{ "worksheets": [ { "cells": [ { "cell_type": "heading", "metadata": {}, "level": 1, "source": [ "About Rendering Engines Colourspaces Agnosticism" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[colour-science.org](http://colour-science.org) - September 15, 2014 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It has pretty much always been assumed by a lot of people, including myself, that rendering engines are colourspaces agnostic, and whatever your primaries are, it should not make any differences." ] }, { "cell_type": "heading", "metadata": {}, "level": 2, "source": [ "Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An interesting thread with some VFX industry veterans about the [Academy Color Encoding System](http://www.oscars.org/science-technology/council/projects/aces.html) has been ignited by Steve Agland.\n", "\n", "He was describing issues while rendering in ACES RGB colourspace where the rendering equation could generate some very saturated colours, colour clipping and loss of details. Since we have started this notebook, Steve has written a post illustrating those issues, I suggest that you take a look at his [notebook](http://nbviewer.ipython.org/gist/sagland/3c791e79353673fd24fa). \n", "\n", "As we were discussing, [Zap 'Master' Anderson](http://mentalraytips.blogspot.fr/) pointed that he was assuming primaries wouldn't matter but that it was wrong.\n", "\n", "The [TL;DR; version](https://groups.google.com/d/msg/academyaces/9b4VuqPcOHQ/Hg8c9V6flOYJ) of *Rick Sayre* from [Pixar](http://www.pixar.com/)\n", "\n", "> The RGB basis vectors typically become non-orthogonal when transformed to XYZ, and definitely so in this case. \n", "Thus there should be no surprise that component-wise multiply does not yield a proper transform between two non-orthogonal spaces." ] }, { "cell_type": "heading", "metadata": {}, "level": 2, "source": [ "Colourspaces Agnosticism" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will demonstrate the issue in the following section, notice that it doesn't actually just only concern rendering but compositing, etc... Elle Stone has for example written an article about that problem in the context of image editing in [unbound *sRGB* colourspace](http://ninedegreesbelow.com/photography/unbounded-srgb-as-universal-working-space.html).\n", "\n", "We choose some references colours in *CIE XYZ* colourspace (*dark skin* and *green*) from *ColorChecker 2005*. A unique colour is enough to showcase the issue but we will use two in order to be closer of the rendering context where multiple colours interact together. We can for instance assume that *dark skin* is a texture and *green* a light.\n", "\n", "We convert them to *sRGB* and *Adobe RGB 1998* colourspaces. We have chosen those 2 colourspaces because they have the same whitepoint and thus discount chromatic adaptation, essentially removing a problem from the equation so that it is easier to understand:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [], "input": [ "%matplotlib inline" ], "language": "python", "prompt_number": 1 }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "===============================================================================\n", "* *\n", "* Reference \"dark skin\" \"CIE XYZ\" colourspace tristimulus values: *\n", "* [ 0.11518475 0.1008 0.05089373] *\n", "* *\n", "* \"sRGB\" colourspace values (OETF): *\n", "* *\n", "* [ 115. 81. 68.] *\n", "* *\n", "* \"sRGB\" and \"Adobe RGB 1998\" colourspaces (Linear): *\n", "* sRGB: [ 0.172906 0.08205715 0.05711951] *\n", "* Adobe RGB 1998: [ 0.14702493 0.08205715 0.05814617] *\n", "* *\n", "===============================================================================\n", "===============================================================================\n", "* *\n", "* Reference \"green\" \"CIE XYZ\" colourspace tristimulus values: *\n", "* [ 0.14985004 0.2318 0.07900179] *\n", "* *\n", "* \"sRGB\" colourspace values (OETF): *\n", "* [ 66. 149. 76.] *\n", "* *\n", "* \"sRGB\" and \"Adobe RGB 1998\" colourspaces (Linear): *\n", "* sRGB: [ 0.05440562 0.29876767 0.07183236] *\n", "* Adobe RGB 1998: [ 0.12401962 0.29876767 0.08117514] *\n", "* *\n", "===============================================================================\n" ] }, { "output_type": "pyout", "prompt_number": 2, "text": [ "True" ], "metadata": {} } ], "input": [ "import numpy as np\n", "import pylab\n", "\n", "import colour\n", "from colour.utilities.verbose import message_box\n", "\n", "name, data, illuminant = colour.COLOURCHECKERS['ColorChecker 2005']\n", "\n", "sRGB_w = colour.sRGB_COLOURSPACE.whitepoint\n", "sRGB_XYZ_to_RGB = colour.sRGB_COLOURSPACE.XYZ_to_RGB_matrix\n", "sRGB_RGB_to_XYZ = colour.sRGB_COLOURSPACE.RGB_to_XYZ_matrix\n", "adobe98_w = colour.ADOBE_RGB_1998_COLOURSPACE.whitepoint\n", "adobe98_XYZ_to_RGB = colour.ADOBE_RGB_1998_COLOURSPACE.XYZ_to_RGB_matrix\n", "adobe98_RGB_to_XYZ = colour.ADOBE_RGB_1998_COLOURSPACE.RGB_to_XYZ_matrix\n", "\n", "# Preparing *dark skin* colour in various colourspaces.\n", "index, name, x, y, Y = data[0]\n", "XYZ_r1 = colour.xyY_to_XYZ((x, y, Y))\n", "\n", "# *sRGB* colourspace 0-255 values with OETF applied.\n", "sRGB_rd1 = colour.XYZ_to_sRGB(XYZ_r1, illuminant)\n", "\n", "# *sRGB* colourspace linear values.\n", "sRGB_r1 = colour.XYZ_to_RGB(XYZ_r1,\n", " illuminant,\n", " sRGB_w,\n", " sRGB_XYZ_to_RGB)\n", "\n", "# *Adobe RGB 1998* colourspace linear values.\n", "adobe98_r1 = colour.XYZ_to_RGB(XYZ_r1,\n", " illuminant,\n", " adobe98_w,\n", " adobe98_XYZ_to_RGB)\n", "\n", "message_box(('Reference \"dark skin\" \"CIE XYZ\" colourspace tristimulus '\n", " 'values:\\n'\n", " '\\t{0}\\n'\n", " '\\n\"sRGB\" colourspace values (OETF):\\n'\n", " '\\n\\t{1}\\n'\n", " '\\n\"sRGB\" and \"Adobe RGB 1998\" colourspaces (Linear):\\n'\n", " '\\tsRGB: {2}\\n\\tAdobe RGB 1998: {3}').format(\n", " XYZ_r1,\n", " np.around(sRGB_rd1 * 255),\n", " sRGB_r1,\n", " adobe98_r1))\n", "\n", "# Preparing *green* colour in various colourspaces.\n", "index, name, x, y, Y = data[13]\n", "XYZ_r2 = colour.xyY_to_XYZ((x, y, Y))\n", "\n", "# *sRGB* colourspace 0-255 values with OETF applied.\n", "sRGB_rd2 = colour.XYZ_to_sRGB(XYZ_r2, illuminant)\n", "\n", "# *sRGB* colourspace linear values.\n", "sRGB_r2 = colour.XYZ_to_RGB(XYZ_r2,\n", " illuminant,\n", " sRGB_w,\n", " sRGB_XYZ_to_RGB)\n", "\n", "# *Adobe RGB 1998* colourspace linear values.\n", "adobe98_r2 = colour.XYZ_to_RGB(XYZ_r2,\n", " illuminant,\n", " adobe98_w,\n", " adobe98_XYZ_to_RGB)\n", "\n", "message_box(('Reference \"green\" \"CIE XYZ\" colourspace tristimulus '\n", " 'values:\\n'\n", " '\\t{0}\\n'\n", " '\\n\"sRGB\" colourspace values (OETF):\\n'\n", " '\\t{1}\\n'\n", " '\\n\"sRGB\" and \"Adobe RGB 1998\" colourspaces (Linear):\\n'\n", " '\\tsRGB: {2}\\n\\tAdobe RGB 1998: {3}').format(\n", " XYZ_r2,\n", " np.around(sRGB_rd2 * 255),\n", " sRGB_r2,\n", " adobe98_r2))" ], "language": "python", "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything is setup and we are ready to apply some transformations but first, as a sanity check we ensure that *dark skin* properly converts back to *CIE XYZ* tristimulus values:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "===============================================================================\n", "* *\n", "* Converting back \"dark skin\" \"CIE XYZ\" colourspace tristimulus values *\n", "* from \"sRGB\" and \"Adobe RGB 1998\" colourspaces: *\n", "* From sRGB: [ 0.11518475 0.1008 0.05089373] *\n", "* From Adobe RGB 1998: [ 0.11518475 0.1008 0.05089373] *\n", "* *\n", "* Everything looks fine! *\n", "* *\n", "===============================================================================\n" ] }, { "output_type": "pyout", "prompt_number": 3, "text": [ "True" ], "metadata": {} } ], "input": [ "XYZ_sRGB1 = colour.RGB_to_XYZ(sRGB_r1,\n", " sRGB_w,\n", " illuminant,\n", " sRGB_RGB_to_XYZ)\n", "\n", "XYZ_adobe981 = colour.RGB_to_XYZ(adobe98_r1,\n", " adobe98_w,\n", " illuminant,\n", " adobe98_RGB_to_XYZ)\n", "\n", "message_box(('Converting back \"dark skin\" \"CIE XYZ\" colourspace '\n", " 'tristimulus values from \"sRGB\" and \"Adobe RGB 1998\" '\n", " 'colourspaces:\\n'\n", " '\\tFrom sRGB: {0}\\n\\tFrom Adobe RGB 1998: {1}\\n'\n", " '\\nEverything looks fine!').format(\n", " XYZ_sRGB1, XYZ_adobe981))" ], "language": "python", "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We multiply *dark skin* colour by *green* $n$ times and scale the result to obtain displayable values:\n", "\n", "$$\n", "\\begin{equation}\n", "\\begin{aligned}\n", "sRGB_m&= sRGB_{r1}\\cdot sRGB_{r2}\\cdot sRGB_{r2}\\cdot sRGB_{r2}\\cdot sRGB_k\\\\\n", "adobe98_m&= adobe98_{r1}\\cdot adobe98_{r2}\\cdot adobe98_{r2}\\cdot adobe98_{r2}\\cdot adobe98_k\n", "\\end{aligned}\n", "\\end{equation}\n", "$$\n", "\n", "Where\n", "\n", "$$\n", "\\begin{equation}\n", "\\begin{aligned}\n", "sRGB_{r1}&=\\ 'dark\\ skin'\\\\\n", "sRGB_{r2}&=\\ 'green'\\\\\n", "adobe98_{r1}&=\\ 'dark\\ skin'\\\\\n", "adobe98_{r2}&=\\ 'green'\n", "\\end{aligned}\n", "\\end{equation}\n", "$$\n", "\n", "With $sRGB_k$ and $adobe98_k$ being equivalent arbitrary scaling factors for each colourspace.