible\n", "- judge whether two stimuli are equal\n", "- judge which stimulus is stronger" ] }, { "cell_type": "markdown", "id": "b90cb248", "metadata": {}, "source": [ "(Definition of Color)\n", "\n", "*Definition* Farbe ist diejenige Gesichtsempfindung eines dem Auge des Menschen strukturlos erscheinenden Teiles des Gesichtsfeldes, durch die sich dieser Teil bei einäugiger Beobachtung mit unbewegtem Auge von einem gleichzeitig gesehenen, ebenfalls strukturlosen angrenzenden Bezirk allein unterscheiden kann. (DIN 5033)\n", "\n", "Note that this definition does not involve \"wavelengths\" or anything about physics.\n", "\n", "Color is defined purely as a human perceptual phenomenon." ] }, { "cell_type": "markdown", "id": "95d978a8", "metadata": {}, "source": [ "# Cameras" ] }, { "cell_type": "code", "execution_count": 168, "id": "0bd36ea3", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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i0/eN+mzPl/Y+Q8U4ZQwRSP4scp9VTh8OM6qyz+It9ExFZUYFe9CaWOTEG4jY\nYASizZgTW6vL0bzos9fghuZrkqFDYBqIyEjEp6mNRMUvTqve26TjrC1FIx9jNa8bv/DhedrHIBYz\nMsDQoRSLVF4t+2pxXuwwbunB5eZnPWsUxwjmmNJsNOU+YzYS7rOxqajtQetgEaClo0SDEYgjwrD7\nKyYiMf2KgokKFAIVDQFBHE0gklfhbQxEEZoaRiIAMu7Zcpxxpki3MtFmMHHZoIXGJ4A1aywUi1Te\nLPuYGBkUMSThMZvJFkQudUgRzyRhtMy9UCsYczS/1k3rvkah2xuHKbPPOpkWPVORxDGZXzbCIpAZ\njAoyAt59bnvmWszZa2caa/SGkejGyvbYBKLGCcQLYlW/Ze176mr8tZvXali+ub8BqLTjbG8wERqJ\nphZxplik8mbZXbP9VMJQBxLQtkoROTut1AKWtakHsdg9p/juK2Vwu7waUGdaENVMmIp4W9bnxgCL\nQGUwChLpnNU4otfhS9BUhBt6rykNU44hNRDJSwy8ZmQkRl27OeJIflCF9WJItZX33SUdE2/BEkYi\ny9VVsppGokIGleHqnQ9Em270QLFI5bWym4lt67e263zNKkUUN1S7zxCLq5vXGX8kv0HZHQhHiMVb\n1VSes/zmRAqFz6GIXzU9aE0sApFBCoMRPUIGRwDORgbFFpY3PVeEsKiXGFHTEKiAqBlGVHvNcAMD\nsbBGAATiDZT8UdZ7a0gdf9R0nE0GE8Nq2NMQjGKRyjtlNxOzC3PNn6ztPquqEHlUCQmU/CDLorb1\n5Fi06JmKaIUWMhZJUtIkFjWn8amNRHSfolrBoLC8btHN042I8WuhEL+vdIKWy6wAIvk7ETfYfulX\nIRDLAyzrW9W9QbSrUBiJ4vka2RUzjjOr32zCQfFYZFu2ZDZuBB07OvXWVFSukt1MNLn8gEbdjCr7\nrC7eRnSDWFzdPPLvJwpILMruy2rUKpIetCLOaIBFgNvTqgxGaUj4PuLuiGs3DDiIpElDAGwAUe01\nt8wpgb8H+HVbk4iL4YH416B2jG1mVzRHqJYzF49es4aBWExKYlJTKRapvEL2MXH+/q8cCSZqZZ8B\n0M60IGVEBm2MrzUw8xrEwcj0a8sS6mgmoNWXIw8aPw5dZYBFvC1gy3CCMzzzSkQN8hXUkhVjOwpE\nMh/dpLAcfkKv+Vh0qFSTyEqD0DMS1dkV5DgrnW5iYC4RxSKVV8mOPtuTtrzuwGr3etlnrXMlPxb+\nTf0zKhjugliMLSwfnF6wrrkYk9IxFQ09aCUW+ZP4PxgWbyvIiLxpPDg05tKaoTqvqUIhMKIhUMQZ\ntYCIjMH4azfh9pH6Ncn6G5KFDhiJ8LjaSHSy40wKYvGLLygWqbxCppi4IWPL+A2v2Htr0pSTWWTE\nCWSmBZcuMuJRiEVoJbW+cgP+nIksO1Q/BONV5ilredC2sMiQQxINOg0yApG0CCKh10vRTo02DXIU\nArnfDRwCIlRQBcfCrDrB0i+NEFmTqGkkEmeayq4403EmNXEiNziKRSqPlykmrjq+rjLPMJlp4cUh\nkbT4Vt8DzcMCyERoMEbcqtgZHcYzS5EoEZrYiEWIprAIACANRj0yAoQtcah1i25KOxUDJ79p0RCY\nAKK4wbLyPXi/8o6qX5/CSDSZXdG8m5NFsUjlDTLFxMLyYsfubm+mRcuQlLCI6hZ/iQs/WzsYe9BC\nDlredlsPiwDIZkMrDEagIiMSyceGV8vEwWm+Lz7Iau5Ru9iaFiLeU+O2vB2YHIgKI1F6qE4kEQ9a\nPZ/PhY4zKYpFKo+Xm/psA9F9xl+RqQg02uQoTUW456dmkXXKbjcouwN//n6i4Gxk0Irmte5UtygC\ni7g0Rw+LQCzQAXKPGBmMGmQUni9cHFZys26xaCfasrbM0xCogIihVuv6bXTChfBARa5Zfjkjhg3E\n64H0h+wphsM2dpxjIxobHDUrikUqz5YpJjYOb+BAdgVJPc/PRFQRBxWFozcCLMva1HvhcF7kzQq4\nM7awHNXo3AkM0AwsamIRiPxV+NFA4UoDpZGIqdHjRD7aKKoVrOdvyrLAKhoCe4AId9YpuQU3ygMs\nilwzlmZqRXGippEou4k5I7FtvVamzrMpjMWPPoLbzrknFZWTZIqJXWMesGvdPj1pmoqaHbABkCqx\nkQcNsfhtq7rj+ekc8Cg0GLtcvL4rJkwRWDTAIpnkwX40IOxRDAsMR3ISS0Le9Vi+LAYAoSJHz6hi\ndeijSUO8XxFD5Ew6K2h75QbczqxVw9hr1kqt2DAS1SU4xkZiWGBNe6cwGYnHInjxRbTttNtSUVVa\nppj4aHy/5JS3K/kkm6aiZKVhU1EGUfZqcDVUy42+d88pPlwnuLhmNYWHrIlF7gIxo0L60UBFRqAF\nx0aXSnsdkZajORdSXW0PKq4lRVCSfGvpkCYQGxbfQhQ+ExlkDESWuAP+jeLxOCWS2LtZD1PnmRdC\nIcUilYfJFBMjgyLsarKtkLooBx8iTEWNZAtL1OXwZ7GZkcGolhtd3iu3eH2L2op8CxCxyF/J4Puw\nWn40kJMRaMExsOzWI8ev4J1nI4MKQ6sbuKLSi8tYSf5CpKNkAFABxBFHBFf9TFigAojyp8jSMoBA\nnpXYz6pqEtEAQquHDEl4DM9lbhPVKjKI296csXXt8Q2oLxw0Eqd1UfWRrbwgChMTOScaUCxSeYrM\n5ljgXwk1E+FfFfO9FIG+qYgzG3KxZLIF25IH6gtFi/AM+FmQU8J50FpYZCwAExDDVTgLAB0ySiDD\ncGydW4IcdqT9MeHGC93poRAQtNILIMLPBoW3EnOL0QtCHavL2cKKu6n73+h5zSQxFWNAN3z6vlEa\nfbO5FVe6zO41Y1fu7pyic10bP2CqS5gD6tiRSU2lWKTyHNmxHsucfjORBw1R+G7StFGtn8RHp+2Y\nYTznz4apyIjEUpqKaixyLFvTnOvqiqgBPei2l6+fCwssCKmOC5uv1ax+I4DBWFT70YyqBEccjLBB\nwrF22W082sIaAbn1ayrfThW807DmdGiIDtW4bY2/dB2yvnHJLZRHwtofHa64p2bxDd7U9Jr1jESo\nbjGdlWMlBMkIXANDSRSLVJ4kO2pxIARjIhr/lrPnbwnDFFaDmVX9DBLQRF0Oxz+NHDTBUWT6kViE\nEIm8CTe4Akb8OAiv36LDjzbip+JZJPxhg1HaBkqbEcihFnZH+lIUXF0v46wXmDOgIVTgLWuHnGJy\n5KSgkXiONxJZFRBF2ImBSPmzFF6zejAGA64CUSyaUP6F7A8+nPfvf/87Pj6+R48evXv37tevX23a\nh83Zsq8+EVoNnOGgEmlF2hTZwkvtQStWICADiwIMGCE2CLEIbUM9mkBQDsy81i23WCCjRUikSAaj\n+EiFNw1UXvzZ8ECcca5fcqtG2e0bwdVtvqYChYCM+okn3FV48/ETVxSGIVZ5gOWnZlxDb7WFiPMq\n8mfpes16RiIU/EdO8/9Td4tiUV9lpYXLvluxbNmyrl27wq/z589fvXr1O++889RTTyUmJkI+Dh06\ntHNnI3ufyrycVrONXGljLJrxoLXazQoeNNH5hsMavNmO6NCzodUGni7SwwoiI/w5GxkE0VYUGHA1\nLPBSJFdJo0tGABT1ifmRQUAkb1CFtXVuyZ/3aP/jrJeMVtiG6LSE3BKcLNLU6uaRd6pbjIFIhhFt\nes1k1FJcJdVzbEUCiwcPgsWLq3o0nqJ169ZBCMbExHzyySdhYWEff/xxP17wUEFBQUpKytq1awcN\nGlRaWtqpU6ekpKSRI0dCQ7KqR+3FcuY8FjNYRDLwoHVy0Jr5Fg6Lp2sFfZIY1Oxa+b15N3BeQi1o\n6GFbD+piSLWrIdXTG4Zl1g1S2FoyOHL7mZxw2ZrOHc+XHogJr6ih8atTTWVR2m9oR43b3MoqBqOF\n2hhf62zt4MoA0Tu8ZoUwFgsLwZo1VT2aKtaePXvmzJlTVlY2adKk5s2bq0+AjvNIXnA7MzNz27Zt\n0H6cPXt2aGhot27doHM9fPhw6lzbKyfP7YNYPJZ3wiC2iE1FYw9aoqQJLMJDkIxnagXviL7Ti8jY\nGghNE4RnQv90X6NQyLhbgVLbWnwa4uOdGgHwNJx6hhuQaD+3i9J7QWlbtl/YgP5yv/SrqE2sniAQ\n0+4KcQyI+HFo08Br9iwjEQtjcehQv8Vi/oXshUu+S01NhXbf4MGDzVwSz2vChAmAh+maNWu+/vrr\niRMn4uAjQieVTTl/vvPsXjOO5Z0ymAto04MW/srzJ5nHIgRHQUjAuua1D0XdMPCmFYKAQ5nr9a3q\nQp9acqjFsaI/L4cFkmYmhGl6/o3TdYM03k75sng/t9U6t9TYXy6sEbCxWYTDFqJ4SBlGVHvNHi2I\nxdxcbi0X/8MiCh1Cc69NmzazZs2CzrIDN+nMC22vWLFi+/btOPj42GOP9e3blwYfDeSSHhDLH/8y\n6dtHL5bkGZ+m60ETgUUzWAQAN8fhCAINxoXta3S5eB2SziQZ4WlPH7oMrbPj0dJ/gko+yvXI8SsL\nHmgoWZeEFOYXIlHELesjx6+SYFUIWay7YsI4ZiETTwp42gai+CzxHFUYEYlowyNsRdRw5G+dy1W7\ntmXvXn/D4rp16xYvXhwVFfXGG280buyMjhsAYOe6oKDghx9+gHycP38+Cj4OGzYM8pEGHxVyCRMj\ngyKWDVowZNVovYpuYw8aBxYVc/6ADhaJ2SnckikQJbeqWX6NDoM/gXesjUpuxpbe6Xi+lKy71lTf\nM0VXwwIvRnLRQ3Kmc43bVjXLkAf9U5t62i9I4DToNmtQbYO0KyZ8d4OaWhkVwLcCR9tGQDTOqyiG\nRF7ZPfoBg4FVpfwJi6dOnZozZ86FCxdGjBjRoUMHVzyidu3aE3gBPvgI7UdojSYnJ6Pg45AhQ2hl\nD5KreoW1rd967ZPfmsEiIDxom/kWoMIi2iXv8sAioMA7QDhCs/FsbXC4TvAwW1E8iLkRR/Kh9cet\njWeRqAHZp3k+50FfLc+oEwTU2RURv23Ol3bLLTYwV6F5uKhtveKa1XTMQ1lVY4Owu6JC65fdup5+\nJUMTiHp5Fb1cc59mPZzZ2cHp8gMsQmf543mfodDhs88+65izbK+gbfg2L7idkpKybdu2uXPnQuca\n7h80aBA0HlFe2z/lwv6JCItvpn5g3GdM0blLK99ihEVFlwcGExL13haaJILCkGrL2tR79HShcQYG\nYnHsnxfXt6p7Qcw1Nyy+ZXAJ9KBXtq13QZ6Yhoq8Y42+XGZMQyACEY4NE1XTX06K65PU9MF+cX2h\nAY6OFpYXpWRv23hq655zu9VAtNmPBymx0b3z+39kMDyPkE9jccGCBZUMHVZeisoe6FxPmjQJGpJJ\nvPww+OjanrIQiz+NWLkrd/fmjK3H8k7BPa2jWoTVCM8tyj1XfBGykvCgDfIttrAIhCvJ8CK6ChuM\n8BPajPxCVwXGWESxRUiry2Ec6QwigEA0Lfc1CkXTCuuU3Iq4VXH3lTJjgxRrdfNIDojofVXmYdu7\n2j7TbnT/pg9pDDIoYniLofAnuzB3a/a2Xdl7brFlJ/P+Ki4vNRNGhDQc0XowOTvToyViESQmWrZu\nBT7h3+3Zs+f9998PCQnRq7Nxv9SVPZCPs2fPhl8HDBjQu3dvPwk+uqPPtt7sF6gjl49lF587mncC\nff0jd1/JzZLTBVlkvkWBRSAuoSdhEQBAZl2AZDDiCCMQyYhbdhuPGcLOmIbkmd1thQs1tSsmHPr1\ngKAhIMzDAXcPmNfnQ5s3iYuMHt/+Gfhj79O9TCIWOYNx716vxmL+hex/vPNBVlbWsGHDunfvXtXD\n0ZaisgdVPk6cODEqKmrgwIG+Pa3QfWsPaAoakvDnsbv7kzuh7bPw4JL/HPkBaGFRkYkGwlL0UniR\nNBhxhBGI6IHWItmyu6p0rG7wr3yOWzN6eFdofTNA9C95PxbLSgs/X/DV2rVrH3nkEbeFDisvVNlD\nBh/JaYW+F3ysYiZqCto+s3vNaB3V6h+/vAvkWFTXLQIDPxpIfWQBkMhYXo0hW3a7XxdDqkFzVUFD\nstpmwv3PV8nAPF0QixkZYOhQb8Tit99+u3Tp0qZNm6IpelU9HAeFgo9z5szBwcfRo0fjaYW+EXz0\nRCYijWr95JbMX3Zm/wYILJIFOtpYBIIfDeR9ZEVXWiBjQUgA2bLbnYIWIgQi5DKQ0xCIQLy7Tvzw\nFkPdPzCv0Zo1Fq/Cos0pet4om9MKvTf46LlMhHoyYfCvZ37DsUXAxwQxFoEKizI/GijaggmNdXB/\nh9O1gsiW3e4RfOKB+sFAh4Zoe1bPme4cklfKS7CIunsdPXp0wIABDz/8cFUPx1VSBx+9elqhRzMR\nlROT1TlkOTdfhSPLugDJYASkKy0cQJJMSGZ/VAjcdg8Wob+8unmdq8HVxNIhZeE1+iO5y2SPLhj0\nHHk2FsnuXlVYZ+N+KYKP3tjTzKOZGBkU0b5Bu8MX05SNIYhmsJp+NAAyVxqTkYgzCvvcg0XkL98I\nsCgMQwCklDPccW/Ddr6fQXaiPBWLiu5eVT2cKpOX9jTzaCYCfur09J0z15/YBESDMTQwtEPDe9vc\n1eqBRtyK6WW3S79O+/bPc4fUBqPkSgORPXIysjwb/4wKTrxQYrKi0AFBIK6+pxYx8U5OQ9FiDK8R\n+q+k/3PRGHxWPBbZli2ZjRtBx45VPRrOc1y8ePGFCxeefvppF03R80Ypgo8rVqxITU3FwUdPm1bo\n6UyEpuL8fnPgj8E5/Zs+9ND3gzKuZgJp9XoNMgJspIlWJoIjhGxhTGyDU6ddMf7CGgFcipmonyYN\nQ0Ls39qOcNU6UL6tNWsYiMWkJCY1tQqxSHb3mjx5clUNw/NFTitEPc3wtELoXP/rX/+qcjh6OhNN\natXgb788/M2l0osd7urwaHw/NAfuyOVjv5zd/s2h/9y4XaZBRgDCaoRO7fra8BZDj61678Spz1wx\nsN+iw6/zrXNIKMpn2XGGY/2w+lM6vuKKAfiFqhSLTunu5Z/CPc2gZz148OAlS5YMGzasyqsdfYSJ\nEIJvdH5VsRMVhLeq23LSZm6tTsJmhGKgr/rNwK9cndA4ExYoBhAVR1hy5//1ornmygli8Ysv3I9F\n+Jf5008/dW53L79SQUHB+PHjf/755wkTJuzcubOqh8PJR5hoIOhZ39eo/cHzh9FXMpoXE+FyX/Vy\nDYtq5SglHyd2fM4jVonydk2cyAVD3IVF3N1r4MCBHjtFz8OVnJy8YMGCAQMGpKWlQd/5/vvvr+oR\ncfJ9JkItGvD5+J9f3H/uEI4zQl/15U4TcJsZ10sDhUgDWzxCvWanyS1YrJLuXj6mFStWvPrqqzEx\nMevWratyZ1khv2AiZN+qJ5ZnF+bmlOTCrzFh0W7LZhiseWJl2ScThs3uNcM9I/EXuRiLeIoeDR06\npszMzJEjR544cQJa2ajM29PkF0xEghx0f2LXwjBk0jm4ekjLqHsCmZDucZ0fiutLE80ukWuw6IHd\nvbxLBQUFU6dOXbJkyWuvvZaSklLl+WU9+RETq0SrY6YUtW/etl6CG/10KgKLH30Etyt5M6/o7uXh\nmjlz5uzZszt16pSRkeGZpdpYlImuVa2Y2HY0f1Il4rEIXnwRbTt2Dy/t7uVRgibh6NGjw8PDPTB0\nqCnKRNeq/NxR0K5XVY/CX4VQ6CgW6RS9SiozM3P8+PF79+6dNm0aKtL2ClEmula3rhdW9RD8WxCF\niYmcEw3swKJPdvdypwoKCmbNmvXxxx+PGzduzZo1Hhs61BRlomt15UbVtK2lktSxI5OaahKLftLd\ny6VasGBBcnJyq1atPD90qCnKRNfq5pm9VT0EKlNY9NvuXk5USkoKtKyLi4u9JXSoKcpETuHNu4GN\nNuY7V6gXA6XyIhliEf4dXrx4cVRU1HvvvUen6DmgzMzMadOmoSl6c+YYdWzxfFEmCqLI831pYRF3\n9xoxYgTt7uWAUOgQTdHLzc31rtChpigTqfxJGIsHD5Z9MgdP0aPdvRwTROGMGTNiYmK2b9/u+Q20\nTYoyUdBtmgvxE/FYnN2/39YDe9t070VDh44J2tcvvfRSTk7OJ5984l3LrdgUZSKVfwl19wrp1XtS\nYlizhPbVKBDtFNnd68033/QBZ1khysTKqqKCBiK9Q0ePHv3444/z8vJQdy/2zm32yK93svZVa1r1\nixZ4ixTdvap6OC4RZaIgijaf1zJeUVFR5eXlpaWl3bp1C23b00KxaE5eN0XPYVEmUvmRxowZA/8+\nw7/ey5ctnTp1KrR02rVr1zu2fhf4N4FiUUee393LuaJM5BSjmpJMUy6+qra80PbmzZv37t07d8PW\niXO/aJvQqmfvPp07d8ZHqezt7pW28Rv42W7gWLeMzlWiTBREIeiHepgX3Dh37txvq5ft3rVj5cqV\n0K1u06bNI4880rFjR3+u37a3u9e62WMLL+c8M2+7G8bmUlEm2lAFZaUfCLJvxEtThx/5FW4fq1Z/\nz549mzZtwgsQQy7AT/8p2bF3il7+hexfvnj5Wt7Fp+duc8PwXC3KREGUfX4uplp10LYne+TX1ncu\nt3lm7Pjx4+HOXbt2QecaBx8ffPBByEcfbivrQHevX5e9m/qfefXjmkMghoRGunqEbhBlomtVo0mn\nqh4ClVlhLMIfuAG/ducFD5WUlPz2228QFjNmzMjLy+vEy5eCj+a7e5WVFl4vLqzXMA7w/nLajrUt\nOvYcNO1b3wAioEzEuk3nO1PxWGTu63sna59FxCLaDx1nMvi4b9++1NTUxYsXQ+c6ISEhKSnJq4OP\n5rt7QSAueL7ThC+5bk8IiO16DRk87Rt3jdQdokykolKqWtOOaixiNeY1ePBguH3kyBEUfHznnXdQ\nZY93BR9TUlKmT5+ek5MD+W5mit6Ps0d3eGgENAkREJP+NrnnmPfcME53ijLRQd2mNd4+LWMsYqHK\nHhx83L59+6JFi6ZOndo2odW9ifd7cvDRge5em+a/cubYfugmYwvR94AIKBOxKOOoFDKJRSxF8PFn\nXqiyB8IR+t0e4lw73N0r7ZfVLTr3g6biqX2/1o9r3n/SPJeOs6pEmUhFpSt7sYikDj5C55oMPvbt\n27eqnOsVK1a8+uqrprp7paSA/fvBoUNg6lTQseOFjIM3y0pP7UmBn76UZVaLMpFT/oXsqh4ClYcK\nY9ESfz8bbjcF1MHHNT+sJIOPblv1BXf3mjFjhvYUPRGC1rQ0S2amNT7eEhsL2rcHvCG5Zy3XiB4C\nEX72GDHdV4EIKBORbuRn3aH1iVQ6QlgER3cEtOnlABaxyOAjmlZIBh/79evnosoe7e5eBQXgzz/B\ntm3g8GH26FEmL4+DYLt24N57fw48dzYpkrQE0zZ+k7ZjLb5hk449XDFODxFlIhWVbXFYhH9UGotY\n2LkuKSnZtm1bamoqdGldMa0QT9Hbt/H7hNtBYNYsCYIdOligGZiUxLz+OujXzyJe8gh4a93ssQue\n7/TA4BfufuCJ49u+Sf2PLHTow0YioEwkdYeWKFLpi2ucU7N2hfOwiBQWFjaYF+CDj9B+xNMKExIS\nBgwY4HBlz/EdP8576vmgy5f3RAW23ruX6f24AMHBgxlIxo4dLfLzy0oLz+zbCTcSeg3qNvrdtKfb\npnz5Lvxxwkt6lSgTOZ3LTDMJRCt1sf1Z9eMhR5yORSxoG47nBfjgo7KnWe/eNip79u3jAoJZWdZf\nf2VOnmwFwKKWLS2jRrEdOjDNmqkhCPhI+o38rKzDO7MO/372+J/C3tkgvF4Dp7+dt4gykdOt0kIK\nOypTcjEWsXBPMzytcO7cuRP55QahO9y3b18ua4wgePCg9fBhy4EDbEjIlUZRS64U/nqtcNCUicPf\nmolCh4zW/XPSdvyy9J+IgzVCQtv1Gdbn6bfg9k+fv3E5O704/6LrXs3DRZnIqeBijk0ksg451vWi\n73PkMipPlruwiERW9uSv/37N9Fn/e+edz995pwSAbgAMr169S9++zf/5T3D//Qt/+AFN0VuxYoXx\nFD3oVm9ZMrVWVON+z7/XOL5d3Wb34RDh03O3fTKqFcov+6coEzkVXs4xiTwW2IfGsDreMceLyj65\nC4shv/8edOJE0MmTEWfOWDIz2aioM9Wrz3/5ZdC37/Hq5ev+d+S71NRnNm+OgtYiL5PdvRJ6DYI/\n2k8MjWzRuR+ZZVaoflxzx97FW0SZyOnSmZP2wo7K3yVi0RLfFm475ZZMcWHwkWNhe/6offQYKCpC\nRYJFTZqUt2xZOGRIWdeu8JxnWrcey0/FS+DRhjp6QW/622+/zcjIcMowajeIMTgaVDPcKU/xWFEm\ncuk2f/YUqBwXj0Vr5hELvw342N+FCxcaNmxoMlNMQpDJzUX1MUW1a19+8MHyVq0QBM2oY8eOGzZs\ncPg9FGravoei+IZUcM2aznqQZ4oyEVw5fbCqh0DltSKweO520IcffhgUFBQSEpKcnKyNxcuZYQf+\nCjlxnIPgyZNMWRmE4LXY2IsDBpQnJJS3aeP2F7BbDe6+t6qH4FpRJoKswztdenP1AlhUPqX68QHB\ndfN2bP7n5tRXX0sePHjw0KFDobXYvDkXdws6erR6bi6GINzDtmxZ0KY1B8HkZM+EYLUQXy7JtinK\nRC7pXNVDoPJuseGR/80rffjkycGXLoF9+4aVlCQsWXL35cuoPgZB8Nzw4SUd7nFW5NGlani3brEE\nw3vW7hyM+0WZyCWdq3oIVF4spriQvXHl0P4/p8IvL74IIRhVmwVtk84+91zZv972CgiqFV6vgaJE\nEdIwgNGsdPQ1USYCqXzfBbqYcch1N6eqEiEI3rleYCksAjdKQHCYNTKiqKio0YqV3OHBgw/Wio/6\n17/uVPU4K6NaUY1JJloYxgI/LaCaxfex6O9MLCstdOn9r+X573wA3xB757al7PrtK3/BbRKC1WrW\nZureg4oTIS+CQ8PKHux0vbjwg1atZh48WLJyZeGIEVU9dicImYeYhtXU0wN9Tv7ORFcnnS9np7v0\n/lROlxqCFcFhQAVB7kziqq5duw598qny8vL7evTIf+21puPGBZ04cen996viDZwjTEPAoZBBNKwe\nQO1EX1fJ1RJXPyInbQdNPXuy2JvXmcKLgi8MZQ6CCo0dOzY9PR1VJpYDkLVkCcSipaTkwjxvbdCP\nzUOShtWp7+zzys91eXHitZyzMe1c/RAqOySD4A3uH0WWh6ClURMmuK5JCKqFim+Qytu0QVgEkyd7\nKRYDq0nOMgZiAPWdqSqvc2cPUyRWsfj+Mbd37iyNjbX+bx0gIMhGNmBqcBMzHICgsSAWT/6ytcXo\np70Ui2rzEAKxOmWiz8sNeeHLp4+5+hFUSqWkgNOnpSZaUVEMXx0dGhrKJPYjIehSVxCanKe+XeqN\nWAyuWbNUi4YBNJ7o87px/bqrH+HSWh8qQfL1lQQItm9v4ZtoMXwbwerJyeDKFQREt8l7sYhpyG8L\nNDSwEwvLi5YfW9W2fkL36C54z7QdM84VX5yVNL1t/dZuGLNT5O9MdI/yL2TXaxhX1aPwIeH1lbKz\npUXm+PWVLM89hyHoIfJeLJLmobChk2PJLswdv3nSyby/esR1g0zclbv7+6Ort5/eWXKLszmGrBq9\n9slvIRbhaU+seuq/T34fFxntvtewU5SJ7tCN/CxAmVgZ6S8yx0GQWF/JM+V1WKxd7VY5zwbSPMRA\nhAbgl4e/gRvPtx87/ucXIQrhdnE511xqZ/ZvLb+4v+RmaQXLCZ0PyfjQ8iHTeySvPr7+Yknef46v\nfuvBKe5/KZOiTKTySEH/988/mQMHuKVFxCZaBusreb4wFiPGjDn12aduaNBdSWnSEOm932dtPLUJ\nbny1fzH8tPLss1gAwzJws/QWB0d4hRXuIHo1f7BzDtr4I3efe17BMVEmukO0O45tkRDkm2hxKyu1\nb2955hmQmOiNEFQLYxH+wA0Px6KBs7zv/H5GmvvMWvhMlZUFDMdB7quVa0jPWBi2QiuR3zqqhasG\n7QxRJlJVkYj1lXATLaZnT+a115j77wfx8T4AQbW8C4uaQHzzjzevWK/jI6yYusf/f5FYhJRk5ct6\nNAiLmtZlssuG7ARRJrpD10tcO6vaO6RYZC4qio2OthAQRH+3fL7WA3Lw5Pr1DSdP9nAs6qVT2h0/\nd6J5rRtcQpqDHXScOfBxRzhP2cLbj1Zx4SJ4D4Wp+FqXlyKDIlw79MqJMtEd8tMSRVv1MX4CQU1x\nmRaPx6KmYgvLxxzNX9amXjk/0UV0nFlGDCBCLEIiwk9NUzEmonGVDd2cKBPdoWt556p6CK4XSg0T\nEBRSw3FxHlgf4wnyWCxuydp69OqxWP0TGpTdgVjMqBtSu+x2QUh1uOdwneArwdB0ZBEWGcDwYORO\nVpiK3x9djQsYPVP+zkT3FFQX518sKy3ES+j6iLy8PsYT5GlYLCwvmrTl9T3ndvcPD4T2oMGZEIsN\ncor5zRvwf91zijfG1/ozKhi50VwKWkg9czYiB0jRVFx/cvO0LlNofSIVOLNvp96Kul4jMTUsQRDX\nx7z+OoWgY/IoLCIgQm83tviW+ujZyKD6JbeCKqyKnbsahvTJLh6YeQ1+3VcviAssQp8ZcGloPgXD\nKOaR/5S5ZVLicy59kcrIr5mYk7bDbc9K37fe+5ioUx/jvUWCnimExZaPD8769NMqXLVqV+5uBMSI\nMqvaSNwVE/6/JhENim8l5nLmYXrDsL9q1YCo4wxAFqTUqJ50pojHYi2IRchBi1i36HXyayYe/e1H\ntz3r1J4Utz3LcfllfYwnCGGx6bhxWUuWVBUW/5v+I3RyocP78AWNpqJZdYItAczlWjU216oHeMPP\nwgcMWStnE54Prf5d6zrtLpVBLEbcCk9pyHfZgC4zF0xkFSHFR+P7u+udHJH/MvFCxsG0X1a77XE3\ny0rTNn7TbuBYtz3RlBT1Mfwic35YH+MJqlosFpYX7creBY3Ee4putr7ChQjLAyybEuoGlt1GTjHg\nGcf/l8D5whwNcQ6Fyzpz+9PuCjkTFjjoTFH9OsGXAvldXLYFkPZi87rxnhxMBH7LRIinTUvegpxy\n50N/WTn77qQnqjjTgutjsrOlJlq0PsYzBLFYtnJllWAxJXtbya3SAIYZeJprNg6BuLJtvYuRgZa6\nQU0KyyElwyrYq9LcFSFUyHK4Y6183Q1yowtDqn3dqjYHSZbV7Eb5QPT9bnspx+RfTDy+48f0feuh\nG+swDevHNQ+qGQ43Lp05ae9NivMvpi5995FJnzr2aAclLxLkUsOxsRwEaX2MRwqtbOV+LH6X9h9I\ntsS8G5E3K+DXbU0iLkXWCOBranY1r936yvl6heW59aU2axwKuT8YPofCWiyMlXeiGckmZJAFyW0R\naZawGuFueynH5C9MhIYhNNMUS9aaV42Q0C5PPNdxyGSFlZd/IftGftbqf01Q3zm8XoMHBr+Q8uW7\n5M59G75pHNvehR40rY/xfrkfi9mFuRlXMyETu/H5k10x4cejwyDRLAw3LSWU5f6ryW4cYRHtRN5X\nZiAxK1BVtsg73lsGAXwhjugwCzTE5Tge3gAC+DwTy0oL962dd2DrSodpCNWu15Buo9/VbIDI7WwY\nN3LGiqWvP6owGzs8NKLLkMmXMo6k7VhL7l/32SvcPZ2FxcxMrqE0CUFUH5OUROtjvFd6WDxw4AD8\nnDlzZt++fTt37uysx637ax02EgtrBByICcdAhN503Lmis5FBRaGBeLIfw3vNkIzwaAU/u7mCa/kg\nRBn5EwQWMozSf95//tCu3N2eXLbts0y8kHHwUMqytF9W2/RwoQ14V5OWTdt3rRd9X1idMNLog4ee\n/uinhnffZ3wHeAI8bf1Hz5MrlzZt3wN+Dp72TfOOj//47wnkMCAWz509nPT0e47EFlX1Md7eRItK\nUwosnjt3bsWKFXl5ee+//35aWtrs2bPh0QEDBvTu3RvysTIP+uHUmkUHltS9UdH3DBdJXN+q7u1A\nCwYi/CMyIOB0XCQ5/RmhD5KxgoslggreVOT9bCAFEZVViZKOXD5OmegO5aTtyDq882LGoRvXr5uZ\nnVI/rnls2y5tug0iu3hBF5u0KB8Z90+bQETisDh3W+rSd6F3jPbg/mAJvQY16dgDmqu7//sVJiM8\n7dQfW/qMmGbbYESp4awsBEFA1sc0a0Yh6MPCWFzVteu8oqIxUH8fif8d3bNnz7Zt21avXj1x4sSQ\nkJDQ0FAIzX79+tW2J0a86PDXH++eB8E3LP1qUIX1WN3gy7VqQBQiIAbwZIy4diO7YR2iORhAcUSh\n/w03TYUPKyJnWZFm1hKtxXGh8i9kXziQemLvf0/t+9XM+eH1GjRp06VZQveGHZI0feFfVs4mv96d\n9IT5wcD/WB+Z9CmE7PJ3R0H2QYcdxx/hZ88x7yX0Hbvxo3GY1xC+0GDctOStdn2G3dtvjARfWh9D\nJer78HBLs2avbd3adfr0RhMmkIc683r77bcB703Pnz//nXfeeeqppxITE3v06AGNR8hHzXuiLtkb\n0jdeLrkMmQcNQOg1Nyi7Ux5g2daiDldww9GQAyK/LVxlIZho5XMsDIt2oSwKYOT/RUp+ttxcTGx0\nL63Fcb6QSXjif5tJX9VAyCSUcUdLu9fOI43Ejo+NdcC3hbbhq8tPLJ3SF45ty/zJ0HfGhyCFn5m3\n/ddl75IGI9woWbI0/cOvysPrxAXXhxAsCrREdEui9TF+rvT09MWLF0MDMHnRIvgPZKMXXwQNGoCJ\nEzVP7tixY0xMzJ9//llQUJCSkrJ9+/bRo0eXlpZ26tQpKSmJDD7O3//V5/sWld2+HsAt1izYg4kX\nSlDxDfSaA0ggWlDKmBNmIiuah1xbbWFqM1vBbbKMGEkkJAARz3eelTTd2b8qJ8trmFhWWpiR+l/z\nJiHgUdi+31N3P/CEmfWhLmQcVOSIG8e2t3+YnCBJoR+94PlOaTvWQptU4R1Dg7FHYIv/ffZWxOnz\ndUrvNCyzQgjmRFY7W3x1X2Dxqb5h/H87+8AR+LMIGbbNOz4OvW9fayFBpaOSkhJIw6ysrKeffhqi\njdsFiZaYyCYlcbjRwSISdJxH8gJc5DkTOdezZ8+GnnXvkQ+dbJWddz0f2YbIHuTChWV3at20QiDy\nXrOFz64wCIjIdz4dFxl6vTS/lvCfH6KhkFcRUCgA0aZe6vy85y/g5wVMRLlj0rZCQrkRzUuatu8K\nHVXzS+VBIC59/VFyT2zC/XY5zgpBfo2cseLLF3tC7/haQXbPu7qg1LD17Fmuk2B8fNd294FHxsH/\n0NNuXYAnZB3+XbPgEdqtEKzwB75si879DLx+Kh8QpCGk2KZNm4YMGfLvT+bI/hXs2JFJTTWDRax4\nXhN4j3vNL+te3P2GpTQApU2QUwxvBb82Kbm1r1EoX42IdgpHkakIr82JrXXfkUu5sWIKuYLDIouK\nEUUgqp9OplpQ4iUssOaLHcZV4tfjJnk6E6E/++t3H2FYQFTVb9Y6rlWvqBbtnIUGBET0CFSHaBdP\nNcQXCTbctm1Sdp3AszkR297PCa8W03cQSEqyJCYq6mPa8Z89x3Cf+Rey806lZZ/YcfbIbkVYgJsa\nyMMRiP8YwN8DtGQpIn1Gu3btgjZd06ZNN65bqf3/qf1YxNpvOcLU5GxANNmOd5oZhLwmheX7o1Hx\nDRlGZNBpHEQByG7IxRkh2ayADRDrEgErTGcBQNoAkrfMfxD5lqfvG+XhHbaRPJ2JjePbjXpvOdwI\nrtfUFX/5SSBC4I6YudaJ9TH1Xn190+/f7rtygrt59LURr7xofHP4gvAHtc+B1vGZfTvT960/c3S3\norgSjvbs8T/hDyp+bddrSP9J86hn7b1KT0///vvvy8rKZs2aZaPq0FEsHss7xYgcFIxEodQGhN1h\noZFYjd8WjzIImhB/AVyFDVNSj7Mi+USzxtQUUgYp578lDDM/4CqUpzPRpcvdYSAi87DnmPfsuz45\nWVEfo15kLmn0U4Av0IEIWzql78RFZlvYQsZBOCI+wnFmH9l56vefNGuMoPF4ak/KoJcXeF8vMr8X\ndJZXrFhx9OjRYcOGTZCnlXVVCWsRAMFIBKKRiLLFvP3ICEakSMbq1Sx8NpnB2RVuWjM/QwWy0nqH\nW12ggsUpFMASQETbiJ7wA17VICzKw9PNWJ7ORJcq/1Raz7+/Hte2h8kiRLUU9TFqoQId+IN6NTrW\nbRsOD/50GcKtdgb5eC03Nz/3INxGxZjonL0b/w2dbgfrwKncLhQ6TE1NTUpK+mnDOvv+X8NYPHgQ\nLF5s8iLsOKNt9FmTBRE3bjMCGRnSa+ajjbJyHICyzCyXXdF9jMBBgZDYdW4U3siOF6xS+TUTKzvB\nbs4c8/UxzjJ4ER8BoCahF2vXrl0bN25s2LDhF1980aKFQ4sdYywWFoI1a2yeXnKzREieAIFxfJwQ\nxF+6fqR+TX7ysmQkIq8Ze9kIlBBzej1ihbkr8oPoXKuESK+RXzORisrNwlP0XnnlFb2aarPCWBw6\nFDyn28q/sLxo1Prn/7p6OkAyAAV3mOErE1fedxd2o7HBiAoP0fnVLFwoiOuWI0cb5B3LCkBk0Vxn\n/gTJoRY+uT/3nz9UqZd1oygTqajcITJ0SE7Rq5QgFnNzrZ06gZdeAhHKlO6Ry8feTP0gPf+vklvX\nAwQTkduP3eew0tspzevcqRFQTWQlv583EoGYaWE0fKGKCqk5opWzHwHGo1VIN6NPtAC0cJWHt37A\nokykonK51q1bh0KHPyz/2snlE7VrW/buBZ0737pRpjjyxYEl2DrTdJxLwwNvWPjMMpFdEc4XNwLk\nTOQ8aDFQiFrjSIes2DAUEiwsa3PqsyeKMpGKyoU6cODAypUrGzZsaLvOxmHVrg0++6xB//4AOtFE\nbPFcsVDCpbD1GMJcxMYjv4f7EBcYkFxpJFYwBaWEslSQiNknT7DgC53zmu4SZSIVlUsEneWFCxfm\n5ORMmjRp8ODBrn7cxYRWXCt1AotkCI8s1cbT5xli8gCawYIZiP5EazMDPkSIsyUVFcgjFrzlCtEc\nxMFEVqi/4S7BLjZ73RpSFAS8oRqHMpGKysmCNFyzZs3vv/8+ZsyYL+Z/4p7qqMDgEMuu36ydOlnk\n1iIQK2+QpFocAYI4qYKaZCujhxXIPsSYAyIQeccZgxLxDwcTycpEpJird93fpkN8fHyPHj169+5t\nb08zd4oykYrKmdq8efPPP//cpk0b3Sl6rhMfW+RSLomJlq1b8W6cPFFfwciJiSXYeuLEFRZlUXg6\nCihkUa5ZsBJxLaJVVZkI+LX6dr62CXwKUlJStm3bZrKnWVWJMpGKyjmyY4qe6yRiEf6E/R2U1LRg\nSxCIRmKAWIhDwlABTJ5y3HpTFaIlCGFXAdjbd6ykkWjlLEFucSrES7XjDBUWWPOz/h+i2/bjNWfO\nHNTTbO3atWRPs8LCQnf8imyJMpGKqrLS6O5VhRKxuO7znMEvxpSGBpAHZSRk8P8YFDkUUAgAavcg\nRBVRGBGwqATHinLPopssLHsv2oeCG80KjnNio3vn9/9IPatP3dMsOTkZ/nPiut+KeVEmUlE5LqPu\nXlWo2rUnfvpoz7e+Rli8EVYN19hono5QCER/OQCtK8A3AkNwZPmaROxEczYja+UTL1bBfxYjj4iS\ncG/7Bu2mPviymYLE06dPz507NzQ0dN26dZ7gR1MmUlE5KNvdvapO20/vXD/qrk+WX4JYHP5ybFlY\nNcF91r8EkxHiLyAAtYwV0sYIiAiFrDySaCWyK2KOhX2j65RJibpTa7CghTh+/Pi9e/dOmzYNLaLg\nCaJMpKKyW+np6Rs2bMjLy3vjjTc8wbRR6MjlYyW3uOYgr/JY/OHfZ0dNbnI9VJVNERxl3kLkm2Zb\n+dWaObRVSGdZxeQJ8prVkUTAsRJZkdzno80ftgnEgoKCWbNmLViwYMCAAbm5uR6Vg6ZMpKKyQ450\n93K7/vXHv/H2a6MbfPztxeXzzkAs3girrj6ZW3gPtctGK07xoLSy5AkiE62k18xP6eMjiVbBXxZO\nfqhpH+PhQRTOmDEjJiZm+/btVZaM0hdlIhWVKVWqu5cbtSt39y+nd5J7Xh/T8KNlFyAWxyY3ux4q\n/ZUXl2kWv/K5Fau47BQ+Tcgg8xZihTC5md8pZpfFSKIQcHzsbt2lSlNSUqZPn56Tk/PJJ5+gBIsH\nijKRisq28BQ9x7t7uUvfH12t3jltbKPZ35xf90HGyxPjMmNDgDDthEEzVVB8ENLOwnfPthIX4kJE\nDMQKK+81i86yONuPOxnuGdjiYc1RQWd5/PjxP//8MzSu58yZ44L3dpooE6mojIS7ez377LNumKJX\neeFpzgpNHxf9wZLcZXOzxkxpmhXHY1EsQrRy1iJr4SOJFvmiAkJGhTMGSSBKXjOOJMKN4Go1kzu9\non50cnIyCh2mpaXFx8e76MWdJcpEKiptuaS7l+sVGRSud+jtZ2PA4hyExTNNaqJ5KvyCpIxgJ6IE\nizDLWSxCBEIBNgaiFRmKBBDR51vdX1eUIsJf4KuvvhoTE+MhdTZmRJlIRaUhF3b3crFa1muhiCci\nQWwFMMy7z8Uc+v0axOIzyfGnm4SgKmuWK0iEQESpFW6hFTwzT5y1gtxnAYhiUFHwmuFWg/C7FvT/\nlFy7ec+ePS+99FJOTs6MGTM8NhmlKcpEKiqZ0tPTFy9eHBISUpVT9Fwlzlne0I0rfPl6TibEYhbE\nogUC0WoBFoRFQHSBRTQE4uwUDET+q2QkTu06ZXz7Z/AzCgoKpk6dumTJktdee+3NN9/0qDobM6JM\npKIS5ObuXu4Un1Dhg4O8U7ypex0gYvFMs5qA4yCHxQrBa5bFE/mwoVierQLiP/vMGN5iKD5/5syZ\ns2fP7tSpU0ZGhueHDjVFmUhFVTXdvVyk2IjG5Fe+/JCsuAGoMFuJRS6SaOXXohLWbsYtEdGEP2FS\nMwFE+PNBbwmIKSkpo0ePDg8P96LQoaYoE6n8XZ48Rc8BxciZiAT5xTeQFaatILPx5x4SFrOahTCo\nC4RgUHIS1t6Tim5IIIJHmz+CgJiZmTly5MgTJ07MmTPHu0KHmqJMpPJfeUR3L3cJ90NkuYJEbhtu\nYSzOGtJga696rIXvkYPKdPD6KmLLWBZIQOzdpM+8Ph+iKXoff/zxuHHjoJ3odaFDTVEmUvmjPKu7\nl4vFRxEZVpyzIjZxYKyMhMUPV5yHnykQi3i1AGmhUvbhu58IqxG+/MhSBMQmtZrO7jVjwYIFycnJ\nrVq18t7QoaYoE6n8Sx7a3ct5alsvYdFjn368+7MLxReHJDy29NAKwAhA5DxofvV6FnUD08Lizz3r\ncnfBazSzYHrPt5GPXK9m5Ef/mxdULfjZ0L/d3yaxuLjY20OHmqJMpPIjZWX89f777zds2HDp0qUe\nPkXPYUUGRXSPfqC4Q/Gj8f1GrX8e8GmWAEaoTxSwyJ/JBxkFLG7qXic9NnjZ3Cy4HyISLy41ss0Y\nnEUZ3/6ZK7n5K+d9P3bvWM+fouewKBOp/EgHDqe1adPmlVd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"text/plain": [ "" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# camera model\n", "fig(\"camera-model\")" ] }, { "cell_type": "code", "execution_count": 169, "id": "7c4b26a8", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ogoKDEBUeBQICpVyJuPg44YWenAPv4QUpQ86BUwgpOTdu2Sik4STAX576S+Pe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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# camera model\n", "figs(\"camera-model-2\")" ] }, { "cell_type": "markdown", "id": "b24a0f7f", "metadata": {}, "source": [ "(image formation)\n", "\n", "Image resulting from an illuminated, reflecting surface:\n", "\n", "$$ \\hbox{intensity-reaching-camera} = \\hbox{intensity-of-light-source} \\times \\hbox{reflectance} $$\n", "\n", "That is:\n", "\n", "- the intensity of light reaching the camera is proportional to the intensity of the lightsource\n", "- the factor of proportionality is called the _reflectance_ of the surface that the light is reflected from\n" ] }, { "cell_type": "markdown", "id": "6d8ef8d8", "metadata": {}, "source": [ "(spatial dependency)\n", "\n", "- how much light is reflected depends on the incident angle and the camera angle relative to the surface\n", "- the simplest dependency is where the surface itself reflects uniformly in all directions (Lambertian)\n", "- note that even for Lambertian surfaces, there is still a spatial dependency\n" ] }, { "cell_type": "markdown", "id": "c59a6f89", "metadata": {}, "source": [ "(reflectance values)\n", "\n", "Typical reflectance values are:\n", "\n", "- black velvet: 0.01 (i.e., 1 percent)\n", "- white wall paint: 0.80\n", "- snow: 0.93" ] }, { "cell_type": "markdown", "id": "1196d9f1", "metadata": {}, "source": [ "# Camera Sensors" ] }, { "cell_type": "markdown", "id": "31bc52b8", "metadata": {}, "source": [ "(camera and human sensors)\n", "\n", "Taking an image through three filters gives us RGB information everywhere. That only works for subjects that don't move.\n", "\n", "Human eyes and cameras don't work that way. Instead of taking three full pictures, they take a single picture through multiple filters simultaneously.\n", "\n", "Cameras usually work the same way. For cameras, the most commonly used pattern is the Bayer pattern." ] }, { "cell_type": "code", "execution_count": 170, "id": "14f53fe1", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XjF7Vte9+YOIxYPVVRwi/ijFkXOCyGh1tSxYospts83qD3cPYVI23PxUrROd5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\nHooi/zsiZmQ4n0sOejSzQmDt1aUOwy3uo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"text/plain": [ "" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Bayer Pattern\n", "fig(\"bayer-pattern\")" ] }, { "cell_type": "code", "execution_count": 171, "id": "d5c55f89", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/+d9m5+eImhwa74X71qvVpc2dknF3Y71w8uTJifFTZ06/M3P/9uDg4KVLF//u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\ncUvFZgFw8+bNm7OzsxcvvPPhhx9++umnQBWXl5dweVA9vb6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VeSfmCiviCe0oVT5mGJSP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2SyxwUqqua1anU7cBxjLXD9KOF7BsZXLuWr4813a8d0eevHoZsb8/EAKXkLBJfPrmWuBHfJos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\n338PQtC2T3G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UvnHJRH5vs/TxaQ9SviZ8Og6HDp9PXpr8YYxPlahdyB7H5MRyM3o/7t0R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\nzC5MjnB2vxtM8iobnXFeV0HXMyLTa+qIiN7Ot9pcSH+qZZqL8VO191My6Yx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"text/plain": [ "" ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# CCD sensor\n", "fig(\"ccd-sensor\")" ] }, { "cell_type": "code", "execution_count": 172, "id": "37879d36", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DzZbPldQUCTLkkl9em/P8i05/P3vPoKytKsrLR+Pfynkl87QREu/K6fOcvhAj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\nRAsoRoQQLaAYEUK04P8B8c+yGaFxEKIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# CCD lenslet\n", "fig(\"lenslet\")" ] }, { "cell_type": "markdown", "id": "0f486537", "metadata": {}, "source": [ "# The Human Eye" ] }, { "cell_type": "markdown", "id": "3c474461", "metadata": {}, "source": [ "The human eye has a somewhat similar structure to a camera. It is composed of a _lens_ and a _retina_ (\"color sensor\").\n", "\n" ] }, { "cell_type": "code", "execution_count": 173, "id": "9e9de976", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mE/X19VgsFubm5ujv7ycajdLU1MTSpUuVoyCVSjExMcGBAwd44IEHeOmll6hU\nKjQ0NCgrld1uJ5FIkE6nFwTRiEtAhhjEOVBbW6sqVokdlIpWyFPsYdLwkgr2rSQF0WyF8MXxYDAY\nlGYsr19SxYTEpQqXkWB5LHEdaKtxCXqZnp5mcnKSbDZLJBLhyJEjtLW10dnZqaQQp9OJ1+tlaGiI\n3t5edYr4XfeR6Xj/QCfc9yCEeDs7O1m2bBl+v5+JiQn27dvHmTNnsFqtb6nxptNpwuEwmUwGr9eL\n3+8Hzq1AOXr0KOFwmI6ODjo7O/H5fMpNMTAwwBNPPMFDDz1EX18fVquVxsZG6urqsNlsqhlWKBQU\nmTocDtxuNzabTVXIMuAhx/V8Pq88vtoGVzqdJpPJKMKV+Dyr1aq+RwhLyE0qZgkkF7lAthxINS2S\nhPy9UqmoylaaaVL5ysRaPp9XtxUCN5vNxGIxpqenOX36NKOjo7S1tREIBNRjVKtVbDab8uc2NDQw\nMzMDnLOh6RNof3zQCfc9DofDwaJFi+js7KStrU1pvf39/SqbVAKkp6amMBqN1NfX43A4qFQq6tg7\nNjbGsmXLWLFiBV6vF4BoNMqpU6d45JFH2LFjB9PT09jtdlpaWmhoaFDEKXqq6KbSqJJmlTa3Np/P\nMzs7SzKZVOQlHlexzgmJSmi4ZLC+cZWO1m1gs9lUpoLYzEwmk6qkZURYO8Yr/5cLk6SeSTCPfH8m\nk1FNsUqlQiqVAs416SqVCqOjo6raFduZnDIkS2JwcJD169cTDAY5dOgQ0WiU5ubmd6TxqeO9A51w\n3yewWq3U19ezatUq1q5dy8TEBNu3b6e3txdAWd1EkxXi6+vrI51Os3z5chYvXqxyBOLxOD09PTzw\nwAM8+uijpFIpAoEAPp8Pm82m8g8qlQoWi0Wlc0kTTJwIxWJRDRlIVVoul5U31+v1KoIWUpQs2WAw\niM/nw+l0qmEGcTPIFFptba2qfEVeqK2tVUQqla6WpCU/oaamRuXSimYr76XRaFTZu5lMRjX9xEKX\nSqXUxSIWi6nhC1loaLFYVKC6wWCgr68Pp9PJBz7wAWw2G1NTU5w6dYqGhgY1qafj/Q+9afY+xszM\nDHfeeSdPPfUU69ev58///M/ZvHkzxWKRSCSiNNsVK1bQ0NBAqVRSBHL48GEefPBBfv3rX2MwGKir\nq1PkJg0uIRzRZ0UbNRqNRKNRtT5HtEypXD0eD5VKRQ0JiItBmlraVC/RZovFIvPz8xQKhQUaqUzC\nScVqMBh6/0N3AAAgAElEQVTUfcpWWW1TTm4rpKglarG9yeuIxWILmoBaws3lcqRSKarVKgMDAwSD\nQerq6hgdHWVubo6lS5fy0Y9+lBUrVuByudi5cycGg4HPf/7z1NbWEo1Gefnll0mn06xdu5bVq1fr\nuu4fAfQK930I0UHn5ua46KKLuOWWW4jH4/ziF7/gtddeA1AaqTbhy2AwMDc3x7Fjx3j44Yf59a9/\nTaVSoa2tTTkR5P6123JFWkgkEszNzRGPx1WDSKrYQqFANpvFbDYru5j4c+PxOPF4fEEFnMlkKBQK\nC1LKAHUElwr2jZNbohcLcWazWaXlCqlqw8vF7yukLgE5QvSiNctkHJw7LUjyWC6XY2xsjPb2dlpa\nWqivr8fpdDIzM8OpU6coFouEQiFKpRLDw8MsW7aMQCCAxWJRSxp7enooFAr4/X71mnS8P6ET7vsM\nMsgwPj5OMpnE5XJRV1fHxo0bufzyy5menuZXv/oVR48exel00tHRoWb/5+bmOHnyJLt27eKZZ54h\nkUiovV9ioxJdVLTRVCqlhgREx9UuaiwWi8zNzVEsFnE6ncq94HQ6FdnK9gK3243T6Vxg29JqnDJR\nJhNq0iATr60QVbFYVCQrWQzSCJNJQnn+QrxyQcjn86pRJ02tYrFIIpHAaDSqylskmmg0yuzsrKpQ\nzWazioKsVCqMjIwwOzuL2WxmZGSEuro6QqGQek4NDQ243W7GxsZIJpMqtUwn3fcndEnhfYRyuUw0\nGlUNHNmE63Q6KZVKysI0ODhIX18fU1NTOJ1OLrroIlauXMno6Ci7d+/m8ccfZ3Z2FrfbrfJh39hg\nEnKSoHBALSw0mUxqJ5mQms/nIxgMUigUVEKYDCiI1ikkJ1WqQPy2Qqqix0q1WigUlJYMKBuXVNPV\nalWFkossUCgU1P3LY2WzWZXJUCgU1H9wbvOA6LzyPL1eLwcPHsRisXDFFVeo6TmphJPJJOFwmLNn\nz2K1WkkkEnz0ox/l6quvXiCblEolJiYm6O/vJxAIsHLlSt069j6F3iJ9n0AcB5OTk5RKJerq6pTx\nXwgmFosxOztLXV0dF198MYVCgZdffpmDBw/y5JNPMj8/z7Fjx4jH4ypLQhsALs0wCQvXOhGErCTL\nV9wETqcTt9utyE6GLsTCJQ2xQqGwoKKV475UsVL1yXjuG3ecyXMRG5f4dIXQpKKU24teq829EO1X\n1u/IbSUNTWQQcTHMzc0xMTHBxo0bVXi5DHdIJS0uiqmpKaLRKK+++ioXXXSR8lHLFN2iRYuwWCyM\njo4yNDREW1vbb13rpOO9CZ1w3weoVqsqgxagsbFR5b3C6xGGiUSCmpoaFZXocDi45JJLcDgc/OhH\nP2Lv3r1UKhU1MCAWK8knEFK0Wq3k83kVsi5OAqlctVWl5CLIv0m2ghCatmklboNsNquIVJwGQjza\nIBxpYGn1VpEQpPEl9y9Vqei38r7J/7VTa3Lbt8pvqK2tVV8fHx9XK3jOnj2L1+vF5/Mp+5s4N6TJ\nFo1G6enp4dVXX8XpdNLU1ITdblcXgObmZux2u9pPtm7dOjwez3n+bdLxh4Su4b7HIUHhIyMjlMtl\nmpubqaurW0BmsuImmUzS2tqqAmai0SiDg4MqvzaVSuHxeNSRXsZogQVZBKVSiXg8TrlcVhGMIjtI\nM07IVshPGk82m009hlSYIk2IlioVsFa/lYkz2eibTqcVKWqJtFgsYjabF/hmpdrUNsWkGSaPC68n\neWnlCiFlcSuIV9hmszE0NKRC5+W+DQaDmlgzmUwqa0GGMc6cOUMymVwQIykXFdGIHQ4H4XCYVCpF\nfX29PiDxPoKu4b6HIaQ5NDSE2WxW23KFHIXoZmdnSafTOBwOWlpalM92cHCQPXv2cN999zE2NobX\n61WjugaDgVQqRTweB1Akmclk1Liu3+9fkOxVLpeJx+Mqi0C0XKlGhXiEjOF1IpfhgkAgoKpqaYxJ\nJSuVsEgFQlZSmQqxahPEJHNB9FyZhhMHg6SzaUd8tRcDQG0Vlqah6M7/8i//QigUYt26deTzeaVD\n2+12/H6/klEA9X4++uijjI+P09HRQUNDAx/+8IdZuXKl2rMmpJ9Kpejp6cHlctHd3X2efqN0/KGh\nSwrvYSQSCcbGxnA6nWpZ4hs1UNlFJru8zGYziUSCcDjMa6+9xs6dOxkdHcVisSgSFdO/1+vF4XAw\nPj7O+Pg4FouFhoYGGhsbCYVCAGqkVypFGVyQ1TbJZJLa2lpFKLJVVwhTJIhSqUR9fb3SLUWn1Y4F\ni29XgswB5fvVZujKUIN4b7Wh8FK1ixtAFlHK/cjknDZI542r7kulErOzs0xNTXHVVVdRV1enNhLL\n+z45OUlDQwOBQGCB//jiiy9WDclXX32VRCJBbW0tnZ2deL1edfFwuVysXbuWo0ePMjY2pu9Fe59A\nJ9z3IGS8dGJiAofDQUNDg/LICkqlEslkksnJSbV9QWxckUiEkydP8qtf/YpTp05hNBoJhUI0Njaq\nKk2OyOVymcbGRvx+P7FYjKmpKdVEktDvRCKxQEt1uVzYbDYKhYKqWMXuJf7darVKKpVSU2WyjFGq\nZfH3yusQ4iyXy4oARRsVspTbSqNQgmiEiOFcJRuLxZSma7PZsNlsKrZRHA/SaJO0sEKhoFb4OBwO\nTp48CaCqcbGriRtEhktsNpvy11YqFRYtWkRNTQ1dXV20tbVx8OBB7r77bm688UY2bdqkwockh6G7\nu5vx8XG10knHexs64b7HIGtwJicnAVRl+8bvkUEEIVOv16tsYcPDw+zdu5fjx48D54JU6urqVMc+\nl8sRi8UwGAwEAgGlxQaDQZqbm4lEIpw5c0ZVqdKIE8Ixm82kUilsNpvKQJBqVhsYIy4EyW6QxhWg\nbF2JREKRsnadjui4sqlXmlvSdBPNVhvNKISdyWRIJpPKlSAVt6SbybCEkG+hUGB+fh5A5TScOXOG\nzs5O/H6/chqIHCFOBvE3Z7NZFY7u9/ux2+2kUim6u7upqanh0KFDPPDAA6TTaS699FL8fr9yXMiU\nXjgcVp5jHe9d6IT7HoJMkEUiEWpra2lqalJaqBbSSCsUCmpDgTgVJicn2bdvH/v27SOdTuPxeKir\nq1ONMO26csk4kM6/aJ9Op5PW1lYikQjlcpmGhgZVxcmOM5lME+KUlTv5fJ5YLEY+n1ceX9GUpTIV\nLRZQ48bilZVwmUqlQiaTUSQtVjVpmEk4jwTNaPVXWZkkmq5UsoCq8GVND5wjf0lXEy325MmT3Hjj\njQDqPZMTgbg7yuUy2WxWyQZer5fa2loWL17M4cOHufLKK7FarTgcDl577TWeeeYZCoUCW7duVT8T\ns9lMKBRSHutgMKguSjree9AJ9z0C7biuyWQiGAy+ZbUjk2aJRAKHw6EqsGg0yszMjFr0GA6Hsdvt\nBAIBRQwSBiMZBVLlSZB4KpVSgwAmk4m2tjbVYINz6WJC4trEsHK5rHTScDiswmu0ww5wbvAgnU6r\nx9a6AuRILg2tfD6vHlv0Vu32ByFomUKTuER43YUgbgHRgLU5ufB69KPEM0qWxOjoKIVCgYaGBqan\npzGbzWr6TYJ1RNKw2+2q2k6lUrjdbjZs2MCLL77IxMQELpeLpqYmzGYzvb29vPLKKxiNRi655BKC\nwaCqwuvq6kgkEuo+/i1bPnS8+9AJ9z2CQqGgRmQlYeqtTPHyfZVKRTVhstms8oDu3buXwcFB1WmX\nPAMhK233X47TEtot3llxCdjtdoxGoxp6kKO/BNxotzLMz88rXTgYDOLxeJSbQZphkgYmGyjkOQm5\nSMSjEK+QrVS12q0Q4veVAQdAOQ9En5WvC7SZvHIh0Gq74rmdmJhQ9rp4PE4mkyGbzaqRXtG4M5kM\nbrdbpYGJM2LZsmWEQiFefPFFPvCBD6gqd8mSJYyPj/Pcc88xPz/Pxz/+cRWDKeljIm14PB7dLvYe\nhE647wFIA0aCULRVpRYiC2QyGXw+H1arVVnDotEoL730EocPH6ZSqeByubBarcobK8d4bZWojSWU\nUVYZ2ZWQFUnVqlarSh4oFotKb5TnUKlU8Pl8KvdWjuza6lX0Zkkfk8cWPTOTyagqXJ6TOBDEHqbN\n5pXKFlAVrlxAtBm54jnWZjFUKpUFa9jlApJMJjlx4gRr167FarWqcHRtwpi2ak4kEthsNtVUk40X\na9as4dChQ6xZs2ZB2tmyZctwOp288soreDwerr76auWblvdOKnN9/Pe9B51wL3AUi0VGRkYoFAq0\ntLTgcrnesrKRrv/s7KwiC5ED5ubm6O3t5YUXXiCdTivJQEZYa2trFeEIkWazWUql0oIqWPIEHA6H\nejyxf8maHW1so9lsVpm5oVCIUCikiFUgZCf6pxzBtWO+MlkmzTF57kI2UqEXCgVSqZSSHbQeXrkf\ncUbIgIK24Sjyh/wnCyVFEhBHxOzsLC0tLcRiMWU9kzFobbKZWMISiYR63eIHbm9vZ9euXdjtdubn\n55VHOZVK0d7eTjab5Ve/+hXVapVrr71W5VSIK0KamtLE0/HegE64FzDK5TKzs7PEYjEWL16M2+1W\nR15gwboZGTVNJpM0Njaq5lM2myUcDvPMM88wPDysjtFyJJdGlXY5Y6FQwGq1qg+5rMIRnVI76SUx\njDJZZbfbcTgcyrIltighYO3mXmlaSSUsk1qSlSsVqXhjRarIZrNKX5XKUgYtZHWNdoJLZASZLNM6\nFubm5tRjir1LW3WLfms0GlX8pNvtZtGiRep90Z4MHA6HclfEYjHl0tC+XyaTia6uLjUS7PF4yGQy\n6v+JRIKOjg5mZ2e59957yefzfPrTn1ZNO6mUI5HIAk+yjgsf+mjvBQohW9mFJSOe2uWJ2obR7Ows\nR48eJRgMUl9fr7Y6jI6O8uSTT/KLX/wCOFchiV1JSFKaZkIuEioDqOBvmcLK5XJqUaTotdqmkWQH\nxONxzGYz9fX16rgvljNAbddNpVJKupCKVexeyWRSDVZoF0lKhS3PW/RqyXSQalirAWvlBZvNpip3\n7VSeaNUS1SjODKmw8/k8vb29BINBli9fjsFgwOv1YjQaSafTpNNpAKVNS1WsfV2FQkFZ4aanp5me\nnmbdunUqLL2hoYG5uTkymQx+v59CoUBfXx8Oh4Ply5er04FU76dPnyYQCOiret4j0H9KFyBks+70\n9DRNTU2EQqEF4S3a5g6c+yBPTEwQCoWor69fsCHh+PHjPPnkkxSLRdW8kTBtLcGIBisxhqJjil0K\nXv+QA8q/KvKBSAGyJaG+vl5Vd1KNRqNRlemgzaOV5yTfL1W0NoFLyE8GIOQ9kgk5kVqkWSZV6xsD\nxiULQo73kl8rF4NkMqkqWvHsin6byWSYmZlhxYoVTE1N4XK5VFPQ4/Eoos5kMqoRJo0yu91OTU0N\n6XRa6bydnZ38+te/xmaz4XQ6iUaj1NTU0N7eTn9/P7OzszQ3N2O1Wnnssceoq6vjkksuUZ5jmR48\nduwY3d3db2kR1HFhQSfcCwyVSoVYLMbY2Bg2m02tKtdCCESO3KdPn+bs2bOsWLFCNY6SySRDQ0Ps\n27ePgYEBZcgHVDUpFa0sbNR2+WXluVjLpKqcn59XY6oyhiq6pHTmZWJNjtUy4JDJZFTguFTEWuuU\nDAcAaiJNjs/iTgBU+lg+n1dLJiXlS5pq8jpFdhCHgnaJpLyX2sf0+XzKDSEyh1yU5LVI9ZpKpdR9\nikxjt9tV0I40D+UCInm6qVSKcrnM0qVL2blzJ+l0Wr1n6XSa2tpaVq1aRTweZ2BggMWLF9PX18f9\n99+P3+9fsI6noaGBeDzO2NgYS5cu1e1iFzh0X8kFBOlqj46OAudiFoU83up7pYo9ffq0yiAQMpqb\nm+PQoUMcPHhQNce0EkQ6nSaZTKrKUZpWMiyQTqcxm80LCE0CXIRsRbMVTRbOVV1y/9pFk2Lbqqur\no76+npaWFjo6OgiFQgtydePxOMlkcsFadJFRisUi0WiURCJBLpdTQxWVSkU1uqSpJjquuCXE2SDV\nai6XU44LqdqlgSiPKZ5j8cHCuQwGQGnDqVRK6dGiEcvIsOi18vrEWuf3+5Vm3tDQwEsvvaQaeFar\nVf1cOjo6CAaDdHR08JGPfASz2czRo0dJJpMLfhfa29uVpqsdY9Zx4eGCrHAl3LlareL1ev8otppK\niPfExITqYsuR9a0gMYXT09Nq3YsQhYzevvDCC0QikQUjuFIBSyVos9lU4IwcoUVecLvd2Gw2crkc\nuVxOjeiKTqs9dheLRbVoUnRgbVUtxCuZCnKBKJfLSt+VdDKPx6OaXJKNK95ZqRThdfeADEtItSmk\nJ1WvWN7kWC9kKmSrXWApFySRJeQkIZavpUuXKpeH5AJLI07WB8kmB2ncibXMbrerx5BR5UWLFnHy\n5Em2bt0KsODnIZJKbW0toVCIQqHAwMAAhw8fZtOmTeqCZLFYCIVCagJRz9C9cHHBEe709DTbt2/n\n8OHDVKtVVq1axSc/+Um6urre10bvYrHIzMwM2WxWxSz+a40QGdetr69XzR2pbnt6ejh9+rT6QErH\nHlhw/JXBhUwmo4YNZLRVHAyST+twOJT2K6t10um0SreSClGIRsg3k8koIhLSFoIT+5lUw+LEEMuZ\n2WxWpFZbW4vL5cLtditSlVFdqWplMuyNUY7wuhSj3dwgr1ckFrnwaEeBbTYbMzMzpNNp1qxZg9vt\nVjGVTqdTpaPlcjk19OB2uxWZa7N9tRqy1Wqlq6uLnp4eZmdnVbUvFrdkMqmm79xuN83NzSSTSZ5+\n+mnMZjMbNmxQFwZ5TnNzc+pnp+PCwwVFuLFYjK9//es89NBDrFu3jtraWn7+858zMjLC7bffTmdn\nJ/B6GPVbjbaKVie/4FKdaA398u9iW9JCGivnc5Gf2JPm5+fx+/3U1dX91u2tcrw+e/YssViMtrY2\n1YlPp9PE43H6+/uJxWIL1uMIschYrZCMNHnk7+I+kIqyUqngdrvftE1BiElyF2SLr9bhIEd30Xkz\nmYyyh4k+Kg4CiXHUDjtIhSobJYTMgQUXEqmWtZYvrYQiFyeRD964Nl0uQiKriK1NqtfJyUmVhyA6\n7dzcnMoElhhJ+U/cCfJ7JMQr5CsXrWAwiMvlYmBggKamJvXc5HtyuZw6QTgcDtrb2zlw4ACPPPII\njY2NLF68GHh9k/D4+Dhzc3M0NDToeu4FiAuKcA8ePMjOnTu56qqr+OY3v0mpVOKBBx7gscceY2ho\niPb2dnbv3s3Pf/5zYrEYf/qnf8qNN95IqVTiV7/6FTabjWPHjnHRRRcRCAQ4fPgwgUCA3bt3s3nz\nZv7dv/t3NDY2cujQIe6++26Ghob42Mc+xk033UQwGOSll15i+/btjIyMsGXLFm699VYaGxv/4K87\nlUotkAakankraJPAZmZmqFQqatuCRCWOjIwwNDSkGjxCgBLqom2eyQdZ9EbRH81ms7JCCVlr/b9a\nbVK0VK39Kp/Pk0gk1H2ILCSELxWuTIWJfCHJXQaDQS1ltFqtCzZR5HK5BU0vrSNBq8cCavJM+3Xt\nJl+RHoSARXaRwHSRQubm5ggEAioox+VyqROJOC7kFCAXE9G1pWoXn7G8Z5Jq1tTUxNjYmLqAyfeK\nFc5oNC7Ybtzd3c0zzzzDoUOHlIsBzskRwWCQcDiM2+1+U4qcjncfF5QP97777uPZZ5/ln/7pn1iz\nZg1+v5/169dz3XXX0dXVxa5du7jtttvUkXf79u2USiU6Ojr453/+Z37605/S19fHxo0bOXr0KP/4\nj//I5OQkmUyGJ598kra2NqxWK7fccguDg4O0tLTwy1/+kmw2SyAQ4G//9m8ZHR0lFApx//33E4vF\n+NjHPvYHfc3agQXZuCANLoF2qkpcDCdOnGBycpL29nZ8Pp9yJhw7doxnnnmGEydOqP1k4skVwtAG\nxsC5NCyRC0QzlCOt6J/aVeTpdBqXy4XX61XNLm3uQjabZXZ2VtnP3G43Xq9XBaRLhShaptvtVvYy\nub9MJkM6ncZms6n9bOLd1YaOS+iOELucUKSJJSQr1bK8XqmUtY00IXqtf1cucKdOnaK9vZ0lS5Yo\nXVYuLHIakfdU7k+akUKs2kEV7SaIQqHA6OgoK1euVBfDYrFIPB5XWzCkgScabaFQ4IUXXmDx4sUE\ng0F1nxaLhWg0uiASUseFgwuqwp2fn6e2tpYVK1YAqA+kw+EgFotxzz334HA4eOqppzCbzdx2223s\n3r2b9evXYzQaaW9v5wc/+AErV67kP//n/4zb7eaHP/wh1WqVL3/5y2qf1Pj4ON/61rdYv3493/nO\nd9i7dy/r16/nmmuuUVrxgQMH1FJGbWX3TqJUKjE6Oqqmw4LB4JuqW3lsQB11k8kkp0+fVg4DaYSl\nUinGxsbo6elRconZbFb6rJCUduzXbrfj8XhU+pbkzaZSKWWTEhuU5BnIGKpUjYCqhLVZBk6nUzWB\nRC+WUVeD4dzySdE6pbKOx+Oq2nc4HNTX16v7h3P5DvIeid4qFalIJ2LnEg1aOySiXaEuFbaQq7g8\ntKQrz1d8wmIrg3NVdCQSWTAJpw3bgdd907lcbsE2DXlcg8FAMBjEaDQSDodZtmwZuVxOWdEsFou6\nnbhHHA4HnZ2dHDt2jJ/97Gf89V//tdoIYTabaWhooLe3F6fTSX19vZ63cAHhgiJc6cQePXqUrVu3\nUq1WGR8fp7+/H6fTSSqVorW1VTVIli1bxnPPPcfMzAwAq1atUpNNEtCyePFiRkZGFBlMTExQLpe5\n5557uPfeeymXy7S0tGCxWAiHw9x99904nU7V+S6VSvT391MsFlm7du079lpLpRJjY2NMT0+rlTVv\nnIuXYy6wYFR3dHSUqakptmzZoqpWmfEfHh4mEomoakeIS5paUhXC63P5WmO+RDtarVblvxUS0WYE\niFdXNFtZsSNOASFbg8GgiF+rcUp1LK9PpIJUKkW1WsXtdqufg2ipEhYjury4LOS5iySgbYQBiuTg\ndYlB/i+ygnYXmtYVkc/nCYfDWCwWlY0g9yu2s1wup6QGu92uGlYia4gnd35+Hp/Ph91uVz8HkWLM\nZjODg4O0tbWpnzegNkCYzWZcLpfKc3A6nXz0ox/l3nvvZe/evdxyyy3qNj6fj+bmZk6ePKlWG+m4\nMHBBEe7GjRtxOp384z/+Iy0tLRQKBX7wgx+wb98+vvrVr1JXV8fQ0BDDw8NYrVZ6enrweDwqFEUq\nFnidoOSDI5Vdc3MzNpuN2267jQ984AP09PSQz+cZGhriF7/4BV/60pf48Ic/zCc+8Qnl7Tx58iSD\ng4N0d3e/I42ISqVCNBpldHQUl8tFXV3dm+bhta8DUK9DTO5tbW20tLQAqGPrzMwMQ0NDqroTwpWc\nAWncCMEIKUtegcgBNpuNhoYGVfGKhilrddLptKpitdWmBI/Lv2sHEMRals1mFRnL8V8uJFKxChlL\nNat1PEhTT2QBreYq1anWofBW2RMC7USZ/F37NdF7p6en1VSdNP3E6SCyg5CrNLhcLpfyBQtB5/N5\n4vG4kmm0DV232004HCYWiylrW6lUUquRgAWJaLJfbvPmzezdu5dNmzaxatUq9RpaW1s5e/YsAwMD\nrFy5Uq9yLxBcUIS7YcMGPvnJT/LAAw/wpS99idraWgYGBrj22mvZsmULBoOB//W//hd/8zd/g9fr\n5eDBg3z2s59l6dKl6qgnv1iyylo+fGJHuuyyy1i9ejXf+9736O7u5tixY1x66aV0dXXh8Xjo6+tj\namoKeL051NraysmTJ4nFYirQ5d8K8ZtOTEyoTbtvjNl7o4wghJTNZjl58iSRSESNcgrZpVIphoeH\nOXv2LICqnDwej5oSk6OqNFm0HlQ5FchaHNF6K5WKmjoTIpRqULrvcvy12+3qe7TPXaxjounKfUqw\nuWQ0lMtlAoGAinGUCTVgwRSWNPi0LgTxumqrWhkCkEpWu/5cLqbSvNPuZJM/y/el02m1i0wufELu\nMrorU3OSGCZ9BnmvJW4yl8up1ySeYovFQlNTE0eOHCEcDlNfX69OIcCCCEjtuLLH42Ht2rX8/Oc/\n54knnqC1tVX5m2VE+OjRo7S3t+sBNxcILqimmdVqZe3atTQ3N6tj5/XXX89nPvMZWltb6ejooK2t\nTU0Z3XDDDXzyk59UgdXd3d0sW7ZMfbC6urpYv369MpCvWrWKtWvX0tnZqebuL7vsMm666Sa6u7sJ\nBALkcjmWLFnCn/zJn7By5Uouuugi8vk8PT091NfX/96uhXw+z/DwMKlUiubmZurq6t60MkWaLkIK\nMgBw9uxZXn31VaxWK8uXL1cNMflab28vx48fV5Wo3+9XjRNpGEmVJJWQNGNkyELiF+VxJZRFpAPx\n2ppMJmX2r1QqC6IO5Tgvrgltrq5UwNI8kwuQmPsDgYCqkOUiIJkOIn1Ik0qrz2odEkKqcuHSVvTa\nRplY27SaqpCa3O/MzIw63YjWKsQs1q54PK4uTtomnNy//FkbPCSvR74GMD4+rppi8/PzCyp8GaSA\n1/e9SRKbxG+uWLGCxsZG9bO12+1qDdLvWyjoeGdwQVW4cG6c9dZbb1UZotp1Ina7neuuu44rrriC\nSqWi5uyr1So33HDDgu7vRz7yEeVnDAaD3HjjjerrW7ZsYePGjeTzeaUvAnzuc59TVYc0UEQDtVgs\nTE9P/16vrVAoMDExwfT0NIsWLSIYDC7Q14QEhGCERGTKSRpsslJba91KJBJqq4Kkd0mlKKOiHo9H\nuQkksEbsXdL0MpvNahhByEjCacSnKi4BGWuVUVWJTQRU9Sok7nQ6ldaqjWlMp9NUKhVV2QpRyuML\nqckxWuu9FSlAIKE2gCJRbVC6VMLyPsvFQm4rf9Ymi83MzKhJLq0ko9WRq9UqZ8+eVb835XJZ/VlO\nWtppPhnUSKfTKiVMhk+mpqZwOp2KfMVCJ1KKNlozkUgoJ8/AwAD79u2jra2NUCikfncWL15Mf38/\nbeJw/mkAACAASURBVG1tqrLW8e7hgiNcQB2XfhPeOOorFY4Wos/9pq/Lh1cL0QO1fwdwOBx4vV6i\n0