\n", "\n", "We then convert everything back to *CIE XYZ* colourspace:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "===============================================================================\n", "* *\n", "* Multiplying \"dark skin\" with \"green\" and converting back to \"CIE XYZ\" *\n", "* colourspace tristimulus values from \"sRGB\" and \"Adobe RGB 1998\" *\n", "* colourspaces: *\n", "* From sRGB: [ 0.38869578 0.76482524 0.13960073] *\n", "* From Adobe RGB 1998: [ 0.28287392 0.71107141 0.0980476 ] *\n", "* *\n", "* Houston? We have a problem! *\n", "* *\n", "===============================================================================\n" ] }, { "output_type": "pyout", "prompt_number": 4, "text": [ "True" ], "metadata": {} } ], "input": [ "k = np.array([500, 500, 500])\n", "\n", "sRGB_k = colour.XYZ_to_RGB(k,\n", " illuminant,\n", " sRGB_w,\n", " sRGB_XYZ_to_RGB)\n", "adobe98_k = colour.XYZ_to_RGB(k,\n", " illuminant,\n", " adobe98_w,\n", " adobe98_XYZ_to_RGB)\n", "\n", "sRGB_m = sRGB_r1 * sRGB_r2 * sRGB_r2 * sRGB_r2 * sRGB_k\n", "adobe98_m = adobe98_r1 * adobe98_r2 * adobe98_r2 * adobe98_r2 * adobe98_k\n", "\n", "XYZ_sRGB_m1 = colour.RGB_to_XYZ(sRGB_m,\n", " sRGB_w,\n", " sRGB_w,\n", " sRGB_RGB_to_XYZ)\n", "\n", "XYZ_adobe98_m1 = colour.RGB_to_XYZ(adobe98_m,\n", " adobe98_w,\n", " adobe98_w,\n", " adobe98_RGB_to_XYZ)\n", "\n", "message_box(('Multiplying \"dark skin\" with \"green\" and converting back to '\n", " '\"CIE XYZ\" colourspace tristimulus values from \"sRGB\" and '\n", " '\"Adobe RGB 1998\" colourspaces:\\n'\n", " '\\tFrom sRGB: {0}\\n\\tFrom Adobe RGB 1998: {1}\\n'\n", " '\\nHouston? We have a problem!').format(\n", " XYZ_sRGB_m1, XYZ_adobe98_m1))" ], "language": "python", "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *CIE XYZ* colourspace tristimulus values are not equal!\n", "\n", "The consequence of this is that if two renders are done while using the same dataset in two different colourspaces, they will not yield the same image.\n", "\n", "In order to visualise the discrepancy, the difference between the two *dark_skin* colours lit by the *green* light is plotted:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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"text": [ "" ], "metadata": {} }, { "output_type": "pyout", "prompt_number": 5, "text": [ "True" ], "metadata": {} } ], "input": [ "from colour.plotting import *\n", "\n", "sRGB_m1 = colour.XYZ_to_sRGB(XYZ_sRGB_m1)\n", "adobe98_m1 = colour.XYZ_to_sRGB(XYZ_adobe98_m1)\n", "\n", "sRGB_difference = sRGB_m1 - adobe98_m1\n", "\n", "# The difference is producing negative values thus we clip the result, although the\n", "# remaining data should illustrate the effect.\n", "sRGB_difference = np.clip(sRGB_difference, 0, 1)\n", "\n", "single_colour_plot(colour_parameter('sRGB - Adobe RGB 1998', sRGB_difference), text_size=24)" ], "language": "python", "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The chromaticity coordinates are also out of the boundaries of their respective colourspaces:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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VV/Pll1+myvX/5X/06NEsWrTI6nk1ReqQEBERERERkSZj7dq1OI7DmWeeye23387HH3/M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\nDXAB9BjRg2HDhzFkyBC6d+/OP/7xD+bMmUNZWdl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SJ80AXrxYkO4GqBBS1nYJVAhjGbUj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\nOSZ4O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Qb1W1tM1W/pcZBbZnxZPA4aX49DmNZt7T4OeuuB3rJhaC10HhLDwZik\n+kVjdR+HcIxT4xBvfwnrD7dshNe4XalxCHG0bpuU2zVmT3+8Zo6kvw8OM68pc94gfYReG238O/8i\nJ/ZCkJ86LwUnmyXyTJX2fg+h/4NJ1izrswFHJlJxFAetXUoPn6c9IhgBV7bAS8RxJ+oiUXhu3wck\n5OK4FxVCtR2jHMfKK8GUi1J3b4QRQeW5e4wvjzwpbCiLy6vBCrwfjFhkl+ncmeAEr8tLbTOp+DKP\nVeE5E56LM5GVi3uRrvpI4Vf1ZP5TGVKEZ0YOzovDmBZv3P077PeZAxg36Snuvnk63z3hGh67/xUU\nnhL9pazTv8PLx93KD9efxgZ9d3P3klew//2DzFq8RamD9cYgZ9iptl90QgNC3iny8OzeOCGNOHgc\n+R+uxALIh8kMfGdPOHR7WDwEu379b/z2gq/TUEMNNdTQC4Mag8TzRM2+trGl5Y0hAbDZZpsVN9W2\nDb90C8moTzcaDa/mD3Njzl6xVzDf4C0B37L3US9t9Uuq3vRe0eVhO2IOvyyrk42P/RxFnYO39ahr\nWg/ThX9Z8lNjU48h40c80ZWvO2aYzqAyRHhPgDDgrMuTvRIuxAlyXOr+wTuDtGy3URLSDCDRUFKp\nXGnk0JrIv6m+8HJSF8kX8mgs3Y6UfqD1CcdG92SMHWPIXsUaZvz375XBwKSNCTnpcuHIEJZpHIGP\nKsOo+vWnTj+J5dpPAh/CEzqcvnprSiIPda14MsUjY0e4fO+/gjUM3rGIKrikM3LYFptsfT2HnvxO\n1lz/Tp58eGPO/vRvmPmn3cEOUJzC0Q50XLdvDue/9M1sPe5GHhlejwMe+B03LXqjMhiI6WoTVz3G\n6LIuskmsIpkZ+PZ74cNvKIwSux10PL857YM8H9Q8/40dNX09dtTEkGhoeagxSDTUUI9UGSTumoN7\nwNZv23tZtHbnXzbelB4WTStCh174Qkr30WixurXVPXP2ovdzW54eB1Mra4Yz2s+2sZmlM75Tgzta\nndL5KT20R0bv9afz678Pcf7EuQOsc8vKDI3rMGeHeV3aObqPPF3DfWS8Be0F0c0bovvZF93/UZOf\nig8h60yfYpHCT/OlokjofK1bHVYcqSLNm6ovbG/sEeFO1CCqo/TiiAwDEC3GtREBkYeJ87RXQ4rf\n6sW7wg48LvTiX9UT4DkDQCoeheRx8RFk7AtnjMjCuhEyUVmm9Mn8R+YFm2Vceau6n7rmgxz8lffw\niv+4lKWLJ/GT/zqXq390InlnHDCe4hQOqsX/lNaTfPclO/PWib/gmXwKH37wMq5c8F4qGsmwoBMj\nGTC6XZVclsGZ74WPbA+Lh2G3T5zLb876JA011FBDDT2/ZEZmeVFQE0Oioa60vDEkAM455xwOOeQQ\n2P+dcP5Jo5BclrnZq8xosJ8L3l74xhprRfB0K18e2bC8b34fm//XqxhaaSl3HXv7ctS7LGXPR77P\ne+UP12aP97+CWTs9zg+v+suo5VN5GTAFmEIRG2Kg+tgq0KuLGdEn8tzVxWRweS7t4j60VNrgY00Y\nxSPTYolIFqTD2BEZOv6CDe49b5pPYrj7cLkpY0jUxaYIN+fEPCm5EFfXp/m6llnKuBHltoK8XL1W\n2wxEjIdcx4sQ/BUvZV4uyvBlUcyJ8oPCp+TNxb2MXYHAq2QJdYGwDXWyUienLzrPqnSuynIvW5Xl\nCVkVq6KqpyNkcmze4U+Xf5DfXvAZbN5m41dcy3uOOITxk54AOwR2CT5eBXRsximP/ycXzi9Otjh2\nleM5YPKpGENoOBitkWFZrsqokefwsZ/Bt2+AgTb84gMw/azmGbKhhhpq6LmkJoZEQw2tAHIeEmvc\n/QDpN9J1pN/i9kK98qfeEq8IPZYF84WCtSLq6lY+kg69Y8fbNZYVt5f6esVb1vxe8H3exletCsDs\nartGPW+veW2cYUF6OEDsu0CQ9khhjpbRHA4HJRX2SlguEbrVJ3Pq5WJN0q0N2wxa4xSW5EXJhRgp\n3TwKQSrWTpdB7KGAWGC6slKzwMOBkL82TgPqaoi9HOQoCl5dJr0oKp1cudC7wkjIkrqquR55hyh9\n6jxEonYoHpRcVSZMWbb4Nr1hl3N5/6f3Y8Lkx5l9x5s56zO/45H7XkVxKkg/2D7XWFrkHL/qJ/jE\nqicA8I0nT+brT36DTu48QGTf1NCKMkoovMzAGXvAYW+AJcPwrnPhyst+MYIyDTXUUEMNPVfUGCSe\nJ2r2tY0trYgYEu7ozwV33QPWVtH13UOb36euH8dlZH3PP9Jxk5JfOkgjrtTgtxL48khSh0oSLzy6\nssAPy8O2On3L9OBfAuxWhBcf6Sj3uMtFiiwzFR4Blm5rJniMwmgJnLq2xePgy8Jx0HEC4mNFu42D\nAdoL+oEioKXuh/o5Inpp8LZgzuk5osehfpxTc7JuHNK6pcchxKl0y2Hj3xQGiVlvfyKpSzgOpss4\n+PFwR/H2lR9Tjp/LdzJON0P6yM6WSrvNBPcP/i1ImwDT58ry+NDN1HaK1AaL+hS1ePpYTa9bCi88\nMrSuthYm4K8PSOm3Ych8GdQy7lk/EnL7A8w4dTA2FuRZuMC2enGb2EIh4ybIhbvzL5Hp6jhLgR/J\nIMpEPdUxnY43cSRpkCfjOMjYDaUeQVuyBH5b6KbjRKitF7RVne0gb/COZymOAXV6Sx1CH6INX/5n\nDv3qrqyz0W089dj6nPOFK7jjhn0LY4QdKI0S/n/Gg1aewSmrH0AfS7jg6cM59rELWNwZ57/bxtXn\nxtAF2sSTO3nDySD5jTJutFS6HaZtBqb4dTljD/hoaZR49+7v5spzv8xYUPP8N3bU9PXYURNDoqHl\nocYg0VBDPdLqq6/OyiuvzKL5T8Nj88QpGwXl+GMQwxc0qZMmUKdgyGMwC57wlI0CKzxlw/OH+O7k\niZDciQd5hRnqnuJ1n/iUDdnWUF/94svr4vHCUzZk/e4QQt8WEZu9xAsXwrqtueDRp5N0At1k23z7\n6scBNQ5xX4pD9ypsjS9Pnqg8JCYORf2Q6nd98oTFBHMuPHlCj0PYFqmL7EtPYUwIPw5p3XRb/RyJ\nx2GNv05m0twB5q+7mMe2WJjUJT0OqbYWdfVhGIc02vjlry3npVzKe+OKXI57U4zk1DxWpZ1OGlP2\ntZNwx+Fqo6Lm17XHmpuIOyaT+ICuNzRLhOYJ19q4Z1I6pvvSc1tC/eN6sQZy0ZbAqGCFdwD44zBN\nmI+UMSFvVea2KMjyXKTFFZXW9xiBJfCR9WndNJZrr9NF86bwM5VnCE7cqPLFiRxB251RxdWZMPhU\nejqDTYuVV32ED3xuT7be4ccML53Az878Nlf98OQyroQLdunb845JP+F/1tyVlcxTXL3o3Rw693Ke\nGp5a/pjKo0oB2/GnalQ/uB2hIwQnacjtuk4+SA+HafLq6FUDnL47HL596Snxoc9zxRffRkMNNdRQ\nQ2NLqSeYFyM1MSQa6korIoYEwLbbbstNN90E151H6/+9FvCLYfduUJyWTkbxqNUqlyFy4d8iXEi3\nkYthW8mSwJNllPhSF7cnfTjggU6Jqz1aY7yCN62b37s+XOlmRVsJFsPt8r4jamwHsmFfmJJP6xbz\neixL3ThYNQ5EC/UWtss4hOVy6eXHwQpegnFulXpKfKe/AVb7/Zqs+bt1eOyNj/Dojg8lx3WkOZJh\ncAeG+rb6cbYVVkHdxjXVVivqischxJLjnNbNkgP/7+T1eesJm3DLwQ/yy7P/HvSLx7PJ+St1y/Bz\nuo8ifsQEYDK2igPRD4wr8Sj5WhSxJaCINWFw738LHfvwczzDlt4VPn5EW7SxhYsjUcw2l3YLchfz\noaXSJqiDCl/HjMiQcSR0HIgUr1v4SzmDIY9k4vgPsszno/SV9UkejefScj5I3dwYGlscBFvEgEDE\nX8hVnAh8mpLXxTpwi/Zcx0nAHznprlX8iNIIURkrbHnsZDmvHT6IOly5CRfKUMpS1m+KxXCVxudh\nw1gUFb40ilhRl5IN6rcePxe/brb8lbF5WtZakVcOhh0S/ZP5cjcOLr5EyWttzs1X78eVP/wCeaef\nDV72R957+AeZOPlxyBcBQwI/459LNuewub/g0c66bNC+i2+v/i7WbT8g2g3VL4k0Sph2aUQQhpjK\nKGGEToBpiWNCS7xc/5IYgQfWGo78Rc7pN0B/Cy49eBI7/88zNNRQQw01tOKoiSHRUEMriNy2De6e\no94IF29r3Vtj93zn38xrD4lQFlBeA9pDwgR5sUdDiNfBMCywCx6PG3oh1Hlv+LxhQt1z/BtsK3Bd\n3TaQlQvNEC/1tr14vI5187wxVjwODivECHXzfZdua1zu+k2+mddjmgfplEeHw0LEkBiuGYduuslx\n0F4Ifpxlvd3HNd1WWVc8DiFWZ0TdiutGZfyIWdOfjPqlbs6ldOsI3AmY6rhPxxd6SPh0VsrEmw/E\n1iPk5gKCNIRnTbh+19tk5MYJBH98egYqRRdevc0i5EVpT4Sna6vTxctnUU/Esqk7n5Mp3WSvFHlh\nbAjwi/qyDUGZS2seWSZl1DXwsnCy1uM5DKyStWFd2sMh8sBQulfGBo0hrmTC+GHwpiKnS2nqya3A\n1p4NFHnuSFQtG3hIOC8IS7BlxCr8yvzm6io2ab3ubT/iwBP2ZtLKj3LfP97IWSdey4OzXkNhBpxA\nsZWjMK5s2jeTC9Z8E5v13c59w5uz/6OD3LnklcIoQ2EokMYIyjynIxB4SPibMqm8K5yHhEvnHW+g\nKPvBkHPabnDE9rC0A7ufs4DLT/84DTXUUEMNjQ01BonniZp9bWNLKyKGBIijP+++rwuXUZ9eaLQy\no+FfHuxlwB3Ufa356nB71XNFYa3I8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Ug8bfgQMuL+njPfyvqrT+Dcw1/FAW96CVjDd69+\nkMtveZzbTnk9N391O37657kYYHDmPMgta648wOXHbsXTZ2/PuR/alI9fcB+33rugwn306WHmLezw\nr2+8gv85cH1s1T7Ll375GD+4cT7XfXJD1lm5DxnkEmv43C/msdur4YlT1uf0zX/Ea4c/yQ9Ou5Q/\nXXNYOQgDXHlnH/t+P+fnh+T86pXH8aa+ywE4YcHZXL3kXQBcdBt8YTrM+wpsshp85tdU1DkFIOfa\nj8AOG7rxVB4SuTsRxJULD4nq1JSSP+9UecbA13eET5VGib2O+BKXnPgeloWa57+xo6avx46aGBIN\nLQ8tS1DL2cDngLcC1wPbA2dTbOk4DVh5hWnXUEMvQHJbNtpVDAnTXSAgoz6j5U/LpXLMctWz4vhN\nz7wjt5MqN+SrR12WupdHt7g8PVqGPmeQCE7YGEmXkXSoL0+Ng+ZI43ars9s4hDKbXDUFgNnTn+pR\n/+7192MYwBkifKnzkPFL+zhGQ7msI1xGa4OCb5X8nvuWpvnCb54vSZkswhzfXm0MCeuP6wil9fwL\na0PgSt3qTRAhZloX3W+69ULDyOMBsWAX94j74CPyMCrPxB9kuk4mgR0YE1L4sj2Kx/Vv0sAAKQNC\n2GatPwTbMSp5FXNCy1V5hezFNz7Cx3dZn5dMncDUif18+l0bFuKloWPnV63GhmtMAGvYYfMp7PSK\nKfzhrmeqNmUGvvju9ehrtRnXVxgaLHDMjx/i6pkLufbYjVh1Ul9Zb+h90t/KuO+JDvOGnuTAjx3M\nPjvdgs3bXHXJSWANF/5vi49cNMyVHxlgm/XaTDCLmDFpL4yBIQY4ZuGF3JNvzh6vgG3WhVYG+70a\nbntIzw/Zlz3k1/EF/VykDXDy2+A4Z5T48s+4ZN8JNNRQQw01tHw0WoPEROAg4PfAXcCqwCcpvCaO\nA/agiDPR0AjU7GsbW1qRMSTWX399+vr6GH7gYezCRWWuXjSlFlspWjFyNsGhvR5GV89odRK807br\nosdosWPedFt7xeyFb1mwnB5xed3RsK0FhYuy3LIxal2mbTOCnt3mSL1u3eut16f+yFTDxmVAy1nT\n5y9nPUVemyKYZeHMHhohHFddMMt4GS9zTCDrF9+wURlDggDTBMgSLZ0X1yfTKa207rLe2IgAuoW6\nvFvtcZ/H9afwYr1Um/XCHNQCHp+H4ejDdhRfKJMwTpgYa8SriWWDq+PVfIr01g3dFq0bgj8wWEgs\nE/eF1DuoO6F70LdSDy/78LwlrLfK+KpNL111PADTtlgFLFzx1yd5/Ym3sOphNzD1Izfy67/O44kF\nw5WOq6/UR38rPInkqUUdzv7DExz/jjVYaVxbGVL8NpNT9lgVa2Hbrz/CK096mPvX+DzvO/jD9PUv\nxAL/eeUA73rZamy5Vj/QBxbapoiEc+DAf2PJuGN4W+4d92bysn/H98GCJbKfVsA17vzIKPG1t8Dx\n20PHwl4/fpaf/vSnKeFaap7/xo6avh47amJINLQ81KtB4k0U2zQeAb4FzALeCGwJfLNMn0mxdWPa\nCteyoYZeQNRut9l0002LxF330ctiMnzQ13meW8vVf3RN3fBH1i8tuzz4elnUDX807U1jpd4K17dr\nZLyw3l50S/dJajnsPt5DQoYj7a5L/TiMrGdvY9i9fd1k68fZMHFuH+vcMomhcTlzdni6Z7xuehVx\nIfzV4LctyO0IMs+nvb7xNg/fz1LeKJnUVf+rO0izWxQGrVfdP7rgd9uCkW59KifuxTqMkbZ+ZNFb\ne8TbfHkv88p5F23xUPNSL+pR6ZSnhJYN6krMt5R87XaJGt00nm5HLU+WbkegWxbiCa8Iz5ex9tRx\n/OuJxTj/oH89vqTiXzIE7zn1b3xql/WZe/obmfed/2DnV65S7iop6jD4e2dsmDqhxWVHbMoHzr2f\nG2Y9S3WCRxX3oti2seZKA5y135o8eNIG/M/eq/HRi55i3Hq/4pBjd8MA78kv5cIbJ/P5izekiEkx\nHveIuvfAd/nqhIPJyPlrZzuOX/R9ltp+KkoZnSrSadeGGtLGncibovj2nfRmOKE0Suy95/v4yXFv\nr8dsqKGGGmqoK/VqkLgW2Bw4GlgHOBi4McF3N/CjFaPavzc1+9rGllZkDAmALbbYoriZOUvk1i3m\nal6yKbn6t8spCuvR8SnSddbrl5bV+CO1qSwfvCngtQlejT9ym+vbGuJrfVP1joyXqrdex150i3Ha\nSQ+Jbn2cGIfBm2vwU23vht9NNp0fz5F6fTf+TbFdY84OTzM83vaM102H8RTBLJ1nRBF+LtyKIbdt\nhEtkn+cX92Ge95BwGhjuHfxrpYM0WhDkxnKhGQFRk04bVaJRixJpRJG1hH3qkXT/aV6jsEINQr2M\nwgw11Lqa0MgQBZzU96UK1jDjzGsUv4nlgqCY3fBi/KR3Qko+wlW8Eg/Fg9ZN1InG6laP010eS6r0\nrvJkUEcT6LLndmtz2hVzePCJxcx7ZpiTf3UvAIN/n8fSoZylw5bVJvWRGbjitif5zd/mhW0AYehw\nV9hhs5W44OAN2ePb93LTvc8ij/50df/klmd44MkcyJgyoV3O44w11poFxvLKTe/h/fZaTr9+Acee\nvQM27wc7vpqju/VdyHata+hjCVcM78mHF/2KhXZiVe71E14NtkxHY5nKExgorKCO8pfKwFenwadL\no8Q+/3kVF392D3qh5vlv7Kjp67GjJoZEQ8tD7ZFZANgKmNkD330UWzoaaujfmrbccksuueQSWn+f\nXQVZzMrllwtRWCy7ioVVC/887qiFDDxpaeOOYQS3QMqrlL8Wj3SQi6enAt8fzehOcpDv3ov6bIVr\ncItUgrpSuoVpv3iTbZW44BeYKV3Ctjqd5MLOPxuG+jpd/GJK4xe62VI3E+jWwq9xwrZ5vFC3sK/l\nUsyPg++DFraHcbB0MLQXFj+/nUmuF2VdppKP+81p7xfOHsHpZnHBHB23n4P1+G6OyGVyehzSsrKt\nco5sXMaPuKeMH1EedBg8/6fb6knO0YGyvF3Ktcu6nEHCbeVwcv60E2mc8CYab8SwIu3L5Ok5/mQT\nyRPiubw4TGnBJ/UorjbgMYFuGtt/cyU/Qb0FZqb0yAjb7re42ETdWjddZvFxMRyfbnOGsR0x0O4Y\nyU5iYV6yuAWja5EtZ1xgQHA8GUXQQSuwrDAUCEwMPngh5aKZQhf57ZFpq2TcLKyMA+JX0/FWdWdg\nhwmMFrI+Vz9ORhxl6b6tEp9MyLr6RNr9Kln57RS/VLbDh966Pnc/spBXHf9HVp7QxyfesQGDM58E\nMlYaP47T9t+MPc+4kyVDObtuvRrves1qJYY7bUJ8K8q6i7w+3rbFynzvgA3Y9Yx7uPKITdl63X7R\nZ4ab5yzl4z+dy/xnc9ZcqcVp712dDVYd53qdXfc8gfv/8gnyK6/h7DumsfC/3s+Mj14KLATGgV3M\nmtkjvKv/Av5hjuDmzg78c/E3yTm81KUcI9Mqg1G6IW2X4yD6kXJs9DibzBsrsAWWVePg8CmMEl+Z\nlmHI+eoNsO9Jl2Lnv569vvUnGmqooYYa6p3MyCwvCrJWW7IbakjQbbfdxtZbb73C8H784x+zzz77\nwLt3hEu/PQL3ss7NsZQbrcxo+F8o2L3yrki+Gh4LW351U7KhjJmfvpt8IE/zLW89PZU/V7LlIjmH\nT6z9GibN7eOMO2/nsS2f7SLXW/4UiujJA0A/lvFAP95I0V8amtqEhotWmS+NFu1yYS09LByvM0zI\nskxgGMXncbwBQMo5LG8csFW5Sci5PGkgaSlDipSRGLpc46fSJmhLXCb1DvWMywyQWVsaIKxf2EV5\ntjj5IEiX5qoUr8OwFPe5eyMusCjLLEqOEAtVV1CGrztZLtPUY0ndRlUmcJP1wpPPLOaymx9kp1et\nyVpTxnWRzX1dpLCcLrnPq/pQ4uU1GBI/D8uCdK7qkOkcyLnrjrdw6QWnsWTxZFZf8x/s9YEDWHX1\nu8AOgV0C5DzcWY/DFv+c2fmWrGEe4syBd7N5dof/mZA/FzaRXhFXcW9z+Px18JUboGXggrNOZa9D\njqShhhpqqCFPhQE7bXtYllM2Gmro/zxVWzb+Phv5/jNNpsfPWMotr8xo+EfbjueLd0XydefJlmZk\nQxl5X07eb0fAWRG69DoGo5HtDXfNv05k0tw+5q+7hMe2WLyM+oQbKvpwngp+y0bqk/qnIyPUcZLg\nd2kixLSsLCXBkzoGNKUNAVb3o0Lj40Zl3f4o0Pp0qqdC3aSWul2VlhbigJUmzKsWi2KspXeD5tUY\nQXBJgeVkHb7Mr+YfIU4Up0HqLXSssASv1g+No+qRWFG71HdM5S18tsOP/jCH3U66jg0Pu4xf3vQQ\nw52UvGx7YqsHCV2qPLftQ37/wAepzFSZSFtpPlO81sWUUHEmqmuLzV/+Oz509DtZbc27eezRl/Hd\nGVdz953vANuH841aO7uf88a9lddmf2CuXYcDF1/NnzrTiMjWpJfHCBH0a3E1Br70/+Bz5faNfQ89\nih9//6xYn4YaaqihhpLUGCSeJ2r2tY0tregYEpttthlZlsGsObCkCAzmlgJ+YeCufjklSX/5WsGD\nqJdNyYSyflFWLXjxbuZa1lR/6+vSumVKxi0GQy3K6+Cfgzq8brKt3fFlb+leaCneYlEa6iFd6uV4\nZFFLZVs9nqw1/pGMx1fqJtvSIu6nDGgvKLZrDE8aFm7QqTkS9onuNwb/onhSc2SkcQjnjW5r/Rwx\nkWxLlbcwbHJVcRL07OnzccZxfYKF1zcc13R9odeDnIuOo0W4lG4Rf7/k9yFe/hOkXN49g7cGukne\nVkJW9lmqjrgmz5nSTY9LXF9sjgiDcqJ4YvlYR/nrJXWr+0dVi3tBHhkIciOO/TSCx/PO+M5vg3Q6\nVoTCTMaSqLu6RbbIrxbiLj8j0n2keBFoLFmfxFftchQFsix2CFx5y8Ps+80/8pKDf8YPrr2X977h\npdz/nXfx02PfyLqrTPCzMdBJGAdkO025iankG5w5z6crXuEXFBiBEpi0QwOGbRH0S/XrINvmsMtv\nssM1fay6xv0ccuSubPGKy1myeDI/+t6PGfzNCWVcieKzsnmKswbeyfTWT1nIZA5b8kt+NbwPQQwN\nS4kt+zwr2h8YG4TBBpFvWj7PyrwY3wBffCN8fvvCUWa/D36YH31+P1LUPP+NHTV9PXbUxJBoaHmo\n1xgSDTXUkKDx48ez0UYbMWvWLPjnHNhqc/HSxKoXK4aUQ77O6wgJKZuSiWWt4jNocjK6hlRdGj9X\nnD5tVAnogJJeN5lXhy+RjNIyJWvLdKhHR9z7qy3rSfdpiG8rvtTYheNc3y6N5fC8QaJT9lfBo9ua\n1k3z9DpHYl26j0NII+lWl964NEjMmv40tkufpud0PCfHYejDb5twS4bCIGADQ4PbUuDI+QM444eO\n+5D6hPElpJHR5RVkVZ5c7OutDKaGT8eOqOPJanGKuRSaUtwsldqn4kLotMOwwoAhser6zmCCffdu\nIWzFAtb5uhuq+A/VgtGKxZ4RPCIPySdGIEr775aPLeHSua/X4WFVnowJgciX+E7WhGXV/LWiDaqt\nlYDKK+t9dvEw5w/O4r9/OZNxfRmH7rQpp37wday+8kC4PcS1p1pcW6Wj4ynvc6mf6HfZdteflW6Z\nqM/1s2xX5uuzudeDci5YwVOVyf5x3hfFvBkYWMz7DjiM6689jGuuOI7f//Z4Hn5ga3bf+8OMG3gC\ngH4zzCl9B7AWD3Be52g+PfQ9Hs1fwsGtb/hfjlzEl6j6Vo+l6zsb8mpZlyfTIkaKMYVRwgBfvAH2\n/8qF2FU3Y9+jTqShhhpqqKF6ilctzz2tApwD7Ag8DpzAyCdzXAO8mcKAklwfNDEkGupGKzqGBMBu\nu+3Gr371K7j4dHjfziNwL8/8XFbZsZQbrcxzyf9c8K5IPsvkOyfx0ovXZv4WC7h/74eXGWf5eZan\nfGTZ/gUZx62yNaZjOOXx21g8VZuKRlefoYgdMRWYgI8bMQ5LH95roh8fByL0pvAxI1wgTBdLwsWC\nkPEkCmOHjhnh4zhkii+MGeH4dTyJdJwIQ/AOuVrwtxRPpnh0fAmZHl18idBoUhdfolu8CQMYawuD\nRBX7QcQQCPKIY0fUxoxApZ3xIRcL85p0JFvOM8eXjCGBzxspLkRtPAZVX6VzCi8se/TJRZz565l8\n58p/sN1mq3PMblvyppevWTywBfEdqNeNPK5P9gvyqvWX/ZDX1CfCA8t0VJ8sK/Ei3lxdLdCp2jHr\nHztwyYXfYvGzU1lltdns/f79WH2NmRRhb5eAzfnh8OGcMnwKlow9s7M4oXUMbbQxYjmv7l6nE9cv\n/BG+eCNkBn7wDtjv8l5+r1989NRTT3HIIYdw5513Yozh3HPPZdNNN2WvvfZizpw5bLDBBlx88cVM\nmVIENv7a177G9773PVqtFqeddho77bTT89yChhpqaKxoWWNIbA9M6gF/VWDfUehzBrAYWAPYD/g2\nsGUX/v0onhn/PX/NG3rR0pZbltN25izCd4QpGuk9bHqLxuhkjZIaWS6tbzd8L6NrW/G6pfG1bJ07\ne2/YvbW1V7xUu1J5lYfExE4NVi99WY+fwulVt2X96E0AYNjw2sm0hjIe3HYhi6fKM1h6w9N5/eWn\nXZb74z59/Xq7RhxPIqspq4s6kfon4ymEObrubrLd82IemULk+nak40vU90Zc7vEypdVI8SbKf6kt\nCMnjKQnzg20BhPIuL+IzMUaEL/BSfAgMEtik+AmvEqPbJ9UnAvdv983j4FOvY4vDL+Gxpxdz3Um7\n8MvP7Mi0rdYp+j7St5tuIi+VxhDGd5DlmdBXbrFQPMHWEseTeVwr+KQpzWYE8SiqLRstqq0iIq7E\nJpv/gUOP2IU1176TJx/fmLPPuJqZf9sd6Ac7DmyL/Vtn8M32fvSzmIvzQ/n48I9ZZCck5oAcO52v\n78WYSVnNZ+PPF/4DvlBu3zjgCvjhkW/h35GOOuoodt55Z/7+979z++2387KXvYyTTz6ZHXfckbvv\nvpu3vvWtnHzyyQDMnDmTiy66iJkzZ3LllVfy0Y9+lDxPvWNsqKGG/q9RN4PEHwkNBW0KD9/XKL5N\ngfN7rG8isAfwOWARcD3wC+D9NfwrA58HPkX0P8OLm5p9bWNLKzqGBEiDxD+rPFP9TS2uQkpP6LoF\n2siysm6TkKv/AqX0HYm66Dn45666pdrVe1/0plNdC8woeOv16KVu3+KY0wRbNpalHRXP4M21OpmE\n3umZ1G3cu83BkfrFsPFVkwGYPf1pJVk3B+oxDUUwSx/EkprlsW6RK9c96/u3e77/d8/gLUFvevyw\nT4zKk3wxcl1efWmMKPtqpDQ15SaZNkqT+F70VrDoJl4MItOSN76f8T+/VYtuIR/JKOzIYCB0qdKE\nV4mZ0Cc0lpi4TllW6Sr7FGEA8DI2t1z1lweY/rnL2enEX7PRWpO5+9t7cuaH38jm60xJ9J3CD/JU\ne6s2qHgZgcHBMPj3x0We7CcTt0niBMYJ/d1V+mkjTNU/2tBhvMFCGC2mrvIABx/2Ll6x9c9YunQS\nP7ngPK6+8kTyvB/nE7Vj9nO+296FyTzJoH0nhwxfyRN2dd/fqXmixy9lqEjxpOahJAsnvgG+VBol\nDjz9Wn444wvAv8/z3/z58/nDH/7ABz/4QQDa7TYrr7wyv/zlLznwwAMBOPDAA/n5/2fvvOP1KKr/\n/559nntTKQFpoYgkIgaw0FFKFKQqiEKkhdCMPxDkoiIKFqTb8CqI0rs0KVIk0a9yQZGmSFFqAgqG\njrQEknufZ/f3x+7snjkz+zzPTbkJuievZZ+ZOedzzpnZ5/LM2Zkz118PwK9//Wv22msvurq6WHPN\nNRk/fjz33HPPIrXxv6Wv3wlU5ZCoaEFosDkkSv7yltZrWpt0jd0MUfcAMLGE/2TgTOCFDvErqmjI\nqDhpo3icy5bxpPUmUFd8ar0EaHCyRdkE6tprS9roK0fwJ0hJgFPb17ltfp6Fcnz/z1InvO08DP+5\nC42DtrXgqc9OE6OlAQmNpy1obVunvuoxDfWGy6Nb9TPRHn/8tDQgMWP7Nyl/JvQzIPuykKlRHO+Z\nbrkw4t1rogIUcppkLXODEoUGPa23WxVkIEDyFvUI7MKbok56LPlcG6T+JEeRdW4yUp3jweoMl6NA\nexQshzEJyEsy1oeELHcEYhKaiM+osvqMrDcBHHEHl6+sjJIldM+7tYQ3YBfCdiuL1IvC9+3vH2hw\n6R8e57Tr76cWRXx51w+w55ZrMayrhptvosVd57BIlC2OX1HRmG/HCPUPLo60H4tjc0TYPBwyZ4To\nRwzFlg+Jl8nmNhlRZxkzPUJfV1c/u006glXGPsDvpn2LO247kudnfZDPTjqQESNfhmSADcyfuaT2\nMQ5p3sBDbMzk5h/4hdmFNcyT7vhoSkL3JFCfuOUgT3H/1mapd9/6M+x35HdJlh/H6quvHrbhHUZP\nPfUUK6ywAgcccAAPPPAAG264Ib29vbzwwgustNJKAKy00kq88EL6E/7ZZ59ls802y+VXW201Zs2a\ntVhsr6iiipYsarVCYlHQaOANVfcmsFSAdyNgc+D0RW3U4qCJEycubhP+p2ijjTZa6JjrrLMOAF2P\nPQWNJkW2/+LEC3sPnXBQRANTnrozLZKnPRTTIHuKQXGKRCFbU7I+XkqRg+ja6dsStlXiyzfUYKhN\n3MzxVNuGkpW2QbltxpF18euKv6Zk7B86fRqJ7ucU3/VV8tt/NYXbfhxU34mAhD4dJTwO2nfb15t4\n42BPgKiJupBtnT1z7cbBxZJ175o5jOVmDuftZRs8u/FbAqOwrfU4uOXhRLmc9cWOZy1bH6Hb5fMg\nnwmDXGnhrjvwjwUtNlSMn7iho0fK1JySf2CmxjTBcmjjhS615xlsmdKekJs4fH8iR5Z0ImZPuyC7\n6zf19hSEvCx5ydt7Pr89xQRZ3K0eZ6sGAke3GzEJDpSxvOIUDKQt7nOY81texxept6ZssVsS4Df3\n/JP1Dr2CK/84g59M3ZL7fzKJKdusw7CurkxHLefN+0aegpF9ixy/c/+E3fnJFbXCbotlCryJ66xE\ncVKGyJaSZLLONgoKXhviM12u79RFP9hQYV35kWGaLsFvy11Ktjv7XMeYiM23vJDJB+zJyFEvM3PG\nxzn75308/9yHUz4zkrXME1xW25r38zeeYRz7Jn08GG+c2VwDUw/0nfDH9rGpgxHPK0BUd8vyFA8s\nRlbOZL+5WcSJH0mrpuy3H0//Ygr/DdRoNLjvvvs49NBDue+++xg1alS+PcOSMcbuGw9Sq7aFQdVv\n7aGjnp6exW1CRe9gGupTNmYDS6u6ZUiDEpIi0pURPbhJLEv/co0fP54tttiCNddck5dffpnx48fn\nXw67jKgq/++WZ82alSe1XJj4q6++Os888wx8+zTik7OdRb3npg9tz0Hpvfe8NLVWz0FZ+3kANHoO\ngqxIVrnEAAAgAElEQVS9KCfQez4AzZ4Ds/bz0986PQemOL3nZ3gHpvW959MA6Dkg529inLLEi7My\nPQfm+uK8LPEOzOyVZYufZP4kJBlekrU3HXxo5GVrzwW5vUlWbor2pPcCwZ8Q916Y4e+f4V2YtYfK\nlt9Az5QM/8LMv/2z/rP8UzJ7L0r7Ice7yMGPBX+Kd1Fm75T0hIvei7LxmZL6JfibmKC+2Xcsw9IT\njqQxuknce3HWvl+GV5QbmT63fEleTv25OOufyRl+2t7Myil/QqNnv9TPXH6ywts3s9fFs+1xz75p\nfe+laT9lZUrK7+n+EgDT3v194jP+Az37ZN+HX2b9lx2J13sZkNDs2Tez75cZ3j4O3rCefekGZvde\nRj+wWs8+GODZ3suoAeN70lRGM3t/SQ14f89eRMAjvVcQAR/Myg/0/hIDbNSzNxEJ9/ZejgE279kT\nA9yV8W/RsxeQ8KesvHXPnkRAX1bepudzGAy/770CA2zXsycRCdN7ryQCduz5HAb4Tdb+qax8Y++V\nAHy6ZxIGw/W9V2GAz/ZMwpBwTe/VRMAePZMAuDrj36tnEga4POPfp2cPAC7rvRqA/Xp2xwAX9/4K\nA+zf81kMcEHvrwA4OCufl7VPzcrnZO2H9HwWg+EXvddggC/2fAaD4czeawE4rGc3AE7vvRZDwhE9\nnwHgp73XYmLoOeLT6XD99HpIEnoO2yUdztNvBBJ6vvhJSBJ6f3ZT2n7ITpDE9P78N2n71B1S/rNv\nSb+OB6fJ7nrP+V3Kf9AnUvnzfp+WD9gm5b/w1rQ85WNp+aI+AHomb52WL74tbZ+8VVq+7E9pee8t\nsvIdKf+eHwESei+/M7Xncx9J9V1xd1qetGnKf2W6xLxnj00AQ+/V96T27r5RWr7mLyn/bhtCYui9\n9q8p/6c3YMazr7Lr8Tfy4mtvcdGR27LTRmvSe/3feOipV+jZ5QMp/g0PpvyfXD+Vv/GhFP9T66X4\nN/09bd9pQlq++eFU347vT/lveTQt77BOav8tj6fl7ddO+3Pa46n8duNT/t/OSPG3GwdE9P423YLY\ns+1aafvvnkzlt3lPivf7p9P+2+bd6fj94Zm0/LHV0/679d9peeKqWfnZVH7rVSCJ6L3t2VTf1iul\n+H1pUt+erVZI8W5/MW3fcvm0/MdXUvktlk3Lf0p/LvZ89G6mHrIjU8+eyOuvrsrss6ezy65H8PvZ\nl0BSo+cj/+ECsx2fuHMSj7MOB202je8n+/HAXTen+JuR+nMXKf6mQBzTew9p+yZA3EjLQM/G6b33\n7kZazt5x9N6bbrvr2TAr/yX9ydqzAam9fwWIOXZjMAkceydMufJpkgmHMeXbZywRv4/mt7zaaqux\n9NJLc8cdd7Dxxhuz++67M3XqVLq7u3n++edZeeWV+e53v0tXVxcAq666KpdffjkvvfQSPT09/Pvf\n/+aPf/wjTz/99BLhT1WuylV54ZYPO+wwZsyYwcorr8w///lPWlGr0GQMbAbYDV41YIB05cJ9gm9T\n4E46W20xCvgPsC7Fto1LgGeAYwTfssArwItC97tIt27sTpp7QtI77pSNvr6+KnI7hHTuuedy8MEH\nL3TcHXbYgenTp8P158Cug8kWvSDP6xIu23cXTLTLMudH32BlliT+TngT1j5tdbpfr/NYzzMMjGnM\nP1bfPTBx44VgV2d2D6Z9z13XZJ0bluHX5z7D3w56ZQGw07YVSU/WGA6MAIaRnpjRRXHahj1Nwx4L\nWhN1+pSNSNVHuEeJ2rs9ZcMAT/b9lfdN3DB7f1ycgiFPm7C8blvoBI7ilAp9koZxeMOna2j8EI98\n3xu1LbsyZRjaBgMYeVqGPSUjzk5MkKdm2AR2ll+fumH545jec6anQYlE8CLuicCx///X5fyUDXXa\nhoMjsGjBA5m9mk/hW9vEaSBz5vZz8hV3c9YtD3HUZzagZ9cPMawutmaETu6QtqHrCcjGPo6tb1PX\n98iLTFznXUW79N3RLWXbnNCh74nEkxiiv0Jt2OdGn8CRlhv9Xdx804ncf99eAGy2+Zl84hPHEkX9\nwAADccLxnMH1TCGiybFJD5M4t/iTo++hulZ3/adL1ymZU+6BY+5Mvzfnn3ce+2f5F96ptNVWW3Hu\nueey9tprc9xxx/HWW28BsPzyy3P00Udz6qmn8tprr3Hqqafy8MMPs/fee3PPPfcwa9Ystt12W2bM\nmLFIV0lUv7WHjnp7e6tVEhW1pFanbLRbIXEBafLJRABcDLydfU7o7CQOS3OAa4HjgYNJE2R+inRr\nhqTXgFVEeQ3SwMgGpEeFVlTREkETJkxIAxIPPwG7bofd7arJrzdeXY2EpsPh/9ZJ64zXlu7ELXbm\n2+hgrHjikhikIfHwWsnaiUjcdpJqsLuEXfwkgC/RcUrSOt+2lN/H822z/UcL3ho44xBh1Nglef/7\n42AcX6Psk2NbIrZsjIoDKIW17Z6RkH12LF1UPQ5JJmvxjSqH+s60GcNiHGr9hvf8If1fw0yVP0La\n6KJLrYljm8GmrdPHbcqNH8UE2dZLW6Pcg7SlpmQiIWNEH8jNJVIWpTvKa4oJPRS5GXS9K295Tc5T\nlk/C4hVvAOT/nq2ciy2DCgVOGFeWC1zXFsf+OCkeUjHnBJPNIRNRb0Q5+4xR9VmbxYvFZyxe9rQk\nESRNUTaqXZQlPgIzn9xn3xCZN8LTh8Km+Gx5c1sjkrjJVbc/xlHn3c6W667KA6dPZtXlR4oJusWQ\n/ZSNinPMpq3Lcs5Yez3fxfMQss3y5tsK5Ck/NmeDeJ68yXbW50isTDZpCL1G2Fb0R8oTiX6KMlVx\nIWvqOAEQsrp4QNhht33E1Lsa7LLrUYwd+wDTbjmeu+48lOefW5/ddz+AUaOeoytqcnz8/1iFZ/g5\n3+QEczrPJ2twON/G5CoiYUMiHveoCJoheBPxl89ERTDL+loWkDAR39go5qnX4ZyH4cCDDiL545kc\ncMHCT7o9VHT66aezzz770N/fz7hx47jgggtoNptMmjSJ8847Lz/2E9LfS5MmTWLChAnU63XOPPPM\nRb5lo6KKKnpnUKu/BBcOAicBDuiQdwxwPvAJ0uDC14ErSIMO/wDeD/xbyawJzAS6CM/33nErJCoa\nWrr//vvzLRsLk8455xymTp0K++4Gl/xkkNIL+swuLvmhlFvUMoPFX3Ds6O2ICaeuTnNYzCPHPDMI\nzE74hoqndfu7bxvFARPX4sUJcznzH4/PB4bbthSwHOnqiG6K5JZ2VYT9XCOhTvo/CrvCoVghkdid\n7M4KiTruaoNihYS7ksIE2oxokysmjGiTqwqK1REuhg1ASNlI4YZWSOjVFgt/hYSuE6sisjJx7K+C\nSHSZ4jOJyy9XTnjyUKw0sLzZjM9rKytTTCDzyaXSL3kS3Sb1qbo4KWQkJvDgzBf40s9/z2tz5nH6\n//sYW05Y1eXVqy+8FQaIVQrSNzxdQVlvpYWYGbdcbSHrYlefY1ucRT11m8KXvobaPNk4UB/jrqZo\n4qyYSNIVFE//awOuvupsZs9eiaWXnsWkSfux6th7IOkHGlzLZI7nDJqmzqfiy/hucghdyYD750Z0\nuVOWEdOkDW+rcnb/3l/h69lKiXO/cygHHvczKqqooor+m2l+V0jsvyiMAV4FdgvUP004uSXAPyny\n+FVU0RJD+dGfj8yg/E13GZXFAzvFWBTyncgOpdyilhlsHy4odkLX7PTtZHHkZ6eYnfANFU/r9vHT\n7eqI2YK3nY4wviENQhSBBKMm93LC7K4McLcyyJUOxeQ6vFLB5bdYhU1y/UCSvW+WKyxsndabiM96\nhYLrc6vTOvzVDVI2ESjSdpfHIO1Nsd0xSZT2xLXZTo5j8VY5gfxNfZyIsmhH8wsehLydFCeqjgRn\n5UO+OiMJyBp1R+gQ/BaTgB+JxBdtqPoM5tU35vHtS/7Ilbc9ynH7bM4XdvgAtVpUTMSdCWpIv6iz\nPLpe90cQz/a18sH2f96m+l2MfX7ChXN6if2P6EPZ/9Ik/ZUPlb1JvvF58wSXNkARiX4pTvFYY42/\nMXXqjlx11Vn8+98bc8EFN7PzTkfx4Q9dBEmNz3ApKyTP8ZXoMm6M9uGleGV+HO/FaN70bfNsCNna\n5h7Cyu5Hb5B+j46+Ew7+7pnQmMeBJ54bEFx81N/fz0knncRRRx3F6NGDWQxdUUUVVTQ46iTvQ0WL\ngKqzkYeW/vKXRbMk0jn6M7bL7/1LT21wpgMp6elI55ee2pXrDMnSgWx7+0Vb390en483P75aCd+O\ncnvb94mejsppXGd9V95PhW0Fb312GgcujvwM4XYyDkDfvR2Ocye+t/O1tawch3HT09hyEZAwhDYO\ntMOD9PSKbqL8xBJ7OoY9B0KflhE5ZX1yhPFq/bMlirCGbpnZd58nV37qhT7JouAts6iV7VGpfMiD\nSPVJFMB2tWieAkXqjryxBsQE3riBB0TZOQVDf85IyPeeO62oy3UIHluX36UuWRbPrzz1I2RD3i6/\ns5JX+mxw/TRc+8fHef/Uc2k0Yh456yAO3XkDalHN5ZWnf0gsqafUVuPySJsD9rh9IeUjB6vv0Zfd\nvgjpJmCbPZHDnp5SxuPxijvyb4PI7JKfyBLhnvIhdOW+RLnMUku9zP5TJrHhhhfRbA7nhhtP5+bf\n/JhmYxQwnC35AxfE27N88jx3RdswpfZ/vMBYMdahZ0g+a8YvI8sBHCXbl60B/tqHDd/fPG0+6KTz\nOO+YJSefRH9/P5MmTeL4449n2rRpi9uc+abqt/bQkU1oWFFF80OtVkh8kXCct4zOXEBbKqroHUfL\nLbdccc72089i1lwdvTu+NRnnkytZjuPyFlPeRLTrffo+vqvfp8Th0rJpXSv5VrImYFvY30LeBPEs\nUrm0plbjY4L4Zdid2KL7SR75WWZDmb163K0VSUteI/7r9nN534ZGW1OiOFKekS/WGHvfCAaGxzy9\n1ZwgTliPUZxFLox0iuKGLIotB35Yxd1aYMSUx68nLyeiLDFlD0k5l9/1ws8dUeA4U3mP1/qubZTf\nbmmbIWyv259JoDxYHqGr1QoH2RP5ioBsxPVb5lBuBvmUyzwTts3J8aAwPT7LI+WET5onr7P2W/5E\n2W0/p7Lz5jU46tzfc9PdM/j1tz/LpuuskvLI3AIWT/vh2Gx1Cd8c+4RsHjSQslpejGepr/azwbEl\n7yvcccxtinHtAjeI0Qzg6fGxqx5iNf7gPou4vpD5nrtkMnYDSY1a1OCTOx3LqmMf4ObfnMJf/noQ\nL7ywHnt8ZjJLjZ7FuubvXNqYyCH1G3g8+gD7mj5+PrAr45NHhdPSBlFnAs+6fvRD/8NI1OckxTpq\nAzBJwlF3wcGnXEBCxMEnL96VEv39/Xzuc5/j17/+NWeccQa77777YrWnoooq+u+nVrOJUK6GVrQ4\nV1tUOSQqakmLKocEwMc//nFuvfVW+M3FsOPH23AvjOd0QTEWp/z8yC6JMoPFL/iXv3M0q0wbwyub\nvMlzO782BDZ0wrcweNL2D1y6DJ+ZvBoztpvNpdP/NV8Ylmqk50QvA4wioZs0P8QwZN6IYktH6GQN\nmyfCbvGok/6Pz24Bsbkl5GkZMueEwc0vIXNLGEfOx7H8xpHXAZXyfBEWX+d20HkkQrqMsqu87AZw\nymQcu/SpGjpvhMwFIXMlOKdqiDadU6LV5ZyO0UFZ54oItVkbwK8L5ZAQGE8++yqTTrqGNVZYmvOP\n3JllRw2nmGSj+FWZQF0C/gkWWjfk+R20rPQPXYfSXSLbkl/Z4uiz9sQltrS6W79D7bHSp8tWZ0J6\nAkfBN+vZ9bjq6nN5481VGT36eSZ9ZjKrr3oX0OC1ZBSH16/m/mhzlkpe4yf9e7Bx8ieKQIy6U6gc\nVLkVVnb/0QPw1TvT4tlnn83nP/95FgcNDAzwuc99juuuu47TTz+dww47bLHYUVFFFf33UascEq2C\nCNEgr4oq+p8km0fCPPwEtexnvV30bb8Ytfxz8R6zLj6HyjX11tVOToq24r1oXdTZ9rrDUyRhkUvb\nLX/UxhZ3KZWPL/HkknorWxOyoG1zbXffCpPjGspsk3V20inHwbfN7eewbe44uLbVVFvZONiki5Kn\nK1sh0Rwdq3Ggg3EoeMvGQdpmW0K2FXgFj/Y19Iy0G4dxWf6IJ7ef7Y1z2TOidVu8JKuvYegSWwpq\n4oow1NVGhLrQJflDGyrKN0FEqlyUagH+msflatNbSnwObZm/LaR4AotaLVG2BUXW4OH5PP7Glqwc\nQ5q7weBuRQB3ObshXUqP24aVMwWPrUdgOlsqBAa4OMGywCISd1y9tk0u/c8niULW+oFx2q65/VE2\nO+ICJm+zPtd8a480GJH7XxN+C305jil4ct0Zvqnh2mbSOqcPFL7Fzj/Le62Qs1i2LsnaTc312eqz\n//fKt0lY+2Qf193xpS5stX7XCl1OfZ30ZA1EucsdJyPS1CZRyp+PobKPbuQ2j1VXfZSpB+7Au9f4\nM7Nnr8yFl97MvX87hCSusyxzOKfxKbaJb+BNsyxf6L6JadHuxThHddEP2bhGdbds6sXnxIARz3w+\n3lExrvJ5jgrfv/IB+NHmqd6pU6dy9glfY6hpYGCAPffck+uuu46f/vSnVTCioooqGjKqAgmLiap9\nbUNLiyqHBBR5JJKHn8iPZEzf85jsqExDU3y2VyNYLijFStuS7GoKPFtvZZsCqwk0Mpwkw7HtcSYn\n7fFtc0nb2hT2Jwqv2XenXcybyzY9fNf+ot3+VvNtSyjvt8LelL9B2Fd3HGw/tx6XkG2djkMj4Gst\nC0gMjI6FbYXtnT0jtq/v8cZB2pZQblvrcSh/RsrHIaIZG8b9Ng1IPLH9HA9fj4Mc55BtS2MYjqGL\nItiigxlRhiMn3gh+Q/G+X06xITz51mEFWX6i7685nuS1PkosHJR0AhYOfYTrfVtDNoZyVbh1UK47\nlDOiVW/YHBLOhCwx2R884wYO8iM/jRtkcAIMkset7z1vmsDVGCbfMeC2leiwtmKUXvtm3hRlR19S\nyAr98+Y1+NIZt3DUuf/HzcfvxRG7booR30sw2YoL+X0N9EecCN3St8QNjCS4OYpyGVkOjIH9bG3J\n8cXxnomh79EXhC0AkZBJBGYk7LN4EenKBuO25wEVOQ4CX/ZxnLiycYyTl0LqI8rGPgtoxNKOSOmu\nQTNh1KjXmLzn3my68dnEcTe/mfZ9bvjNz2kMLM3wOOZH/fuxd+NMBswwjuq+hItqX8oWWzQgbopn\nIKvT5XysrO22LE55Scix+mZlso2Gg/fl9RNO2ywtfuHbP+CsQ3ZmqGhgYIC99tqLa6+9lt7eXg4/\n/PAh070oqfqtPXRU5ZCoaEGoVUBiFeBaYIcWPDsA1wArLkyjKqronUT5SRsPP+G9RTbZD1H77kaS\n/vLZ1Q8ojOLy3rc4srLOvhWW8pH4yazJty0ka0S7f+xN8dPbtb0mdLu+Sn0Sxb1MG1mbX0Dy15Sv\n9u6Og/bN2tveNj2+0pbIKfvj0JXnkIiFbeExb/eMyHHV9uoVOeXjUD7OknzbfL1jHxjO6BfrvL7a\nAK9MGAg8I4WsUbq0vd25zcVWi9B7fCN81tN0i1gLyrrPh/vcFvX6ObT65DMQCTzLJUME0v9CTo+0\ntsC3Spc0ruwTty/CPP73LaQ36zkbBLBXaKKZkE0QRZ3mlUEGGchwghpqIqsDC85KB6nXlLRrPNsm\nZeyKCalPrFrI6p589lU+euT5/PvlN7jvjKlsvPZYFcSQssonB9+4lyW9miOXrQWwZF9LLOPq0P3g\nYQmdWjZvF/3kyEK+QiJovy3LIITEFxuZ7MoMuXpDr8CQwQfZD1gsvdKjDklELYrZYZvj2e1Th1Ov\nv839D+3LBb+8hdffWIsaw/h6/9f5ysAxAPyw+1S+1/VDmnSpMbV9J8pGlYNBIdvv6vnKV8IUz8yR\nH6hx2qYp1P/7xW/4xTZLs6hpYGCAvffem2uuuYYf//jHHHHEEYtcZ0UVVVSRpPAvz5R+BGwDbEB5\nPokI+CvwO2Do15cVVOWQqKglLcocEi+99BIrrrgiZvQoeP0xksiP80X4X6K0rnhuDeI3TxvSvBGJ\n85vIWhA7PO0SwxSImjdkm8tT7kcntpQnjgzjSb2D8bWoL/e13HffwpBt6TgkeVnbNu4X72LEc93M\nmPoSc1cdyP0IUdgWl7fsudF9Wtim8cv7wiVXS8i2LU4dwzbfWJH7DnqNG859vgQvafM8pS2jgNHA\nyOwaRZEPYhhpLokih4TMGZFgF3jbQIbNF2Eojg+teXc/Z4RdmF4X42kxTc4byu9Q5IMQi9tzPUbo\nKQIcrv5CJpw/Qi/Kt3WRY1unvB3klZC5IexbYF3GviG2vAn5fn/nTbHOOSHwkljkbqBIDKnv0h6n\nnD3lZTkoJK+XQ8JA0ix8cfDgmtv/ziE/vYlj99qSL+26SfEDyrE1KR5uWZZ5ErycC6J/MtV5X6Jl\nUfwCP8+rgKvDsSVUZ/2I8WyRfenYq7Bkv2Gy1QBSRvoXK9lY6LO+N5VsU9iaFLbm/ZTZYxC67bgM\nFOUk4fkXJ3Dltefw2utrMHLkS+zxqQNYc/U+YIBbol05dtg5DJhhfKJxHSfPPYjhydviD1YkxiFQ\n1n/YnD+6AVkQyU+zJypO6P07HHl3WjzzjNM55IuLZvvEwMAA++yzD1dffTWnnXYaRx555CLRU1FF\nFVU0vzkkPgn8gtZzmDjj2WV+jauoonc6rbDCCqy44ooks+eQPP0s/ltHE/wSFe/H7ZTAlwtf/m8e\nvfw9xl/+r8s+lfOGbIsdjHLeclsKauV7CE/q7cxXI/q8ta++775MK9vajUNd5JAoxiHseyfjUNZ3\n7WzrxPdWV8i2tbL8ETO2n9MSr/x5MtgpcTeGYaTbNeoUK19q6CMtQxsRwv9CbcVqjXI5cHNAoBBQ\ndpRt0QjliXCti4L4vp9RAF8f0+naF/baXUdRWmcnVQn4WyTs86t5skdbrgCQ9Zhy/qwPcmx5L9sG\n4GCo+hwvhGkKnnwbBFz2u/u577H07/m8eU2+9LOb+erZ07np+L054tObY0xgS4LGyv1RPNKWRPIE\n6vUKB6cfjYvn+CnltG45bqrsrYgIYYb4xAqIfLtKaFWExdSrRUR/xhSy+ViJLRzO6hIbWhNt+YoM\nu+qjRppzI109sfIKD/P5/XZirXffxltvrcDFV13PXX89nCTuZsfmTZw1d1eWSl7jd/XdmDr8Jl5j\nOXJyAgqBsjPW+ooDZSEvAnE960FvtlLi0MMO58zeH7GwqdFo5MGIH/3oR1UwoqKKKlps1Cog8W7g\nHx1gPAq8Z+GY879D1b62oaVFmUMCYP31108/PPRICUe7Cd5gaEnCCcj23TkE+udHbn71LSwZIIb6\nnPTPbmNU3IK3Fb7s67tb8HaKuyB8BXXPNqxxxwjiKOHJbd9ugdWJvjQYIXNGyGmHn8zR3TLhT7v9\nNtmSTWHQ03EpC4Yn+v6Sc1k5KLY4GbS+oj5yavSnAqvcQpfX96WQdr31EUOyPreoa7mVQteFeHC3\nbsQmzC/qey+4JYxDKz0GbwJMSFbIB+qajYSvnzOdei3ildff4uNHnc/TL7zOfT87lE3et7rCMy2w\npB3K3my0inrNI74Xof4N6pY6dbsp5el7/MVAW5n9RvRryF7La3xepx7chKYU7Vo+dOVBB1kvyqh6\nXLmRw99gn8/uy0c3+SlJUmf6radw3W/OZ6B/aTZu3MtFb23HSvG/+Vv9I0we+Qf+zbvDz2PLZzRc\n7ntW1RHmO2IC/CQLSnzxyK/ys/0/xsIiGYz44Q9/yJe//OWFhr0kUfVbe+ioyiFR0YJQq4DE26Qn\nrrWj0RlvRRX9z1IRkHiU0GTLnSSk5E7B/GlTq8sEsIz4VDYN63Ty2YmsX+ciDMYW00K+nV49mWvl\na8hmo/S1H4dyG8umi5a/9naEiQ2NETFJvZ2OzsawU187H4fBPoPp9Z5bR1EbMMzaZC5zxySDHAe/\nzp7aIU/J0KsidGDCP8nCX5UQ4g2tWCj6rOAgIBdeqeGuVjCObFlKyrL1E8UKjFbJLIvUlLpfIkIn\nbYRkg9blQQKjJl5GTfhN+WQ4+JZffhbPvScj7qFJriznuArHu3DlcfXf+reZrLDMKJYaMZyP9pzF\nFuu9m2u/sxdjRo8oJtCe3hI9sk9CfgRXLajVA3md7o9AH+QYAT8llocXubLy0nZa/nx8ooAtZbxy\nXKHIFxGJexS2NS/rfpCrJ2qiHImyzU1R5KiIIsO2W36PPT41la6uOTz06B6cd8XvePX1cbw3fpLL\n5mzD2s0H+Wftfew7uo9/RB8unhOnr8Vzh7p7wStZp74z2Lqi/KX3w0+zoMRhF/Xxs4N3ZEGp0Wiw\n7777ctVVV/GDH/yAr3zlKwuMWVFFFVW0INQqIPE3YNcOMHYB7ls45vzv0MSJExe3Cf9TtNFGGy1S\nfBuQGFayQiJxSukPKb1sPZE/dNpQgVfIJgorKZUJUciW4kd6SNavy/gnftTDamdLErDBn6CXy4b7\n0u/PkM2dynp+Bi7ndyXyd2XaXp+dHhHXcLZrlOvwbVM0cbPSvgv3E7TyNfScth6Hom3ctJEAzNz+\nbcXjY4WedenrKOyRpkX+BztRtidnFMkb7TQlHBBytct6GSoCgz9FR8m9f+Imnpz2TfaU1KfxTEBG\n2265dOLVEFdZosqip8PhlnZ1+UCG3tInhE/Y8Mr6s+bx8Xum7Kh0tLBB42Hce3BiWKIfw0W/vY+P\nf3gcW/ScxWG7bM639v4Yr8/uL/GtRLcOqshAiO3ZUIAngfwEDGR/STmBKSkYBBJPq8QXtk5870qB\nPsW3OxRokX2d6wv0SzAIE+GdFmL7hTJ5+dldF1Ucz6oDLqHVFEXgYsJ7f8PBe+7McsvO5IWX1ufs\ny25j5j+3Y6X4P1w4+1NsOnArr0Qrc8Do3/LH2idUH9m+DD2jcmzy/zBxrJRNXNk48bAOXwdO398I\n4SUAACAASURBVCStPuy8aZz+naOYX2o0GkyePJkrr7yS73//+3z1q1+db6x3AlW/tYeOenp6FrcJ\nFb2DqVVA4mfAgcD+LXj2y3jOWIg2VVTRO45sQKLx0COUTeA6I9PmWhxYixJjUcsviO0LX6Y+O9uu\nMXohbNeYL94y/gXhS3nHT08DEjO2f6tDvHIem6QyFCRwJdzptN9eNvEOy6Ms0VN1BJc7hZcelUzq\nszZXu6s1JIPSEy65+GVBBmm9tiM4FqXBBNzJddkEzJuQBdqCKyZUW4jkJNiRN+4EMSfbZvw2Mbl+\nc85crvvTPzjvlnvZceO1ufGuRxm79/c4f/pfXX5Hr9ChdXpRROP6Km3KP8s+Vv0dxDOOD45tqDYH\nX/WJ0x8BDKsv9HzofndWnkj/FJ5zD9mpcBKFWboqpUxGX2kK2xXfNYPP77Uza7/nt8ydN4ZLr/sV\nf7r3K4yO3+Lncyax87wreNuM5vDR13Bt9xR/PFrdywIVg7gftg6ckQUlvnT8D/np909hsNRoNNhv\nv/244oor+N73vsdRR81/YKOiiiqqaGFSq4DENcBPgPOBe4ETgM8DBwPHA/cAF2Y81y5SK/8LqdrX\nNrS0qHNIrLvuuhhjiB+bCf39+X52+2bTLj2XP4TqbcryyESj8OxRkkbI1hzZNBmg5LF4xTulgn9w\nthUnDcjpTr6kve9OZ5l6F4GjL3O/fHw92Qr5KnumruTlkae6v+wxkrJX249D4be1rUa5be444ODJ\ngIROkljY27ltUd9deZ0ehxpuX2rb7Ni4z0j5OOgjbQtbYMzMLpab2c3byzZ5duN5OX/dkYkc2yLC\n42wTWQ4TPDWK75Atyzp3O0eU+2r7I0L2R3iThtzwoDdEWNlH+/7ilKXOmrfRwkd2a/xP5dJuSY5J\nO5zwYanu1g6ZUDPHKAtGQFGvj/hEyGBEWU8Ws8fcvtF2JsBpXe+F05Sswc0RIO2y+gJbHcqOmxRv\nzW//+zN886r7Oe76R9jpuCuZM7efyBjiBL6w4ybMuvTrfOWzW4rvjvRD6tH4FLxk57Y4QQNRdlZQ\nRCCTZmJIj5c0gle151sZKNrsKgErm/PW0rqM+p54EWfrhNRnajhbLhIKXqvX1F3fTd0d1yT7P0YC\n+TGZ1l5TL9oSA6YrwxP9mB/7abPIiGNB8zNxMntMl3gWIoi63D4z3ellV0kQpTJJxPDhb7PnLgex\n9aY/AiJ+/+fj+NUtlxLPW4pT3jqEg9/+IU1T5zujf8GZI47NurPFMaAme77tPUr97Hs2a4/qou+A\nqFaU7XNm8UyNL65j+FkWlDji6GP4yRcn0Sk1Gg2mTJnC5ZdfzqmnnsrXvrY4D8YbOqp+aw8dVTkk\nKloQqrdp/wrQBxwJfBUYltXPA+4g3a5x06IyrqKK3ik0cuRIxo0bx4wZM+DRGcQfWBcofqM0AjJu\nXeLxNO0PEoGT5G1u2ZdNPB6LV37iR5lt0HBey6WnhohD4Zx7LH+0AwP5p0TUmVL79QtA1w/bTwW+\ntjUOfG5msk0lG5L3+9JqN17/tx8Hl+wJG41RcX5aiPS3/Ti4VJziUf6MlMlCMTYhGX04px7vAs8w\nfvooAJ7c9m3ievGcaRl3PFyyYzMK6M60d2WXDKYVqyDSY039QFtquzzKsrC0wAD36EuEPKLdOLLp\ndD3BPRbT+lgTtkm8KCsZJWcc3CRQZ/HVEZxCj4tlrU/kFDW32k/8qTGycEd+TCfZxE2U7RYN67Ws\ny/mMWHqu6p3tAnGbOn0XNoGLS5KdUqDb1GUHK2u//aGnmf7UPE76+aUA7PPEE3zzqB4O2WotJq67\neuZjEtCfiHug3m67SChsAyWTKCxhm32CcptLeHJ52YcJrq9iRZY9WjWXzbDyY0/FPffDjl0GE0vf\nKMbMUlNsScv9z+piSAML1h9rW1bXtPtzlO/Bsuw7u/1D9lOU4uX6rB3ZX478uNasHMcYDBM3/TGr\nrPAg1/32dB6esSsv/ed9fG7HfThizPdZufksJ4/6AT8f+U2ej1bjW28eTpfT103RT/ZUjezeFH+F\nE6Chy+Ivo31e7PGnzfR+6HvBJHDovdBz5tUkq59Iz9e/SStqNptMmTKFX/7yl5xyyikcffTRLfkr\nqqiiioaaTHuWnLqA5bPPryDnGYufkkSeaV1RRYruv/9+PvShDy1SHZ/5zGe47rrr4LKfw96fddoi\n/MmmrqvhTtTc6WDi1Llt+U+5vM6uAogVT1F2vy8hvHLZYlITe+GD9raF8ZPS84U7sQ1lS6i/Q1gF\nb1GrxyGEVYxDMqhxWGn6SFb480ie33Y2L2/ZPhewHrPQM2Lwx6YT21z8JKDPpaLvfN49d12RdW4Y\nxQ3nvsR9B83O+BPPNh+r8M1OoJcHRgDLkI5FN2kkfHg2obZ1NlCRrkKBWtY/taxNvFvN81AYEupZ\nm73b96vpPXHqxPvYfPJec8qIciFrlLyWRbVFAdkQnmyLhH4jcCKn7GJFaNt0oCPjtccP2glcHIty\n4paTQFnyJoG2OHsScz124hYqi892YmsnuQmFbomXT/g1rmxLP3/zyns5MQtGSPrWIftywqc/WNhP\nCMfFKgIBUr+QJbPXw0LJS1lRZyfTHg+uXQ6+4JWyUEx2kwSMccueXcqPRIyDtM1WOfqy/2slzQIv\nx7JBKPWXIm7i2JuIsuxv7255pW1NaxRF0GYgIJMAcW7PK6+9hytuOo+XX12bYd1v8JlPfJ613zON\nP9Q+ztFLn8dcM5KP9v+W017bm5HJHOG78EN0IyYS40+2+kE840RqHKytWT+R5H9Qf/E4HJIt/Dzt\n2C9z5InhY0FtMOKyyy7j5JNP5hvf+EaQr6KKKqpoUZMxBkpiD622bGgaAJ7PriUpGFFRRUsErbfe\neukHL4+EfYvduq4p3oeC+5tGTBWcu8RKVNnF1xNDVz6E16qc5Hi+X+1sK/AKCvVP57b5tpTh+e+m\nfdlmG30FDoMehy67QmJ04mGGLne1iW9bEhybwY5DMR3tbBxc3lq/4T1/GAHAjO3nCv5oEOOQ1tUp\ntmxEFNt9aplefdpG2XYLvdWBvK7gIcgTOvdC6gm3h2TL7KMEVyflLDZR+Jja17ItGpHSEDrBw8N3\ntmrYy4gLQYI3s9uRQ8jnbUbUWx7x9yDXp9qkLbbeWRUgvit6S4djq4tX7x5OiGpdw1zfHL9Ef+R2\ni/5xtrjIeo2lbHZWd0gdBs9PD199dvBCsonLHycBHHw87Zu2LTEBfXaspL6S+oSALdYOEW5z9Ctb\n5DadGIrtOXZbTSLK2s+snhrLL/MUB+/xSd6/1s3M61+ay2++kr67v87H5v2Bc1/7NGPil7mjezv2\nH/NbXo5sYlDxEOnvggxGQBp4yIMRpJ/jppIRQRhR///eC7/YOP385ZNO47T9d0JTs9nkgAMO4LLL\nLuOkk06qghEVVVTREkuDCUhUtBCp2tc2tLSoc0iAPPrTBiTml8KTODmJXvyYLbD67hhimxZEfkH0\nD162PjttKw9IDFJX313zYd9g+NvzrnbncIbNjnhxQj9vrKY3Y3RqQ1pvAxHFRL+QKLYq6H8FolE8\ntqS3XuBIGlXCk7elR/vuLmlvLYtq15wIm3St32JatJRZ5faz7rsiGIE7iXIm1wLGmZhmuGUyTgAg\n9DlQB/Re/Bs1+cUta7ygDmUbypfE0OifR4iaA7beqAl2QJ+e+EuSgRUdvEG0hfCkfkcWX1bq14ET\nB1vak7b1PfG8a1Mo2KCfIx24svXaFqk7lwv4LnnR+mW79MkEcAOXEzBz/1p4ck4wJ2JY19vssf3n\n2Wazk4CY2+79BlfccgXvmz2TS17dkdUbM3mkawP2HdPHU7X3Cn9Fd6kAXZ5DQrYFA3nlGCTwhXFw\nVnaA2FcuuoUfHVcEHJrNJgceeCCXXHIJJ554Iscccwz/i1T91h46qnJIVLQgVAUkKqpoIZEbkIDW\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GHd3EUcKT2/YPQp9LRf6H8EoC9x1/eBLvTugLLbpFBxe0pW5bOPix7sSPlOBpG33bULq0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qpVEQV95A2/9RHb9OQDqNzp71Ayhh3WJMSwetUDf8ZiOzWWM7DggeuXT5i6LAxLPsM2yhvLBvmt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\nHAMTVNS/8T7sgdWqVavwiU98A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k37RG2V1AXLcprrimWhbBddsjQnWQ2i9aofVZxwkR8y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\n/R6c9tYisu5WEB3dRj1t0xRf19kaBmM8Ok3pdZ0905A+jO0Au+5Gy+G3b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cuU7+eeaxMX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\nGZGcN8EMv5hDQgU6WsSv53Xu5tpgD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"text": [ "" ], "metadata": {} }, { "output_type": "pyout", "prompt_number": 6, "text": [ "True" ], "metadata": {} } ], "input": [ "colourspaces_CIE_1931_chromaticity_diagram_plot(\n", " ['sRGB', 'Adobe RGB 1998'],\n", "standalone=False,\n", "title='\"dark skin\" Colour Computation')\n", "\n", "for name, XYZ in (('\"dark skin\"', XYZ_r1),\n", " ('\"dark skin\" * \"green\" - sRGB', XYZ_sRGB_m1),\n", " ('\"dark skin\" * \"green\" - Adobe RGB 1998', XYZ_adobe98_m1)):\n", " \n", " xy = colour.XYZ_to_xy(XYZ)\n", "\n", " pylab.plot(xy[0], xy[1], 'o', color='white')\n", " pylab.annotate(name,\n", " xy=xy,\n", " xytext=(50, 30),\n", " textcoords='offset points',\n", " arrowprops=dict(arrowstyle='->', connectionstyle='arc3, rad=0.2'))\n", "\n", "display(standalone=True)" ], "language": "python", "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we mathematically quantify the difference by calculating the colour difference $\\Delta_{E_{ab}}$:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "4.90614603088\n" ] } ], "input": [ "Lab1 = colour.XYZ_to_Lab(XYZ_sRGB_m1, illuminant)\n", "Lab2 = colour.XYZ_to_Lab(XYZ_adobe98_m1, illuminant)\n", "\n", "print(colour.delta_E_CIE2000(Lab1, Lab2))" ], "language": "python", "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This more than two times the just noticable threshold ($JND=2.3$)." ] }, { "cell_type": "heading", "metadata": {}, "level": 2, "source": [ "With ACES RGB..