egCi9bvgmKxyPj4OAMDA7hcrjftJJOjt0xwycZZsXsNDg7y2muv4XA4aGlpUa9JLFSRSISZmRkV\nmOL1erHZbOo+5RQgWqlcTLTjr3Ls1TaPhDC0R+xUKqXsYXIEl6aZJHcJqck0lpCOhIOLpCDJYn6/\nX7knRDcWbVo0T/l5aIda5KKgJVtgweixQGsPk9cozgV5TG0Wr9FoZGZmRvmcZZuvXCSl8SYVq1jn\n5GKgDTCX56SFvBdyP4FAgGQyyZkzZ0in0yxevFhp1XJ/2iQ0kZoWL17Mxo0bOXXqFCdOnGDLli3q\nMYPBoOp7dHV1/c6/tzreWVyQhHuhwW63EwqFmJmZecvptH8NlUqFmZkZjh07Rk1NDS0tLapakYpW\nVne/8XibzWYZHx/nhRde4NSpU3zmM59RIdcyvZXNZpmfn1eeUK/Xi9vtVhGGMtigPWJrXQOi64pf\nVDJly+Wy8udK5SxEKJWppIwJGYr9SyxroVAIm82mxm1NpnPLG3O5HEajkYaGBnWK0erBkqEgJClH\ndgnFkfuSi4QQsjbnQeu91a7s0ZIsvO4ikPddLkbyvmqbpRLCI1NzcuxfsmSJurCI/iwXTSFlucDL\nz02eh5wOCoUCs7OzRKNR1VgNBALqtWg16UKhgNPpVK9j/fr1RKNR+vr6WLNmDcFgEDhH9vX19Xqa\n2AUCnXDfBmpqamhoaGBwcJCzZ8/S3t7+tm9brVZVopfJZGLJkiUqJ0GOtTKVJIQoxn2pblOpFFNT\nU7S1tdHW1qY0RvHkzs7Oqqkni8WihicikYia4hJST6VS6kgugwSSKyAkrp0wA9TfDQaDsiVpc2iF\nUEUCkKOwNl9XjsHaLQ/iEZXXWFtbq4hcKm9ZnyNSgjgFhOy1weRCXlrngFSu2qpZqlu5rcgOQs5S\n5YbDYdUwk9uJG0TeL9lVps2PkJ+hNAi1JC6/E/LzF+lBhjf8fj+RSIRoNMrw8DCTk5MqNF5uL4Qv\npJtMJnG5XLS3tzMyMsL4+Dh+v199v6y0n5iYULYzHe8OdMJ9m/D5fKo59XYJV458PT09zM/Ps2rV\nKhYtWqSGBiTpKp1Oq11bot9qbWAvv/wy4XCYz3/+87S2tirCzOfz5HI5pqammJubU35QcSSI3qf1\nuIpuKeSudXNIM03GWqUzLjKH6L7ValUtqZSIQql+AdWxF41YgmmMRiNnz55VuQ2ZTGZB1oNMtEn8\noBC61gEgYTJaP6xUwdpGlHhkhai1+q0MP8h7IJWodmquUqmo7cbSUEylUszPzxOJRPD5fNTX16um\npJC0yFjaylurDwsJSxaIwWBYEFJUqVRUJGZNTQ39/f1KQxfJQl6ThLQnk0mcTicdHR0MDg5y5MgR\nlixZomQ5GYaIRCIsWrRIt4i9i9AJ921CglNSqdTb+n7ROgcGBpiamqKzs5PGxkZlLZJYw0gkwuTk\nJGNjY2QyGWKxmCJfGYU9c+YM3d3das2OdktCLBYjHA6rSSypQqUhKNWVaLNy/JfjumiC4hwQ4pCK\nUEi4UCgskApkPFf8sXIkF31djsgiW4hVSvJgpWKULQ5ScVer1QVmf7H0CRkKyWsbplpbl9PpXNAQ\ny2azC94zeH0QQi48WhlHOwwxOTmJ3+9XzcFy+dySy7q6OiVNSIqZyAZa+5eQrwTzyGuUwB+JwtQ2\nS4Wgc7kcoVBIhbZPTU0tyLgwmUzK6ysVss/no7W1laGhISYmJhbY54LBoDrh6BkL7x50wn2b8Hq9\nOJ1Olfr/r0UnZrNZJicnmZmZobOzk/b2dpVpUCqVVCNsenqagYEBRkdHlWYoU0tydMxms1itVsbG\nxpRJXutcEFkgmUyqyk8sVFr9T0hMW+1pc1u1mqmQsZCedPoBJQ+IrCHVrzZLQKuvSlOtpqaGYDCo\ntj1orU6yw0yqXWCBC0CkDHnvRY+VozmgyEWO9iJxyKiyNK1EspD70zbf5Hvk57d69WrlGPH7/arK\nlvuWzAORJeQ90Q43aKfZtLq9nHREdhDng/y5WCzi9XqJxWLMzc2pcHeJudTa2GQdu8Ph4PTp0xw/\nfpzm5mblyxUbmVTDepX77kAn3LcJm81GU1MTkUiEZDKJz+d7y++TD28sFmN2dpbW1lZaWlrU8EGx\nWCQSiTA4OMiJEyeYn58nlUop0pOjsFQ20WiUNWvW4HA4SCQSnD17lmg0SrlcJhqNMjs7uyDwRI64\noivKsIPon9qKTutNBZTGKR9oIVupkuX5aQlRiFY7iCBED+fsYbFYjGq1qqIIAVVNy2SWWL/Emyu2\nMm0FK9qrNtZRJBR57+UCI1WtvG7ZcCEXk3g8rpLARP+VCrq2tlbFMXZ2di6YqJPvE/eA1WolFost\nCLF5o34MLKh25WKkvUhJo02eu2jBUvHH43FmZmaUD1nIXE4NxWKRWCymmrrDw8NMTEyo3wM5WcTj\nceWo0HH+oRPu24R01E+dOkU0Gv2NhFssFlWmgcvloqOjQ1VbmUyG8fFxjh8/zsTEBPF4HDiXTSDD\nA9JcSafT9Pb20t3dzdatWzEajco6NTQ0xNjYGOl0mlAohN/vV2t55EMvTgYhRSFJ6ZZrj93ywc9k\nMoqktJ5mqfq0myO0eQTyWDJwIlmw0vwTYszlcmp0VduoEtKQ20sWrzb2EVDyhTzfN06V/X/23j22\n0fw6738o6kZKIimSul9Gc9HcduxZ23uxvbte25sYRW3HSd00KZKidQwkQZAAdgq0QAMDAYKgQZO/\nkiBp7bpt/ghyNQrHaZuLazubtde79to7O7OzM6O56S6RFO+kJEoif3/o9zk65MzszTOTbZYHEEYj\nUeT7vuT7fM/3Oc95DsfM8XHcbL/JCBkWSRsxGTvtyD09PXr++ec1NjZmfDEqCg/+fNHuXC6Xmwph\nXn4H8CO14zUp1PHeeHMb3sdIJKJyuax8Pm/vGd2FXmtMMXF0dFSVSkXXr1/XxMSEYrGY6aHpWLyf\nfs/tOIg24L6BSCQSZhvYGmwHNzY2dPXqVTUaDU1NTZnVIU5e3/ve93Tjxg1J++BIJR++lOfOZrPq\n7+/XmTNnrPjB/LB0Oq2nn35aHR0dev/739+kMgDcgsGgjZGB+2ObC4Bxs5NZsc3t6emxAg10Adt0\nwAww8e2yGLn4LTqZIV/ValWxWMyuGaDCDoAMXzpwZ/OdZIA8X76114Oa19UCeKFQyOiJZDJpEjrp\nQFXAsc/Pz+sjH/mIHQMLExku8jV+Vy6XbUIDLmcAfjgcNg0v50Ihkl0HnDag6w14MOjJ5/MqlUqK\nRqNNu46enh7TXweDQWuoeeWVV3Tq1Cnb9VBwK5VKTSY77bh/0QbcNxCMKyez8BlCvV5XoVDQlStX\ntLm5qVOnTikcDqtSqRgVcO7cOc3Pz9vW3JtXk9VI+/zhwsKCzpw5o+Hh4absbX19XS+//LKNvTl/\n/ryOHj3a5EsAUDK3jK05v/OaUDSgvljmx7wwysYbl9OJho8umTDFOv6GQqMk6zSjC25jY0NdXV0m\nK+NxUBj1+sGEBhYQFgiuhW+A8OAsHTQlAExQE/DcjJNnFwA4d3V1aWVlRYVCQYcPH7ZrDw/sO/RY\ncODZt7a2VCgUVK1WVSwWrT19cHDQrhcLAg0UcOWSbDfA85PpM+0CwCVr7u7uNo+EYDCoarVq7208\nHtelS5e0trZmmTrPiadwG3Dvf7QB9w3E4OCgRkdHlU6nreuHYMDf+vq6zp49a8JzOsAuXryoa9eu\nWWMBH3pJBopsSdfW1hQOh3Xo0KEmc+5Go6G5uTmb0huLxZRKpTQ/P28SMQxTUAjQzdTR0dFURPMF\nHvSxAJfXtvrijP8b37IKuMHHBoNBkzFRoPHgtrKyos3NTY2Ojtrx8ryArPdIAIwBRM7Ha2lbOdJW\nrwSojmKxaK/LAgfIURy7fv26YrGYOjo6DGg9SA0MDGhoaMjeF16HrLXR2J/1hvtXKpXS0NCQWXCy\nYFB8IwuHeqLIxTmQeQPmUD/QKvDmtVpNyWTSimfLy8taXV3Ve97zHtvV8L75HUI77l+0AfcNRDC4\n7xx26dIlfeADH2jKEldXV7W0tKSZmRlNTU3Z1g0qYW1trWn7B4fW1dWlaDRqBjFkxMePH7eR3GQt\n2WxWFy5cUFdXl/r6+tTb26uZmRmlUills1ltbm4qFotZxxY3ldfF+qp5OBw2IGVbC/BSbPFifcCV\nv2fQI+CB3EmS6We93nRjY8N0soAPYMcx0LlG1o1bF4oK5GWeL6Z4BbXhu8LYduOFTEYISJIpszBJ\n0pUrV/TAAw9oY2NDmUxGgcC+WfrM/++65QuDAB/XkcaM0dFRHT16VOVyWevr61peXtbNmzcVi8V0\n6NAhk9X5YZY4rnV2dtoCynWh+SGVSqlcLqu/v99oCHyNuSZdXV32Oui8/Ygjnp/CaDvuX7Sv9huM\noaEh/d3f/Z3pXiVZMWxiYkKnT59WT0+PTVDN5XLKZrPW8UUWG4lETFXQ3d1tFfPFxUWFQiGNjY1Z\nlsg29Hvf+56uXbumY8eO6dChQyZL6u7u1rVr16yttVAomFEMOlS2+SgPPF8J0GBh6d20vJSMzjTA\nAWAOh8Pmd8vi4KVk5XJZwWDQABqAwJMBsGJqhdeW+sw7EomoVquZATr0ANwqGTQtvjRA0MABtwqv\nDtBBOQSDQWUyGS0uLurxxx/X+vq6wuGwxsfHNTk5eUt2DS3AwunlagzBhDZh4u7q6qrm5+d1+PBh\nSWrKdCkyAqTsCvwCSfaMKsI3gfgsX5ImJyd17tw5ra2tNXWedXV1KZvNNhk3teP+RPtqv8HAGJ0B\ngXt7e1pbW1MoFNLp06ctw6NQls1mjbdk+9nT06NkMmkUAMCUz+dVrVZ14sQJK3xgiXj9+nVdvHhR\nw8PDOnLkiMbHx9VoNLSysqJGo6Hjx4/r/PnzNlKbwgxbRgo4Hhx8KysATFaJRMtPnS0Wi01uVR4s\nfIMBW3GpuckAsCKro4kE/tHbQk5MTJgagYWH12Rhod2VLBae1099QG7GFAtAkvcCrpsdwc2bN42P\nHxkZ0eTkpJLJpL0PngIgM/bbcjJIuHKOqbe3V4ODg0okElpYWFAul1OhUND09LSBM9eCwhzmQ1BA\nzIWjqYQdhJe28cVUiJ6eHgN4PpuoTSqViu1M2nF/og24bzCGh4fV39+v9fV1TU9Pq1QqaW1tTceP\nH7cPNB94siZvVDM+Pm7PAcCifFheXlY4HLb2X+Q+e3v7UyeCwaAefvhhjY+Pq6enx/hO3MHQdkoy\nZYFvfGC7DSeKxItj8/aBAAagDQD7pgKAgYIdmSvUBd1WADgVd7Lgrq79UTzeBpIinOeb/b9k2wC/\nLwbSsut560Bg36uhr6/Pini+nRaqpKury+wRJyYmmsAWoPYUEsfB8/Becf2lg+Ier8HfTU1NqVgs\namlpSZlMxnYEvAbXnEUxn88b181kCJQW3vSH98Frvvv6+nTjxg29+93vts8ni24+nzdLzHbcn2gD\n7huMUCik6elpvfjii3r3u9+tubk59fX1WZFMOjCfkfYLbX47x1RcHK/YQq+vr2tpaUmnT582nhGg\nXFxc1KVLlzQ5OakjR44Yf0f7by6XU39/v5LJpJaWluzGk5qbAbwI32dg6H5pmyXLpVAUCoWapi9I\nB+PJybDQucLJohX1CgtAJRwOW7dZT0+PyuWyScPgSH3Gx/Fvb28bzwlny+O8SsF30rHw4f0gHdhu\n+oWoVCoplUppfHxcx48f1/T0tPr7+01RAihxHn4R4Bilgy48KJhgMGhFKiggioqxWMw6xOLxeFPT\nBK8RCoWMimGB8vQM54m+uLOz08yK6FSbm5vT8vKyhoaGmixHbydvbMe9jTbgvomYmprSN77xDev4\nOnXqVJPtnXelGh0dVTQabeJLc7mcUqmUOXxtbW3ZoEKm1OIDEAgEdOHCBXV2durkyZPm3O/lWrTx\nTkxMmFKAKrcX/5PdAVLSgW+sn8xLd5p0AKxeF+pBlGIW3KLfYgNokUjE+EeyOLJr9Lxw2bQAtzYX\n8LpobZE48RqAlf87mjsYokm2ya6BY8xms8azv+c977Fdg6dfpAMFBH/nZ5r51/ULm28e4brAd/Me\nU8zz+mPPnUejURuZziK1sbFhOyV2KJVKpantnMVS2i8Enjx5smlqBObmbR73/kX7Sr+JOHTokFZW\nVrS2tqYHHnigadquB9t4PG5ThDH+ppBWLpfN8xXp2NjYWFOG19HRoXQ6rWvXrmlmZsbGp1QqFXV0\n7I+rwbSEbfPY2JhWVlZMCE9G5bfRXnQP8KEZhvMkOwNMfNMD//deBJJs6KR0QGkgnaK7jW2+b8+F\na/RmMgTPDaiTdQJGXpPL81I8Q9bG5Fq62ra3t7WxsWEysEqlYuOIeC2pme/26g5+R4btM17pYAAl\nRTTOgwy9Wq0ql8uZUqJUKtkOw58b54CUrFQqmdSO0T+MLMInmHNFMse8tGvXrimVSjXJ0jo6OqyO\n0I77E23AfRNx6NAhE6m3Oi9tb2+rVCopFAopGo1aRbxSqSibzWp5edkyMraEq6ur2t7e1tDQkAnp\naZV97rnnVKvVNDExYZIj5FPMCuvt7dX09LTd9IVCQRsbG00VbjSuiO5bzVb8lleS/S2ZMcUVQJN5\nZzRu0K6K0gBVAZIpCkfhcNjOgazXc9WhUKgpK/eFPI7FT3aQmqfxQoXgTxGNRo0LZYxNuVzWhQsX\n1Nvbq4mJCdPlslByTlwDz9Xy3niwlXQLtcFi0Nvba0APgMPHYkqE3wSKD8KDO69Jxp5IJMwRrKen\nR6urq6rVajp+/HgT1bK9va1IJKLLly9rcXHRJIuSbDJyO+5ftAH3TQQ82dzcnE6fPt30O8AAWdb2\n9rZJgTKZjCqVihKJhE3CReVA9ob6AQPx7373u5qdnTWhPYUQsmYKWNzIQ0NDyufzWlhY0Pb2toaH\nhy2LAUjgFKEPyFJ9+yfKBU9FAGxkyJiQcwxbW1vWz0+2ixdvKzdLswdZKa8JrYEhi6SmTBa6A+Bl\nQQE4kKBxLky92NnZUS6Xs93E3t6eRkZGLCPk/L1hDs8v3d58xi9avPe+uIejGJxyMBg0fTOLV7FY\nVDqd1sbGhuLxuHZ3d43jltR0vaLRqE3lOHr0qGq1ms6fP28uYKOjo0b9cF3Iiru6unTt2jWdPXvW\nAJf3rR33L9qA+wZja2tL6XRaJ0+e1De/+U194hOfsN/x4cVWkc6mGzduKJ1OK5vNWrELvg2v0+PH\nj5tUihvk+9//vjKZjJ566ikDSbi+VCplW+JQKKRCoaD+/n5tbm7axN719XWtrKxodHRUAwMDisVi\nxnnSgku21dfXZ1kgoCcdcL/eH0HaX1AASUCA46eFlQYNijlk0RwDmtNCoWCm46FQyORQgD/FNu/P\ngA4aEf/m5mbTa+BhC4/Z399v13pnZ0dPPvmkqSpYJDEs5/gAXm/84+kZAJ3j8K5rPksHAFk0enp6\nzBO4s3Pfw/fGjRva2trS+Pi4RkZGmgpxkuzvBgcHTY1x/Phx3bhxQ5cvX9bZs2eb+H/M7VGHRCIR\nLS4uKpPJmPESPHibx71/0b7KbzDYLj/yyCP6L//lvzS1R3olwN7enlKplFZXV1Uuly3zwboREFpb\nW9POzo5GR0ebdJSI5I8cOdLUi9/d3a1MJqNisaihoSErluBJkMvlbCuNbpbCVLlcbvIW8NN4vQyM\nDI2tKRmopKamBjI3gAOqgyyxWq0aJ0zTQLVaVTgcNioG4IZvjEaj1olH15kftugXC7TOXosKtTE+\nPm7HAWBHIhFVKhU9+OCDisViRqH4cULwqr44599j6BcyfK+B5brBvbZqoDkez//yWuVyWZcvXzZp\nYDKZ1NGjRxWLxWx3sru7q76+Pm1vb5sJ0OHDh60V3EvpyK6hs3jPKb4BsL7Y2457H23AfQOBmXUk\nEtHx48dNQ+sF+2x58aslQ4KTBSwoOK2urtpIFUxKQqGQ1tfXtbe3p6NHj9q4FRoKoArgR7e2tjQy\nMmJ0A9ns2tqaRkdHVavVlM1mDcBQCfjxM1T1fbHMgw+Ve25Uim0oIngsDQJs+dHeAgTQMUwrqNfr\n1siAYgPHMIo/PA7OkS045xuLxUzyxMJBIRNul10FI+Yl2bXj9QBCtv+tcjBPO3hPYRYhgI5MFlCF\ngvBTHdjp0BX4yU9+0nh9zjGVSimXyymZTJq7Gd1l+XzexrcXCoUmpQbZMe/X+vq6LVRcN97Htgb3\n/kYbcF9nIOTv7++3WVs/8zM/08RrbmxsWPcUW01uzkqlYqbibDELhYLS6bQefPBB4zjhE1OplCKR\niIaHh21rS6MEOtRisWiVabauZHhDQ0PKZrNqNPbHbzOGp7+/3wpgvuCD05d0AC7IuOAqeSzXgyyT\npgkyUYpDXt4FCPD6FKJ4HS/hkg7A0HdeBQIBzc/PK5vNWnaHR7CnK3z3FNeuWCwqm83q9OnTTV1Z\n0oHtJecOQBK+EMZ1Bjj5OcDO/zkmzpGdAgVE7Bz7+vo0PT2tRCJhixSND2S9ly5d0vDwsA4fPmzX\ntbe3V1tbW4pEImo0GmawA99OVs37Mzo6quXlZa2trRmv6zvk2nF/og24rzPgN+m2kqQf+7Efk6Sm\nTh/oA/5mZ2fHXKMANopd6XRatVpNk5OTlnUGAgFlMhmtrq5qaGjI+vsZxwKYISViawso4tnLDZ/J\nZGzbnslkTNLFcdOt5hshoAxYGABO30Dhdb4cg5884f+PvwGFJHYGvsUWsxoyZXwUUERgCbmzs6Nj\nx47Z+HBPkfjtunSwXWb3EY/H1dfXZ9dROlAAeID1TRocD9ellZslKyWr5XkB/O3tbRWLReOf6QCj\nYDo7O9u0oHlbxlgsphMnTmh3d1dXr15VZ+f+MEi6+pik4RctKCESAQzfw+Gw0UxtZcI/XLQB93UE\n2Zx0oNFs/R08GSbcuVzOKuPeKjESiahYLKpWq2l1dVXj4+OKx+PmSxAIBJTNZk3ClUqlFAwGNTIy\nYpIhRrr4ogc8byQS0djYmEqlknp6eux4otGoqtVqk9GL94z1LbMADYUyHiMdVOLJ3rxki+eG6mBX\n4Lfq0BtIpsjovWdtMBi0ke/ItVA+jIyMmP64tSMN4PReBgA2QxlDoZA9n5dyAbKthTF+76VnUnOX\nGv/3bcaBQEDFYtF2AVABXse8urpq18E3RpDVs7hOTExofX1d8/PzGhgYMDrI0xpcP3YKksy/NxaL\n2Q4E2aLnpdtx/6INuK8jarWaisWiTdH1ATfGCBRfHGL6LjyftxHE2/Sxxx4zwXs0GrWs08+06uo6\nmE2GCxaFJwpF3smLKjS0Bo0S1WpVN2/eVKVS0eDgoB0TNy3Zkc+afBcV4IFQ3meirVtUuGqAUpJ5\nJAAObLHplkJxQXXd+y1gYO473yha+cKYl2sB4NlsVsFg0DS5ABrKCKkZdH2xzA/M9PIuXsPLz/wC\nVS6XzRYxEok0ZdTw+tFoVJlMxoqWvotNkhUbI5GIZmdndf36ddvtsNjhpsZuhyy8WCyqVCrZjDOo\nplwuZ9m152+5ju0i2r2NNuC+RlBtZ7ji7bKCnZ0d68Wn4WFwcNA6yWhOoFkiHA4rlUoZyMI7MkZl\nZ2fHWlETiYTC4bA2NjYMfPmiiwt5GTehn5CA70IoFNLMzIxyuZyq1ap5OsCVejcxr8ulG8xPOgCU\nUQ0gu/KZmSSTL0kH23vkTYApvC7g1d3dbRRI688BQY4T/bGXXJHRwidXKhVrgwX4OY5wOGzZHs/J\n60AZ8BnwmT6SN9+A4a/J5uamzZsjg8cOknPv7u5WLBbT8vKyjbTntXh9qBrf8be4uKi9vT0NDQ2Z\nsQ3voaQm6oL5ZcPDw1ZgRJsLzUNA57QB995GG3BfI9CWspW7XZD9STINKmYy6+vrkmSynZ2dHY2N\njen69esaHBxUtVo14PX+tQMDA9bgwA0JH5hIJKyCHwjszwkbHBxUoVAwF62BgQGlUilrQIhEIsrl\ncjpy5IguXLhgOlfoBUBKkgEpUixAgPZewA1gx2+WRgXvPzAwMGDUABwwiwlZIuAKWLCQADQdHR22\nLZdkdAjH4LlnnoPfZ7NZDQ4Oanx8vKmYxHHyOmSNLFosNCw+nhtGquYLdb5tOhQKmYGMdLDIeIlZ\no9HQwMCAEomEdYP54pzXG9PRODk5qUajoWvXrhmNAye7sbGhYrFoGbe0Tz2xGFKg6+npsYnFflfC\na7bj3kYbcF8j0JKOjo7e8TH+g4qKgAzTgwb8IVaMR44cUalUUqlUMm5zfX1dtVrN6IJMJmPbSmRh\nVJmRXTH3jAyY7A1jcEnmr9vb26uFhQVTN3R3dxvIk6H5NlqyYLIuXrO1eEY2CwjW63VrO/VKA7q3\nqPSjM2UbTtMIu4POzk6TjSEx47h5LrJR347b2dmpQqGgnZ0dK0py7Byf1GxCQ8YKMMMne9MeD5ie\nvmDBQc4GxywdaJc9303WS6szHWZ+pwElQ/bZ3d2t0dFR7ezsaG5uTsFgsKkACY3De7q9va3p6Wnb\nHZFdI0lrDY6nze3eu2gD7qsEdAI62NsFnGupVDJOjA4nwDeXy5mrV7FY1IsvvqhCoWBAg+ogk8lo\neXlZksy+D50qwFMqlayrLJlMamBgwIZawsfmcjlJ+5ngxsaGQqGQMpmMNSVEIhGbgzYwMNBUbAGQ\nAF94S8AHUAK0vBYVYOG10emS+bLlx4OBLjRAj6ybQhLaZTJ5AI4JuATZLdyrtJ9pptNpJZNJ00mT\nyfpGBYCVhYmfk9ECqB5s2bKTnXNu/vWZMSbJsm3AFGUFemE+Z5wf19g3WZBB9/b2amRkRKlUSpcv\nX7YFXJJyuZx9pvhZrVbTxsaGksmkLTIMuUTbKx1wy61UQzvubrQB91WCD+vRo0fv+BimCWC8zGXX\nTgAAIABJREFUQtaRTqfVaDRUKpWsiFar1XT9+nUtLS3ZFhvNZW9vr3K5nFZWVqz4Fo1Grc2X7qBQ\nKGS2jZ2dnaYCANj29vZsAGI+n5e0f4OXy2Ulk0lFo1HLeuh2oxvMu0xtbm7ajc6W2HsEeKkUWSyy\nLcZ6A1g0egCsfnqt549pz43H4+aC5Vtc/TZ+d3fXriHZN0CJfwJ6ZDwbpAOjGwCGx7c+BwsM3WG+\noQFQ9Ntw/1gWKP8a/C3Z5d7enqlOuE4+m/Y+Drcr2k1PTyudTuvixYtGJaFAwI2sWq0qm82qq6vL\nbD0xHqfIRnB87bi30QbcV4m1tTVVq9VbpGA+4HjJWLjZtra2rDCyubmp1dVVm7DrH0OxpF6vq1wu\n2xQAbpLjx4+bWTQFqkAgYG2tuE7B9fX19Wl4eNgMZgApmgiSyaSmpqa0sLBgbZ5QBuhtKfD4IYO+\n0woQARDhaAuFgmq1mqLR6C1ZIdkl0jhMbkKhkBUM6T7zAyy9KsTTBoA2dADZ897evpk7Yn8WEN81\nxnnQaAIg8xy+COcVEPwt5wPXzefDN4V4+oLPBYoOOGp2AJwTC1nrcbBjIhvnNU+dOqWenh59/etf\nNzMkWqOZIlKv120eG+8tCgqOl/AA3I57E+0l7Q7RaDS0uLioZDL5qis/WQ4fZD9cEUtCdJYYp3gd\nKDeRpCYp2crKipaWliTJsjnfbkorbDabNTnYwMCAdR7t7e0pHo8rkUiYyxT0xNjYmA4dOtTEL8Pt\nwSf29vZaIQnQkg6oArSg0B307sOV+nE9aIxjsZiSyaTRGgMDA+bl0NPTo1gsZq3BrfIu6YA68Ft9\nn1FWKhVdvXpVmUxGiUTCtute5ysdFDZ53dauMqgCsnqyX+gOX5TzIO7/lQ4q/3zfaDRMxUKRjEXD\nW0J62kI6oK34bLHgRSIRveMd79CxY8fsNbn+aID7+voUj8ftGmxtbVnHoq89sMC0gnA77m60M9w7\nRKVSUT6f10MPPXTHxyC94cOLqoBCW6PRsIJFrVZTLpezvwHI/FYTA3B4zqWlJV29elWHDx/W4OBg\nk38sUqBAIGAUAvpYOtkGBga0trZmxbZsNqupqSmNjY1pdnbWHKo8Z+e1qDRD+Mm5vL73LfCyJ09/\n+M40ZGCSjH4hw/Xbb8DbWx/67/1xkGVi5l4oFNTd3a3Dhw8rGo02ycgAKo7Ld85x3n5B43F8eVkb\n//qClqc64KzL5bLJ71qLbF7W5rsM0Sb7hZjn2tzctBZwFolwOKzTp08bfYRJUb1e18zMjM2/k2TG\n8pVKRcVisen5ycBRo7Tj3kQbcO8Q5XLZONQ7BZrLUqmk7e1tqzJToabotLm5qUwm09R9hc2ebzoo\nFovG3dXrdaXTac3NzanRaOjs2bMaHh42UEin0+ro6NDg4KAGBweN+/OdVuhZ4fi4KaPRqI4dO6Yr\nV67owoULtoWn0AfAAko+82JaLGBLJb27u9vMwymgcRP7yb+0ErON9+qGarVqHDXXwHO4LAAU7Mrl\nsnXyoV6Ix+Om30UdwbUBdL0hOGDJ8XB9vVyKa8A5AJhoYHluv02vVCrWrIJqBLDkNfhsMSqI4HMB\nXcUXKgQAnM8a2XKpVFKxWFQ+nzcZGQVQdjHe24Psm0WJVup23LtoA+4dolgsmr/onYLKPhXuWq1m\n3UtIgxjAuLKyYsBSLpcNnMgMyWz8ljSTyejcuXOmAUayU61W1dGxP88MB7BQKGQyrnw+b89Lh1Uu\nl1OxWLQutcnJSZ09e1bXr183XpjBhL4w5EX4FOvQh3ovAW8Y4yvy8JU8jiKa17wCuryO92ig+QIA\n9DsI2pfHx8ftOvi2XK6xpzak5sGaXo3gC2ZeHeC5aBallZUV40z7+/ubwAwqA7DL5/NNY3T8/DKy\nSY4N/pViLBab/E0ulzM7SWRc7GaQHZbLZcViMbuGALtfGDKZjC1+npp5LUlYo3HQyl6tVhUIBGy2\nH52InmsOhUJKJBK2c0kkEqYN9wvZ2yXagHuH2NzcbJrEe7sAVDGPqVQqWlxctMIQCgU6fvA0lWQT\nauFHcf5imwlQ53I5c3k6cuSIufsDeNw0jMwGkAGjSCSifD6vYDBoz88Y7enpacXjcSvSQVXwPeoF\n6SAL4uZlK03mhLQJ4CW7JRtlUYEWAUQBOLJbVA+EB1+AAl302NiYNYyw2Hiawx8nBSwPtCwYvqsM\nGRpZPtIuFqByuayVlRVr9R4dHbXPCVloLBZrommQv1WrVa2urmphYUGBwP7MO2wlyTozmYyy2ay6\nu7tN/ULBk+IcLcO8R7FYTFNTU3aNg8GgSQq5DnwuCoWCXX/fKSfJFCPxePyWeyGbzWp+ft4KybzX\n4XDYEggSCo6NBZDrzy5GOqBwmHf3dgHdNuDeJuAYo9Hoqz7Om8GQHQ0MDBhFQEYyNzdnGY3UPKac\nGx5qQjoAt66u5hE9R44cUSwWs4x6YWFBJ06c0PDwsDo7O1Wr1cyVDJ/Y/v5+62RKp9NN3GU8Htf4\n+Lh1vXV3d5viwnsVeNqAzM1LpAAm5GBsdzHP8VkkGTTA4ItDvhmB7IipEPhZ7O3tewSPjY3dVmHg\n7RDR+PoGBp/det2sb6DwTRrI7bgGNKXgkTA6OmrgzaIrHehaWUBYEHp7e5VIJHT9+nV961vfUqPR\nsAkPqD1o5yZ7LhaLttAUCgWtra0pFAqZyToZcDqdVigUUjKZtIIn50exDF7Zu94R29vbWl5eNvDP\n5XJGSyE3i0ajmpqaMnUJizOfD94PrrOfhed12m8XgG2NNuDeJrjBXmuaKdkT2yXpYAtNkSMQ2HeN\n8qJ5tuXed0BSE/DwmO7ubmWzWd28eVMrKytmesPfeekQlAR6YEmWXYTD4aaW1a6uLsXjcc3OzuqF\nF14wxQH9+ZKMj+X5yVoALDJZAFXaVxJQvGKbixgf8ENx4dt1AXm/fef6Yc04PDxsIMSN7ota3NCA\no/cVAGC9wTqvDdADFBSW2PbC83Z2dmpwcFAdHfvTlJlawbXg/fKLC58JFhrolfHxcT377LOanp7W\nsWPHbJvNe+cz20gkovHxce3s7Ji++MqVK6pWq5qdnbWW3WKxqM7OTpszx7EUi0UbYwTfi02oj1qt\nphdeeEFf+9rX1NHRoWPHjumRRx7R5OSk0US+E5Hz5PpKB3PSWAT9Ytv6eX87RhtwbxNszV4rkBYN\nDAzYLLBqtWrbfEkmwUGu4zlbtuT8jd9mAzpdXV22Fa1UKtaiCyBgBckNACDCCXsJGuBfq9UMsEZH\nR80cx0+NbW1D9Rwt2akke11JphjwjQ9kiQMDA7ZlpVBIe7L/GVtfb4fZ0dGheDyuWCxmWaCv6gPU\nLCaAJCAHIPI4r6wAELw9ZL1eN84crpltP/QPRvQEumQ/5NI3WHgJHgvJmTNndPjwYY2MjDSZ1ABO\nTHYgOyZr5Zp873vf09WrV9XR0WGeCnTVxWIxdXbuj+5ZXl5WR8e+P0d/f78lChT5eP9qtZpu3ryp\nVCqlRx55RCdOnNDY2FiTVtxv/zk/D6K+gaL157zO2znagHubQND+WhVbABFQZPXnZqfpgcwWTtRn\nCXz4+SLI/sggqIgzUiWbzRqNwDaX7IkCiPciKBaL2tra0sbGhjVJSFJ/f79isZiWlpZsfLnXZPrM\nHfDA29cPi/RZJUUrz916mRMOXRS1yJRLpZI91+7urmKxmPHcviuL6+PlWgClpwx4PBw71xJwB3R5\nv2n24Pi9/pZrUCqVjN9vLfjwHN420u8E6Lbjepw6dcr0ta1ua/CfHA+vw/kcPnxYpVJJf/VXf6VK\npWLv88mTJ9XZ2alisahcLqfr16+rWCzq0Ucf1dDQkDY3N+2zxKLvA5kaMjt/D7Cb8FpgstjW+0I6\nAOTW79/O0Qbc2wTg91qA66U5ZHfe9MR/IL2pit8ytvay870k40HxwyUjY4vqtZ/czNJBqyhbWLJh\nijL41yIdGx0d1Ysvvtg0KcIvAACB986Fj+Rn/N7LrnxTAttXCj9k4lS9yVTJ0jHf8V1kPLfPkP0N\nLTV3e/lCGgDr1Qacp+d2pX1g8UUgMmZaqaGNCI4Bo3PoG95njpli5sbGhoLBoOLxuJnUUy/w/Lc3\n2SHD9gqM0dFRxWIxFQoFPfDAA9ZFGA6HNTc3p2vXrumll17SiRMnFIlErCGFxZCFzV+bVmXFa8Wr\nAWlrhtuOtxjgZrNZPf3005qYmNDDDz/c9LvNzU194xvfUFdXlz70oQ/d8+1Ja0GhNQAKbn46nejw\noXcdTguAIBPkpvdZI8/rpWHeMwBAHxwc1NjYmObn5yXJhPN8kUE1GvutvcPDwzbNl/HhSMx6e3s1\nOTlpkyFat/nchK02iAABGaz34JVki4N0IHmiRRVplz9/OtvQmEKLsI1lmy6piV8H0L3SgO9Z3Lwq\ngu9RDcC/A86ArZeY8bzodaEgWlu+aSJpbSP2Cot0Oq3u7m4bERSLxbS4uKhUKmWz6fxnwHcZcj3R\ne3d0dOjHfuzHdPnyZbO3ZOcwMTGh8+fPG/fNBJJWaVxrxx7/Z+Hzn3de39MD7Ohe635px368pa7S\njRs39Cu/8iv60Ic+dAvglkol/ff//t81MDCgJ5544p4Crs927vR7vy3lA8uAxEKhYNvtRqNhWRH/\n91kZWQu8LxmxVzCghpibm9ODDz6osbExowJwgioUCsrlchoZGbFWYgDNa3TJ6vwNF4/HNTY2pnw+\n31TphyYhu/I6VThWsm0v4vegyVYfvjMQ2G9J5XqQJbdmvh40Ozs7ragEPUAWD8j77bukplZeFkSy\nVarwvkUZnStASwFLUlPjBLaZHuj9e0mGyDGwyMCxhkIhG/XD4oSjHIoAf40Be8/DQ7v09vbqiSee\nsPlma2trWltbU09Pj1EuqCgws+EcfcMJ1wT+HJ23bwDx3YAe/P3i247XjrcU4NbrdaVSKWsmOHfu\nnBlr9/f361//639tN9zu7q6efvpp85U9e/asjcb+QYPs9U6/80UttpFkkz4jwnQGoEKWAz3gs0Zu\nYF8sCwT2mxGgJnZ2dpROp81omu1lOp3W2NiYcbVMfyDLpm240WjY6wNqZN6hUEipVMq27cjLABC+\narVak7+rr/YDYl4N4M1v6Dqjmt/Z2WncpTer4XlYwFolXCg4uPH91hj6xS+IgARAg5cDGSHFQrbx\nXo0hyZ6HrJbMz/PHOzv7gyEpVsHjQzF5fbXPYtn9UCjknLa2tqzI5TNRagFbW1s25+7kyZN65pln\ntLi4qO9+97s6c+aMVldXbZ7ZysqK7ZIwsof7B0j5HKLQQbNN8P55Tp/3ol0Me/3xlgJcorOzU6ur\nq/rxH/9x25L/wi/8gr7yla9ocHBQTzzxhH7t135Nv/u7v6tEIqHNzU39/M//vD7zmc+8pnb29cTO\nzo5Narhd+OzQjwpHDjUxMSGpWZJFlZ4tLIUS32bqP7jYNvI6ABIG05JMxF6v122wJNcPM5p0Om30\nBTcbxwXvGwqFrKEiFouZjwM2iXCYcLc0KHiXLLaVFPLggJGb1ev7xjmYAXHD+t1CV1eXnROvIR1M\nZmh9D3jtnp4ehcNhoyEAFq81JZNDETIwMGCcdV9fny0Afs6b15MSfO8pFzJEsnu4UqwYK5WKLbCS\nmvwSWDhZFMl8/eLrx9pzDru7uxoaGlJHR4eSyaSGh4cVi8V08eJFPfvssxobG9OTTz6pK1eu6MaN\nG4rH44pGoxoaGlKxWNTi4qIKhYKdF+eKLae0v4DiPcx7y7n7z6q/Dq/G1bYLZ29RwCXoE//Upz6l\n973vffryl79sH4ovfOELevTRR/W5z31O3/rWt6yHvBVwfXbGB8lnk7f7GSs8WZ5/jKSmv93Y2NDq\n6qplHUhz2JZTUKOt1b+m130id8K2EBDyyodyuay+vj6Nj49ra2vLXjMQCFimSGa1u7trGRJbVp5j\nYWFB58+f1zvf+U6NjY2pq6tLyWTSskUWDc9jbm1tqb+/37JBAMdz0N7C0N+EqDNwDMNchfPzsiwU\nEHt7+25oFNMAYW58Cj8AoFcp+IYIHgOvjXqktREFUKeQ1ypt8rw67xuBhHBgYMAKhFtbW7aTwdyI\nOWv+dXltZIP4SKA1DgQCRtH4+wIDexbM9773vUYDFYtFffCDH9TExIRefvll9ff3mw8HtQIken6a\nb6VSUblcVjqd1sTEhH3P4upppkgkYtkwQz9psb5TtBY2346Z8VsacLu6uvSxj31Mn/3sZ7W+vm4f\n9K6uLn384x/X1772Nf27f/fvdObMGX3kIx9RLBZr+ntGS5NpcENiOuMlMd5SsFAo6OrVqzbuxneS\n+apzvV7X8vKyUqmUPefOzo6OHj1qlnlUtn1WQPcRNzM3oi88+G2w52O5+eBCA4GA2TLyWBYNtuUU\no6T9qQBf/vKXFY/H9Z73vMcoBVpk2TICtrxWK9BJMmmR9zrw43gk2ZbaS7vI/gA5FiIMaABZr4Dw\n2lYvtofr5ZhYuKR9YKRQxLaZbJ7PETSGpyyk5qyN77kOvD9QAl5mx2LNOZIlAqgsCLwG58Lz8lmo\nVqsaHh62hQe5GZ9PjsErFxKJhIaGhhSLxTQ4OKjt7W319/db9xua8d3dXdsRsCsCPHkfaStfW1uz\nzkuuBZ8jFrLl5WUFAgFFo9EmS0svZ/PZLUVZMue3U9b7lgZcv832mWGtVtOHPvQhjYyMaHt7W1/9\n6ld14cIFHTlyRO95z3vs8UtLS3r66aftg+4r7Pyf4pbnseLxuIaHhxWPx+3D4wcoUrwJBoO6evWq\n1tbWFI1GTfvIB5PCCzezv2ElWUbFTdff369UKtUkHvfbSN81hRsVWQc3JFkmNxONCFAMly9f1tmz\nZ/Xxj39cIyMjBipegoVzmJdqIdPiJvMFP7JJxvU0Go2mbTD0SaOxP/6nXC7bc0kH3XkAoy+McUzc\nyLwu14GFzEvp/A6E8/NFIN/15buh+MzxPHyOfIcUwOE1qSzEfjH2LcmtmlyvcIDWoTOPrjwP5K2F\nM4xt0um0hoeHbddXKpW0srJiOw7eU66pL+ZRsOOc+ExzPVi0U6mUpIMhqCgm+Nrb27NWXz6XnE+r\nJSfvJbRauVy2TP7tEm8pwPWZE2843/vtyObmpv7gD/5AsVjMBN2YYhCBwH4nz+zsrIFmqwKg9cvH\nyy+/rBMnTryq3IUPFqLzeDxuFWSfbcK9clzcUNyIbMe5QTx/6Cvh+XxexWJRExMTtpVjq+oXEDhF\njnFvb0+ZTEYvvPCCOjs79fDDD1tTBsUhDyIenPxkBT9mB6DwmlwGIvqWW64tUqz+/v6mm4znlA66\n1rxhDPy1N6bhsZ6H9osa6gZAhiy20TiYfOH1ufzeg6rvDpMOuFuC1yITB1y990K1WlU+n9fe3p5R\nMf66sMMKBALWnuuvL25zvP/UCba2tszti+uL1I7XvXDhgg4fPqxKpdK0yGxtbVkTjC+Y8R5y3fl8\nolrw7yOJBNeHrBwuGhoF831Jpv32KhEabShYvh0y3bcU4MZiMT311FN6xzveoXA4rKeeekonT560\nwsGjjz6qcDiswcFBffrTn9aXvvQlfeMb39Dw8LA++tGPanZ2tun56IZ6M9HX12c2d3cKX2mmeu/H\n0jCaHFCl2OG5XYTo8HjcXGQPvipcr9eVzWatn56gMg948jwsBpcuXdKf/MmfaGtrSxMTEzaWhwIT\nN3Jrj7xfiFgAfKbENSYz8lknfwP4obxg8QMAyI79qBkeT+s0r+233gBCq4TOKyRYRFodwDhmX7jz\ntJGkpvO5HdfowcFzuru7u8rn89rY2FAulzMDeiZt+InD7CAoRHpg5bU5ZpQjlUpFkUhEhw4davJy\nkPaz0DNnzqhcLuvSpUva2NhQNptVMpk0btx3NrIr4nxZlLxV5vb2tjKZzC3Hy+edYZkkCSQavh4i\nHZixc835G1rf4/F4U/t4633Wes3/X423FODOzMzoN37jN0xj+h//4380WUwsFtNnP/tZq0B/8pOf\n1Hvf+17TFiKRuVsRi8VUrVZfFXDZinuA6e7utiICxy4dAGhrsUtqntVFld8HmXIikdDExIQVlcis\nWj/cVN93d3c1Pz+vL37xixoYGNDRo0ebzL3Jopgm7HcVdNp5A3FAnK0z50xWyk3kZU9wpWQx8OQA\nDJk05+hVG4COJMvGBwcHJR1w3FT6vZyL60026b9HkdBauLwdeLeC8O2iFayZvFwqlbS+vm7TPTh+\n6B1JTVt4r/5gNxAIBCy7ZETS4OCgGo2G0VeFQkHr6+uq1+sqFAqKx+Pq6+vTyy+/rFdeecV0wNJ+\nEpFIJIyG8hQXP6OlvKNj35+Ba7mwsKBEIqFQKGSmRExe5r1sLUT7Zhi8lnmP/M6EFu+tra0msAfE\n/zEALfGWAtyenh7NzMzY/6enp+37YDBocitp/830j70Xx3Lz5k2NjY3d8Q3nRgH4pAOejYwqFAqZ\n1IqbiJvA82V+e0vmSUbo24W7urqsWMYNiREJnWRItC5duqS/+Iu/0NmzZzU5OalLly7ZTe3blykq\nAoY+y6YxQTqYrQVYwwvzf3hRztF3oPEF/QHokZm3buOp2LMlZjHjRvUZKzcmwOq5cUCNHUU4HG7S\nFrcWy6SDjOp22VZreOAuFApaWlrSzZs3TS1AwYqiJBwoDQhk4H6XAz3jF2S/zUclcPXqVfuM7u3t\n6aWXXtLU1JQ1dOzt7el973ufgsGgSqWSdZv5TkQvc2P45tTUlKampszMHhoCnTb8bF9fn3p7exWJ\nRBQMBo2/BTQ5R3Tf/B8VD5/9fD6vSCSioaGhpoWOXQaf538MwPuWAty3UnBT8mG/U+D/KskyKIAi\nnU4rmUzq0KFDWlpaaqpYMwEA/SsqBL8V9mbgPT09mpqaUjQatcxgc3NTvb29SiaTpkjo7OxUJBLR\nlStX9Dd/8zf6kR/5ET322GM6f/68QqGQUQdks2wVM5mMZYNk7N7bVDrg9vzQSl/FJ9ByAn4I+6vV\natMUYQqKlUrFwFs60Dn7bS/gBHCyEPlGCnhRHsux8TdseQF/fwP7438jAbAzaaFUKpk5TyaT0dzc\nnEZHR80+0et+fSMFCwN0CEoKT2lgeM9Cz+dpb29PFy5c0KVLl+x8q9Wqjhw5osnJSUn7JkXZbLZJ\nGUMmy3s7MTGhY8eO6fHHH9cHP/hB+2wyLaRWq2lzc9OyVd7rer2uUqlkn1NfqORzPTAwYIY/LNC8\nf9Vq1Tx8WYg9ldX6Xv2/HG3AvUOw1XktHndgYMCKdgj8ceSanJxUNBrVjRs3tLm5qf7+fgM4Mkrm\nkfX29ppW1W9tqVaPjIxoenpas7Oz1nHmW2+pbnd3d+vSpUv64z/+Yz311FP6xCc+oRs3bti4FkT1\nZIqNRsN4YSwHeQwUAobbvppPFsYNJR3IxOCQvTzIZ+zSgayKrbwvJjFjDaN139/vdbJksp47h8KA\nqvDHLB1sc6XXb7zyauHfp729PYXDYdOwrq6u6vLly2o0Gjp+/LhROdKB9heZGjsPX0gFEMn4WNi2\ntrZUqVR07NgxpdNprays6Nq1a7b485mdmJiw9wBdNcdbKpVMOUKEw2HNzs7aEE6A/dUmn/Ae+u2/\n3z15ZRDz8Aje89e69v9YwFZqA+6rRr1e1/z8/KsCLtV7jF/IiJkpxTaMgoPPxAAO/Aj4u42NDfsw\nIg0aGxvT5OSk+Z2SZVYqFctae3t7dfHiRf3d3/2dHn74Yb3//e834CQT4QOO7jgQCGhjY8MyK7aM\nACFm1p535ZgpkPltKSDCze1fs1qt2vBM6UCO5KfKsh0ly/Y+sF4ZQDbP+XldrF9QWse3tHK3hP9/\nqwTs1YLX7OjYH+jp266PHDmij370ozp37pxeeeUVPfHEEzpy5IiGhoZMFeB10r7YxA4Anh2qip3C\n4OCgdnZ2rOkG+oCRSn19fZqcnLTn5fVorIFX980q9XpdExMT5r/weqJ1QeOeaDX2gQ57u0cbcF8l\nGDP+auH50EAgYEUFPnC1Wk3xeFzhcLipx79er5vZjBf2M9EADwa25LOzswqFQlpbW7OiCjcOGshz\n587p2Wef1ZkzZ2y8OwJ8FgVMvOFjt7a2ND8/r3K5rHg83tQKS2xubjapFzhn6cBw2m+FAU3p4EaW\nDlqAvR7WF80o1rHI+KyOrTLZrFcueA63Xq832V5KB/PIfDGQ1+R1OJc3E2SrkUhEiUTCdhx0BR45\nckTPP/+8Ll++rDNnzmhkZMQKVhjWeO6fY6ThBWkk15p5ZXxGSqWSLebQU1xXKAteL5vNGhXls00+\nl4ODg6856aQdbz7agPsqMTQ0ZOOk78TjcqPANUYiEUWjUc3Pz1vGx3RdOFMyKXrsyQRxxerr62u6\ncZhvxUSBzc1NpdNpGxQZDod17tw5Pf/883r/+9+vRx55RDs7O8YTVyoVM84eHx83WqO7u1vValXL\ny8vGJ1JogsrgGLxjWFdXl2VdvvMMHSlFGUCQQYG+Q6y1W81Xpzc3N814HJDnevmOvFaqgB0D2Tlb\nc15H0i3Zrgfs1ng9AOwr/Xt7exoeHrYxPJh4M6rm61//uv7qr/5KkUhEp0+fbsraAVOAjwWI681u\nBI7Td9dtb28bQLOTYrZeKw/MjujYsWO3qHqCwaB9ztpxb6INuK8SyKFyuZyGhoZu+xg4RDKwRqNh\nFWncwvr6+jQ8PKz19XXLFAEm5GNsf7u6upRIJJTL5ez3ZEFs78mIAcdvfvObeumll/TDP/zDevTR\nRyXtb99xBiuVSsb7eR9ZKuu5XE79/f23cK1ePeG5146Og84vrwGFGpHUlBHDmzIUEm7WqyEoiPlM\n1Xs58LpkyYAP/K7PED0Qcw6exvH63LsVLJaAWCAQMO1pIBAwfvR//a//pT/8wz/UP//n/1yPPfaY\n/T3XgMX9duoLztu3U3v1BxK/QCBgksTWa8V1jkajZjXJ8fr3qx33Jl5b9/KPIHwDwRvCg4sPAAAg\nAElEQVQNxp3fKVAHsM2H6yQrLBaLTRV9wAq9Ltwv27vu7m5Fo1GrYu/t7am/v98KIIjqqfi/9NJL\n+trXvqYPfehDeuCBB26x3QuHw6a9pUpP1Ot1ZTIZq55zgwOi0BX+puTvAH0yWYDU+1MA3mRryMUw\ndyHz8vQATmOYuwOUXFu0ohQdPV3BOZPpkQ2zC/Ctrr7Y82YVCj48YJG50n0IpXTo0CH91E/9lB5/\n/HF98Ytf1Je+9KVbngN+3L9XXGNqAVhBIjljocvlcspmszZhlx0KEQqFFI/HFQwGTSnhs3iA+/XI\n4drx5uJtk+G+mZsqEAgoHo8rnU7fkVbo7DyY5MqWlw9zuVxWIpEws2gUCdxQKysr2tjY0OHDh22c\neXd3t5LJpEZGRlSpVBSPx3XkyBHNzMyYEQ798t/+9rd18+ZN/bN/9s80PT3dJFyHr+SYKZbQXkp3\n2draWtPWUzrosvJZVkdHhxVyuPGhGBC3s7BAM5DtAiIcgyTT9yIjgifm8fwc0PQyNrJ+r3SA14XD\n9UUaz9uSPd9Oe/tmOdw7/V2rdrRerysajepjH/uYJiYm9Bu/8RtaXl7Wz//8zzd1fLHb4dgBWWoF\nfjYePPzGxkaTSxzNBhyHb1TgM+oXX+iXNtje23hbXF3PA77RoCixtLR0x9+z1d/Y2LCpCaOjoxod\nHbVmBLrh/NTZrq4uK2JQ2e3t7dXIyIiSyaR1lh07dsycmADTb3/725qbm9OTTz6pqakpc6kCTLkZ\nU6mUNjY2zB0NAxJGuafTaaMmOCbpwLzFG9Xwc7JPHgsgk0F6tYJ0oOQASMk24avZxpJ5Aij4RZRK\nJZXLZQNFslvAxoMRTl0sFjyO3/uqv5ff3YtofV5Anzb1z3/+8/r+97+vz33uc8rn83YdfaMIz8Mu\nolqtWifj1taW8vm80QYrKysqFotWsOM9QJcLWA8PD+vQoUNNgMuu4NUUOe34weNtAbg/SCBBwoSk\nNQKBfVu6eDxuANHT02PyLuRbdOQ0Gg0rxCHXYsAiTQ503SQSCQ0MDGh0dNQWjWAwqPPnz2tpaUk/\n9EM/pFgspnQ6rWAwaOAzPDys4eHhpvlk2WxWsVjMJhLU63Wtrq6qWCyaxtY3OHjJFRpXMlnOm4wR\nWqV1hDY8LIvJwMCAhoeHNTY2ZkqOjo5979dIJGJtqdACADQcJpwuuwkyZCgcgIUFAq4YSgOg9l1O\nHOv91np2dHRoZGREv/3bv61Go6Ff+ZVf0fz8fJM0jWIs194XEemSoyCZSCSs0IprG9cWlQbUzMTE\nhCYmJpqyfHxx79bUlHbcPtqA+xqBvrKjo0MbGxu3fQzdXgAkxbOBgQElEgmNj4/bNh0tbX9/vxKJ\nhKrVqtbX180IBLBLJBIKBoMaGRkx/4B8Pq+vfvWrunnzpj74wQ9qdHRUkUjEilHxeNx6+Pv7+3X4\n8GGjN2hsoFmgVqsplUoZx8nNTfYH+HNze4kRLbtk3PzLzY+0jUzLKxl8BxjPS4aKTMvLvnwFn7+X\n1JSp1mo1FQqFpqnJXrYG+ADkrWD7DxWbm5uKRCL6D//hP+jYsWP6rd/6LX3/+9+3jNUvOL5BhPcG\n+ikajTYpG5AnUozt6uoyo5uuri7Nzs7eYhSOx26bUri30b66ryOo8OKa1BpkEh0dHdbR1dfXp9nZ\nWcViMdvSYtM3MjJi271YLGbaWkbxDAwMGG+L4XQ+n9ff/M3f6OLFi3r3u9+to0ePKhqNqtFoaHBw\n0HS2vh0TY3GKTUNDQ+rq2p/rlU6ntbq6amAEMEoHBtFkgoAbAEBXm/fLlWTmORQOoRTQiLZeO4T8\nZPu+iw0g9R4PZL3QJhTqUGPAQ3oVhN8Z+LHu3nDoTlKxex0cC+53Dz74oP7H//gfevrpp2/bZcd5\neL8Jaf+6FwqFJlNxVBhkxeysNjc3FY/Hb1Fo7O3tveq0hnbcnXjbFM1+kOju7tbQ0JBu3LihbDar\n4eHhpt/DX5JpxeNxRSIR1et1mzuVzWY1PT1t5tv02odCIV24cEHz8/M2tQEO+JFHHtF3vvMdLSws\n6MUXX1QqldKHP/xhyyRRNnBToq1F85tKpUyzu7u7q/HxcXV3d2tzc1Pz8/PWkcT2FEAj6wR4uHnJ\nsLyZju8q6+joMA8A6SC7hFbI5/NN0xgAZIpq/ByKwnfhSftuV152RtbN8dEOTPGH4yADB3g439vR\nCPye87uXGZ+vK0QiEf3kT/6kBgcH9T//5/9UOp3WRz/6UeNg0eHyPrFrAGzr9bq1ktdqNWWzWQ0O\nDjaZ4EBv3Y6n5XPTjnsbbcB9nRGJRNTR0aG1tTUNDg42FRw8D8lEA7bycJcYMEejUfX19SmZTKpc\nLmt5eVlra2tmj4ifwfj4uBKJhJ5//nn95V/+pSYmJvTUU08pGo2qXC4bt4zOM5fLNTmJkR1ubW0p\nm81qd3fXturFYlFra2uWscKbeo5Uah6USKssMi/P1Xq9KCDrhw96jwCoC8Ibyfi5b34xCQaDlgVD\nhwA8ADrWj0yXYKw6hUDv6UBWezvu1jdOcH6egrgXXC/XsLe3Vz/yIz+iRCKhL33pS1paWtK/+lf/\nylqbOS7vt1Aul61QdvjwYR06dMiKt5ubm0366FKppMHBwVu8ERqNfQ8OP+etHfcm2pTC64yenh4z\nJcnn87dsOWnj7OrqUi6XM8AhIxseHjbzGrjdM2fO6Mknn7R5bMPDwzp16pRmZ2eNl1tcXNTOzo6O\nHTumWq2mXC5njRZdXV1Nk3WZRot21g8zpHOrVqtZscxrLr1Zipd1+U4qNL7eIJttLRQDkzd4XhpC\n4CV5PgDDy5sAQ8/xeqs+tLiAk6cDqN6zwPnn4vxeryKBZgl/HPz8XgTHyfb/ySef1M/93M9pdXVV\nv/7rv66FhYWm0TuM2PHSu3g8rqGhIQ0ODppRDa3BpVLJqC6yXh++iaId9zbagPsGIpFIaHd3V6ur\nq7coFlAX0GiAjR2FDc+zYrQci8V09OhRPfHEExodHbVJrGNjY0qlUvriF7+oM2fO6L3vfW9T+yx8\nJtrVrq4uxWIxNRoHxtKA/fr6uvL5vFEVmUxGKysrJn4HXAEXuFEaB8hIASHA1reX3qmJgOuAcU4r\nYKF6YNoxgM0wTn6O/pZ/WRgajYZJxvL5vHZ2dtTX1yepebIyxbXXCs6DdmupuYh0N7Pb24G3XxBO\nnz6tz3zmMxoZGdF/+k//Sc8//7zROahRIpGIzUFjBDrXhvcaOR2+tolE4haaBBP/dsHs3kf7Cr+B\n6O7u1tjYmFZWVqyqSwSDQRs8Wa1WtbKyYtIlbvienh6Nj4+ba5O0XziZnJzU1NSUzp8/r1Qqpfn5\nef3X//pfdezYMX3605/W0aNHlclkbAoret16vW487Dvf+U69973vlSTzL4Xjo4GjXq9rcXHRALi1\nBRbpULlctsKLv4H58pV/gBAxfW9vrwn1pQNOFi0ywnuA3Be27pRB8nhfWAN8cM+iaEbm741fyOA8\noHnagGC73prpvVm97pstvgH8iURCn/70p/XUU0/pP//n/6z/83/+j23/oawoUE5MTCgejzeNsudc\nBgYGrKA6OzvbdH57e3tGSbTj3kcbcN9gzMzMqF6v65VXXrnlZorH45qZmVEgENDy8nKTaJ9stK+v\nT4ODg+atsL6+ro6ODp06dUrJZFJf//rX9Zu/+Zt617vepZ/+6Z9WMBjU5OSkgsGgqRni8bht5YvF\nosrlsnp7ezUxMaGjR4/a68MnZ7NZTU5OamdnRzdu3FC1WjV5kZ+lRdZKQQsvid7eXuMRvX9rMBi0\nrBSZki+0wcPCueKTyyBJSU3gQcuzt28kiyZD9wqE7u5ubW1t2c4gkUgY0NB2THiKAjD275/P0t9s\nk8ztohWkXw8XzO8ojv3oj/6ofuZnfkZf/vKX9bWvfc2UIqVSSYuLi9rd3dXQ0JDVDNDTTk9PWzPK\n1taWRkZGNDIy0vRaXIe7ec7tuHO0AfcNBjrGK1eu2MwngjbfUCikSCSizc1Nk5KxVWX0zO7u/lDJ\n+fl5FYtFox2+8pWv6OTJk/rkJz/Z1LZ67NgxbW5uamFhweRYlUrF/GXT6bSy2aw1XlQqFd28eVNL\nS0tmu7exsaF0Om2UhOftPNj4Cr7nMtGEMpyTn5P95fN5s1aE02X8DwUtLAW9eoFCFUUzsle/xWcS\nsvd24NocOnRIQ0NDViijzZiszdMZtyuceW8I6e5pUe+kgrgTvcFiwBcLV6PR0Ac/+EF95jOf0d/+\n7d/qi1/8olZWVrSwsKDV1VWNj49bUZf3r1qt2nOsrq4qn89rfHz8lqGqvmOwHfc+2oD7JuLo0aMa\nGxvTM888c4u2NB6Pa3JyUoFAQOl0WvV6XZFIpMkbAKA5fPiwQqGQstmslpaW9PLLL2t4eFgjIyPK\nZDIqFApW3Dp9+rQikYiuXbum9fV16/7CohEAXl9fty1ioVBQKpXSyMiIeTDANQNMfiYZxS3pViMV\nWnLRsuLliuuUn7KA4TUG14xFR1NbLpcNBH3V3Y/KISOmDRmABBzozqMIBLhCUzBrji9AFF2xn3hB\nAFb3Mnwh707BcVFEQ1t85swZ/dzP/ZyWl5f1v//3/1Ymk1E0GtWRI0dsR+LfAxaSdDptu6jWRQDa\nqx33J9qA+yaio6NDDz/8sLa3t7W2ttZ00/b392t0dNQKPn6kDRmcJHPkP3v2rNLptP78z/9cU1NT\n+sAHPqC5uTldvnzZturxeFzRaFTHjh3Tzs6Orly5onw+b0ALsFNAI7Nk1M/AwICy2axJpvr7+40u\n8Fyrr+i3bsfxKOD8AUXADWcsQJJqOrSAF+5TgOO1fLaLWQ2dUxwbml/OMxwOK5FIWJHMA4ykppZi\n+Gp+76cit6oi/qHC7xT8IsT5UhA9dOiQ/s2/+TfKZDL6y7/8S1tAWYyginiPe3p6lMlkNDQ01DSE\nVZLZOdKF1o57H23AfZORTCb17ne/W6+88ooNDZQOpgsPDQ1ZF1S5XFYul2vqxMLX4JVXXtFf//Vf\n68yZM/rxH/9xnTlzRvV63Sa/0lQRDoc1OTmpmZkZLS0t6dy5c8pkMtYBt76+rlKppFAoZK3A5XLZ\nJFKZTMYmJrDV9NkOQIdVZGtrr8+04KRxDCOgJOB7eR2cq3w7bqs3Al9+YCRFMoDTg6XPbAFTFgrf\nDtyaTQJk6HKJVirlXgXXxF8zr/X1OmWvHOGLzrTHHntMsVhMTz/9tC5cuNC0WPL+NBr7o3rW19d1\n/PjxW+RgyOjaBbP7F8Ff/dVf/dV/6IP4fzX6+vqUSqVUKpVsIqkk+2Bfu3bNwAt5FNxiIpHQc889\npz/6oz/SBz7wAX3sYx8zt/1CoaCFhQXFYjElk8mmbb0kLS4uanl52arTTBZAixoOh7WwsKCLFy9a\nFlupVMwwxpuCSwecJcBG1so2ld/zd3CMgBxZmJeMeTcu6UAFIalJcQBdgE6Wc+XvOB7Oo1arGUXj\nfQUAaYp13snMZ9cAuR+o+Hridk0SbzTq9f2xOLdzAmMn4HcXAC4ysEBg3yltY2NDpVJJp06d0uDg\noJ577jnVajWjstbX161Idv36da2srOhf/st/eUsnGXagrbxuO+5dtAH3BwhUB5cvX7YxOtxA/f39\nWlpaUiqVUkdHhw1IBMief/55feUrX9EP//AP6wMf+ICN0gmFQtrc3NTc3JxyuZxGR0dtoi9Fonq9\nrhs3bmh7e1szMzM2anptbc0cy/7+7/9ec3NzqlarBvAAVetQRkAJIALI/OQHOr0Aav+9dFB9R7WA\nNIy/94U0XxwCbL0ZOaADeAKkWEXGYjF7LNQBVA3txf57zsNnvq8WLBoeZO9G5gs145UchM/eydg5\nX5/dFotFpVIpSdLo6KgeeOABJZNJfec739HKyori8bj5KIdCIT377LM6duyYPvzhD98iB6PNvK1Q\nuH/RBtwfMNiir6+vW5cXP9/Z2dGlS5dsasPIyIj6+/v1zW9+U9/85jf14Q9/WA899JABHNlGvV5X\noVDQlStX1Nvba7660n7jAy5jL7/8srq7u/XOd77TtpI7Ozu6fv26vve975lhzfj4uIaHh83Zy9sd\n+gzSt7D6LIyb3vOLZMFQALSGAmgA7MDAgPr7+xUMBhWJRJqmNwSDQfPp9ZphuG6yVx4LxcK8Lh5D\nAZFFwvv7tk41uFN4kOX/gPTdiEajYUVDrtHm5qby+XxTo4kHW+R0gHS1WrUuwXg8bgvP6OioRkZG\n9NJLL+mFF17Q4OCgpqentby8rHPnzumnfuqnNDU11XQuTBuBcmrH/Yk24P6AAce6sbGh9fV1RSIR\n2yZHo1GlUiktLy+bKP273/2uvvvd7+rjH/+4Tpw4YQCbTCat/ZbMLZ1Oa2FhQTMzM4rFYurr6zPv\nA/xPU6mUDh06pEgkokgkokqlogsXLqhWqymZTGp2dlaJREL1et30s2Q0Hnh9v74kAyqUC56K8EUd\nz7367Trm4mT1eDmEw2H19PTYdYLzpYMKE3GOja4zD/RMHoby4H1g4WBhoTDYGrejB3yW7Rs87kYw\nhYJBo56nzufzSqfTWl9f1+bmptEKdNTRWFKr1bS2tqZUKmVm9r5hJBwOa3R0VC+//LLm5uZ09OhR\nXb9+XfF4XJ/4xCdu4WlzuZx9Hu41b92Og2gD7l0I+vdTqZT29vYUj8cNhBKJhObn55XJZGyy7k/8\nxE/o9OnTViXu6+vT1NSUZcVEvV7X+fPnJUnHjx9XLBYzHjYSiaizs1NXrlzR2tqaJicnNTAwoPn5\neZ0/f17d3d06evSoCeLJWOFe/QRhwInv2WZ6kxrpwGMA7tVLu8hoyTD5HrBFmwxI8gWII9bv7e01\nJUWtVrO2YEmm8e3t7bUs1x+bL8ZJssXBh9e3+vAmOnczfOZMQdJ37w0MDFhGm8vldPPmTaVSKRt/\nRAa8tramUqmkWCxmHsneSJ3PUiKRUDab1f/9v/9Xe3t7+omf+AmdPHmy6Zh2d3eVz+eta7Ed9y/a\ngHuXgu6fmzdvSjpwFyOj++u//mtdvHhRH/nIR3TixAmFQiHbXvf392toaMgySkAY4H7xxRcVi8VM\n4I/BdyQS0c7Ojr7zne/Y5IZsNqtsNqtCoaCxsTHrCMMxyjdfeDcwFAaAKlV7MjGyMjSerfwpWZl0\nYJ2IreDu7q7RD74BAQ7YF/G81teDaywW0+DgoNlL4hnB6wDKPK93CCM4z/tt0uIlW60/lw667SKR\niJLJpAKBffc3Zt6hNIBegprxfhGVSkUbGxsaHBzUQw89ZLTSk08+qSNHjjSdc6FQ0O7urumx23H/\nog24dzHQhK6urpqUa2trS88884yeffZZPfjgg5qcnDRwxogGHpKiEr62PT09isfjKpfLunz5sg4d\nOqRkMmkep8FgUIlEQuVyWS+88IKq1aqSyaTq9bqWl5ebmhQoYnkvW88XSgc0AhmYdOBZwOuxTUc1\nAYdNVukVC4C6pwN2d3ebHivJCnnMXAMUfeMF2bfnddEb+y45D7CemyY4L5+d/yDxWs9xJyUECw/U\ngT/PgYEBRaNRRSIRHTp0SLFYzLhuiqgArTf8qdVq6uvrU6FQUDab1Tvf+U49/fTTJlVkV7K9vW0F\n2jadcH+jDbh3OShCLC0taW9vT3/xF3+hZ555Rj/5kz+pZDKpbDZrwnTmTXHzkBH6GWfQCJcvX9bm\n5qampqZsMi5A1tXVpZs3b2p5eVkPPvigIpGI5ufn1d3dbVtPeECKNr5gxg1Po4I3A0fN4MNLsVrB\nDA6X55YOgI/z8tIvb5DTWrRDHsVzkiV6hQXcLxQGYA1Xeie3r9fjafB64o38vX9N71vB+8giIh0o\nLKCO4IHJ8pHkVSoVkwRiTD83N6dgMKhf/MVf1Lve9S796Z/+qdbW1jQxMaHOzk7za253mN3/aAPu\nXQ5ohNXVVX3+85/XpUuX9JnPfEbve9/7VK/vD24sFApNGQoAx03HuPVGo2HFp+3tbb388svq6Ngf\nPshWGgUB43to82TKMJMTvI4VnhMPAwpXUvP0CJ9polIANOAgfYYH7cDzeNNsD7JeyQCAEnDBZNTe\nvIbngboA2FEx8Bj4Ya919XG3FQg8p6c1XuuxfreBFI4Bl1A9kUjEdg+8B7Q643O7vr5uErr+/n5V\nKhUtLi7q/e9/vx544AFNTU3p1KlTeu655/TCCy/Y/D0or3bc32gD7j2IdDqtP/mTP1GpVNI/+Sf/\nRCdOnFAsFlM4HNb29rby+bwymYwZjJCpkKEAMB5oOjo6tLi4qAsXLpicqlqtmlHN4OCgTpw4oZGR\nEe3t7enatWs2JFI6ENEDpB7kPJhBE3iAbp380JqpEV5Kxmv65gRPpaBQAKRQInhag9cAwHg+FgnU\nFWSyHsh9Bt4KgPdiG+1VG3d6fn6OBpnFxXfgte40eFxHR4d1KjK3LpVK2TVnwUSf/fjjj2t4eFiB\nQMA+G1evXtXf/u3fanR0VNPT023+9h8g2oB7l2NxcVFf+MIXFAwG9bM/+7Oanp7WxYsXNTw8rIGB\nAcss0um0UqmUbRVXV1ebMkTAGTAuFova2NjQ3Nyc1tfXbbvZ3d2tkZERTU1NWf+8tM8jLyws3OJf\n6zNQKtQAXWuxybfLogDwW2C+9yDB4yTdQlmgsICz5neeJw6Hw1aIgybwUi3fbIE0jKwPisZPFfbg\n5ycD383wyodXyxrxcmCR8S3J3pLS+0yQ/UKfwMVXq1VFo1FFo1FbmHO5nC5fvqzjx4/roYceMhDm\nug4NDSmXy+n5559XZ2enpqam2k0P9znaV/suxvz8vH7v935Pg4OD+umf/mlNTEyYSfbc3Jze8Y53\nKJFI6OzZs4pGo/r2t7+tq1evKhwOWycXWUs8Htf6+rqGhoaUyWS0vLxsba38TTKZ1LFjx2yoJR1t\nwWBQs7Oz+ta3vmXdadAEyK/8FF2MZgBan0UCdtAdbPUl3aIOICve29sz3SdgSybW19dnIn8A0ZuB\nk+lyPXyFH24WkMb7wTuBeTrBPy+AtbOzc9e5y9fTweY718jsuVZcX8DXX18WHozUmQidSCQUCoWM\nm8fqs16v6x3veIf5DRN0IH7iE5/QjRs39Gd/9mcqFAr60R/90bY07D5GG3DvUiwtLel3f/d3FYlE\n9KlPfcq2c52dnZqZmdHc3Jxu3rypo0eP2hj03t5eDQ0NaW5uTjs7O1pYWFC1WjWt5YULFzQzM6NU\nKmU+t4zsyeVyCgQC2tra0ubmpk1TgKM9fvy4hoaGDKRpIvDdVAAZNy0ZmhfUk73B88KrQjV4hUCt\nVmtqFQVM0KAiCwNQ4CehOXjtSqUiSTbckim8ZMyANb4OjUaj6Xe+1dd7z0JtvN54NQWCN8F5PVwo\ngOyfDzrJX1PfVEITCF9cE1zZvGHNxsaGFhYWdOrUKc3MzNyiUc5ms9rZ2dHMzIwOHz6soaEh/eZv\n/qZSqZR+8Rd/8XVfk3b8YNGmFO5CrKys6Ld/+7fV19enX/qlXzItJQF/ubKyoo6ODvNcGBgY0PT0\ntGKxmPkOADirq6uan5+3G7G/v1/hcFinT5/WiRMnlE6nlc/nTWtLlxqTejs7O7W+vq6lpSVrDSaT\nQjOLzpWMq6Ojw4xSvJUimSKyMDJEOqfI4gnUBUjOyEh5LMDiQZEmB37PNeOYfQYOz0vWzb+YlHvq\ng+vPMb0RwL1dsY3zeyOFN08jQO94k5pyuWxKAwY+cj25xrRHd3R0WFbPddna2tKFCxdUKBT0T//p\nP9Xhw4ebj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YotW7agvr4e3d3duOmmm+D1evHaa6/h9ddfh8/nAwAsW7YMmzdvfl+GWpYK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\n0Ov1oolWXl6O5uZmkS7GgYe36+ZzQIEjv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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the human eye\n", "figs(\"eye2\")" ] }, { "cell_type": "code", "execution_count": 174, "id": "90fd1ef2", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Lbbk9LJw8PGsEANfCMqctiiF0RAb7unTdmgG3najV42cbKIPQrmvnoJqhT8/Y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AKIlw2nfSxnFMUZYkaeYRAzKglbUo89x/bCFSj6YTnAwo64Z5VTNrGhrra+pUGGDw/nrfkuTo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UxjeHQzCn5A613xcYI54RXjXiUJYuOiNkJ0PgSMzXr9aVcgHQP9bDbl7ySNjFKbcbRtOxEy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\nQ5oPC6vT6Gd6QsabZvp7xF8P8dCruM7Arknl8IEcbSrcdZVdVQw+x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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# what you think you see\n", "figs(\"see1\")" ] }, { "cell_type": "markdown", "id": "6c74a7b5", "metadata": {}, "source": [ "What the human eye records is actually very different from a camera.\n", "Only the fovea is sharp and in color.\n", "\n" ] }, { "cell_type": "code", "execution_count": 175, "id": "655cc4c7", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Q7xsuGzkq0pBSyWrjzqGysL8bvIllVKvxFmz1KfGX8Zm0sVwL3Av7X+sOyNUW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\nBbF3XhsgA9HSM7HWMGgAZB3RWeA0sp4wOdBxAqjAXdSWezU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3xtd1hR8t5Cz78+A1m9Si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yv81bu3+M2bN/j97/8AwONw/w7q4yfMq8Ph5hb76QhYi2WdAaURGSDy5tTJu0o8i3xGrmsmF4KF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\nDTPfMxKrdm7FZZgxDgMGQ1404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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# what your eye records\n", "figs(\"see2\")" ] }, { "cell_type": "code", "execution_count": 176, "id": "5c19fbcb", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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L3vMhOldswcpl+ciHv4PREjqgTO3RbZxA20GOdkmt6eHSd7/Be+cOWAJox0Rr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SHr2jagGSbTp0ylpKSAAZUVKEJYFRA1QAepmAhT6emZ29RNJjJ146piZfaZpolhGLTG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\npuGeOlXHRvz2fv117+f3ffz9z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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# structure of the human retina\n", "figs(\"retina\")" ] }, { "cell_type": "code", "execution_count": 177, "id": "89f410d9", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zoXZQl4yGG6aHM22dCFLZj4YkaPWOjx5Ffvi//TPal39A0UKwM8EatRVuxswk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VhS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\n5eKvXiRHvea10m62pN1sycpHV8reS/eS9euelwu+/BV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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# human retina\n", "figs(\"human-retina\")" ] }, { "cell_type": "code", "execution_count": 