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will do the same computations but this time comparing *sRGB* colourspace with *ACES RGB* colourspace using the whole colour rendition chart:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[(array([ 0.38869578, 0.76482524, 0.13960073]),\n", " array([ 0.20268126, 0.60365236, 0.03364468])),\n", " (array([ 1.38456752, 2.72573459, 0.50101318]),\n", " array([ 0.69072112, 2.12275751, 0.12698879])),\n", " (array([ 0.92852793, 1.82982909, 0.37612784]),\n", " array([ 0.30939555, 1.31947147, 0.16922992])),\n", " (array([ 0.69359492, 1.3785311 , 0.24114326]),\n", " array([ 0.19083716, 0.88582441, 0.0350462 ])),\n", " (array([ 1.03144188, 2.02284727, 0.43022108]),\n", " array([ 0.44387339, 1.58908042, 0.22006831])),\n", " (array([ 2.40152185, 4.77004663, 0.88445106]),\n", " array([ 0.54698139, 3.01866894, 0.22818611])),\n", " (array([ 0.95490787, 1.86993573, 0.31732109]),\n", " array([ 0.70738428, 1.66657639, 0.03354826])),\n", " (array([ 0.51278009, 0.99598882, 0.25222686]),\n", " array([ 0.23696274, 0.86242913, 0.19645941])),\n", " (array([ 0.41771695, 0.79872923, 0.15820317]),\n", " array([ 0.52233613, 0.98114033, 0.06715399])),\n", " (array([ 0.20837929, 0.40166426, 0.09743945]),\n", " array([ 0.1561374 , 0.40618319, 0.07091007])),\n", " (array([ 2.3611088 , 4.70114725, 0.79512437]),\n", " array([ 0.61150339, 2.93819638, 0.05968195])),\n", " (array([ 1.6879813 , 3.33409446, 0.56013065]),\n", " array([ 0.84523956, 2.51821819, 0.04078637])),\n", " (array([ 0.25092775, 0.4816829 , 0.14274428]),\n", " array([ 0.13600667, 0.47098151, 0.14048398])),\n", " (array([ 1.38992747, 2.77231474, 0.47752416]),\n", " array([ 0.26078266, 1.63883043, 0.05233632])),\n", " (array([ 0.15986689, 0.29388405, 0.05722255]),\n", " array([ 0.37851941, 0.55876612, 0.02558479])),\n", " (array([ 2.64925686, 5.25426029, 0.87775234]),\n", " array([ 1.02529913, 3.63311038, 0.04850628])),\n", " (array([ 0.44848756, 0.84955542, 0.20680862]),\n", " array([ 0.5579247 , 1.10363437, 0.15522728])),\n", " (array([ 1.16289887, 2.30114648, 0.46972151]),\n", " array([ 0.25719247, 1.51339265, 0.20353625])),\n", " (array([ 4.31014492, 8.51455551, 1.61131629]),\n", " array([ 1.56833336, 6.0699454 , 0.48769307])),\n", " (array([ 2.78914109, 5.50938196, 1.04588173]),\n", " array([ 1.01162598, 3.92908105, 0.3226246 ])),\n", " (array([ 1.7213125 , 3.40015924, 0.64576132]),\n", " array([ 0.62258501, 2.42342331, 0.19970586])),\n", " (array([ 0.90371356, 1.78493521, 0.33901966]),\n", " array([ 0.32971348, 1.27530931, 0.10493392])),\n", " (array([ 0.41892695, 0.82737264, 0.15780297]),\n", " array([ 0.15157743, 0.59078427, 0.05004748])),\n", " (array([ 0.14698068, 0.29023823, 0.05542667]),\n", " array([ 0.05363832, 0.20784694, 0.01771646]))]\n" ] } ], "input": [ "from pprint import pprint\n", "\n", "aces_w = colour.ACES_RGB_COLOURSPACE.whitepoint\n", "aces_XYZ_to_RGB = colour.ACES_RGB_COLOURSPACE.XYZ_to_RGB_matrix\n", "aces_RGB_to_XYZ = colour.ACES_RGB_COLOURSPACE.RGB_to_XYZ_matrix\n", "\n", "aces_r2 = colour.XYZ_to_RGB(XYZ_r2,\n", " illuminant,\n", " aces_w,\n", " aces_XYZ_to_RGB)\n", "aces_k = colour.XYZ_to_RGB(k,\n", " illuminant,\n", " aces_w,\n", " aces_XYZ_to_RGB)\n", "\n", "XYZs_m = []\n", "for index, name, x, y, Y in data:\n", " xyY = np.array([x, y, Y])\n", " sRGB_r1 = colour.XYZ_to_RGB(\n", " colour.xyY_to_XYZ(xyY),\n", " illuminant,\n", " sRGB_w,\n", " sRGB_XYZ_to_RGB)\n", " sRGB_m = sRGB_r1 * sRGB_r2 * sRGB_r2 * sRGB_r2 * sRGB_k\n", "\n", " aces_r1 = colour.XYZ_to_RGB(\n", " colour.xyY_to_XYZ(xyY),\n", " illuminant,\n", " aces_w,\n", " aces_XYZ_to_RGB)\n", " aces_m = aces_r1 * aces_r2 * aces_r2 * aces_r2 * aces_k\n", " \n", " XYZ_sRGB_m1 = colour.RGB_to_XYZ(sRGB_m,\n", " sRGB_w,\n", " sRGB_w,\n", " sRGB_RGB_to_XYZ)\n", " XYZ_aces_m1 = colour.RGB_to_XYZ(aces_m,\n", " aces_w,\n", " aces_w,\n", " aces_RGB_to_XYZ)\n", " XYZs_m.append((XYZ_sRGB_m1, XYZ_aces_m1))\n", "\n", "pprint(XYZs_m)" ], "language": "python", "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then compute the colour difference $\\Delta_{E_{ab}}$ for each sample:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[(u'dark skin', 8.3613623420756102),\n", " (u'light skin', 8.9556903598189113),\n", " (u'blue sky', 13.432983122505807),\n", " (u'foliage', 14.044848895924677),\n", " (u'blue flower', 11.093053002998042),\n", " (u'bluish green', 16.406382114232013),\n", " (u'orange', 9.6603921006793581),\n", " (u'purplish blue', 11.67133903883059),\n", " (u'moderate red', 10.023064455433264),\n", " (u'purple', 5.9334057826699187),\n", " (u'yellow green', 14.805099712548397),\n", " (u'orange yellow', 10.551947850196745),\n", " (u'blue', 11.278210364179239),\n", " (u'green', 17.082603183950241),\n", " (u'red', 21.33752766059369),\n", " (u'yellow', 12.190174742826901),\n", " (u'magenta', 8.2445114939752369),\n", " (u'cyan', 17.17140261974528),\n", " (u'white 9.5 (.05 D)', 12.371645422300608),\n", " (u'neutral 8 (.23 D)', 12.322635558756119),\n", " (u'neutral 6.5 (.44 D)', 12.222855188415945),\n", " (u'neutral 5 (.70 D)', 11.938433138820654),\n", " (u'neutral 3.5 (1.05 D)', 11.766891985163152),\n", " (u'black 2 (1.5 D)', 11.295535127310735)]\n" ] } ], "input": [ "deltas_E = []\n", "for i, (XYZ1, XYZ2) in enumerate(XYZs_m):\n", " Lab1 = colour.XYZ_to_Lab(XYZ1, illuminant)\n", " Lab2 = colour.XYZ_to_Lab(XYZ2, illuminant)\n", " deltas_E.append((data[i][1], colour.delta_E_CIE2000(Lab1, Lab2)))\n", "\n", "pprint(deltas_E)" ], "language": "python", "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, depending the samples colour difference $\\Delta_{E_{ab}}$ can reach dramatic values. The average colour difference on the whole colour rendition chart is as follows:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "12.256749802664634" ], "metadata": {} } ], "input": [ "np.average([delta_E[1] for delta_E in deltas_E])" ], "language": "python", "prompt_number": 10 }, { "cell_type": "heading", "metadata": {}, "level": 2, "source": [ "With Rec. 2020..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the same computations but this time comparing *sRGB* colourspace with *Rec. 2020* colourspace." ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[(array([ 0.38869578, 0.76482524, 0.13960073]),\n", " array([ 0.25853752, 0.70148175, 0.05716381])),\n", " (array([ 1.38456752, 2.72573459, 0.50101318]),\n", " array([ 0.89307458, 2.46736894, 0.20938258])),\n", " (array([ 0.92852793, 1.82982909, 0.37612784]),\n", " array([ 0.4476039 , 1.47882622, 0.21349428])),\n", " (array([ 0.69359492, 1.3785311 , 0.24114326]),\n", " array([ 0.32760172, 1.10831102, 0.07492719])),\n", " (array([ 1.03144188, 2.02284727, 0.43022108]),\n", " array([ 0.57059404, 1.71920717, 0.26897265])),\n", " (array([ 2.40152185, 4.77004663, 0.88445106]),\n", " array([ 1.00942471, 3.68779206, 0.35432283])),\n", " (array([ 0.95490787, 1.86993573, 0.31732109]),\n", " array([ 0.82224442, 1.93413951, 0.10070503])),\n", " (array([ 0.51278009, 0.99598882, 0.25222686]),\n", " array([ 0.27187771, 0.83126526, 0.21373168])),\n", " (array([ 0.41771695, 0.79872923, 0.15820317]),\n", " array([ 0.52016768, 1.01546347, 0.09730777])),\n", " (array([ 0.20837929, 0.40166426, 0.09743945]),\n", " array([ 0.16245725, 0.3957943 , 0.08017173])),\n", " (array([ 2.3611088 , 4.70114725, 0.79512437]),\n", " array([ 1.10102029, 3.76453958, 0.19959814])),\n", " (array([ 1.6879813 , 3.33409446, 0.56013065]),\n", " array([ 1.12444424, 3.06090261, 0.15106385])),\n", " (array([ 0.25092775, 0.4816829 , 0.14274428]),\n", " array([ 0.13673238, 0.40545703, 0.14564003])),\n", " (array([ 1.38992747, 2.77231474, 0.47752416]),\n", " array([ 0.56129417, 2.11891082, 0.13077818])),\n", " (array([ 0.15986689, 0.29388405, 0.05722255]),\n", " array([ 0.34651438, 0.55009629, 0.04155109])),\n", " (array([ 2.64925686, 5.25426029, 0.87775234]),\n", " array([ 1.52064548, 4.53855693, 0.21546166])),\n", " (array([ 0.44848756, 0.84955542, 0.20680862]),\n", " array([ 0.53200208, 1.05121778, 0.18042333])),\n", " (array([ 1.16289887, 2.30114648, 0.46972151]),\n", " array([ 0.45549085, 1.73803537, 0.25647096])),\n", " (array([ 4.31014492, 8.51455551, 1.61131629]),\n", " array([ 