178, "id": "df4ff015", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gh4Myb18uGXAhmUmIszJidFjX6KzpVEHTgkAHRGGNoNvj8Ze9iRp1NickSNq0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ozKzXgCsO7a9uQPXiSmnQJdhtcuAMn8z4Yk/jR3bOPFn+JGQyfXCmcpqyoxeaoDoaNYXmtTY7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TearLz+252XH8HL+8nL58Hb58HrM0GU59JoYRzHwu7GIs6rCnd39CheUZ8lRh4S/DCI+8bp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\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25DhhnMk8BHlGQWY9kQn2dPrzV/djsryM9hEVTkjy+uc0hGKYxaXmDYKqta1fS4VlvTxw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\nTEk+tEbr/1C4SmlcXlVRz3JgErzJ4E0HacUle8fp7rwfUREj3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WEdmnFQI4WYAsNLAB+O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PR3XMzpdMQZuzj7T1uCgjAjVD1dhdeTDYRHIiNcdYKsLQzDyUouxVOVZhrAEvil6UuOSYg2bE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\nj5llkGdTysFevF0l4iDbTcUuSmfnNZ6tGZOT4ZodDKKlKg07jj2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IadNQVUKIWGMJIU4B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cILvsGqIw7Bzm3gA+//Hlee/yIOObR15CeipPcS1PBXZ32RwfoncPY5N9AfriGOljjnL7/P\nZX/3YrbsU7E4dvzpH93Epf9wAwc/+TCayQKXnH8Pm+b6nHfhU5GecuvtC/zh6d/hKU8/iqpeYuuW\nJQ46fCOvOfF8jjjiGEzuWNi5yHvedzWXfuoEDty6nttv38nJp17Oxq17M9dfR6zGXPihS3n3u5/G\nUc9YhXc5F10E7z/rC2zdWjDf24u6GnPO+TfyoQ+9moMOEOrYkLe+k0UOn/vsA0TdzKcuv4cNchdv\nfCXUo8Avvup8mNuPoWzChJoP/M0XOfHEdbz1d5+HkTzFCkwLnAWUL35rgc/9/U6Cu5fBcBdSbeT9\nZ3+PP33nQTz3ufuBwA9v38VrXnMGRx50Atasx/tFzjzzDC695Fc5cN81jBr487Ma/vLcW9lr073s\ntd7yiyfVvOrET9HrlWzesoU67OScD36XN5y2jl/7L08GhvzKmy7lwbv3ZbiupNH7+eAlSxxyYM6Z\nZ/4iFQVnnj3mne+5g82PW2Dtpl1su/8BPnDe9/jMFa9gY3vuyOsQT04kJmZ2GkLlsWTYA3RP+SkX\nr01c0G26S2/XqHs95716l6r+X/beM+6uqsz7/661djvtrskdQhISQ0eQXiJNEAdsg6DjIDYUddQZ\nCzqjKCOKImAZFB0VRWRQlCY1+oBUkSKgFKkiJCGB5M6d5K6n7LbWup4X+yQ6z7v//+NT+Hxcr1LO\n2WefffZe61rXdf2+v425l7y0kuYiE4WX1334Xll0zH/KWhF50VpZcexnZd10IRPiZbN42eJEfnTV\najnsdffJeifyxavvlUPe+10Zl1Q6PpeNXZF5+10oNz6+Qdoisr4UWfGWn8q5P35O1jmRSSlli/Ny\nzrcfktecfLXMOpHxUuRlR/5a9njjfbJWMtkkIuOSyZ6vvVvGjrhLHmznMiG5bBCRM799u/zj+34q\nHStivYh4EXEiVkQmvMjyg34mDz3Vlk3ey7hskg3OyzEnrJRzLlwj47nIn6zI0iO/LRsKka6UUhYT\nImUq4pyIiPQKJxf+Yo3s+Q83SuFEuoXI/MN/IcuOu14mCxFXiJSlyAmnfle+cenvZco5absp8a4U\nyb04X0rbO1lfiux65EXyu40zsl5mZMKL3PTgJll28AXy3V88IJfdOSG7HvyA/ODGtfJiIbJZRO7f\n1JGlh94oXVt9xkkffkCWHHaDbBCRWRHZXIhcc/sWWbbnT+SFzMpGmZAJ72X1i7ksP+BnstGLbBIn\nx3/0SdnhwMfl0YmevCAi94/nssORz8uy/W6WFzMn4yJyw72TsuPLb5JeLnLP3U/LK486X8YzJ5v9\ntGyWrqwRkTd9+m751Bdul54XWe1FFhx3paxyIqXkMtsVWX7Eb2XGi0x2Rb79w8fluLdcK5ucl01+\nTtZ2rOx/xE2y3zFflZ6X6gcSL6WIdLzI2s09eflhn5PVnVw2iJMXRORtn7hLdn/dN+UZETnu1Dvl\nM998XJ6eFXnR9WSVb8t5Vz4mhxz/U3mhFFlXiOxy5PWy/Ypb5InMyiqZlLXWy5HvekK+evGzkpYi\nnVRkzwO+IatnUlnvRNaLyDOdTF52+LfkuTkrm53ILvtdIU++kMu4F5nwMzKeWdn78O/KL25/XlJf\nipTVuTtxkonInBfZ/6jPybOTuWzyIhMi8s/n3S2LV1wrqzoik1bkhz96Vt74pl/JuBV5QURGj/q6\nPOtFMill3Hdkh0P/IL99IZU5X0jWEdl3r8vlhpufkgkvMu6dbBaRj3zmAXnfab+Vzc7LZi+yZN9H\n5ah3/FieE5FnC5Gf3rpelu13v6zqOtkgPVkv6+TxjW3Z97DvyWwmkvk58f7P17wtIqefe5186NM/\nl02FyOZSZE07l+UrfiNLj/6hrBKRb9wyISMr7pX/8fi4rLWpbHFbZLwQ2eWVP5dHJzN5zK6StT6X\nhzeVsuPBP5cnpzPZKCL7v/50eXR9R6bkBZnJcpnxIg+t68ner7xC5gqRp6ZyGTv8ZtkoHZkuRQoR\nOfmL98gHv/64OC8ylYpst+JmmStEcu9liy3lsuvXyauPu0smnUjbz4pYL95nMi1Wvn7DlOxz/CqZ\nmxMpxEnH5bLbgffKjvvdJBsykTnxMttx8rVzn5aT3vuArPMia+yUrEsL+fXvN8kBr7pR1qciE87J\nDofeJguPuEcen8tlzos8takjjSNvkVd/9D5Z0xbpOJEv/2St7P3WX4rtTzdeqrkiLUTmnMjOh3xN\ndj3icnl60spmLzIlIm85+WE58+vPygtSyIvey4573inPzmSyXryskWl5dq6QvQ/+sTyzuieTXuSq\n216QnQ/5lax8ZErWeJG1IrL3sVfJeT9dJc9KdR+9KCLnXHi3HH/K12XciZz25d/Ie0+7T9aJl7V2\nStb2Sll554ty0NErZUMustF5WbLidtnpoHtk1Wwhz7tUxsXLu0//lXzkc/fInIjkvi3icxHrxEoh\nLzqR7Q59RFaJyKwX6eYi9/1+SvY49GZZlRWyUVJZL07+ONWVXQ85W6YLkUykf69Z8f05/l+/vVZ2\n2O8ZuXvdnKyVCVkrbbnt4S3yisOvlk1WZKMTWX7QNfLDXz4mL0r1HG30Ip865xfygY9cKZPTIl0n\nsmzFvXLQiZfIpIhM+0Juu3+t7LrrpbJ50spsKTItk7JqfSqvOOKr8oIXeb4UWbb/tfKHjYWs95k8\n6Z6UP0zlsvTwH8taEVnnRRa/8m456m2/k6esl9UyI89lTpYevFJW3r9eCvHirMh+Jzwt37p2XNpi\nJRMRsaWILSUXJ+VfaUX+PzFeYmHfS2NopTA0UKXC+FG+dN7vOe879/PJr93DGRf8jo999heseWQd\n137vZFq+oOYMN910OiOtkDCvqMXnnn0TK++f47nUMiIwL4tIZB7Domn4gnoMrQFFM3eYDDb+aROd\nzjgnvnVHQoHYBgTieOeH9+OpNdvR21IQGsjME9x53QqW5DGj4hlkDhtEnPtve7JvLWKeBCQI0UDu\nZlWyAAAgAElEQVSTrk8qLJGarZq7XdV78q1LH8HsOMzuS+vMyzyjvsGgKvjoR1/B+VdMAlA3EKk2\nDQOxCwjU/CqVoPNKARKC0iHICIEFowUbhTxw/RsYNj0ILV0DZRlDYBGtCHQLbw2YDk4m6XQ13/ve\n/eyx/wDLRgaZT8ggniMPmM9/fPkw9tltCUNxQczvOOnYHZgvMOpg5/kNZsJtzDqymnDCSTuzABhw\nEJSOf/nSGr589sHMDzwjNmasJ7xsNGTpikWcdsZtDJWabjzJm98He4/UWGTh5QsiJvSfeOy+Y1lk\nNPNKWDQ/xM7PiCwcus9urLzjNGqxp24Tpic855z/AM+t9fioReJgsAuNbptEgZGSWlzQKUOsq2AB\n377iEX5w2Qk0Msf83LAkNNx+y2v4yEdXbBOgIRXWzinP6193C9/57icYqcOI7bJ9Dj/4+mH88ylH\nMz2b8oc/rue1r13C4qalNVtjkRKOPnh7np7ciT+tbtMMS4p8Dbfe9CoWx4ZlboglXuHEkschqXes\nOOJK/v1LJ1GLE4Y8DIvQqIecccG7Oej4h0hLSGuD/GjlambGuwz7BkOR4rbffIgjj15KnAEFuNKT\nug49BytWfIXPfe5dzBsOGFSW+VJw9qcPI4onaIbQEMjCkjScY1BBw0HDDVTXDU2iDFvqE9QRWqXh\n1gcmmBjbkSNevTs1BE1GkJecftZB3PXQn4gzRQRMDcxw/U/ewUKEeWEFcC3qJd+68H5aNmbMzWfx\nWJPb7v4gifHE3pAxh/MdsqxHO4fLV05x1rlvZjDImSeOJTrgkov3oB50GSthRDzxPMthOw8wZjYw\n4oZY8fd38YkzD2dpPWaRX0oklgWjARf94GhOev2VaAs333AW8+elFDKIV5pzPn8vF1zyAlvCAGWg\nroTppGDYxwyZEqFH6AaozSlUATaC/V4V8s5PXIPpKkQFXH3Lb/jghxZXmXFROK1QqkudDnWvCPOA\nRgIBGTUxbBroceZ/HMAgKU3pUNeac1dO8a53zydRMFDW2V6F7LrLMOmw5sYbnmYITaljvnvOXuzS\nDKmLY/lwAwm6XPuNFexQh0YBg4FF1QKUSB8Vq8F64j6ANkgUl1/2WpYOQSPvMUDOJRfvyw3X3oKy\nIW876VI+8bnFJM2Yiqw3SKsZ8sP/OoG3nPB7Mg8+6FFvPccr9x5mTKUMS0oYp9zxwCw3r1xHLYMh\nC6e99zCuvOg0Ii1c/suSd7xlexIUzaLGIh2w1yvmsyV23HnraoZEUeiIiy7ah2V1wxKtqANJU1OE\nlQFzpIJtaBvjQmINXm1hzEGjhMDC2z94C6d+YjnbO89YJ2SMHvWhGge88mg+8rH7UPT6vaopeIgI\nSGzGoQcoDljUYnuExWXG4XuNMm/Bbvzk8o08+Og0U7XFHHXcXjQ91EvAez766ddz3+PTWOVJHcyZ\njJXXnMKQK2ghWImwwzvzhf+8ExuA8iPsMJJw102nYQSOOeZbnPyWRew0ErKgDNiFZSxtRrzp+EPY\n+5V30wDa4RRXf/8AdtAFi2yL7Y1Gt57AqALvFdaClw6eEpG8WjylMq//75Ld//fH30p7f/WhQAxK\nNKGDOiHpdIYkbaSco/AJuy9byMXnHYS3JYqADHjksRmuuvoh7rxjAe1CseM+LbpRiaXet1JJ8L6J\n68PYvICXJiIaiaFrQp7v7MQ+r7sHY+sM2RoRE5Q6J80H/kJJ+2frhqoSHfXJ3dIv4Gk00vfX2tr4\nuZV/U70nkDkWLW5XHCxX4gqHSgwHHbwDkj9LhKdAU0Er+9igbfYFFU23gtYFeN+oquJKgR1BOYUy\nVfOheDDFKEleQznF/7j9GWLdoBDBB10O2H+YwDaJejEtB7ZdpzYAPWc57LA9cCZhYmIVur4Rpyrq\n9Z9V+jW2MuhEwuoaCKAsQVSQpVs4/JgD8KaEvIKNltaw8x6eubWTfXuIiK2Mpq3HVaIrxpWquJfe\nQMcLqXJoDNfdtYYrfjTNC4/ldKIeuxzXIrcFW2a7dHIqVZSfq5ovfaOiDpsuWsFA3dNpT2ECiKMA\nXxQoY8mzjBPecGg174QpqBTFAEKAs3XKMqJ0AQ1defbVCs27TtyL1Zt7zK+Ps++OgyQpBAm4XoNd\n5rcIWNuf+AMMNUINBotWFUHf65JSQREaOqMl7z3vfqKvjlLLDLGkODRlElEzzzIsB/KD81/OWz7y\ncy65cU/SXsTLdx3iw28b4rBdR9lptIlz4JJOdT0daNkJTR3jNYHr6+NDyKVLWsJQA1TisUGvYqUK\nKJUSQdV3GCTUCk0kgnhLHkdsyod5+QF3UGsYUu+IizHaJqbU25EnEPTv8dAqkj5N44QjFnDbYQ9z\n4VUv8l+/yrFpwOmf3IOdh6Z4/YE7E5k6CYJyjmZYCdiJpukBNusxLx6mUOBCy0xnfV8pHhHr7agF\n9T4HyhCGJZ/6yka+cO5avGSU5RyJaVZkKbUeF8DE+pw/POz5+FlPMFibZHA4ZnS3KXp9XpuyisCF\n6LJStoip43Ve8YU82BzecPRCrrt0gCyonO2e/uMsrz5/eYX1UlGfdhIBBq/m8MFsXylfUfi9qlSU\nURii0FVVMyhYsf8ynLMMmAhtPc1WwLztIctSREHXWhS+b7DkK4q5q2H6ouBqgjLgalv/0p+wPM45\nnDFkZYUqsFqQBGZpk/mYttIUGjrZbnz9GwOcff5tuFKjGhkqaENvmFqzRm4qBa4WIfaQUENb+PXl\n7+Lwd9zNZ762gS99Y4ZM/ZGvfOEwFoSO/fZdQqx7HLj3EnJnGQwSdOkYHokYnO/IiwzR1ZwjpvIL\nVVLx7irhTf+7+L75eh/2aaijVF7N7WqGQjcxrXFedexSAolQHtqdgKCpWLJ0hHVPZQh1qjushGAK\nQwwqpGQaKyk6W4AOIJdZ4rrgy4y0CMhSz4qjbiMoZ6g15zGVJqgoRIo6ZcVPpQirDa6yEVrg0IO2\n4/A3PME1v0q56rYHSUVx3gfnsXih4xVH7URPLPsfOQqA0QbvA7Sa5MAVo1x2w6ZKMSgh9ZqgVGUN\nJP11B1FY56kZTWhy4hBKZ4mC/+Wn//+28P5fHX8LpP7qo+JzBFL1TOos5fyzD8M5aETgMohr4LMZ\nmrUauVPUDFzynUd5+YED3Hr77sQ16JUpd/yuzae+8CSlBmdKvMnIFURa911lUkR7VBdGcSwPt/DL\nW4+n7MJYQ5Bid3pSoZDmKZgFtKtVi5KpghdNA+M1SknFgFHVd6g4L1u/U0JllleZ0iRZQpgLOgDn\nCpwK6BaqClb8BC2tmQREEra6qVTH9v/tOiks3qRISAXFU77ih+jKxHcbIFQJysDZX70YsXshJiJ1\nz3Hh9/4Fp3u0BlqEMYiexduYOIyZSwWvPbkLSW2BhFCIp9af/ENXryToCoyLMS6qzh9FpBOU2kIZ\nwJyFxMSEgcV6hbJCaBt4DUHZICjrf9bpKk9kk223gdXQEYM3iygTsKlw/vn3c95nD+NVey/BxcJm\npfjKBQ/i58YxDZiagaihcVTvt8qDblPX0OnBgpEWvQymaTOUTCNmkHp9kLkpR3NwK7gmRlEFhrVa\nDRWU6CAmt7PooInPAnwHWgRMrs8REYJ6D8o6RjR5x5GoDrVQkXUV3tb6qACpKNBGVd6OpVDPYWli\nOef0fTjk4GWMhkC7Csq6Ap5DaWo4Yt8lPPfAacwAr37TT/njozN88bGY8z6/O0teG1CxsDVzeU4U\n1Umalf+bpVJ5G9WjV9YpXY2wDt0CHOV/YwhqqQAdEkGpS8Q3sFqjooBIexI1zu8ePZp2BkNRhXXK\nYyDYmSaCoiBxZcUJ0tUzXEfx7XNexxcUXHzVg1x2xTQXnPsQ84MZjrhpR8L6FFLWSEyD2dk2jLYI\n4w5FAfOSGmJnMUFEN1dEybxKBaogm9uEdcsJwia9mZztBufziQ9vx4mvHsMW0GhUCrmyAK9eReLh\nuYc3cOm3n+Dp3765yj7GsF7gH17/PQJfoXwCcdWmvs/eLrXHaofSMBrB8cfszpc++msmRTjz87/l\nzSf8HWEEynqCMK5Yr66OM57S5JTxdB/rFaKUwriAQCtKG6C1RpRjoFYQ+ArAq80MyuTkbj7rV60i\nPGwZnQLmL1GIyYABRAviISoHgL4yOACRCGNb/LcuY+0wuoJHllKjl4P4gFZpaMSGzZFH6jCnoRzc\nyAfeOcQ7TziGlq6CplIgrHBROLZQFyFyCrOVkSyOWtBh5bWHM+3gnSddwkym+NLpT/KqfffkgIOg\ntEuhEJIGKDOFMgWFH2Pdn/6ECV9Bp4DRRYJXBaJqbNtcbb05BSq3AgeqW2WWpFWhYkLBqpTMGbo9\nD0phg4KgFlEUJSUhQShMTk71XYbi6hlXsxgSRHfIwx5ex9jEUiCIb5Lb1cTRHgwHigHX5aHbjmGg\nwmiR9pls9WB/ohRMAM1cVWjerWuDhi+dcQxnfRbu+tUznH3OHXzvoholTa48ZDk2aOFUSK4gNnMY\n1SXtaBKjGBvz9Dow3NiOXqZoNENEb2UmR4g3oDRFCgMtD2WPerDdnx9kgW1ery+R8dI505fMEApb\nViUxDVpStIfBxBHLFPUgJ3JQS0KKIsNLSWmFxx9s8YH3HEmSrCXxT7O9EgYLMHSwBnyQoSgogULr\nSnFtZii1kNegVwpxmfDYneMsbFhCP44OnyeuZWRFP/vkIXBm2+bP4lE+IJASpSxeu238jsB7jNg+\n0yOsIiwFCk+ihDUPLWau6/FxHRdXCozvf/f3NAJN4CqWi+qj/quMduVE5fHbHDQC8WhKMlWdSyBF\nnw1YlSWMAqVTusaR47ntlvO565b3cM9Nb+e+X32evXYfRWodpsvNTDtwYU6mKn7PB079Dtdc+2uS\nSOHSpZQWRKWIsiiB0FUGplYLRhSB6/uWKUE7zUAScvaZv8b6EBsE5DrGiuG+mwap62pmDl2EsXEF\nHDcgeJI+DEW0YEkJjcKlVXbvN3f/kfbssxyy/xJildMsS+ZnoPL+BAo0WpC1B3HSN3lRJcYOoXsQ\nK02Wz4IGU29RmGFmXJMNm3LeeuJ3kBLwMfh63zcRnGwiLyyFKLpeU6iIGW045I0XMBN6ingh19+x\nhgk1TTecZjLezAPPbAC7EV1mKA9xmOCLqgW0svcLKqaYcoQRzGyY5ob/WkPNgnZCsyUoVRCHUAuq\noOeTn/wNKocF0/Dc5W9n3T3Hc/ZXD+L0L6xm2jpE5sAl1KNBSgs6WsfPrniKzEGmS3IVkjsYbO5S\nqexCUCoB16hA4B4C2wQHPQ0pBqXyyqdSgDxjQG1m7ZOTjEaWllvLSL3DoHLUC4gKCIqIqGz2uTmC\nBBkPPLSZz3zqfoY8fPrYg3jysmN58r6/Y68DDuRTZz1MF0U7cBRBm2Q4YMskaLuESADRBBJjfMVt\nKosRfABRWNCMOpjQkmWW+nBMPr2RlVfcTVDCUAIJBbUgJQkgCqAQ+Pev38jPbnwzYW8DI/QYEsd2\nGch0ldbxWqF8jcKwzTPQEWFJQBdo16EuKaf/+8689+NXk0uDLROb+gwhBa6/0REN0nfG7G9uRCrA\nYuI9FBWHaW4OJDC4bCPfvvBhMhtQUpL7kOnZAi8LEV8SxTAzsZlwq9UTDpQQlZUwwuLxxiFKE9pw\nm/ddtaJWr7UCQTRIYSs+UtmdRrVjwlSD7WIA55/l1hueIEqFhnU08ox5XhgqwExB0w2R5DGmHKzm\npTDHh46zvvwA99y8gR2043eXv4cnrjmFOy59FU/c9yQT0z26A4/xw8sfI3MGS0nuItZv6NBovAzB\nEsUwt2myYnpvTbwLKBy6P4dCf0NJBIwQWtDFfJxSCPMJdItAD/Bvp9+HjyK64vGxAgy33PIw87fr\ns/8U/XLCMNoZ6vUh0rJeOYOKMEdJrgxGfJ/47iCc5qnHNxMJxCpnKCgZdFWvgAGKEhJrKjarBhv0\nePKZzZz+L7+mkcI/HLUrT9zyIVb+8hQOOmwJZ3z2QaK4xw8ufBhrSjI0bdGE0RgXfud+srmnGGzA\nzMZJwjp9Ma5FFGgfoEUh4ogTyDvrqIWC/kubJVXZz7yUgpOX0rm+JIYgW6sTeA067FVAQXoEJkcp\ni9ZAFhOFTUpy2l5oa7j7sU1kaiFt2Y0fXLqJT336OVphHWer/aW2NbzrV449BLbElZpMw3Z7zseO\nJFx52zTX/qbNdLA9Xb2M7//oRU495XK63QLlIHBZNekoh8OjCgiZQZHivN3KjiPwBcZ3KggbCpSu\nHgQy3v9P+0E2zGVXrWKmVJQY8sJz262znHrqK3BGqvKWy7alZ0X6prWwbbIJrCIo6hQOICa0AdqD\n9REeQwAEyhOYkAAh0ZM0VUFDPE01R2i7fPjUo/ndAy9y0Y8fY9qPMScx557/EKvXDfDmtx4NAoka\nIxL6HuqCFkhcG8FTiiXyPSJfVOwdcpTKOe+LR/CbW9tMTVSGw3Ol4rob19CbaPAf570WxzSxy4mk\npPDSt2dwJLaDUmBFCNHUcs+o6VYwylqMTvZk3VTOjI5ZO6u57Ipxbr1+PZSDZA5sAbEsqXpaAOs1\ndcYQCzqEd73nlfzjSVeyebOjIy2eWTfHif94NV//5klVRUZbUBatHFrBNde+njM+80OefGIdkR4m\nzRTv/uCNHP6Gl6NHEvY6eGduuHULmV/MZjVEx4+y8lfTLB4r2HOXEcIItOlQDwUtBidx5YpR9GgE\nVZBy632nce9TW7johhfYFCnGjeLOP3Q5+ytP8tULbkA3YTbUvOZNK+l1CoK8ej42dNaz3xEj1E1M\nrAJqoqkDtTDnxpX/zO9+v5pHH19Hj5C2D/nXT91LZ6aNKypAs3ce3Uc4VfexInIQiycpNQO5EHqh\nEM2Kwxeh9Dquv3GSe343RVfvwBbf4KKfPcV7PvRNeqoSlosP+nauOeiM+nYxK3/7Imd9+TEiVxlw\nzFjYVKzmsFctxbhBWtIgdDEhivlDcMwxu/Khj/wcKxFzZcJvH5viXz52B/X6EIUFKUsGqMyy67U6\nWZ5y7dXH8viaDt//5RrWC2yRiPsfK/iP/3yEc751FT0FXT/Iz66bQQYX0lF1LvjRH3jjG+4HM0bX\nQOYhtIMUebX7F7EE3lT+mrogUBrjOizbSfHs86Pceecazv7iKynLNoGuSna+ak5CUfVERqoOgJN+\nRiHdQj2yiECrpVBaOPktu3Drg5P0ROi4+aRulMuvfBZKz9tO2gcsLAh3RXpB/1iVPUHN9SpDbjwW\nBz6l+d+82qoZNbclzoGoiPe9/xc88cwmssERJgrhPe/+DaccfwQjwO2X/RtrHi+58to1bNaGdpxw\nz+ObOP+i+zn/4qvJdEDhA0qvq82p6lFooblkhDPPe4Rf3z5Dt1NtYCZmU4ZGHY0o4LjX1Lj5wY2k\nomjbMVIZ4aqfryIQeOPrdkNKmB/ugnIG1zf3DoBQFwS6rMo+Hpx4PCG2qHxFExRZD1xZZbB++IM3\n8vsHnmXVn2bJCk2smtx585N0pzK+8c3Dga2+gHMoDGKh3evy5B/hyp8+T2lDhDoXf3c1m9e2efPf\n78UBB4yhk2muvGaSOx6ZY1MYs5GQ71+5muPf+TWmlaWIhdKUlRGRcojKiWoRjzza5UtnP0TbwJYY\nkjp0JgqOO3I77vzlx1j7VMwjv5ummzYpWcCDD3d57hnDXbf8E8rCvAFD3veaRioymvZdtvoTSQnX\nXPl2Xv/q3QjUVr++ao1QL6nC3t9Ke/97hlZ4HBZDY7DoU/Qrg9kgqCYmTEBapHhToKOEV7+lxqkf\nvYmwLhi7iMFGwnnf2Y8Pv+dKstmCeQMxL/6pzWuO+DGf/sRunHDigey/yyI+9v47aSRdbrr/n7jy\nhjdz0sl3ccvnN9JqTtMd77F8bAeuv+EkWpHQLWCwVq1i3giFFNRURMw4xiyh9CVKVfTumrEMNstt\nGfatbiAa0Krgov/anrPPuYUfX3c17SnF4ODuJAM5p7z7aHrlZoT5jDRdZdkUSFUGYCtxuxojNU26\nqctrXnM273n73gyaIUwpEGu8i4gAilmiTkpDNMpblHIQBIRaY0QoO44rvvUuzvn+Wi667BIiV5Iw\nzE+vfCtaQWAszWSKuE+vLmyOlpBWMI7zntKl1KMZIoFAg/cppcs46pWLWLRkjn9+/y1MbHyS4THP\nwPBSzjzzCIxYrO0yaGaJvAK9GOsdXixDZgt4KCiInWagtKiZpwj1ClYcsZzRHz3PccdfTqNlmG4b\n9lyyC/90yo78/qH1RLrKtIw22xx/3M2E3Midd3wLn65GJzvT9QVvf8fB3HP3i7ztrVeQ2Wmmi5xD\nV+zMrnuNUfgONRNSmaRqAhLmzY/Za49BzjvrF4yvygjVCPN2GuO0Dx9LHbj4e4fzgXffzHFHXsvs\nzBaSWsLy5Yv45bXvoEhzTC3GyguEqgoMC68IgJGGJ0q71JynCDXv+sCuXHbdk3zl0otJlGEg25fj\nDt2BL332eESEz593KO/78P0cefKt5L3HGdhO0xob5AsfP4ZGoVCmBk4RKkvdeIyBE0/Ymc+feQ2d\nLGF2us4uuy1gINlEXLWsEQZtwmCcQIEYoRZtJlIQ5G1qaoCRvCAqqqjdaM+9t3+Md7/9Vi6/eQZt\nSiY29dhnv+X86MKPs0UcQ8YT1l+k1AdgXRejNYuWtrj5zhM5/u9/zQ0rfwrBs4TDg2y/fcg/vu5o\nGrkQRBq6BmLQBj7+b4fynvdewgFHXIwrmwwtNZz/zVdz2keuRmlohCEyXUFbq7Kq0DLwxjfvwY+u\nfZqLf/ZbyqmSsDef416zmDPOeSuCcO7n3sqXPv8U37j4MWoyRDgQcOU1x3PCyU8xPj3NQFxnXq3H\nMcd8lb33yPnBhWcQulmUhqydErXmE5guKw7aHlesZqeXCb6AVlhl9RwlJqgWeeNLmibAFBkKj/cK\npRTbD6WE0s8Wo1Ai/Mv7DuHkh67i4MMvICk8g81hxpZtxxU/eR0RnsRool6HwJd4BOsL8MJAuJlQ\nV2GUEqiHJZF7EcU+/RmiWkzjIMbmoLznx5e+gX897QLWZQ1qfjuW1hM+9YE3EXvopvCxD76Cn1z/\nDGdc/CtK12EkGeO4I3bnX//tH+iqkrJmiUZmcf3skJKQ9566P1Phw3ziC4+iWU1Wm2VkYIQD9xlm\ncT3kvI+dyDs/cCUHH/ZNotwy2BplbNkCfnHdm4jwRIEm7rZR1qIUSAFBDL6cRfptHlKAqkFhLaEX\nYhMwNvY8b/i7u0mCaW686ZPsvmudo48Y5KMfvIm5bo9uuZ6d91jEh9+/K5XBREEV5gHKEoaGkpRd\n96qx8ppH+dEFt7A5bLPX4oO57JI3EZoSjeH3d76f953yEP/0iZUkA5qZzU12Wtbkuus+SYNN5HYY\nU5smBxLpYShYtsMQN9/1ek58w73sdvjF6B1miNdYDthhT056w2KUsvzj8Yv56hcfZPOWkjJcR9JY\nwAlveTk1oKah6D6LNkdhPIhUa+JQI0fraj1QBt71jrN454lHcvKJr+p3xXiUMi+xMIq/ee39tYfg\nyVwXrwMKn7BhfIali4ZJlCUAvFQpWiwUvsCG0zg/j8JpJrd08NaSdiOWLI3Qcci6VW123yHBimP1\nBovWwuhAzvzBAC+DPP9ClyTwLNyhSerHUX6UyfEcbxVeNM3BkKHBNjWjKPJR1k3MsnjJIIHKKZSn\nOVdjVadNbSghsjMMtUZJU02RpWR5yfyFA6g+lUj3zT87eU5aS5iysGX1FPPrId0MFuzUwnhhWKbJ\n1TDjL86wZKxFLfEUuRDEEZ4cI0ll7+DguQ09xGTMr9cZnyt4+eIBCl1glCEoFc8912W0HjO6MECi\nHqmPMSYky3ok2hKqAfItsHk+rN0wRysUEmUYG2tiFfi8pLulw+KxJlFUIBKRlyHjE3MMjMV00yl0\nOUisNK1WTBLNIL6kzXwyo5hb2yMSx4aOZWz5AEM1Q9Lr0UunsOUoJtTUhhWRNqRZl9kJxdjiFsoU\nRKIo24aJqZTReYJrBaQCcxtyrNcUASxf0EAJrHqhx/KlTRJl2TTn2dJOIXfstrzGH5+37LpdC0k8\nHSpTrOnxGZwz9EJhbOEAo1hC6wl01VuEyhA0qcRYBVs2p/huifHC4FiNMIwqmwxTUDoYfzGjzBWg\neNnOTQwQKcesM6zZOMPOI4O0YkUng4aB5+ZSasqxqBWATug56PmMyXaP0ims1SzboUWvvZ6x5hg9\nl5LJAOsnK5+uwHt2HBsmdqCKAhNGVZQe9hClKKjR89DLcl5YX5K0FM2BBr3pKRYMjjC/BuuyjE6a\nssdgHacinpuYZWR4iHm1ijC98QXN6LwaoRZM3KbQkKaDbJqZIvSaNDAMNyJGmxFWJgis5pnphGXz\nmwypHK0MmcuxJmTtpKcoSxRVj82ykUHqRsi6c8hgg6ALYT1gEjj+lM/zX5ecRXt8DhGNHgqYWJdz\n+iev4dZfvhfSkmwqZ/slTXI3Sxw26GQKFcFc15JOZYgVvNJsv2SAIOxRSAelBhlfVzVvR05jW4rF\nwy3WTnUJQsfCwQHWbOkSFgXNGEaDJutKRxQKSyJHGTYhELpeceCR13P2mfvy5lcvxmQlUZyQmpRI\napi0wAc9JoomUzM5eyyK6WYWEyds3NBhaDCiVdNgA3QozFhox4oXVnUYwKNixcjCFomBpu8i1rBm\nPGPRvBa1mqNbTBJFC9i4tsviZU2c7yAEdLsB2VzGku1bWN3ftPkSVMA0it0O+C4rrzuFeU1hsluS\nGMcOoyM0xWKcgiCgU0BPW8ZnU5RyGK9Yst0gzs8Qh0K712RytsP8kQaDcYTriyy2KMfUhg6BN3QD\nT6sRMhrMMWSGKV3ARE2zblWHAfGoRDGyfYuahobv4gvD2k05Cxa2aOIIJcQqeGZjZQK+63Z1AqnK\n9C4oCJzBdUM2h47udI9AeRYMNyHRtJXBjWf0ehatPa3hJoODVWBRNeY7tKv6VcV3+dylG51naN0A\nAAzUSURBVLjniSlWnn8I6x5uky8Uli8cIMggDnoQevK+kfPG8UlcGpIYQ3MgoDnYRelpynIJqyYz\nlo/V0ekspuaYE0egFzLzYkqZO/JGQV0Ui0aHKVxGrT6F9UPMtA0zMxYbWJKBGsOtkDqKuG15ai5l\n6cIWzRRUzTFjMzZvzhkaHqBZNzQKxfNzswxGMUP1hDzwRFi0BFR9YP/Hl+//3+NvgdT/juEcTvco\nqVGUAUagEXvwVVbGaUuaB4TxNIYcXW6HzT2h1ojzmNCDmcUbReqHqsUmbNNzg/gQajKHLqdQLCMN\nwOs2kShiqWPbiiBSuMBTaItowSghFk+Z1XBaIbogDDw9LINpkyypGjNjlRNgKNO+EgNBR1WfgkbQ\nEm8z+e4EkCqIyUisQRtNWzJqNIh8j55VaKmRmBwd5ZVJq1F4VT0oCo8IZF5RGqiVChtCTXUoyfG+\nRtDT5KogUKC1R4UBYhKs04RGoSRFOUeROlyroFdGhK5JLTBYaSNBiPMhBkMoXUIjOBtibUIQQa49\nokpCH6MtGCMo1QavKHSLTKUk3qCdoYwsXSISUbScINqCDSkRfOj62TpLmCekAhL3CHWJszXER9Rw\nlDpFqw4mn4d3AjXQRYGNMvJglKy7i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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# human cones\n", "figsize(10,20)\n", "figs(\"human-cones\")" ] }, { "cell_type": "markdown", "id": "ef33d469", "metadata": {}, "source": [ "(summary human eye)\n", "\n", "- two kinds of photoreceptors (rods, cones)\n", "- rods: night vision, ultra-sensitive\n", "- cones: daylight vision, three kinds, color\n", "- the eye has a simple lens\n", "- sensing in the human eye is variable resolution\n", "- color is perceived only near the center\n", "- a complete scene is assembled only by the brain" ] }, { "cell_type": "markdown", "id": "d9f49902", "metadata": {}, "source": [ "# Spectra" ] }, { "cell_type": "markdown", "id": "e3cb0c47", "metadata": {}, "source": [ "We talked about color as a _perceptual phenomenon_.\n", "\n", "How does color relate to spectra and wavelengths?" ] }, { "cell_type": "code", "execution_count": 179, "id": "c9c5c0d9", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Mwm9Z01iIdXQr8gcloWhNcj9C8+7bRqqvc+UbM+BCTk1RlQkr2bkbBXqFID8l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YsTRrMWuDaKQuv2coA5yab7NKfCW9EvIfP9sXBVTtl1pIpxQy11yIOjbFOlAg0HcEyikzrk6z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ZhTNHnaU1L4sWMpdxQko3angKv6ucTD5f6wtMInr0R5O4TKlDu+j+nL5igKdTqZku6KKCNL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ENUVV0Q5r8ksftIkiCcpM4nUioqyPysYTG/xu90axPwvOFNIYG50AhOZOhJZpWGzlcqfl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gmCuT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\nnQwF1ztzblkFjPwYndJ9htPIpoHYVvsw8QABgJ+yJkmpnCN9+fIcxOLZV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"text/plain": [ "" ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Prism\n", "fig(\"prism\")" ] }, { "cell_type": "markdown", "id": "2b13b0bd", "metadata": {}, "source": [ "Light is part of the electromagnetic spectrum. The visible part of the EM spectrum is between ultraviolet and infrared.\n", "The spectrum is indexed by the _wavelength_ or _frequency_ of light.\n", "\n" ] }, { "cell_type": "code", "execution_count": 180, "id": "48b6317d", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Electromagnetic Spectrum\n", "fig(\"spectrum\")" ] }, { "cell_type": "markdown", "id": "735fb250", "metadata": {}, "source": [ "Are all \"pure\" colors represented in the spectrum?" ] }, { "cell_type": "code", "execution_count": 181, "id": "0102cb6b", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ovkSwFCtVf302b5GzPWHYCvoHcNufTTrV7uI4eGW3Xa46gJ2RQEGsnAPVvJRr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\nc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"text/plain": [ "" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Purple\n", "fig(\"newton-purple\")\n", "\n" ] }, { "cell_type": "markdown", "id": "94fd783f", "metadata": {}, "source": [ "Some pure colors do not exist in the spectrum, namely purple or magenta.\n", "Overlapping the red and the blue ends of the spectrum (using two prisms) generates a new color." ] }, { "cell_type": "markdown", "id": "f1eede5c", "metadata": {}, "source": [ "# Spectral Sensitivities" ] }, { "cell_type": "markdown", "id": "29081cc5", "metadata": {}, "source": [ "(Spectra and Color Perception)\n", "\n", "We know:\n", "\n", "- light is composed of many different wavelengths\n", "- humans (and cameras) have only three kinds of photo receptors\n", "- each of these receptors gives us a single black-and-white image\n", "\n", "Question:\n", "\n", "- how do we see color?" ] }, { "cell_type": "markdown", "id": "56e28ba0", "metadata": {}, "source": [ "In a _spectrum_, we plot for each wavelength how much of light of that wavelength is present.\n", "In physics, we actually measure how much energy there is contained per unit area and wavelength interval.\n", "\n" ] }, { "cell_type": "code", "execution_count": 182, "id": "a6a8fb13", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4iTLCRmn0Rj5y2lLlxXpqlxoDhRkEeVEjJIOoYNSFykjJVh1PPYR1NS/GOhAsyRk1HNDX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\nWpv9CFiYAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Spectrum\n", "fig(\"solar-spectrum\")" ] }, { "cell_type": "markdown", "id": "7cb6c2da", "metadata": {}, "source": [ "The receptors in the human eye have different sensitivities at different wavelengths.\n", "At IR wavelengths, they have no sensitivity = zero sensitivity.\n", "At some wavelength, they have _peak sensitivity_ = sensitivity of 1.0." ] }, { "cell_type": "code", "execution_count": 183, "id": "39e21a40", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Spectral Sensitivities\n", "fig(\"sensitivity-curves\")" ] }, { "cell_type": "markdown", "id": "4c700d61", "metadata": {}, "source": [ "(Receptor Response)\n", "\n", "To get the response of a receptor to incoming light...\n", "\n", "- for each wavelength, multiply the sensitivity $S(\\lambda)$ at that wavelength -\n", "- with the amount of incoming light $I(\\lambda)$\n", "- sum this over all wavelengths\n", "\n", "$$ R = \\hbox{const} \\cdot \\int_{300\\hbox{nm}}^{700\\hbox{nm}} S(\\lambda) \\cdot I(\\lambda) d\\lambda $$" ] }, { "cell_type": "markdown", "id": "34fb6cc5", "metadata": {}, "source": [ "(discretized spectra)\n", "\n", "If we approximate the integral with a sum:\n", "\n", "$$ R = \\hbox{const} \\cdot \\sum_{\\lambda=300}^{700} S(\\lambda) \\cdot I(\\lambda) $$\n", "\n", "If we treat $S$ and $I$ as 400-dimensional vectors, we can also write this just as a dot product:\n", "\n", "$$ R = \\hbox{const} \\cdot \\vec{S} \\cdot \\vec{I} $$\n", "\n", "Let's do this as an actual calculation. This is also a good review of simple linear algebra." ] }, { "cell_type": "markdown", "id": "d08f4cd9", "metadata": {}, "source": [ "# Simulated Sensitivities" ] }, { "cell_type": "markdown", "id": "fbafc36a", "metadata": {}, "source": [ "Let's represent these spectra by representing the amount of light within each band of 1 nm.\n", "This is an approximation to the continuous spectra found in nature.\n", "\n", "Here, we're just using Gaussians to approximate the spectral response curves of the photo receptors;\n", "of course, this isn't very realistic. Think of it as some \"alien eye\".\n" ] }, { "cell_type": "code", "execution_count": 184, "id": "cb65bbba", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MB1+R3h4FBQW4fv06QkJC8ObNG3Ts2BEdOnSA2UcTb9538MrOjRtAQQHg5CS0\nJepJYvPFSL8RjNevgVq1GInwDZYSqfVZLQxsNRD7bu/DDMcZbETez4ldvJiNhoLy8eJ30aJFUp2v\nzBCNnp4eUlJSir9PSUkpDsUUYWBggD59+kBbWxs6Ojro1q0bbt68KZVRik5RawIempU/d/69gwzR\nHXTtolGhQSBVIieHls3z8uQScbOW07zW93NiOVWiTAfv4OCAhIQEJCcnIz8/H3v27IHLR0nfQ4YM\nwaVLlyAWi/HmzRtERETA0tKSqdFCIhbT/R+eOScM/rH+cLV2xTh3EbswbWAgLWxSk/2kytLHpA/u\nZdxDUlYSOxFbW5rBFBbGTkMNKNPBa2hoYO3atejbty8sLS0xZswYWFhYwMfHBz4+PgAAc3Nz9OvX\nD7a2tnBycsLkyZNV2sGfPw80aQJYWAhtifpBCKG9Z6zd2BY98vBMmWhW18Qoy1EIiGM4CEQk4put\nMkBEmHbyfyciErEdGCBHvL2pc//qK6EtUT8iUiPgedgTd2begUgkgpsb3Y+bIctQ8LNnQKtWQFoa\nwwC/8nP50WVMOTYFcdPj2PXhT06mIxIfP6YtRdUQaX0nr2StBG/f0uZiPHNOGPzj/OFu899gDyZF\nj3v3AoMGcedeDp0MOuFNwRs+CETB4Q6+EgQFAXZ2gJ6e0JaoH4WSQuyJ24Ox1v/dXcsaBFJleHim\nQhQNApHLZqsfYw0Vhjv4SuDnB4wbJ7QV6snZpLNoUa8FzHT+S7/V1KSJLiUNAqkS9+/TBy9PrhDu\nNu4IiOODQBQZ7uArSHY2cOYMnfvAkT/+sf4ltiYoWuDJZIvH3586FDWN91YWq8ZWaKjdEBcfXmQn\nUjQIhFlOrGrDHXwFOXCALuzq1xfaEvUjtyAXgXcDMcZ6zCe/69SJLu7eHwRSJYrKk3l4plK427jL\np8MkD9NUCe7gKwh/7wvHsXvH4NjcEU1rN/3kd0VFj1K//4vKkzt0kPJE6oWrtSsO3D7AdhCIiwvN\nh3/+nJ2GisIdfAVITQWio4EBDHtbcUqnvMEe7u40Di9V0WPRYA9enlwpWtRrAavGVghODGYnUrs2\nMHAgzXDiVAru4CtAQAAwfDhQg2FvK07JZOVm4VzyOQwzH1bqMdbWNHR2qaozocVi+iTzHfQqIdfW\nBZxKwR18BeDhGeHYf3s/+pj0KXewh1Q58efOAc2b0+6RnEoz0nIkghODkZOXw06kTx/g3j06hIFT\nYbiDL4f/gdMQAAAgAElEQVRbt4CMDODzz4W2RD3xj6OtCcrD1RXYv5+2ca80u3bx1bsU6NTUweeG\nn+PQnUPsRIpyYvkqvlJwB18OfOaycKS+TMXNpzfR36x/uccaGgKWlsDJys6EfvOGpuC5ulbNSA6A\nd9k0sXLKplGRtifygLutMpBI6IKBh2eEYXfcbgy3GF7hwR5VyqY7coQ29m/6aYYOp+IMbj0YEWkR\nSH+Vzk6kUycgNxdQ8XbksoQ7+DK4fJnPXBYS/1j/MrNnPmbkSCA4mLZzrzA8PCMTamrWxOBWg7H3\nFsNMF5Hov0EgnArBHXwZ8JnLwhH/PB7pr9PxuWHFNz90dIBu3YDDhyv4B8+f09SboUOrZiTnA9xt\n3Nln08gkJ1Z94A6+FPLz6aYdH+whDP5xdLBH9WrVK/V3lepNtXcvza+uXbvyBnI+oadxTyRlJyEx\nM5GdiJUV0LAhcJFhewQVgjv4UggOpn3fDQ2FtkT9eH+wR2VxcQHCw4H0ioSCeXhGpmhU08AYqzEI\niGU4CATgrQsqAXfwpcA7RwpHWEoYtKproW2ztpX+25o1gcGDK1D0mJgIPHgA9O5dNSM5JeJmQ4ue\nmA74cXWlzaHy8thpqAjcwZfAy5d0Bc9nLgvDzpid8LD1qPKkoAot8Pz8qKPQ0KiSBqdknPScUCAp\nwPUn19mJtGhBy5dPnGCnoSJwB18CBw8Czs401MeRL28L32Lf7X1wt616bmqvXnQISEJCKQcQwsMz\njBCJRHC3cceu2F1shdzd6XPIKRPu4EuAtyYQjmP3jsG+qT1a1GtR5XNoaNDN1p07Szng6lVauebg\nUGUNTul42nnCP9YfBeICdiKjRwOnTwOZmew0VADu4D/i8WPg2jUax+XInx03d8DD1kPq83h6Ajt2\nlJJNV7R65/mvTDBtaArThqY4eb+yZcWVoH59oF8/YM8edhoqAHfwH7FrF53apK0ttCXqx/PXz3Hh\n4QWMsJB+bJadHVC3bgnZdAUF1Cnw/FemeNp6YsfNHYxF3t3FOaXCHfx7EAJs3w54eQltiXqyO243\nBrUahDpadaQ+l0hEn8ft2z/6xalTgLExYGIitQandEZbjcap+6eQlZvFTqRvX9pd8u5ddhpKDnfw\n73HtGvD2LdCli9CWqCc7YnbA085TZudzcwMOHaL9xIrZvh0YP15mGpySaaDdAH1M+rBtXVDuZguH\nO/j3KFq989Cs/Il/Ho+0l2no2bKnzM7ZrBnQseN7rQsyM2m7yTGfznblyB4vOy/siGEcQvHyog6e\nty4oEe7g35GXR0OznrJbQHIqwc6YnXC3da90a4Ly8PR8L0yzezfQvz+fnC4n+pj0wf3M+0jIKC1f\nVQbY2dHn8/x5dhpKDHfw7zh+nLa5MDIS2hL1Q0Ik2BmzE562sr+7DhlCsyLT0gD4+vLwjBzRrK4J\nNxs37IxhHELx8uKbraXAHfw7+OaqcIQmh0K3pi5smtjI/Nza2jQrym/FU+rleWsCueJpR7NpJIRh\nCKVos+X1a3YaSgp38ACePaOf8EaOFNoS9URWue+lURSmIeM8gOqyDQFxysauiR3qatXFxYcMuz82\nbUqHgRxiODJQSeEOHnR+gIsLUEf67DxOJXmV/wqBdwMrNdijsnTpUIjc7Dxcd5zKTINTMiKRCF52\nXth+8+N8VRlTYk4shzt48PCMkOy/vR9dW3RF09rsRuaJTp+CZ9PT2HGxJTMNTum42bjh0J1DeFPw\npvyDq4qLCxAVBaSmstNQQtTewcfEABkZQPfuQluinmy9sRUT20xkK+LrC8+p2ggIoINcOPKlWZ1m\n6KjfEQfjD7IT0damMVaeE/8Bau/gt28HPDxo7ymOfLmXcQ93M+5ioNlAdiLvct+NZw2ApSVw9Cg7\nKU7pTLCfgK03tjIWmQBs20ZL0jkA1NzBFxTQzpE8PCMM26K3wcPWA5rVNdmJFOW+N2gAb29gyxZ2\nUpzScWntgrhncbifeZ+dSIcOtLqVj/MrRq0dfFAQbUnSqpXQlqgfhZJCbI/eLpfwTFHu+4gRdJwf\nD9PKHy0NLbjbumNb9DZ2IiIR+F38Q9TawW/eDEyeLLQV6snJxJMwrG8Iy0aW7ERu3/4g971mTdql\nwNeXnSSndLzbeMM32heFkkJ2Ih4eQGAg8OIFOw0lolwHHxwcDHNzc5iZmWHp0qWlHnf16lVoaGjg\n4EGGGykyJC0NuHyZj+UTiq3RWzHRnvHqfcsW+oZ/L/e9aIHHW5fIH+vG1tCrq4eTiQz7xDduDPTs\nSUNznLIdvFgsxqxZsxAcHIzbt28jICAA8fHxJR43f/589OvXj+2wXRmybRtdzdWqJbQl6sfz188R\n8iAEY6wZNv3Ky6MZFZMmffDjdu1on/hz59hJc0rHu403ttxgHELhYZpiynTwkZGRMDU1hZGRETQ1\nNeHq6orAwMBPjluzZg1GjhyJRo0aMTNUlkgk9Pn/6L3PkRO7YnZhiPkQ1NWqy07k8GHAxgYwNf3g\nxyIRfd75+18YXK1dcS75HNJfpbMT6dsXePKE5kCrOWWOlE9LS4OBgUHx9/r6+oiIiPjkmMDAQJw9\nexZXr16FqJReuwsXLiz+t7OzM5ydnatutZScPUsb0LVtK5gJagshBFtubMG6AevYCm3cWOoGi7s7\nsGABzaDkg9XlS12tuhhqPhQ7Y3biq05fsRGpXp1urG/ZAqxaxUaDEaGhoQgNDZXZ+cp08KU56/eZ\nM2cOlixZApFIBEJIqSGa9x280GzeTFdxvO+7/IlMi8TbwrfoZtiNncj9+0BsLDBsWIm/btiQZk76\n+QH/+x87Mzgl493GG5OOTMK8jvMq5GOqxIQJgJMTsGwZoKXFRoMBHy9+Fy1aJNX5ygzR6OnpISUl\npfj7lJQU6Ovrf3BMVFQUXF1d0bJlSxw4cAAzZszAkSNHpDKKJf/+CwQH01UcR/5siNqAqe2msntj\nA/QO7uFR5hu7KEyrJFtGKkVng84AgLCUMHYixsaAre17017UFFIGBQUFxNjYmCQlJZG8vDxiZ2dH\nbt++Xerx48ePJwcOHPjk5+XIyJWVKwnx8BDaCvUk800mqfdHPfLs1TN2Ivn5hDRpQkgZr1NCCBGL\nCTEyIiQykp0pnNJZdmkZ8TrkxVbE35+Qnj3ZajBGWt9Z5gpeQ0MDa9euRd++fWFpaYkxY8bAwsIC\nPj4+8PHxkc8dSIYQAmzaxDdXhWLHzR0YYDYAjWox3Iw/epRWrllYlHlYtWrAlCnAhg3sTOGUznj7\n8Th85zAyczPZiQwfTjdaExhOlFJwRO/uEmxF3sXnhSYsjO693L3L4+/yhhACq/VW2DBoA9v4e//+\ndACER/n95Z89A1q3Bh48ABo0YGcSp2TcD7rDoZkDvuz4JTuR+fOBwkJg+XJ2GgyR1neqVSXr+vXA\ntGncuQvBxUe0P0jXFl3ZiSQnA5GRFZ7c0rgx0K8fn/YmFNMdpmND1Aa2i7+pU2lHwdxcdhoKjNo4\n+GfP6NzVCROEtkQ92XBNDpurW7fS1bu2doX/ZMYMGqZRgA+Yakdng87Qqq6Fs0ln2YkYGwPt2wN7\n97LTUGDUxsFv2UJDcvyjuPx59voZghKC4Gkn+6HaxeTn0w2WGTMq9WddutC0aRmmHnMqiEgkwnSH\n6fjn2j9shaZPB/5hrKGgqIWDF4vpKm3mTKEtUU98o30xzGIYGmgzvLseOABYWpa7ufoxIpFav/8F\nZ5ztOJxNOovHOY/ZiQwYQCtbb9xgp6GgqIWDP34caNaMV64KgYRI4BPlg2ntprEVWrsWmDWrSn/q\n4QGcPk19AEe+1NGqgzHWY7D5+mZ2ItWr05QpNbyLq4WDX7eOr96F4syDM6jzWR2012vPTuT6dSAl\nBRg8uEp/XrcuMHo0708jFNMdpmPT9U1s2wh7ewP79qldG2GVd/AJCfSTGW8LLAxrItdgVvtZbDdX\n162jcRaNMjtvlMn06bR9jVgsQ7s4FcK2iS1a1GuBY/eOsRNp2hTo00ftZraqvIP/5x+aOVOjhtCW\nqB+JmYkITw2Hm40bO5GMDODgQamr1+ztAT094BhDH8MpnekO07H+6nrGIu82W9QoZUqlHfybNzTH\neRrj8C+nZNZGroV3G2/U1KzJTmTbNsDFBZBBq+rZs4HVq2VgE6fSjLIchdhnsbj9/DY7kc8/p/H4\nkBB2GgqGSjv4gAA6h7dlS6EtUT9y8nKw4+YOzHCsXNpipRCLafVaFTdXP2bkSODOHd5GXAi0NLQw\nrd00rI5geIcViYAvvgD+/pudhoKhsg6eEGDlSvp8cuTP9pvb0dO4J1rUa8FO5MQJunJ3dJTJ6TQ1\n6Wa8krUQVxmmOUzDnlt7kPEmg52Imxtw9Spw7x47DQVCZR38mTP0ht2rl9CWqB8SIsGayDWY3X42\nW6E1a2SeHjVlCg3pP3sm09NyKkCT2k0w1HwoNl3fxE5EW5s+yWoSi1NZB79iBfDll7zvjBCcun8K\nNTVrokuLLuxEYmPpY4xs57rq6tKMKyVslqoSfOH0BdZdXYcCcQE7kenTAX9/IDubnYaCoJIOPj6e\npka6MUze4JTO3+F/Y3b72WxTI1esoOOYGEzrmT2bJlvk58v81JxysG9qD5MGJjgYf5CdSPPmtLpV\nDQofVNLB//03vUnz1Ej5E5Meg5j0GLapkY8fA4GBtFMgA6ytASsrte1PJThzOszB3xGMN0LnzKEh\nvkKGxVUKgMo5+H//pW/M6dOFtkQ9+SvsL8x2mg0tDYZzMNeupTMXGU7MnjOHthBXo5RphWFwq8F4\n9voZ25F+Dg6Avj7dcFFhVM7Bb9gAjBhBe31z5EvKixQcu3cM0xwYFh68ekW7Rs6Zw04DdG5IQQHt\nUcORL9WrVce8jvOw9PJStkLffAMsXarSd3GVcvC5ubRq/UuGA2I4pbMqYhXG249H/Rr12Yls2wZ0\n6waYmLDTAB3pV/T+58ifCfYTEJEawbbwadAg4O1blS58UikHv20b7e1vZSW0JerHi7cvsC16G+Z0\nYLiyFovpBsu8eew03mPsWNrL6No1uchx3kNbUxuz2s/Cn2F/shOpVg34+muVvourjIMvLAT+/BP4\n7juhLVFPfKJ80N+0P9vCpn37aNOoTp3YabyHpiYwd65Kv/8VmhmOMxB4JxCpL1PZibi50fLlqCh2\nGgKiMg5+927AyIi2JuDIl7zCPKyOWI2vO33NTkQiAX7/HfjxR3YaJTBpEp32lJAgV1kOgIbaDTHe\nfjxWhq9kJ/LZZzSmu2wZOw0BUQkHL5EAf/zBV+9C4RvtC5smNrBrasdO5OhR+mbs14+dRgnUrk2b\n1f31l1xlOe/4ssOX2HZjG7Jys9iJTJ5M4/D377PTEAiVcPBHj9Kc9969hbZE/SgQF+CPS3/gp24/\nsRMhhK7ev/9ekNLk2bNpdOgxw6lynJIxqGcAl9YuWBu5lp1InTr0Lq6Cq3ild/CE/Ld6520J5M/O\nmJ0wbWiKjgYd2YmcOUPTI4cNY6dRBo0aAePHq+T7Xyn4rst3WB25Gi/zXrITmTMH2L8fePSInYYA\nKL2DDwmhLSUEeu+rNYWSQiy+uBg/fc5w9Q7Q1ft339GsB4H45hs6W4DPbZU/rXVbo69JX6yJWMNO\nRFeXhmr++IOdhgAotYMnBPjpJ+Dnn2kff4582R23G3p19dDNsBs7kcuX6apq7Fh2GhWgaVPAy4uv\n4oXix24/YlXEKrar+HnzgD17VGoVr9QO/uRJOkN39GihLVE/xBIxfrvwGxZ0W8BW6KefaOxdinmr\nsuKbb4Dt2/kqXgjMdc3R26Q321h8o0Z0Fb9kCTsNOaO0Dr5o9b5wIV+9C8HeW3vRQLsBerbsyU7k\n7Fm6mvLyYqdRCZo1Azw9ab0FR/4s6LYAf4f/jZy8HHYiX31Fc65TUthpyBGldfDHj9Mq4xEjhLZE\n/SgQF+Cn0J/wW/ff2LUEJoTmvC9cSCuOFIT58wFfX+DpU6EtUT/kuopXkVi8Ujr4otX7okWC7rup\nLduit8GwniF6GjNcvZ84Abx8Cbi6stOoAkWr+MWLhbZEPVnQbQFWhq9E9luGwzq++orG4pOS2GnI\nCaV0j4cP069DhwprhzqSW5CLX87/gsU9GXo4iYSu3n/5RSHjbz/8QAcCPXggtCXqh7muOVxau2DZ\nZYa73Y0a0WEyPzHODpMDSufgCwvpnttvv/G8dyFYd3Ud2uu1R3u99uxEDh2iT66C5r42akSHuS9g\nvL/MKZmFzgvhE+WDtJdp7ETmzaO9oqOj2WnIAREh7Jshi0QiyErGx4cO9Cgaqs2RHy/evoDZGjOE\njg+FZSNLNiIFBYCtLR3J178/Gw0Z8OoVYGYGBAUBbdoIbY36Mf/MfGTlZmHj4I3sRNasoU/wiRPs\nNMpBWt+pVCv4nBwad1+2jDt3IVh+ZTkGmA1g59wBOsxDT0/uPWcqS+3adAX/7bdCW6KefNv5Wxy6\ncwh3/r3DTmTqVODuXeDcOXYajFGqFfzChUBiIrBrl/Q2cSpH6stU2G+wR9SUKBjWN2Qj8uIF0KoV\ncOoUYMewcZmMKCgALC3pFLGeDPebOSXz5+U/EZ4WjgOjD7ATCQgAVq4EIiIEWVUyX8EHBwfD3Nwc\nZmZmWFpCY2w/Pz/Y2dnB1tYWnTt3RkxMTJWNKYsnT+gnpt9+Y3J6Tjl8e+ZbTHeczs65AzQ1ZdAg\npXDuAM3e/P13OjNCLBbaGvVjVvtZuJp2FZcfXWYnMmYM3fjbs4edBktIGRQWFhITExOSlJRE8vPz\niZ2dHbl9+/YHx4SFhZHs7GxCCCEnTpwgTk5On5ynHJkKMXkyIV99JfVpOFXgSsoVordcj+Tk5bAT\nefCAkIYNCUlLY6fBAImEkM6dCdm0SWhL1BP/GH/S1qctKRQXshM5f54QAwNCXr1ip1EK0vrOMlfw\nkZGRMDU1hZGRETQ1NeHq6orAwMAPjunYsSPq1asHAHByckJqquynr1y/Dhw5QrNnOPJFQiSYEzwH\ni3suRu3ParMT+u47mprSvDk7DQaIRPST5Y8/0qZ3HPniau2Kmpo1sfXGVnYi3boBnTsr5WivMht8\npKWlwcDAoPh7fX19RERElHr8li1bMGDAgBJ/t3DhwuJ/Ozs7w9nZuUIGSiTAzJn003uDBhX6E44M\nCYgNgIRIMM52HDuRixdpU7EtW9hpMKRNG1qTsXAhHRnLkR8ikQhr+q9Bv139MNJyJBpoM3ISy5YB\n9vbAhAlAy5ZsNACEhoYiNDRUdicsa3m/f/9+MmnSpOLvd+7cSWbNmlXisWfPniUWFhYkMzNTph8z\ntm4lxMmJELG4yqfgVJGcvByiv0KfXH50mZ1Ifj4hVlaE7N3LTkMOPH9OiK4uIXFxQluinkw9OpXM\nPjGbrcivvxIyfDhbjY+QxncSUk6IRk9PDynvNd1JSUmBvr7+J8fFxMRg8uTJOHLkCBrIcJmdlUU/\nua9bx1sSCMHC0IXobtQdnQwYDrletQrQ1wdGjmSnIQd0dWnh4xdf0FYaHPnyW4/fEBAbgLhncexE\nvvoKuHGDFuEoC2V5/4KCAmJsbEySkpJIXl5eiZusDx8+JCYmJuTKlSsyvwvNnEnItGlV+lOOlFx/\nfJ00/rMxefbqGTuRR48I0dEhJCGBnYYcKSggxMaGEH9/oS1RT9ZGrCVdtnYhYgnDj/uBgYS0akVI\nbi47jfeoqu8s/vvyDggKCiKtWrUiJiYmZPHixYQQQjZs2EA2bNhACCHE29ubNGzYkNjb2xN7e3vi\n6OgoEyOvXSOkcWNCMjIq/accKSkUFxLHjY5ky/UtbIWGDydk4UK2GnImPJyQpk0J+fdfoS1RPwrF\nhaTD5g5kw9UNbIWGDyfkxx/ZarxDWgevkIVO+fmAoyPNLx7HcG+PUzJrI9di3+19CPUKZdcO+Phx\nOgczNpZOTFch5syhGTW+vkJbon7cenYLztudET01Gnp19diIPH5MazXOngVsbNhovEPaQieFdPC/\n/AJERgJHj/KWBPIm7WUa7H3scXHCRZjrmrMRyc6mbwxfX5UsAX31CrC2pl0XevcW2hr14+fQn3Hz\n6U0cGnOI3QJl0yZg82YgLIxpx1OV60UTG0vzijds4M5d3hBCMOXYFMx0nMnOuQPA3LnA4MEq6dwB\n2qfmn39oK5PXr4W2Rv34vsv3uJtxFwfjD7IT8fYGtLWBtQyHj8gAhVrBFxYCHTvSN8akSayt4nzM\npqhN2BC1AeHe4dCszmiK0vHjtNd2TAz1hCrMuHGAjg5NFOLIl8uPLmPUvlG4Oe0mGtVqxEbk3j2g\nUycgPBwwNWUioVIhmiVLaAbS6dN89S5vHmQ9gNNmJ5wff55dt8isLBqa2bULqGChmzKTmUlrYzZv\nBvr0Edoa9eOb09/gXsY9tqGa1avp9JeLF5mMllQZB3/1KjBwIHDtGtCiBWuLOO8jlojhvN0Zw8yH\nYW7HueyEPDyA+vVpDE5NOHuW/rdv3qS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c9evXl1v8ncPhcDilU2aIRkNDA2vXrkXfvn0h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\nKsr/AQdj5DDQq1u+AAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def g(s,c): return exp(-((s-c)/80.0)**2)\n", "wavelengths = arange(300,700)\n", "figsize(6,4)\n", "eR = g(wavelengths,564); plot(wavelengths,eR,color='r')\n", "eG = g(wavelengths,534); plot(wavelengths,eG,color='g')\n", "eB = g(wavelengths,420); plot(wavelengths,eB,color='b')\n", "l = wavelengths\n", "#:h:1.5" ] }, { "cell_type": "markdown", "id": "e8724a44", "metadata": {}, "source": [ "Note that a spectrum and a spectral sensitivity curve is now a 400-dimensional vector.\n", "You can think of the distribution of light intensities by wavelengths (i.e., spectra) as very high dimensional vectors like this." ] }, { "cell_type": "markdown", "id": "ce909f11", "metadata": {}, "source": [ "## \"RGB\" Values from Light" ] }, { "cell_type": "markdown", "id": "39b0288b", "metadata": {}, "source": [ "Let's generate some (arbitrary) spectrum for a mostly reddish light source.\n", "\n" ] }, { "cell_type": "code", "execution_count": 185, "id": "b456a0a0", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 185, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EoYQtBePxGwo1NTWwWq2IjY1FeHg4MjMzUVFR0aVMZWUlsrKyAAApKSloa2tDS0sLAGDu\n3LkY18fXACGEGvUnohDGloLxhPl7sampCTExMb7HFosFO3fu7LdMU1MToqOj/R54w4YNKCsrQ3Jy\nMtatW4fIyMgeZQoKCnz/Tk1NRWpqqt99ElFoYUshMC6XCy6XS9V9+g0FRVEGtJPu3/r72y43Nxer\nV68GADzyyCNYsWIFSkpKepTrHApENPywpRCY7l+W16xZE/A+/XYfmc1muN1u32O32w2LxeK3TGNj\nI8xms9+DRkVFQVEUKIqC5cuXo6amZih1J6IQp1ZLITJSrqPU0RH4vkY6v6GQnJyM+vp6NDQ0oL29\nHeXl5XA4HF3KOBwOlJWVAQCqq6sRGRkJk8nk96DNzc2+f7/yyis9ZicR0fAnhHothfBw4LLLgK+/\nDnxfI53f7qOwsDAUFRUhIyMDHo8H2dnZiI+PR3FxMQAgJycHCxcuRFVVFaxWKyIiIrBp0ybf9kuX\nLsX27dtx7NgxxMTE4Je//CWWLVuGlStXoq6uDoqiYNKkSb79EdHI8c03cnXU0aPV2Z93XGHsWHX2\nN1IpwqDTgBRF4QwlomGssRGYMwc4ckSd/SUlASUlwHXXqbO/UKTG5yavaCYiXag1nuA1UmcgqY2h\nQES6UGs8wYvrH6mDoUBEulC7pcCVUtXBUCAiXbClYEwMBSLSxYkT6oYCWwrqYCgQkS6OH1d/oJkt\nhcAxFIhIF2wpGBNDgYh0wZaCMTEUiEgXbCkYE0OBiHTBloIxMRSISBdsKRgTQ4GIdKF2S+Hyy4Ez\nZ4Dz59Xb50jEUCCioOvoAE6elPdBUMuoUf+4rwINHUOBiILu5ElgzBggzO/i/YPHcYXAMRSIKOjU\nHk/w4kqpgWMoEFHQqT2e4DVS79WsJoYCEQUdWwrGxVAgoqBTe4VUL7YUAsdQIKKgO3YMmDBB/f2O\nHy/3TUPHUCCioDt6VJtQmDBB7puGjqFAREGnVUthwgS2FALFUCCioDt6VHb1qG38eLYUAsVQIKKg\nY/eRcTEUiCjo2H1kXAwFIgo6dh8ZF0OBiIJOq+6jiAi52N6ZM+rve6RgKBBRUJ09C7S3y6Wu1aYo\n7EIKFEOBiILq2DHZzaMo2uyfXUiB6TcUnE4n4uLiYLPZsHbt2l7L5Ofnw2azwW63o7a21vf8vffe\nC5PJhISEhC7ljx8/jvT0dEydOhXz589HGxdAJxoxtOo68uIMpMD4DQWPx4O8vDw4nU7s2bMHmzdv\nxt69e7uUqaqqwv79+1FfX4+NGzciNzfX99qyZcvgdDp77LewsBDp6enYt28f0tLSUFhYqNLbISKj\n02rmkRe7jwLjNxRqampgtVoRGxuL8PBwZGZmoqKiokuZyspKZGVlAQBSUlLQ1taGlpYWAMDcuXMx\nrpdVrzpvk5WVhS1btqjyZojI+LSaeeTF7qPA+L3vUVNTE2JiYnyPLRYLdu7c2W+ZpqYmREdH97nf\n1tZWmEwmAIDJZEJra2uv5QoKCnz/Tk1NRWpqqr/qElEIYEtBPS6XCy6XS9V9+g0FZYAjQUKIIW3n\nLdtX+c6hQETDQzDGFOrrtdu/kXT/srxmzZqA9+m3+8hsNsPtdvseu91uWCwWv2UaGxthNpv9HtRk\nMvm6mJqbmxEVFTXoihNRaOJAs7H5DYXk5GTU19ejoaEB7e3tKC8vh8Ph6FLG4XCgrKwMAFBdXY3I\nyEhf11BfHA4HSktLAQClpaVYtGhRIO+BiEKId0qqVnhPhcD4DYWwsDAUFRUhIyMD06ZNw5IlSxAf\nH4/i4mIUFxcDABYuXIjJkyfDarUiJycHv/3tb33bL126FNdffz327duHmJgYbNq0CQCwatUqbN26\nFVOnTsU777yDVatWafgWichI2FIwNkV0HxAwCEVReoxVEFHoS04Gnn0WmD1bm/0fPgzMnQt8/rk2\n+zcyNT43eUUzEQUVu4+MjaFAREGldfdRRATg8XBRvKFiKBBR0Jw9C5w7p81ieF7eRfE4rjA0DAUi\nCprWVsBk0m4xPC+TSR6LBo+hQERB4w0FrTEUho6hQERBw1AwPoYCEQVNayvgZ1k01URHMxSGiqFA\nREHDloLxMRSIKGhaWoIXCt8ur0aDxFAgwxACuHBB71qQlthSMD6GAhnCjh3A5MnAxIlyCQQanhgK\nxuf3fgpEwdDYCNx2G/D73wNxcUBaGmCxAD/4gd41I7VxoNn4uCAe6e7OO2Ur4bHH5OOtW4GcHGDv\nXuCSS/StG6lr3DjgwAHgyiu1PU5HB3DppcCpU8DFF2t7LCPhgngU8g4cAN58E+i8enp6OmCzAZs3\n61cvUt+5c3I9ol5u2666UaNkV+QXX2h/rOGGoUC6KioCsrPlImadPfAA8PTTcvCZhofWVvlBrfUS\nF16cgTQ0DAXSzYULwPPPA/fd1/O1jAy5/PHf/hb8epE2gjWe4MVxhaFhKJBu3n4bmDQJmDKl52uj\nRgFLlgAvvBD8epE2gjXzyIszkIaGoUC6eeklIDOz79eXLJFlaHhgKIQGhgLpoqMD+MtfAIej7zLX\nXSdnj+zfH7x6kXYYCqGBoUC6+PhjOQult64jL0UBFiwAnM7g1Yu0E6wlLrw40Dw0DAXSxRtvyA/8\n/jAUho9gtxQ40Dw0DAXSxbvvAqmp/ZdLT5dlz57VvEqksaYmwGwO3vGuvloekwaHoUBBd/48UF0N\n/NM/9V/2yiuBGTOA997Tvl6kLbcbiIkJ3vFiYuQSKrzWZXAYChR0tbVyKupAlzrIyJBLX1Do8nhk\n/34wWwoREXKpi2PHgnfM4YChQEH37rvADTcMvPwNN7ClEOpaWuSXgGCvQxQTI1soNHAMBQq6wYZC\nSgrwySfA6dPa1Ym0FeyuIy+GwuAxFCioPB75rX/u3IFvc9llgN0O7NypXb1IWwyF0MFQoKD6+9+B\nqKjBr4Fzww2yhUGhiaEQOhgKFFSD7TrymjuX4wqhjKEQOvoNBafTibi4ONhsNqxdu7bXMvn5+bDZ\nbLDb7aitre1324KCAlgsFiQlJSEpKQlOXp00Ygw1FL73PaCmBmhvV79OpD2GQggRfly4cEFMmTJF\nHDp0SLS3twu73S727NnTpcxf/vIXcdNNNwkhhKiurhYpKSn9bltQUCDWrVvn79Cin6pRCOroECIq\nSojDh4e2vd0uxAcfqFsnCo45c4R4//3gH3f/fiFiY4N/XL2o8bnpt6VQU1MDq9WK2NhYhIeHIzMz\nExUVFV3KVFZWIisrCwCQkpKCtrY2tLS09Lut4BUlI86+fcDo0cB3vjO07TmuELr0ailYLMCRI3IB\nRhqYMH8vNjU1IabT/0mLxYKd3aaA9FamqakJR44c8bvthg0bUFZWhuTkZKxbtw6RkZE9jl9QUOD7\nd2pqKlIHsi4CGdb27UPrOvKaOxcoKwN+/nP16kTaa28Hjh4Frroq+Me+5BIgMlKugaTH8bXmcrng\ncrlU3affUFAGeN+8wX7rz83NxerVqwEAjzzyCFasWIGSkpIe5TqHAoW+ga531Je5c4GcHPmtbxSn\nSISMI0fkbLOLLtLn+N5xheEYCt2/LK9Zsybgffr90zKbzXB3GqVxu92wWCx+yzQ2NsJisfjdNioq\nCoqiQFEULF++HDU1NQG/ETI2IQJvKURHAxMmyGmtFDr06jry4mDz4PgNheTkZNTX16OhoQHt7e0o\nLy+Ho9tdURwOB8rKygAA1dXViIyMhMlk8rttc3Ozb/tXXnkFCQkJar8vMpjDh+VCeDZbYPvh1NTQ\nY4RQ+Pxz/Y4favx2H4WFhaGoqAgZGRnweDzIzs5GfHw8iouLAQA5OTlYuHAhqqqqYLVaERERgU2b\nNvndFgBWrlyJuro6KIqCSZMm+fZHw5d3KuoAeyT7dMMNQFUV8JOfqFMv0t6BA8Dkyfodf/JkWQca\nGEUYdBqQoiicoTSMLF8OJCYCeXmB7efgQbnkdlNT4AFDwfEv/yJbeNnZ+hz/1VeBZ5+VXyaGOzU+\nNzlcR0GxfTvw/e8Hvp9Jk2QYHDwY+L4oOPbv93/bVa1NmcL7fA8GQ4E0d+SIXNN++vTA96Uo8lun\nXtcrfP01UFEBvPYacOaMPnUINQcOAFarfsefPFmOKVy4oF8dQglDgTTnXRVVrWmket1f4fXX5UD5\nM88ATz0l/63yFPFh59QpoK1N3hpTL5deCkycyBlIA8VQIM25XOp0HXnp0VJwOmXf+J//DLz5JvD2\n2/JCujvu4FXW/hw8KLv89L6uxGplF9JAMRRIc9u2AfPmqbe/6dOB48eBTjObNXXkCHDPPcDLL8uF\n+bzS0oDnngOWLJFXzFJPe/cCcXF61wK49lrg00/1rkVoYCiQppqbgS++AGbOVG+fo0bJGUjB6kL6\n6U/lldSdA8Fr/nzZggh0VtVwtXcv8O1MdF3Fx8u6UP8YCqQpl0uOAai9xMH3vy9bIFrbsgXYvRt4\n+OG+y6xeLZf1ZjdSTwyF0MNQIE2p3XXkdeONwNat6u+3M48H+MUvgPXr5WBlX0aPBgoLgQcf5Gqc\n3TEUQg9DgTTlcmkTCgkJcnrooUPq79vr5ZeBsWNlF1F/MjOB8HDghRe0q0+o8XiA+npjjClYLMDp\n08CJE3rXxPgYCqQZt1v+Ec6Yof6+R43StrXQ0QH8138B//mfA7tyWlGAggLg8cfZWvCqrwfMZiAi\nQu+ayP8/CQnA3/6md02Mj6FAmnn9dSAjQ7vpiOnp2oXCq6/KcZCbbx74NvPny66kbvehGrFqa+XS\nJkaRmCjrRP4xFEgzVVXAwoXa7T89HXjnHdlNoSYhgMceG3grwUtR5ID044/LfYx0dXXGC4W6Or1r\nYXwMBdLEuXNykDkjQ7tjmM3yxilq347D6ZT1X7Ro8Nveeitw9qy8wG2kq60FkpL0rsU/JCWxpTAQ\nDAXSxLvvyovMxo/X9jiLFgGvvKLe/rythIcfHlq316hRcsbS44+rV6dQJASwa5exQmHGDDnO8c03\netfE2BgKpAmtu468fvhDOUtIre6abdvk1dI/+tHQ97FkiVzaeyTfDKi+Xg4w67nmUXejRwPTpgEf\nf6x3TYyNoUCqE0Je9HXLLdofKylJjimoNavksceA//iPwC62CwsDVq4EnnxSnTqFovffB777Xb1r\n0dP118u6Ud8YCqS66mp5sZfdrv2xFOUfrYVA/fWv8rahS5cGvq+sLOCTT0ZuH/YHH8gPYKNhKPSP\noUCq+7//A+68M3h3RvvhD4GXXgq8C2nNGtlKCA8PvE6XXAKsWAE88UTg+wpF27bJ1WyNxnuPb7Vn\nrA0nDAVS1YULwIsvqvNte6C++13g/Hn57XSotm+XyzxnZalXr3/9V7nfkbY6Z0ODvIdCMFqKg3X1\n1UB0tBwEp94xFEhVb70l188P5u0XR40C/u3fgP/936FtLwTwyCPAo4+q00rwioiQ6yGtXq3ePkPB\n1q3yanO976HQl/R0Thn2x6D/2yhU/fa3wLJlwT9uVhZQWSlv+zlYVVVyee8771S/Xvn5wI4dwIcf\nqr9vo3rtNeCmm/SuRd9uuklesU69U4Qw5rWXiqLAoFWjPnz2mVwm+9Ah4LLLgn/8e+6R69s89NDA\ntzl7Vs5fLyoCFizQpl4bN8qF8t5+O3jjLHr56iu5+NznnwORkXrXpnfnz8supNpa4Dvf0bs26lLj\nc5MtBVLNb34ju3H0CAQA+Pd/l3U4fXrg2/z61zJItAoEALj3XtkSeekl7Y5hFBUV8ouBUQMBkF2E\nt94qx76oJ7YUSBUtLXLN+s8+A6Ki9KvHkiXySuqB9OPX1cn+5Q8/BGJjta3X++8DixfLG/aMG6ft\nsfR0ww3AAw/IGWFG9te/AtnZchLAcGq9qfG5yVAgVdx3n7z3wH//t771OHwYmDVLfghPndp3uZMn\ngeRk4Je/DN5MqZ/8RLZi/vCH4Bwv2D75RLa4Dh9Wd8BeC0LIFuL//I8cFB8uGApkCO+/D9x+O7Bn\njzG+BT/7LFBcLL8NjhnT8/X2duC222R/8rPPBq9eX38NpKQAP/uZDNHhZvFiOT14xQq9azIwf/wj\n8LvfyWnDw6W1wDEF0l1bm5z5U1RkjEAA5LjG7NlymY2jR7u+9sUXck2mSy4Bnn46uPW6/HK5eN/D\nDw+/dZFPyUmJAAAIuklEQVTee09eyZ6bq3dNBu7HP5az1dRcUHE4YCgEwOVy6V2FAdGqnufOydtQ\nZmTIlkKg1KqnoshrFubMkTOLHn4Y2LRJXjMwY4Z8/qWXht7FEUg9r70WeP55eb62bRvybgYkWL+f\nJ0/K/vmnnx7aJAO9/o4uukj+nuTlyTGx/oTK33ug+g0Fp9OJuLg42Gw2rF27ttcy+fn5sNlssNvt\nqO202Etf2x4/fhzp6emYOnUq5s+fj7a2NhXeSvCFyi+JFvU8eVLO4IiIkP2yalCznhddBPzqV/JC\nKiHkvaIjI2VX1xNPBLbgXaD1TE+XM1+WLAE2bNDu9p3B+P08c0auKJuePvTBZT3/jubOBXJyAIdD\ntnr9CZW/90D5DQWPx4O8vDw4nU7s2bMHmzdvxt69e7uUqaqqwv79+1FfX4+NGzci99v2o79tCwsL\nkZ6ejn379iEtLQ2FhYUavT1Sm8cj1zay2wGbDSgvl6uCGlVCggyB0lI5I8lq1btGUmqqvKjt+eeB\nefNkqyHUhtD27JGzjUwmYP16vWszdKtXA9/7nhwPCWSplOHC759zTU0NrFYrYr+dr5eZmYmKigrE\nx8f7ylRWViLr2wVjUlJS0NbWhpaWFhw6dKjPbSsrK7F9+3YAQFZWFlJTUxkMBtXRAbS2ypklb78N\n/PnP8kPg978H/vmf9a5daLPZ5GB4WZkcB1EUedOgOXNkmE2eHFiLRm0dHcCBA8DOnfJivJoaoKBA\njiOE8kCtogBPPSVno2Vmyi8OS5bIwJs0SY4/jSjCj5deekksX77c9/iPf/yjyMvL61LmlltuETt2\n7PA9TktLEx999JH405/+1Oe2kZGRvuc7Ojq6PPYCwB/+8Ic//BnkT6D8thSUAca/GEC7VwjR6/4U\nRen1+YHsk4iI1OV3TMFsNsPtdvseu91uWCwWv2UaGxthsVh6fd5sNgMATCYTWr4d7m9ubkaUnpfA\nEhGRj99QSE5ORn19PRoaGtDe3o7y8nI4HI4uZRwOB8rKygAA1dXViIyMhMlk8rutw+FAaWkpAKC0\ntBSLFi3S4r0REdEg+e0+CgsLQ1FRETIyMuDxeJCdnY34+HgUFxcDAHJycrBw4UJUVVXBarUiIiIC\nmzZt8rstAKxatQp33HEHSkpKEBsbixe5MhURkTEEPCoxBN98842YM2eOsNvtIj4+XqxatUoIIcSx\nY8fEjTfeKGw2m0hPTxcnTpzwbfPEE08Iq9Uqrr32WvHGG2/oWs9HH31UmM1mkZiYKBITE0VVVZWu\n9fS6cOGCSExMFLfccosQwnjns696GvF8XnPNNSIhIUEkJiaK2bNnCyGMeT57q6fRzueJEyfE7bff\nLuLi4kR8fLyorq425LnsXs8PPvjAcOfy008/9dUlMTFRXHHFFWL9+vWqnk9dQkEIIU6fPi2EEOL8\n+fMiJSVFvPfee+Khhx4Sa9euFUIIUVhYKFauXCmEEGL37t3CbreL9vZ2cejQITFlyhTh8Xh0q2dB\nQYFYt25dj7J61lMIIdatWyd+/OMfix/84AdCCGHI89lbPY14PmNjY8WxY8e6PGfE89lbPY12Pu+5\n5x5RUlIihJB/R21tbYY8l73V02jnsjOPxyOio6PF559/rur51G2Zi8u+vR6+vb0dHo8H48aN63LN\nQ1ZWFrZs2QIAqKiowNKlSxEeHo7Y2FhYrVbU1NToVk+g99lRetazsbERVVVVWL58ua9uRjyfvdVT\nyC8nPcrqWU9vvToz4vnsrZ59PadHPU+ePIn33nsP9957LwDZrTx27FjDncu+6gkY51x299Zbb8Fq\ntSImJkbV86lbKHR0dCAxMREmkwnz5s3D9OnT0draCpPJBEDOUGptbQUAHDlypMusJ4vFgqamJt3q\nCQAbNmyA3W5Hdna2b5kOPev5s5/9DL/+9a8xqtONcY14Pnurp6IohjufiqLgxhtvRHJyMn73u98B\nMOb57K2egHF+Pw8dOoSJEydi2bJluO6663Dffffh9OnThjuXvdXzzJkzAIxzLrt74YUXsPTbdd/V\nPJ+6hcKoUaNQV1eHxsZGvPvuu9jWbXWwvq5f6Px6MHSvp8vlQm5uLg4dOoS6ujpcddVVWOFnreBg\n1PO1115DVFQUkpKS+ry+wwjns696Gu18AsCOHTtQW1uL119/Hc888wze67asqRHOJ9B7PY10Pi9c\nuIBdu3bh/vvvx65duxAREdFj9QIjnMu+6nn//fcb5lx21t7ejldffRU/+tGPeq1HIOdT91VSx44d\ni5tvvhkff/xxn9cv+LvmIdj1/OijjxAVFeU78cuXL/c1x/Sq5/vvv4/KykpMmjQJS5cuxTvvvIO7\n777bcOezt3rec889hjufAHDVVVcBACZOnIjbbrsNNTU1hjuffdXTSOfTYrHAYrFg9uzZAIDFixdj\n165diI6ONtS57KueEydONMy57Oz111/HrFmzMHHiRAB9X/s1pHpqMwTi35dffukbHT9z5oyYO3eu\neOutt8RDDz0kCgsLhRBCPPnkkz0GS86dOycOHjwoJk+eLDo6OnSrZ3Nzs6/Mb37zG7F06VJd69mZ\ny+Xyzeox2vnsq55HjhzxPW+E83n69Gnx1VdfCSGEOHXqlLj++uvFG2+8Ybjz2Vc9jfb7OXfuXPHZ\nZ58JIeTMqIceeshw57K3ev785z833Ln0WrJkifjDH/7ge6zm+dQlFD755BORlJQk7Ha7SEhIEL/6\n1a+EEHLKX1paWq/Tqh5//HExZcoUce211wqn06lrPe+++26RkJAgZs6cKW699VbR0tKiaz07c7lc\nvlk9RjufnW3bts1Xz7vuustQ5/PgwYPCbrcLu90upk+fLp544gkhhPHOZ1/1NNrvZ11dnUhOThYz\nZ84Ut912m2hrazPcueytnidOnDDcuRRCfgEYP3687wuBEOr+bhr2dpxERBR8uo8pEBGRcTAUiIjI\nh6FAREQ+DAUiIvJhKBARkQ9DgYiIfP4fo4eLJoH5yxcAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "light = zeros(len(l))\n", "light[150] = 0.2; light[200] = 0.1; light[310] = 0.7\n", "light = filters.gaussian_filter(light,10.0,mode='constant')\n", "plot(l,light)" ] }, { "cell_type": "markdown", "id": "4128f39b", "metadata": {}, "source": [ "We now obtain the response of each of the RGB sensors by multiplying, at each wavelength, the sensitivity of the sensor at that wavelength with the amount of light actually present at that wavelength, and sum it all up.\n", "\n", "This can be written concisely as a dot product.\n" ] }, { "cell_type": "code", "execution_count": 186, "id": "a7faa12a", "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0.58067310677164286, 0.4375692991745056, 0.21208597770753429)\n" ] } ], "source": [ "rgb = (dot(eR,light),dot(eG,light),dot(eB,light))\n", "print rgb" ] }, { "cell_type": "markdown", "id": "566b38a1", "metadata": {}, "source": [ "We can put together these three dot products into a matrix multiplication.\n", "\n", "The \"eye sensitivity matrix\" maps the high-dimensional space of spectra into the low dimensional space of RGB values.\n", "\n" ] }, { "cell_type": "code", "execution_count": 187, "id": "540399df", "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3, 400)\n", "[ 0.58067311 0.4375693 0.21208598]\n" ] } ], "source": [ "esm = array([eR,eG,eB])\n", "print esm.shape\n", "print dot(esm,light)\n", "\n" ] }, { "cell_type": "markdown", "id": "c6267bb3", "metadata": {}, "source": [ "Note that we properly talk about RGB values only when talking about images and monitors.\n", "\n", "The actual stimulus values exist in a different space and are often called XYZ values." ] }, { "cell_type": "markdown", "id": "602bf40d", "metadata": {}, "source": [ "## RGB Values from Reflected Light" ] }, { "cell_type": "markdown", "id": "69ce402b", "metadata": {}, "source": [ "In the real world, most light is reflected from surfaces. What happens with spectra is similar to what happens with eye sensitivity curves:\n", "\n", "- the surface reflectance is multiplied element-wise with the incoming light spectrum\n", "- the resulting product is then multiplied with the spectral sensitivities to get the RGB values" ] }, { "cell_type": "code", "execution_count": 188, "id": "ff02d3e2", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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o5lMPloiIlKusrCxSU1OJj4/H7XbTtGlTLbAslY4CloiI+J3T6SQnJ4dt27aR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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## surface colors and perception\n", "#:h:2.5\n", "figsize(10,8)\n", "figs(\"reflected-light\")" ] }, { "cell_type": "markdown", "id": "4e4f19ec", "metadata": {}, "source": [ "Let's start by constructing an illuminant for a sort-of wide spectrum illuminant (don't worry about the details of this construction, just look at the final curve).\n", "\n" ] }, { "cell_type": "code", "execution_count": 189, "id": "fcebddec", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JTae3Lgj0m60qeBdat87MA8bE2E4iErruvhsmTYITJ2wnKT4VvAudHr1rewIR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\ncWrWrOlkZ2d7K8p5ZRwyZIg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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# constructing an illuminant\n", "#:h:1.5\n", "illum = zeros(len(l))\n", "illum[150] = 0.3; illum[200] = 0.3; illum[310] = 0.3\n", "illum = filters.gaussian_filter(illum,50.0,mode='constant')\n", "illum /= amax(illum)\n", "figsize(6,6)\n", "plot(l,illum)" ] }, { "cell_type": "markdown", "id": "68d8967d", "metadata": {}, "source": [ "Next, let's construct a surface reflectance for a reddish object (again, these values are just arbitrary).\n", "\n" ] }, { "cell_type": "code", "execution_count": 190, "id": "6ddc3d8d", "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# constructing a surface reflectance\n", "refl = zeros(len(l))\n", "refl[150] = 0.2; refl[200] = 0.1; refl[310] = 0.7\n", "refl = filters.gaussian_filter(refl,10.0,mode='constant')\n", "refl /= amax(refl)\n", "plot(l,refl)" ] }, { "cell_type": "code", "execution_count": 191, "id": "7904c8c7", "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 13.54537488 11.23021505 6.76528753]\n" ] }, { "data": { "image/png": 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6VyYsZ+lSuPxys6vwHp07w+jRMHs2PPqo2dV4XrMesoZIi8YIspJVNJkEfPM98gi8/DKU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\ntdvpENGBowVHPXdvDzjvPHV+83//q+9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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the reflected spectrum and RGB values\n", "plot(l,illum)\n", "plot(l,refl)\n", "# the reflected spectrum\n", "plot(l,illum*refl)\n", "# the photoreceptor activations\n", "print dot(esm,illum*refl)" ] }, { "cell_type": "markdown", "id": "bdf8328d", "metadata": {}, "source": [ "## Metameric Colors" ] }, { "cell_type": "markdown", "id": "05ed212b", "metadata": {}, "source": [ "Note:\n", "\n", "- light in the world exists in an \"infinite dimensional color space\" of spectra\n", "- we represent that above as a 400 dimensional vector (intensity at each nm of wavelength)\n", "- human color perception works in a three dimensional vector space\n", "- the infinite dimensional space is projected onto the three dimensional space based on spectral sensitivities of cones\n", "\n", "There are many 400-dimensional vectors that project onto the same RGB values." ] }, { "cell_type": "code", "execution_count": 192, "id": "e7d8bf18", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xeAZlrKgcw9peWoYROFSZJMX+EUYf8demR3h5kJ6Ts5YOjeEqDhzqeuhV+YJr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\nZ6hq8pPMTKpQHHISsulbM+qDoOSnP8cItsUUMurfYoA65x4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BxBERYz5ruLF/jdduvsLN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YnZcy8yvfs8r42vM93YQscxUcCEkoKrbT6u84CHpCUGH2I9tssnrC8uLpXGR/Nf7TI4OxdnyYVY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\n4leNK8IOJb9Gmudsp1n7kRIaq9kv5v4gYD432b/IVuZjFMdvc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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# metameric spectra\n", "figsize(10,4)\n", "figs(\"metameric-patch\",\"metamerism\")" ] }, { "cell_type": "code", "execution_count": 193, "id": "d9c677ca", "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rgb value [ 0.17314586 0.31089347 1.0497769 ]\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 193, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8icA7hh28t1IpAg//IvCO4T54b3GKBn5G4B3DDt5bY4HnIiv8iMA7hsB7ix08/IzAO4bA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\nQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a color\n", "#:h:1\n", "figsize(6,4)\n", "color1 = zeros(len(l))\n", "color1[100] = 1.0\n", "color1[200] = 0.3\n", "rgb1 = dot(esm,color1)\n", "print \"rgb value\",rgb1\n", "plot(l,color1)" ] }, { "cell_type": "code", "execution_count": 194, "id": "06e61f3b", "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rgb1 [ 0.17314586 0.31089347 1.0497769 ]\n", "rgb2 [ 0.17314586 0.31089347 1.0497769 ]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Yh9jj0fuPunTnyJYqK4GePYGjR4G/Z8ZkXmJBIgJ+C8D9Vfe7dM97QpSdxC90IuwISwmD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\nVVzOvYyv477G9YLrsNC1wHC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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# constructing a metameric color for color1\n", "color2 = dot(pinv(esm),rgb1)\n", "rgb2 = dot(esm,color2)\n", "# note that we can construct others; pinv is convenient\n", "print \"rgb1\",rgb1\n", "print \"rgb2\",rgb2\n", "plot(l,color1/amax(color1),label=\"rgb1\")\n", "plot(l,color2/amax(color2),label=\"rgb2\")\n", "legend()" ] }, { "cell_type": "markdown", "id": "4d6be273", "metadata": {}, "source": [ "(metameric colors)\n", "\n", "The example shows that we can have two completely different spectra that project to the same stimulus values.\n", "\n", "Note that `rgb1` is composed of narrow-band signals (e.g., spectral lines; example: sodium lamps), while `rgb2` is broadband (example: candle, fire)." ] }, { "cell_type": "markdown", "id": "97e76efc", "metadata": {}, "source": [ "## Color Spaces" ] }, { "cell_type": "code", "execution_count": 195, "id": "9ee7ee52", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# spectrally pure colors\n", "#:h:1.5\n", "samples = []; colors = []\n", "for i in range(len(l)):\n", " s = zeros(len(l))\n", " s[i] = 1.0\n", " xyz = dot(esm,s)\n", " samples.append([xyz[0]/sum(xyz),xyz[1]/sum(xyz)])\n", " colors.append(xyz/amax(xyz))\n", "ylim((0,1)); xlim((0,1))\n", "for i,c in enumerate(colors): plot(samples[i][0],samples[i][1]/0.53,'.',c=c)" ] }, { "cell_type": "code", "execution_count": 196, "id": "0ffbc498", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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CH0+BpafK7xA6nc4flSCaanA3GBYyxDiTJEQ4HKNYumzTfBkMBQkzGpwFEZl6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\nTwmVk+k8apQyKn1enBeDRNWKy6C8To2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vJvoH8lIEXg6ZOAJ17lEZdOCI8w/aJHpeOkMS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\nmEnQ8jGJ9OU8ITwKUk6IKRhAi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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the space of possible colors\n", "samples = []; colors=[]\n", "for i in range(10000):\n", " s = 1.0*(rand(len(l))>0.99)\n", " xyz = dot(esm,s)\n", " if sum(xyz)<1e-6: continue\n", " samples.append([xyz[0]/sum(xyz),xyz[1]/sum(xyz)])\n", " colors.append(xyz/amax(xyz))\n", "ylim((0,1)); xlim((0,1))\n", "for i,c in enumerate(colors): plot(samples[i][0],samples[i][1]/0.53,'.',c=c)" ] }, { "cell_type": "code", "execution_count": 197, "id": "815b19ec", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5QRo8w3zFQm+Sn58PYvnGvIBMeHJALF/dgrYafF/zbTUocEZGhuoEx+qFnro4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\n0pQcjU8J/CikMO4kPm4M65RabBqb0YOry06DR3pH+9Bae3hDhJW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Su2B6ZgkZ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\n888/QS1UmKSnDcrQFupcBXzRz88PW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"text/plain": [ "" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The CIE XYZ Color Space\n", "#:h:2.5\n", "fig(\"cie-colorspace\")" ] }, { "cell_type": "markdown", "id": "93f51ec3", "metadata": {}, "source": [ "## RGB Monitors" ] }, { "cell_type": "code", "execution_count": 198, "id": "43a0e6c1", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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baUz6QssmnqkLJF9y8lBKVc9stFxPuRBFaJRgai1K3gO6PjnWvcAYOf4BykmI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jx4/ynl6L+4/CIYZemR70J+tITrR55DMo5N7Vg0DzwpzU6UU0frPoyEA9nHlMKaLeiHCU5WTO5I\nAmMywECZwMy0zMv62fmyIMw3fvke3l9Uy9BnmFJG50sBnUCksYRZDQTW6aebAK4VLHlULDHgDO1j\ntpVKJnOsmmzUrjmcHd/+fHcVuzYrbXt99eZvfC1W/R/8we+/e/2pOVuq3Bya/Wq5Ad89M8kbB+qZ\nHgPfhP0cOnaQny+yMs9LOgHYIEEmYW7ovoTO3ClsEiNjfpdMtiuOC85Q0qCbMHlaz5S6tkGf+2G7\nuz5761uX9dXR1167lO361mknhzUlnWC0wcGeIBw84iHKJTcqSz5JSRaP7ScgdwKfQdY/1tom85Nh\nGKwqdk+bW6/c2v71Y7N51fqjrjH3vvaNZjwy2W1K0CY26kPQCbMjRRrcI0DjIzKlJDZM26As8A3m\nOXiJ7AbrXkhV6TUKlWu3K4y8t9qcCH/bDlmccnxKCjTgv0Dqdh49YT0JlaRKkeJkINaZZJhKaAiD\nWEqxPkBo+6b245IW51Dvhrpz9Vtff00vxe//N7//+bi7e/f1TvaHcU9rfRBOJjeeJFTPK2waJ8JM\nAFewB7ZoYFmKgiw/ZcG6yyjzGwjHm6/Yr9XPDpSd/7MP/yXFZlssXac3b721Wr1M719VckxSpKxF\nNSUGAbAd1L5YIgqTImxDzONNGqwkqecJEEzOAAcaym6bC7Eo7+4+eKDECyfkN1+9v5LlQhzrWLMT\nJyrZ9FQc7yIWa6CArtPEj4a4IatxzC6sMpnB0/InhCqyux98/vEbL93Kxanv9r/+6q3tUfnNf/jb\n+rWT33vrq+f+0IXx7Patp+cY6mOfVNDP6BAe3NjWrTuMtIQcJWTWlnlVFFVWECKdh5ixiuFMO5oi\nzEw0eaOQj/4C8EDS+4R1EGGCPDqor0E2hZAKfC3224M+q3a7g6hUv3cRGp8QgbdJyl2yl3JkxSPs\nMcnjdKxPD1m2qGZPqBFmFREK3JU12pqL62ux2kwdinmbs7v1GMvVUTfg6YwxJs1nto5i863cJNaG\n/qXyNzBE44HHDU+oyWRDzB3ZL3/RJ6AbkFsCM1mlQjGFIk5lDCUPHyro0sDdiw0EDHed9I0vHE/x\n0oEL3/DIJW2I/6PsMUIEGOJ4ik49+lQgefSToxjx0mbx8fkj/crJVexbMdiT5Z6As7byJoGGLBU+\nE8XeUOrZ8whEJIuxbpZLp1fUzdB7C6mYIUTaM5vj1aOHz0JG+9tFQjOru503m9WKsMmWX1ayiphI\nU+hsTABfwwJ3zKj5viWaHfrzWqS9l7yBkh6bHAAGG9flFFmbw5fv4SqKY0nwSgA0YK0n6yi2O+Ga\nBcSnZMr6YMOcsSKgZiUJjhNsDcw2L3VXv3Ry9KDejWNbFbo+bMtXNjGXp2+99Czr7GIhs2ob+vKV\no16pbhihWgI/qzzTtN9ONT9dSlf5jLEURnnkOvmJyQl4Jo+YGcp4jI519WfrNvYBhVko4InIgxxg\nLIrZRGD56AubI0eE91jmIOCnvEkWGjqpgeGOaeYSEhhmlJTk6OPN9DgWaFK1xcQbJFuBDW05XO/z\nohKh1vlaCgK4YnO0GujHsgxZBTOEMEDGy0NhHGbE48SFy1kSlQN8sl8QiYmqWS83/ErJWPDMMnhq\ndGNWuV1JvTSyjKK0fMzST9HuUyZp38jk6xyTkwf9HxqO6TwMWDIE3dBWhHEdLU6IUIANUipYX9F2\nz5iRgXpzdIeuU0eUkwyKckrobGNCPumuWagtYLNM7H7FyJtn49Ogc2Aijy1a14P0L6ZqUe2uu0g3\nh24RQE9B6PHklbOB57hARWN+beAAMTGHEkozaP4zZlHziPvzloRLuk7IvqCtI/1sgEX3dn2rvHx4\nftu8QKIm2JcjqYJPGxuxQRYUEUZxc5KXO4x4QWENyakX0m9A7Elumym3gu7VRM/98OxQZbQT7TR2\ni6qA2JikzGYYlN9NPbscUoZyoO/UC4xQQ8UW2RF9Qjrxcto+E4vsDwEKmjDJmiUFYAI5jQ2qq0w2\nSkIbs9eDYIVYZrih3Kcng3wepqJ+GjomhKF2lllLh321yD1OZDgAaz41k60FW4il1+coxczCG5sX\nNkdNoRjFgnmAC04iBCHtErPFXU4gJcuWE5B4Po2c7/D6ogN3ignMIAtQMsxesKlnqmb2mFRJLp8R\nWgrn4ctPSkyOEPpGhJ5OOsNEZMyKY/V6zXkFeHQRzQc9HyiJJMn/iMgUNLaSTPoJyXsmQwcRCuiU\nbucxZMzkDEO/tBSQY2kNpX3LLEe1joWzOcBBGTLNQ9x4LfK4AEa6eahNzUoWszsiG7PQ5nKIPjoQ\nqNIjCh4gB9HfF0VeeeQw3uSarbRZlR68xdmIieOiuDlSZmsQnvaSILXIG6jHN5T2Hd3PIhfDSAFS\nJYPO51/QrxNs7sLeKklAW8yG0uzDx6JrCN/yRgYdv/HJ0g1rjI14WLwslDbbo96HI4AgCuyarerh\nWDLRkx7jQK90tFr0zplEwzQs1syPG+6Lsx8pu8/hWJs0pOnwP9p6tJiapoFZDVOIpJoNH31IE9lR\nzqYps70aVJjp8sq8pL+hhGniqw3MuENKzsiH/eUSIzS5MrK2LRtehyTBrpIJi2dB8DD70fFNSRat\neCuTsSoXfdrCBTpHbNCzOxOWu+blkA5CQJIEcMS8fW5Ugtn6bb7DSiRZkxeWO9qdIWSqKgjDU9aI\n8qWAPJBKMvVYUrzWeUlqbojMfimMb1B+Se8gklMUFPHHjo6DAthDHkBgihnkQGEyjmQIkgEUM8Zs\nVY7DzuZlmLcOTzp+abgQ1kGa/Zt0coXlOyd0QaG9bavKOk8gMHZdd1QenY9XWZnBTi/KxXrT9i4v\n8CE9lNeTXYdK4MGLG/eHF0qyyWYipGejWa2Az2oC2WwwTRHYQZsh54agePGLTwPI5KAkhwAAs5iM\nHlqqCGEls1dX4iCzrRBCRHI7SVLbrBTnKXTmWT54Rln49JRq0xvSGstzPciuyHKda6ieGjOyq2bS\n08LoQ2B5A8HJYVpJ2EyazeZoLU+EKnEIZAWcYGYRgNkoIM7umFAEgE6x4TEVysnQZx0m70bDahyU\nE7TgtkOgiE5xBgu4qzzRge4MvQ6nfbMvcYrwN7db8dJFpOfaCXSSNSSSRwokWrMWh6F3yKD/4VNj\nlI8eVmtiIZzZ1ykwIyR1TJNvh4I4GKZ++cXRKfAx+fi9EJlyXUU/GShRZn6EYi072MBlUgOlI+Aw\npdlLVmFn1x2OuMn/XYp0HGK3QnsbkvsQAeWmFr351I09/FZgUkNHFMVaDlGB7uPgXIFhdmiey3QL\ndBKS5cKpYiJREvnivaxnxyQx+EZlHnYQbqB/Wm6W+2f7fFlQfiXKXMWy7cPLL532YI9KAlK9Bx9Z\npYIbj2DO+iDJl2EmEaWDFn/DZfFZQzyJKfPZiQWAHFPY4F6IGRwVZcpt2bSZhTbYw+pGiZzdE5MP\nbEIMMjmtza6h7M2Nus3Q0RomAOIzrXL8uZd8hJkAjrFwrSo0qvnjSMm7hRD9LFhmUPclAIIsx0Um\nYSUTF8UmytgYnDCGqcorWu4mJGl2kbxkpJczpGGzqPlOc8cFbYLMe9SDswyrAPuMQJVivWYtk9s0\nTnZ+zyQqFJKUc7jxBXt+WPLAH4tPJatHuAJbtVovfLiCmK00kxPlupqiuAl8/JqsVZLsnzgJxj94\nOUtXcVBPIxSz3jsbMmq2gnwhV6XPVZpF9IfMlCrW7F6N5cZ6uIoPRD6eWAqHc29EdQbu0qT9Oiu9\n4PExT4HWsmaXYLjrZBQJc0uQBkXfiLJg4sOxbhadIZkjwGogAiNZ+S9yXwppBtLkm6NIJpOr2U8V\nRFB6jL6j+09vdtju7p3d++DDTy1SVeTGi+W6bju7XMF/a3TGmnmXJgkYmQbnb+7nL2lEMkUC78P8\n/QTtNO4HPUyuXKLdUObFje3q/JUZdP8VRBsTCrv5xdobG1x146AErwPkaMmNMibI5tmcUjo35LnN\nRpcr5OBd25jS2KLQMFqiML8sMHwHnwJaNVDXkkmsXkh5g135FGdcodhwKiSXj8gQi9BjVVVt1xk2\nYOEbjiMBu8FwoS053UCoCrsTBzftOcMFM3gCYjJVofVtJefcXmY44ZP1oRDJSRGAPPLe404jLHNh\nJ2StTG31CN1Aa1ljLKSUz9ArmYxlSQNiIkpIcEOHlYaXyauNq+mcVIMOzLbAs0NIurXgjbE/a8C0\nFwvB88W9ENyTu4ikGM/pG1a7B0XRBO0n9hvl/yLPI85yqBA5FQxDYzoU2ZBqthKD5y2G1egehGmA\nwgtGeKHfC7Ky9SMhNyhcRQlHVc9rEb3eFPsgOsaXpHmNKJGMrZLNQIQqGzatliWcRJGeQ0u8NNXU\neTCO6BIgUQSsXxTZxCoymPBhh0yWc+EIxhibRSY4DIZ5xfDpkvwoZ19g7F02c8tZgRYNUcVzSeGF\nunsyhUuvwrJxSaiFkMOQkg2WoUsrni0TQkoUbEwZl2a+ToBuzHjjTU2QLKsWxcJ2LHJc5UXnYHFm\nTcmW08j/kOoG9iUV2EL81KE8KmfZdXaPZOmYmIJLTmFolBkGBOeyCbZn4IkhFJc5hUp3e74cQAYK\nFlah6Wx0Njw3ZGTQ9NxXVaTRyxlKzNblabZAoduOyvHo2eYMSVechUYYcdE/xRQCkdfjGKLYTFmA\n/5KMANc5cXShqSVTm34+j5LPIQgPKqUcgSHUnMWGF8G7YSdSDqp0AxmxY7WxVDZHQc7WQvL+TacK\nHJo0B5GE95CUxMS0kCqlr2FeBqwjxs/PcFPM5CUIvZSLW2npBEhu4JnNWNpUzHdbsewgL3j5/C9l\nGiDEhiCQjGUCZyVLoBp0K4q7Du4puGzWzmYH8JxVIZIOCt+N1DG4ce8iRK5+eWbOT441w3VyDRGz\nuS/GC4FLGZlzGdu+EDJYuhaO05on8/l7U5WJU5x0mKcaXQrF8x5Od1jO381SBLQ0JJpGiovzir2Z\nBJfV0tkaZ0FKPhlCWjLs8YilB/JbKsgxQTsJAWOtpy0Y2A3NCzbtTtcdkqfnrICRNDFCsmYPbCKH\naTv4siBLgrtnYGUO+M9qBjNqtrdUCY7yIW0IjFHgt34YkgMgXQkcADlRV0reKB1grs5RTJgcLbzR\nE0Ba0qMffJux7ynDahtmpVGO7hyO0m9D2pM3xyYvIHZjwcdDbQmThkkM5EtfPAI7QuRWYihmBnwB\nEloqrXiwkWBdk1Y0m/kCiMvk6XnjUidvcG5ELQ4jPKCFejBD2I1O09vkZtZxH6dpBBtH93R827yH\nTqF4jsxQZ+dzcfaX4xgg440xvFTj2GMdIIsncOtw5yMOQXQZNdc0sBMxpcA1Ga7WytnKHFtW+Nmq\nTqab9uLKTbUnEAOfNx4FuwTJSqTWf9S/ku4Ltt3xg4cuNvOMObee/cK4N8fQQjJ2nysz6R+AJrkC\nNrfwuS/lUPiTDhtO32xF/cvPKbWYLYVj0lJPrm1InrgIzoUPXBlKI1okeQCp08Sn9g4Fc6Z7sFUa\nB0BU26HAzDJtjqdtk4Q5i0EiGfUp9Us5SaKm89ujoJ/MhNmN10ucwATzx2EqioKSDMJPgxs5CPKk\ndZzlCtIRAZXKaeq7jjDAGNDQyq3suzpbrjWXRtloktV5k9UtNEjxBJBKpo7SXFBj2/j5+cmb34r4\nYuEdLHNYeQ5JnN2zJtmUAp1mu2Rl+oktN7EzI7rgbMzEt5HLzNwPF3McDhxGMPflvByDHD14ofTY\nJgg7hqpcjr1TotQYsXXZIkuKs+ghGegQAdPTT6L3PMsSzCWE1BlEGYHFsVGyyJqmo/AxdEOuM740\nz/6envvxHB11arzMqJ1tuQW3MlkTfLr5+7QS2ESQUS9TDuaoPPsbwHY2FdB+pXMhUpxlZfXktT3/\n7Sy+cXM2cUkz9ZQwWp/q3Z4dM1K6KZKnGos+0ofPCRwnFMlap2x2GxO45lt2k4vEdHrLdFI8dw4M\nYj4JZogVWRxzaIfFcmOwkZScJSolc5owUoVbjVAGY0So1zi29gQtgX7TjwHD73ZS8nmZNWnppANF\n6/keQ4l4IDCu6UlT2tH3Az0GWtPIAljFLnIdF5YGEfre0GuVZuwpuh/RmdZ3TbWQ8M6OzOTghCKJ\n5qcdpXnOg5s9Ik2+8jeGhL9ubn6yKJVzXfjmC1RGqDa7kY8rmG0oVHO8hFsA/jXGHHPCSHq4Yc1N\nVW7JW6awytkCGqciuyFDU2XyykECXfWQLoAaCUTwvRrbqbJV00EeqtwUfTuoXPdhpAdtfMp52CCH\nRZgJy85VYe4w8QxESBLa9D1d21KKEFwobDXUbhp5tAqnfAiDC5lLpzM+t71pb6RuVTp4xQ1kT3Xy\nhAQlc2rSocaoGCL7E6tCe/6jT9H5BRJBi9EQ8HgxkJVKfJC3Z1YtCwMJloQVqc4pY5IBnuVo0OcI\nCQPT86dl0kNj3wSVTaEHuTsBa5QxYmAnT0c5vNeMV7jKw+VsNM8xjMSC04hL4G+J2dIoqfEHN04Z\nYci6N7T4cITypBC9NAbiKR/xA45OB5OKzk2tVK1zHVtCUqbu3dQ1vfFLwgJ0RARWHQ3cYhIK+w85\nGqVnBPApOYPsAtg0WWm73tNC8RwdWYsGLZnAngRwaoQov2j3LX2yEfL/o7XK1W22DDpN0QUj54NY\n6SBu7MbnX0KCbymM6zljljMRgp2yX+TMJFNuusReDI2bCig40252GQzxfKrG1G0DdQyWVtYA+Aze\nlcZch+GTPXWLaZ1jRAx07yGqfvStJGAWYMeIw8hGjMwp33pdZXRPhnosFzmt+CLLIo+wWZODCYxy\nHu6P8wAR0OFhn/Y5D4f4JzTOaRVmmh4ciH6Tc6UuCB+VoCdJkNodl7YxYMU9AX0j38ARYM7TWIkt\nctWZ41MqF8pUCdccwsB2m1htOUI9h3lUwr/Yq4NgPgZUJ1jrKK/nZCNGng9m7K7D3DHjP/JhcBOI\nAPRhmBlDC4/eWA9hlDzwojJK6WnxrYp1qShDHQoF/o7FtakUy2XyfgSKYO2L1F8M4NZhPHxeCArp\nLt2oCJW9ofMGtSdUf1U65tIXJJ2EcnD1kniKIjBvlCL1SFu9vt49/uJBbt3ejKMaBD34AlApzN2L\n1E5FC6k0RV4uhjDdvX93d3FVrpd11xIgZpdFyJ9O3Ti1FONcHEMfbH3RuYMbd532ZwRS3NiVWPED\nYQxjoTiDlBClqAk5rgi2yLnNAd4YJJ3NzeF1A0whl+Nm/Qj1QlEBqV3AP+K/pp8gIEAnmwHqhQRc\nWiHgsPA4HgpWsNcyeqLdu15UydOE3WVSmMD/+hGqSM3YNwLzfj3fOhRIXLx4fH760ubgm2ERYyWH\nQxchrKiTd2rLBxI35UDUQX+5zO2Ca6OSIytEuWB8M9RdViwvn10s8tWji4cLUTaXze78emo0BYnI\nA8gcdsACaMZ51lE+5xRxsHcx2XdwO5itXVOheT4KPLconCCgB/3OliN9h3jxK2imGbFbaA3Rw6F9\nauXsLaVY7D9lOEaxjr3higl8DLAp551HMc0hLnQOdNZ+jJ2keEEbw45D1x+GuPXD07Y+0DUPdmkm\nwtFwiAHFlZuMOH28ZI9wHLhylKOtMgl3Sk61OBmjNWu9vL68PiqOTJpvw51GW0NrLvmhN8S1APlL\nJxgEIcOYkG4F5Uw5d2A19+vQhUwCYoAnAaOXA7QMnOjtoVscb9q6WZ8dNZSwVhmOff4CfB5de6hp\nxfsOjbvDtd9d75EfsTMcOkQTLb9gM6MTgQ26YgJ1QJRuRLNtcXNpv2XWlqwsJW9O5tkTmksRrBf1\nK4xIjIul4xLGqG5QtJkF63qmKj4b6Po5MU0EAhQomHNPH4prHJKFa5FC89gfZITorKR01FHYwnyY\nA+3I6KurK//Fg+bY1FVwqzjl0VYEBnWSAaSfp/Smh4FuwOhNrstluTrZHN3aFKtccK07RO4e0r3t\nhqePLrp2+nz3uRp1f9U0j8bLJ7XbLaappdiQKUhW9TLoMg+WjZi4t8pFEM4Q0LHFF0Edy6tccRoW\nE0knDe/R5x6973zf+bCf+jaYa5t1mXlxuT+7ulrrfVkOhaUV71rP5yWqrSMX4iDGUGaLqiirwoC0\nbJP/Ah8iXIOCBpcLTUeoqOiGkRDEYRo6PV1Ph+ZZ/MXPP7DtxXl26EtXHhVOJwVVStkn1nOE0D0t\n94xev1zS0jq6uypVzDIoaKQCBpBAiI++eKBGeX750HCuK9KviYpE6VNmcgoAFo00UWS68xFtU59s\nmCeEMEYCTVejJgitcm7vg+fuA+cK4NxO0HD00GcdnMMcqOZgxi0a+jHTHWr6e0phh64bm8HqcoCf\nMIwA0Ruid6e0bxjKleqnwXB7WsBaFq/vp0Gnukzai/JLfA31vJnFHyRZyoS5l/D8iz9FMEnjD/rf\nivtkrE0kE2uIkSVnQ4rz+8T3SW+XjkHBayihRihuKDqomknAhabrDtEYtLYzyn8I5oCOH5VHxYbH\nJ7h8nFKmwEKHfDozAcFYtmWGmhc7XaVCgkdrIkCBCDRTsDQIw5SlSzxDJXJQQC3bb4J5LnTi0oWb\nRk+qJnNnQiUi0wvBmqt4N3ZcKc+ECAkE2dgxAfSf7MXxDgPJCsuGKJzXcExAWDBpWlJamxuT9ki6\nfTGVANm6S7ARGvqsMCnHoBhtADRRrVFTP2a5qfLCwcvbQskE3AQDI0cUzzSLpSO4a/oQhhBDhm7G\nlIofs288ZzA4/fHhR4/GGfeMWAMMB1pApxsJOiLrpBiWQy7Nl9KDVE7n0ehef/uNxSv3br/z9lGs\n+9jlm9wpuAkkxi3bufITCpRBgI7TT65cLfrgtM4pAkJ+hT/Uar32Nr9z69ZYt7zx8/PHXSGfvvfg\nQ4rE0P8ZxmJtxuhWx8cEnBM6n6JmyvtSm5v5Mr6ZkFKlG2tTjTlwesYOPti+IiUvX35UtJjg86R0\nJSitMLkWlSH0Rfcuzw2Mp9EjIWyN/g5fCyhJmF7AyDRKrALKSMkQAyuV7uS0sJhKYxqCXEi7w0yJ\n64d6eef26tbq9N5xuVZDGQWhlEonL0aBKcAwn3hz04S7h4UhJIheyJxkM8ef8DFGyvPlatMtMWar\nWlmF+smHFNHlCPXRiZafLUA9VoXpuHvHdR1G7bzG00bVXOGMs6lSTNsCEwWpHkTbAqRepGo81TQs\nVLaFweoLdXe6b/RdtM1AyzdQT+OBYMLAPYu2pDOWe4yJhsyddj6gOY7QosFwmzgya0KlhJhb1xcg\nV085Pe5CV5si3t6IZTGUk6wk88uNZ7SM6jTUIUfHHCZ6kKgy8msjLeR6KAdl2KisNuuDr0/unIJV\nE5jVx5XFua+Exje6/BzMlSxAAyZMGNpmvzpdt657+9W79AnNNByty0H0mO6ybInHrClucHC1Tuf0\nnqXMPcoLBjra3EwweNIoF+brit68yCxhE1ps1UCrT+tNSQ+OFl62PDGrRbY4nuj7rUj+kYGZ6+wz\nKWwp+KrErFEMpgCgfJBJdpurNmpmAvyK8gakwgQ9IV3qbFPkK6XXuV7m9OAmk34I020QVjbcIeBs\nKN7oG0wyVd64c5DypjyoyfeLHAZmlCGplnIWB7c+QRHBrG6vjl87W9+q+oqwOxjiI/RYplkaPKV4\nai42w98vtUx06mSwzhPEWzwhHIQRL6uVX9mVcdln08Ozl3ei0+KwmAabrQsgW0pEMp/nmpUGZTJ9\nVDd0UZQnGL5H1pAKbJnI8Z9jLZdSNPcxGN+LSufjQ4Ht172gEXmyXFSqpRWI+GvpMMdcDFPaK1RU\nsKjmipNitfebnp2YlbHRuQTzDP0tAU/QLNCOHTMdjk9L+/JZdbvKXz/ONqEvHGH3mNEmtKlhzFgT\nVaWRixQxTce5KfXs0wkWUTSBzofP7P3Ts2bfcKUBiV6cOSawBk2kkTl7pYQ/g/EAzJCKIqu7wysn\nm851cILL1GGoaYFOhII1S5XC9QqHP/vUSnSGFWZpg3Mms5SQGPAIwtwuRg1UDZ7yTox6E4rbj3Uz\noUJHCJoiZ2ITIEkF9UpPfEA5wXk/BgsV11BvjIZ4sANaszIJ5KdyjccAMOMZYV8AMxMzB8DTkXpZ\n5AuKiYaemcqt0Wl5SLb4pI1s2D8YyU+ikSWKGBfdZ+tQZtoYuS6qgfLASW+sfmv18iq3FJL668vm\nzsnyeCFzulGx9t008VmAYRnmCeIc0Sjqizkmibm1EHiNsj4wY94A0daJsrvMVn7ybegXkDe0vR9a\npNATBdtsWUhMiMMmuof0rZgNC3nCI00iQqBnthbmlE895wOIxEIGWS1xXlCBEEUJzzrC8PLFEZl1\nVdJOyMyENpdyaApjHcP7EsxgzWFGpF4OrDQpuszELsnzPujI8mgqdrJcCEVHdtlT0usg+6L88d3j\n/N6ZXIxCdTFHOkS31ydyh4JjOqCbMdzExgtSvirYGQHUAa5mYNiCFl50u6FdHK95hHAePU7NQ05b\nGC9yQYdOL0cZt5XIu+kbF2VFL5YVBYXzKbTFUenUGFAIQJWSH4ziM4yhg2JGAO25zIzTmOeWVrUB\nbxAl8qzICbvbssDkXpkx4UOvjldBXaoyV6EcQlhABA+pJqSU+OzAh0WNV93Msc9hm0t1LJDP/K4Z\nvmOl+4Rs/IvhnQIL8nHoexeZ8RmMu5j+z5UMhbMKdzJtDekT5STJFaT+sZ+743OfidtPqYyDDB5z\nSugIyzj2fd02dhoxopZXqBtAdZQTbybSpT7//0vWezVblmTnYem2O+e6cl3txzR6BjMYDtwIICCC\nEBXBoF746/SqN73qTVIoQgoqQBEgRAEgOQOM6+nGmLblrznnbJuZWt+3cp+qW7joaPSUuffs3Jkr\nl/lM0smL0dRTCWHr76eCa8ztZpaayOIqhP01+86Sgbm2hct1bmwC4xwCAWgPYuYk+VIKNHkjxCTx\n1oWjusIeEdJYCdtSNFvFb5tS83B0DoB85FWw3G5EykaTUFhB4NOsI3J2A2u7hhQeXa/cUPkTsyKw\ncLyC1UmNhKYa5VZs5TmixATwaWr2eg6HIfXjGJbJzw7eLRWIXYTHZw72FlZlxeTS0g4LeaflJJWP\nyoRXYljdVHuph60OYXJS70WrDo6uHFIHtw7Z5THYGVoH4+C6Li2xa6p+ic2mmuAlYGQfU3wZ2x1K\n3+WVGfrPzWiyQK7Jap2q/+Z/UJIF8t9QQHFENIwSvDL0eaMc37pLEHFnOs6BCKYcHPstINd57bDO\niq4rXXDNy0pHjFaPVoEGr2nm0XtPkg3Qva0bUHGEUMYwTru3CCGw8LZavXFYVUgkOtszqn2gEBqI\nduTUouUWJI0ZrnaP9tdf5vjFi68efOvrJydncITMOlOkblEVOCgttbt+ZQUYE6mbzXqR6EPJqszR\ngV0Ps1m5ttCCiGwuBMrVgctfWwKppXqLKn9DoqrO/xSu6BUIXAaP2nfjcD8XtAkn2IQ1RCXIoJc6\nzGZ70i0vXtxaQkL1vVI31KeVKQqHTbTMNIpNTfqGFEOayoBWw4/FfA/ZCFpZcpah7GBs127yFmIW\nuqessk7RTwowbQTjKOkwTHuH2StMSh81kaoR1/Yr+7sQpPCQFb8NnjDlPlWfb4BSEyE9SHLwPufl\npO2k/mrqs+s4UNsabWccMVdu5pKu8VqRB5BkRqJ40zQDxckgyYDI1SwS2isE+K6q4HxpjBxC+etd\ne9Ljmqoko55hiKnpGsdYtliyZkXBFUiWc3kFOZVFVARaAQ4USPYt7Kr8zw6KNbLpXYPhhJc8oAEE\nCl3hzEww0XWTPCGjs0F0zhAFgnJ9HE+W8iHQMJILeMG0YpGK/yScnlT5NMfWXB2uDvck2UCYhXyK\n0hcwyOVpyr4A8RLnShLHF63GdDaJrMNnteC0YZ5wpQVADWo56IdhCvWmCq1JPVJ742f6oKrOo77X\n7EsfVSECmSxVt+5Pw63v1KiVrf+sO1Z/PhAVNs9m05oBNfStVqSjgYVepvyzSXHYWD78ulfyNRcv\nagwy63ctzC0YWXqoBxtX+wDZVLL7ZS3mmbxfijt4YBCViul0wqxDK230kKURSfXQ8be8okXFtwmF\nW7AyGHe2IbuCwFfgGQlFSaF9NhcaSrnfLRzHTqDmI9u0muQgNrxjncJ+fZEYwY9fLLu48uLlA4+H\nXnb80E9wi82QEFkA/ZjlGeZ5hN/GAhcrdVNo6xZ4YEN3h8O4udcuqQxNszaH2WakZGuZz3G7KQGN\nL09pEU4BGspn4Bu9faSxXYDYlVK0AiwXhjuVVd0J3e3AfAGHgk1vGDKcakUw1CuAP79UO3BK5WLr\ngainGZyxUJ3Um+zq02YbuFlBaqp4/ySpakrFZSCESVxEXnig6RJRUCeyE2gMzVlE3W3kbw7DIL/e\n+ha2oogancF1p8dVHaU5/1+P+rH1rnAq/VIdB2Ud5QJk5lWi4OOsvFJfYQoD4frtFo2/18OiLpfR\nmewKldHVR3jXa3Z9bfx/TlE1toCYmJKqmpXNpXuIvqdBW4yyvIzSs5xiQDObVFqrSTu0xVCZWwOo\nPN2QaKNVvLIk/sxgiGJcvQSpcprQRBCciGYB1RogRzhiRqufA9lqnLAj7UGuyrZt+7735oSjPoVt\nyW+C/j1Nk6PeheT38rod22eJCCzdQ3ItAhEJIjMbZM5qOjhPeVNVzLs4zU4g7dHniVIxuok9sam4\nkQpcOUC7fSK1JBCihTBAdNXL/a0IVMX6vfo1DJPcLTZdyQ+pQ4hj1M6zo7hMpveozZUOZeRpqspD\nGxBLAagtCS1eE0RwDjJZS7ZeJBlzcu3kQjxHcIFmUuz7OgENwUlcVMdnO6OoCl3Xj1O17TCninNF\nClheltJMY8UQiY8E7VJOjM+4Kvtkm8ZJNE/yXSztrHGv9uNQn22HjKpLob95naiwxQgIL5n5Dr4A\nASgSMhOdNiAVLKY1ixKbvcpUeTA82vpW390q41QLa0t6Y0m7AENGVJaXGY87OxdLSckU0pztERLM\nBomvJDy4tj5cPncYuWBQtczprDvdmR7cjqZizTsriw09A916iUAxtCXJV8V9GZu6kXyBXL4o23ss\nExkbDtjjDgy5iqcZjVWInZSzqz3bUqeVOQuHYYYY+lQg7XJ0IjuETLLGaWQRZWBQD66jG4exbTcA\nf8ji1tVqIm60SmDMxoEAsjGWQVEERIY1tCknGB+TwUEzJRxpCNsiUwo1sUELuKGUeC4DplswvtsA\nYKMcFKdJJsUBE9pyqfxRdnkAT8JG5gR5zqWOlyTQA7MHuBCm1CzROYrW2YeCjR0dOcAUSTCMVeom\nfxLHNwjvUPEilFduv6mfGOUrKKfEqcUAEDWZlGeytJKr+6pZY2rpoZcFJMSPfkghlxpJC/f1uVf+\ntSOxQ35FvrlUTJUFzozmOjBrwanmDDnrHlwpYhqyTblrbnMGUOGEtUw6kqbyqgFkCjCcCLVE8r9F\nSLXqwmtWdonG//JUfr03yJuznPuu6JaFMd2pmIBEOvnMiLC+ou4B1oqrn+dBkufNskxd1fTL4ELN\nvp1s94hhN/b54mo2NBId5onc9EUpklsN9S61RXNBYyY2O/lskm+BYZqmeZY3C4qVyX0/tHLJUi9g\n0zULJ+9Sn03DKEkUU3wWr3qYNN9gdzIyUdBRFOktR4z0etVqUAD00ky9vLYq7nFlb4IdbghqrYuz\njXbcC+fiNuLDUceD7CR9o0phxF9wirGmjRpTEyTLkR8GxFwHFyFgUuBXNvOeiczBj09T/hO5f4Gs\n5qzObmsOgDpQdwARj5glcyZ9stn283K2vRvnUW5MiAGNAO1120495/WvA3zCJSK6MAL0DeoHfovj\nT2iWFz4jDaZ0ux/pODMxc8yEgUpbBhMar7p/mQ02bu+X2V+h5L1e4jHu4CTr0/FjFKwSvg0eEEWr\n50/FTpLENeMOXBFc+kaStiT5Togqs5p/c7vjgEKWMIPfDkEiQ2KUJ7PJj8tcNZtxnLv6BPrsUs1A\nWT7IRSRBpJVdh2EiDowckxBduBpiFeymriqOjlWogdc0c7d8vNP0g6UUi1yMYjD017GVY5SHgVoa\nLAku67qWg/Xsy+cn3amcP7mV7r3xYB7H9u6JhEIpUlF9+ZJw53LXlO1O9oZPgNzrG1p3CPO8zNk3\nhpeQyzGSrs57OFLo5z9rsMWHEc4zqTJMH0vw8Le3O4JZzAqQfiUFZzMehRS+ZgaNEfHA74ZREu8B\n5kuSt8nVWp2dbuSHdmS368WsXAagmklOw1CPBNzI7IpMJR0xUjmMoVBSEMm+A5MKyak+/eTX77/z\n7hcffwYQUNftD4evfePrz6+eZwr+UmkGLBNq9HjOAImiBvBBj4K8TafgIF/GDeVlKb0AeIUoBxXT\nR6/+P9aMMwPHApUn4DyVc/Syo1NGTrw0buXuqpBD8iifV3vpyjBxFvQZKAHwG6EGgIUjtKGo9YJb\n0ZT6OBeMLMEUtsR5Ki0ifc1xsQGgL2yZqGoJLmquEt3+5tDUmxePL0+7DeTA5nR65+Jq3suSDvu5\nackppY6GbJ3w5OZQefvg/LwCNQZbGqgvWLWXck3BXNjOBkCoSPI8uum6BxPF5NCgls0H87q6Cqcn\nm3mOjz/9surDJz/6yfmdi+vd4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JFQeMChu2ZRWUMmzHWDjQmWYXRlnm1WULdKF6m6JdCd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\nRtU+L246yc1AsIlUjloTfJtkVcmxuKCUoccbMoxEOm3xmnQYPLl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"text/plain": [ "" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# RGB Pixel\n", "fig(\"rgb-pixel-lcd\")" ] }, { "cell_type": "code", "execution_count": 199, "id": "f4999557", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4PXv2nH/++UiZn3jiiWeeeaa1tXXBggXjx4+fMmXKsmXLnnzyyWg0Om/evLKy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\nliWMMSv6nDsAS1OZZUopk2Xq2LoM/dwr5WHT9PCPxzJxXZc7Io5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hcPj7+zsQCLy+vgKV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\n", "text/plain": [ "" ] }, "execution_count": 199, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# LCD Spectra\n", "fig(\"lcd-spectra\")\n", "\n" ] }, { "cell_type": "markdown", "id": "978f4b89", "metadata": {}, "source": [ "Let's construct a coarse approximation to this numerically." ] }, { "cell_type": "code", "execution_count": 200, "id": "8ef8b735", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simple Monitor Model\n", "#:h:1.5\n", "lB = zeros(len(l)); lB[100:120] = 0.5\n", "lG = zeros(len(l)); lG[180:210] = 1.0\n", "lR = zeros(len(l)); lR[350:400] = 0.6\n", "plot(l,lB,color='b')\n", "plot(l,lG,color='g')\n", "plot(l,lR,color='r')\n", "lcd = array([lR,lG,lB]).T" ] }, { "cell_type": "markdown", "id": "e879e00f", "metadata": {}, "source": [ "Let's now plot the original color space and overlay the space of colors realizable by the monitor.\n" ] }, { "cell_type": "code", "execution_count": 201, "id": "60d7464e", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KOaTneXzwgx+kt7d30v3FYjGVR6Y4KaS0zEuM6tt00zQn9R1pbGxkxowZHDp0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8cdA1iqg/ObIlREodfnIvs//znN3L+IH/1AW5z+0dDf389DDz1EKBRK3zaW/z4WP/CZeHtXNeu2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\niNJaIuEwV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28a0qq/cYtE2Sw4/VZwZIx831MFNVXYAQYHB/c7EJS6AGuaxv3335+2FdbU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\nGVG4UgxTEOwLiyxriILJB+9BS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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Monitor Gamut vs Color Space\n", "lsamples = []; lcolors = []\n", "for i in range(10000):\n", " p = rand(3)\n", " s = dot(lcd,p)\n", " rgb = dot(esm,s)\n", " lsamples.append([rgb[0]/sum(rgb),rgb[1]/sum(rgb)])\n", " lcolors.append(rgb)\n", "lsamples = array(lsamples)\n", "ylim((0,1)); xlim((0,1))\n", "for i,c in enumerate(colors): plot(samples[i][0],samples[i][1]/0.53,'.',c=(.5,.5,.5))\n", "for i,c in enumerate(lcolors): plot(lsamples[i,0],lsamples[i,1]/0.53,'.',c=c/amax(c))" ] }, { "cell_type": "markdown", "id": "3146d36c", "metadata": {}, "source": [ "The monitor _gamut_ is a triangle while the color space is a weird roundish thing.\n", "\n", "The reason the gamut is a triangle is because it is a _convex linear combination_ of the spectra of the three primary phosphors of the monitor.\n", "\n", "The reason the color space itself is not a triangle is because it is the projection of a very high dimensional convex combination into two dimensional space." ] }, { "cell_type": "markdown", "id": "02420891", "metadata": {}, "source": [ "Here is what the color space and monitor gamut look like in the more usual coordinates.\n", "\n" ] }, { "cell_type": "code", "execution_count": 202, "id": "a0d05e6b", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3qf9rlsBVVRWr1WqKTf34+nNkpk2r1Wrqcvz2bWoWet/XWfxIX+14IfzILJt6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"text/plain": [ "" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# CIE Color Space and Typical Gamut\n", "#:h:2.5\n", "fig(\"gamut\")" ] }, { "cell_type": "markdown", "id": "f4bce573", "metadata": {}, "source": [ "When we display RGB images on a monitor, the following happens:\n", "\n", "- we specify each color component as a value between 0 and 1, indicating completely off, completely on, or something in between\n", "- this means each pixel being displayed has an RGB vector associated with it that exists in the space $[0,1]^3$\n", "- this RGB value is mapped into the infinite dimensional spectral space via the LCD's emission spectra\n", "- the LCD emission spectra are then projected back into a three dimensional space based on the cone sensitivities\n", "- the three values that are being perceived are often called XYZ values or _tristimulus values_\n", "- usually, people are sloppy and use RGB when they mean XYZ" ] }, { "cell_type": "markdown", "id": "adfd9a35", "metadata": {}, "source": [ "(Gamut)\n", "\n", "- the values output by the monitor in RGB space are a convex combination once we project into $R/(R+G+B)$ and $G/(R+G+B)$\n", "- this shows up as a triangle in RGB space\n", "- the monitor-to-spectrum and spectrum-to-tristimulus transformations are both linear\n", "- the convex combination of RGB values therefore turns into a convex combination in XYZ\n", "- the _gamut_ of achievable color combinations in XYZ space is therefore also a triangle\n", "- the triangle must be contained within the entire space of possible color\n", "- the entire space of possible colors is not a triangle\n", "- therefore, with three primary pixel colors, the color gamut of a monitor does not fill the whole color space" ] }, { "cell_type": "markdown", "id": "84f0e515", "metadata": {}, "source": [ "# Color Constancy" ] }, { "cell_type": "markdown", "id": "d4761fb8", "metadata": {}, "source": [ "Above, we analyzed the relationship between wavelengths, spectra, and color perception.\n", "\n", "It turns out that that is far from sufficient for characterizing color perception. Color perception also depends on _context_.\n", "\n", "There are a number of illusions illustrating this. Let's look at two of them." ] }, { "cell_type": "code", "execution_count": 3, "id": "468a27cf", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KtY0lPv74Ph53AJca4bvvXvD+x+vcurfC1rUsfxd+RL835ud/eI/Z1Cz/7Z/8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qviRJoI0NOlWE2BLmLZ3WDNdGnDx4jpP778d2BTtb12i7vCGlapf9+wpOP3YMVV1mejPl3ykJ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\nNvgaO59+jp0792NZrQhhk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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Color Constancy\n", "figs(\"cc1\",\"cc2\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "d61ba789", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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p5FOsFjZY28hhlfJMTDwmGoyTL5YYnXjAQP8BiqUyY6NPOHjgGPlSmdr8OM3t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LoQlGVJHNdROsHYkrwo8NZcrHwv6HOEsb66lFV/2I/qGD1JXh+Riwwah4kmI6LRNLJ/htBv4QaT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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Color Constancy Revealed\n", "figs(\"cc1\",\"cc2\",\"cc3\",\"cc4\",rows=2,cols=2)" ] }, { "cell_type": "markdown", "id": "a4c587d2", "metadata": {}, "source": [ "Mechanisms similar to color constancy also play a role in the perception of intensities.\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "aaf2b223", "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IIcjlcvjpT38qqtvkcjnkcjlcunQJlmUhGo1icHAQJ06cwNDQEBKJhCejh/en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\n6tSpspxyIuGqNjbItp9/n/+M3Ya/hiIxINdAq9Xi6dOnWF5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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Adelson Illusion\n", "figs(\"aillusion\")" ] }, { "cell_type": "markdown", "id": "3531e3f9", "metadata": {}, "source": [ "(Mechanisms for Color Constancy)\n", "\n", "How do these mechanisms works? It's not completely understood, but you can simulate color constancy by...\n", "\n", "- a \"grayworld\" assumption\n", "- assumptions about the color of specular highlights\n", "- knowledge of the color of specific objects in scenes (e.g., skin tones)\n", "- Retinex theory and similar theories based on edges and color edges" ] }, { "cell_type": "markdown", "id": "569f8f60", "metadata": {}, "source": [ "# Summary" ] }, { "cell_type": "markdown", "id": "eab7fb71", "metadata": {}, "source": [ "(Summary)\n", "\n", "- light in the real world is described by a continuous spectrum\n", "- eyes have three color sensors (cones), each with spectral sensitivities\n", "- the XYZ values we see result from the interaction between sensitivities and light spectra\n", "- this is a mapping from a high dimensional vector space into a three dimensional vector space\n", "- many different spectra give rise to the same XYZ colors (\"metamerism\")\n", "- monitors have three additive color components, each with spectral emissivities\n", "- for display, these components are RGB values" ] }, { "cell_type": "markdown", "id": "a86652ff", "metadata": {}, "source": [ "(Summary 2)\n", "\n", "- color is not defined in terms of spectrum, but in terms of perception\n", "- the measurement of perception is called _psychophysics_\n", "- all possible colors we can see form a 2D color space\n", "- the third dimension of the color space is intensity\n", "- part of the color space corresponds to spectrally pure colors (\"one wavelength\")\n", "- other parts of the color space can only be reached by mixing colors (\"line of purples\")\n", "- color displays never cover the entire color space; they have a limited _gamut_" ] }, { "cell_type": "markdown", "id": "ad508a6c", "metadata": {}, "source": [ "(Summary 3)\n", "\n", "- color perception is based not just on wavelengths and receptor activations, but also on context\n", "- context can be modeled using a variety of computational mechanisms" ] }, { "cell_type": "code", "execution_count": 202, "id": "19171474", "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 5 }