2.27314638, 7.11456531, 0.72189921])),\n", " (array([ 2.78914109, 5.50938196, 1.04588173]),\n", " array([ 1.46624858, 4.59788321, 0.47349996])),\n", " (array([ 1.7213125 , 3.40015924, 0.64576132]),\n", " array([ 0.90328444, 2.83574094, 0.29272411])),\n", " (array([ 0.90371356, 1.78493521, 0.33901966]),\n", " array([ 0.47656235, 1.49134012, 0.15383292])),\n", " (array([ 0.41892695, 0.82737264, 0.15780297]),\n", " array([ 0.21946491, 0.68956933, 0.07256384])),\n", " (array([ 0.14698068, 0.29023823, 0.05542667]),\n", " array([ 0.07733116, 0.24227999, 0.0256142 ])" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ")]\n" ] } ], "input": [ "from pprint import pprint\n", "\n", "rec2020_w = colour.REC_2020_COLOURSPACE.whitepoint\n", "rec2020_XYZ_to_RGB = colour.REC_2020_COLOURSPACE.XYZ_to_RGB_matrix\n", "rec2020_RGB_to_XYZ = colour.REC_2020_COLOURSPACE.RGB_to_XYZ_matrix\n", "\n", "rec2020_r2 = colour.XYZ_to_RGB(XYZ_r2,\n", " illuminant,\n", " rec2020_w,\n", " rec2020_XYZ_to_RGB)\n", "rec2020_k = colour.XYZ_to_RGB(k,\n", " illuminant,\n", " aces_w,\n", " aces_XYZ_to_RGB)\n", "XYZs_m = []\n", "for index, name, x, y, Y in data:\n", " xyY = np.array([x, y, Y])\n", " sRGB_r1 = colour.XYZ_to_RGB(\n", " colour.xyY_to_XYZ(xyY),\n", " illuminant,\n", " sRGB_w,\n", " sRGB_XYZ_to_RGB)\n", " sRGB_m = sRGB_r1 * sRGB_r2 * sRGB_r2 * sRGB_r2 * sRGB_k\n", "\n", " rec2020_r1 = colour.XYZ_to_RGB(\n", " colour.xyY_to_XYZ(xyY),\n", " illuminant,\n", " rec2020_w,\n", " rec2020_XYZ_to_RGB)\n", " rec2020_m = rec2020_r1 * rec2020_r2 * rec2020_r2 * rec2020_r2 * rec2020_k\n", "\n", " XYZ_sRGB_m1 = colour.RGB_to_XYZ(sRGB_m,\n", " sRGB_w,\n", " sRGB_w,\n", " sRGB_RGB_to_XYZ)\n", " XYZ_rec2020_m1 = colour.RGB_to_XYZ(rec2020_m,\n", " rec2020_w,\n", " rec2020_w,\n", " rec2020_RGB_to_XYZ)\n", " XYZs_m.append((XYZ_sRGB_m1, XYZ_rec2020_m1))\n", "\n", "pprint(XYZs_m)" ], "language": "python", "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We again compute the colour difference $\\Delta_E$:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[(u'dark skin', 6.186862353654381),\n", " (u'light skin', 6.6841065817906804),\n", " (u'blue sky', 9.9232992371789344),\n", " (u'foliage', 9.3146056130510342),\n", " (u'blue flower', 8.5710337656737838),\n", " (u'bluish green', 11.091417794697131),\n", " (u'orange', 6.856998379754125),\n", " (u'purplish blue', 9.9593838336339058),\n", " (u'moderate red', 8.4147777495143163),\n", " (u'purple', 4.7878515344863057),\n", " (u'yellow green', 9.7069670435799722),\n", " (u'orange yellow', 7.1359690495715338),\n", " (u'blue', 10.297704619280728),\n", " (u'green', 10.948839961415668),\n", " (u'red', 17.995992699335542),\n", " (u'yellow', 8.0907740434874338),\n", " (u'magenta', 6.2573732490286149),\n", " (u'cyan', 12.272493214747699),\n", " (u'white 9.5 (.05 D)', 8.8933966206553361),\n", " (u'neutral 8 (.23 D)', 8.8473904596447657),\n", " (u'neutral 6.5 (.44 D)', 8.7498743874243026),\n", " (u'neutral 5 (.70 D)', 8.5177561630589675),\n", " (u'neutral 3.5 (1.05 D)', 8.3485958287626083),\n", " (u'black 2 (1.5 D)', 7.9149962914638188)]\n" ] } ], "input": [ "deltas_E = []\n", "for i, (XYZ1, XYZ2) in enumerate(XYZs_m):\n", " Lab1 = colour.XYZ_to_Lab(XYZ1, illuminant)\n", " Lab2 = colour.XYZ_to_Lab(XYZ2, illuminant)\n", " deltas_E.append((data[i][1], colour.delta_E_CIE2000(Lab1, Lab2, l=1)))\n", "\n", "pprint(deltas_E)" ], "language": "python", "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we compute the average colour difference:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 13, "text": [ "8.9903525197871481" ], "metadata": {} } ], "input": [ "np.average(np.average([delta_E[1] for delta_E in deltas_E]))" ], "language": "python", "prompt_number": 13 }, { "cell_type": "heading", "metadata": {}, "level": 2, "source": [ "Analytical Explanation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Converting from a colourspace $RGB_1$ to another colourspace $RGB_2$ is done by applying a series of linear transformations (matrices) as follows:\n", "\n", "$$\n", "\\begin{equation}\n", "\\begin{vmatrix}\n", "R_2\\\\\n", "G_2\\\\\n", "B_2\n", "\\end{vmatrix}=\n", "\\textbf{M}_{RGB_2}\\cdot \\textbf{M}_{XYZ_1}\n", "\\begin{vmatrix}\n", "R_1\\\\\n", "G_1\\\\\n", "B_1\n", "\\end{vmatrix}\n", "\\end{equation}\n", "$$\n", "\n", "where $\\textbf{M}_{RGB_2}$ is the $3x3$ matrix transforming from *CIE XYZ* colourspace to $RGB_2$ colourspace and $\\textbf{M}_{XYZ_1}$ is the $3x3$ matrix transforming from $RGB_1$ colourspace to *CIE XYZ* colourspace.\n", "\n", "> Note: We have discounted chromatic adaptation to makes things easier.\n", "\n", "Here are such $\\textbf{M}_{XYZ_1}$ matrices for respectively *sRGB* and *ACES RGB* colourspaces:\n", "\n", "$$\n", "\\begin{equation}\n", "\\textbf{M}_{XYZ_{sRGB}}=\n", "\\begin{vmatrix}\n", "0.41238656&0.35759149&0.18045049\\\\\n", "0.21263682&0.71518298&0.0721802\\\\\n", "0.01933062&0.11919716&0.95037259\\\\\n", "\\end{vmatrix}\\\\\n", "\\textbf{M}_{XYZ_{ACES}}=\n", "\\begin{vmatrix}\n", "0.9525524&0&0.00009368\\\\\n", "0.34396645&0.7281661&-0.07213255\\\\\n", "0&0&1.00882518\\\\\n", "\\end{vmatrix}\\\\\n", "\\end{equation}\n", "$$\n", "\n", "Matrices are really just a system of multiple linear equations, thus we can express $\\textbf{M}_{XYZ_{sRGB}}$ as follows:\n", "\n", "$$\n", "\\begin{equation}\n", "\\begin{aligned}\n", "X&=\\ 0.41238656R+0.35759149G+0.18045049B\\\\\n", "Y&=\\ 0.21263682R+0.71518298G+0.0721802B\\\\\n", "Z&=\\ 0.01933062R+0.11919716G+0.95037259B\\\\\n", "\\end{aligned}\n", "\\end{equation}\n", "$$\n", "\n", "We will simplify the problem again by just considering the first equation of each system, the first row of each matrix:\n", "\n", "$$\n", "\\begin{equation}\n", "\\begin{aligned}\n", "X_{sRGB}&=\\ 0.41238656R+0.35759149G+0.18045049B\\\\\n", "X_{ACES}&=\\ 0.9525524R+0.0G+0.00009368B\\\\\n", "\\end{aligned}\n", "\\end{equation}\n", "$$\n", "\n", "We plot the functions by using a uniformly spaced incrementing $k$ variable in place of $RGB$:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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E75X49zKekBzc1bi+IXTYE7W/o5/39SQ+H7YVRyLjsv+8JGbZnuz8MXqDcPzbxSx7j5CU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"text": [ "" ], "metadata": {} }, { "output_type": "pyout", "prompt_number": 14, "text": [ "True" ], "metadata": {} } ], "input": [ "k = np.linspace(0, 1, 10)\n", "X_sRGB = lambda x: 0.41238656 * x + 0.35759149 * x + 0.18045049 * x\n", "X_ACES = lambda x: 0.9525524 * x + 0.00009368 * x\n", "\n", "pylab.plot(k, tuple(map(X_sRGB, k)), 'o-', color='red', label='X - sRGB')\n", "pylab.plot(k, tuple(map(X_ACES, k)), 'o-', color='green', label='X - ACES RGB')\n", "\n", "settings = {'title': 'sRGB - ACES RGB - Uniformly Spaced Incrementing RGB',\n", " 'x_label': 'k',\n", " 'y_label': 'X',\n", " 'x_tighten': True,\n", " 'legend': True,\n", " 'legend_location': 'upper left',\n", " 'x_ticker': True,\n", " 'y_ticker': True}\n", "decorate(**settings)\n", "display(**settings)" ], "language": "python", "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "They match each other very well, which is the expected and correct behavior, now we re-plot the functions while only incrementing the $R$ component:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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m+fLlAOTm5vL888+zdu3aAsevgFD5sXHjRgA2bNhAVlZW0nEs4sewqFmzJoMH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"text": [ "" ], "metadata": {} }, { "output_type": "pyout", "prompt_number": 15, "text": [ "True" ], "metadata": {} } ], "input": [ "k = np.linspace(0, 1, 10)\n", "X_sRGB = lambda x: 0.41238656 * x\n", "X_ACES = lambda x: 0.9525524 * x\n", "\n", "pylab.plot(k, tuple(map(X_sRGB, k)), 'o-', color='red', label='X - sRGB')\n", "pylab.plot(k, tuple(map(X_ACES, k)), 'o-', color='green', label='X - ACES RGB')\n", "\n", "settings = {'title': 'sRGB - ACES RGB - Uniformly Spaced Incrementing R',\n", " 'x_label': 'k',\n", " 'y_label': 'X',\n", " 'x_tighten': True,\n", " 'legend': True,\n", " 'legend_location': 'upper left',\n", " 'x_ticker': True,\n", " 'y_ticker': True}\n", "decorate(**settings)\n", "display(**settings)" ], "language": "python", "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The slopes are obviously very different now, *ACES RGB* is steeper than *sRGB*. This is the result of the respective colourspaces basis vectors not being orthogonal. In this case it leads to colours approaching the spectral locus boundaries in *ACES RGB* faster than *sRGB*. It is the reason why in some instances secondary bounces quickly lead to very saturated colours.\n", "\n", "This can be again demonstrated by multiplying our *dark skin* and *green* colours from above computations and plotting them:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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GFJx55pk5+eST1zrqoTt23333TJo0KXvuuWe23HLL7L///m3THE499dQceeSR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\nAABqQYgBAAAA1IIQAwAAAKgFIQYAAAB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"text": [ "" ], "metadata": {} }, { "output_type": "pyout", "prompt_number": 16, "text": [ "True" ], "metadata": {} } ], "input": [ "pylab.plot(X_sRGB(0.172906) * X_sRGB(0.05440562), 0, 'o', color='red', label='X - \"dark skin\" * \"green\" sRGB')\n", "pylab.plot(X_ACES(0.11758989) * X_ACES(0.15129818), 0, 'o', color='green', label='X - \"dark skin\" * \"green\" ACES RGB')\n", "\n", "settings = {'title': 'sRGB - ACES RGB - X Value - \"dark skin\" * \"green\"',\n", " 'x_label': 'X Value',\n", " 'x_tighten': True,\n", " 'legend': True,\n", " 'legend_location': 'upper left',\n", " 'x_ticker': True,\n", " 'y_ticker': True}\n", "decorate(**settings)\n", "display(**settings)" ], "language": "python", "prompt_number": 16 }, { "cell_type": "heading", "metadata": {}, "level": 2, "source": [ "Conclusion" ] }, { "cell_type": "code", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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XXls4vWnTphLzTJ48OZiZmVnm59ywYUPh/z/77LPgMcccU6wOJk6cGAwGg8FH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KbaZ6nnVYpkqqWVQ4kg2uxRotnQ0S2vXJpQBcZK9EVF1dX96vsi9rwU6rr5qTN1XNxc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6YnVpg8JJfu6o3TW7SrgIW039THBCY6LbNZk+DMoydXY1ncPFrFB7oDM5o8CUHBtdPC1aln5O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\n3LVkp9los08wvFLHOK8PW4XHS8bu213TYz8XVhodZ6dJnje7G6rqFlZ+oZ2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WToiD6DrO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s74rZ+AsBeoxf0xvhoWEFZkmWdLhgZlBC+sjqNn358QDtkKf9WTtDx4FgvWb83sZb9jebg5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\njZ/dUx8Sn1Fdz/KWN7ydl539BZKkwS3L/okf3vB1wnAS6Qrd+jkw6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HEAO/kt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\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F8T49B/Mi6EDXPXtGXbNfzrWWstBV+eEtvsfvAp9HgzSnvTzw2ebLiuiynRI4dXgi4/X5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\nHKxkn6ovWcXZSBz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DUEMJPV/5IipJaJx0Ks3XvrmYtm0EQ1R9pT5o3T1877ITmPLUk0Q3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\nb9VdVbfy3sx4f2RE5snIvFUFAwjOPZ9P1c08cdbIvDfj5ImIU+KWG68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3KFNbmIGWcuyn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8ctT7SctXk1V6+8mQuevZ9KVCd9IyXf1IUC5zLQLoguqBftwTNTpnCFDaJZv54fLFrECdOnj8r3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\nY2f64KDH4SEvXvfs6fBr59ImnwuafJY1+xzsDzdGO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gQ4Ln+pn1kDHbhroKVdGhSaT84p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za2uCrioKrKvtS41KW+dWONlRhNhxpt3IcdW5kZEWnQ7MfSPbA6FDRJmpEG1c5lcUG49OoPXo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wfgq4pylAPdm5VBCr6sKkcB3XPc9kuqyzEs6J4oI7UNPtlcjuNACWXEFaxW5cRsaE4ZZgw+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\nurqoGzOGa2Ixnpg4kXlHHJGX4hmiArq+vp6TTz4559/L9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"text": [ "" ], "metadata": {} }, { "output_type": "pyout", "prompt_number": 17, "text": [ "True" ], "metadata": {} } ], "input": [ "colourspaces_CIE_1931_chromaticity_diagram_plot(\n", " ['Pointer Gamut', 'sRGB', 'Rec. 2020', 'ACES RGB'])" ], "language": "python", "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "While most of this is tied to basic linear algebra, it has been overlooked by most of VFX industry veterans. We were assuming wrongly that rendering engines are colourspaces agnostic.\n", "\n", "On a strictly technical point of view, rendering engines are indeed colourspaces agnostic. They just chew through whatever data you throw at them without making any consideration of the colourspace the data is stored into.\n", "\n", "However the choice of colourspace and its primaries is critical to achieve a faithful rendering. In rendering context, wide gamut colour spaces are prone to create colours with very high chroma and this can be a major issue when trying to achieve photo-realistic output.\n", "\n", "The root cause of those issues is linked to the current $RGB$ lighting model that *most* rendering engines use. There are a lot of practical reasons to use the $RGB$ lighting model instead of a full spectral model, especially when our data representation is based on a $RGB$ triplet. It is indeed very hard to measure reflectance data in large volumes and with enough control and resolution for production work. Applications to manipulate that reflectance data don't exist or are tools dedicated to scientists, thus not really useful for content creation. As of today, it is impossible to launch *Spectral Photoshop* in order to apply a *Spectral Gaussian Blur* on a *Spectral Textures* dataset.\n", "\n", "Plates and photographs are often shot with a lighting setup that doesn't match any known illuminant or worse, mixes multiple light sources with different relative spectral power distributions. HDRI images used for lighting are no exception and cannot convey properly the illumination of a scene. \n", "\n", "We may be often tempted to think of photographs as *true* reflectance data, but they are actually reflected spectra: They have already been multiplied by the spectra of multiple different light sources and by the reflected spectra from neighbour surfaces. They should not be assimilated to quantities meaningful in really accurate colorimetry computations.\n", "\n", "Another issue is that artists are able to specify colours from the whole current colourspace volume without accounting for the fact that their chromaticities can be outside the boundary of any real object colour gamuts like Pointer's Gamut, ISO 12640-3 or Xun Li's Gamut, thus almost systematically yielding implausible colours. It seems a necessity to have tools allowing to check that:\n", "\n", "* Picked colours are within the volume of a real object colours gamut (Pointer's Gamut for instance).\n", "* At any moment, displayed colours on a device are within the volume of a real object colours gamut.\n", "* Existing colours in a texture or a photo are within the volume of a real object colours gamut.\n", "\n", "The $RGB$ lighting model doesn't allow precise colorimetric value computations but we still can produce images faithful and pleasing thanks to our artistic sense. We have been doing that for years and this is probably the most important thing for the entertainment industry.\n", "\n", "Ultimately, the solution will be the switch to spectral rendering, it will happen. Question is when? There are already quite a lot of spectral renderers outside. Weta Digital has been using [Manuka](http://www.fxguide.com/featured/manuka-weta-digitals-new-renderer/) on a few movies already. We still need to address the issues with reflectance data before they become mainstream. While its theoretically impossible to reconstruct a spectral power distribution from a single $RGB$ triplet because an infinity of spectral power distributions yield to the same tristimulus values, some research has been done on the problem and a few methods exists. For example, *Brian Smits (1999)* describes a method that leads to [very good results](http://nbviewer.ipython.org/github/colour-science/colour-website/blob/master/ipython/about_reflectance_recovery.ipynb). The recovered reflectance data is not useful for precise colorimetry but it yields very good results in the context of computer graphics imagery.\n", "\n", "As of now, we continue discussing what colourspace is the best for computations in the $RGB$ lighting model and the issue has also been raised on the [ACES mailing list](https://groups.google.com/forum/#!topic/academyaces/9b4VuqPcOHQ)." ] }, { "cell_type": "heading", "metadata": {}, "level": 2, "source": [ "November 28, 2014 - Erratum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Elle Stone sent me a mail with various questions regarding the document including her concerns that the chromaticities in the computations were falling outside their respective colourspaces gamut in the *\"dark skin\" - Colour Computation* figure.\n", "\n", "This is indeed an issue and should never happen in the context of those computations. Given positive *RGB* values and accurate conversion to *xy* chromaticities coordinates, the latter should be located within the boundaries of the reference colourspace.\n", "\n", "I tracked down the problem to an erroneous whitepoint adaptation: As an early sanity check, we were converting back to *CIE XYZ* tristimulus values, ensuring the API was working correctly:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [], "input": [ "XYZ_sRGB1 = colour.RGB_to_XYZ(sRGB_r1,\n", " sRGB_w,\n", " illuminant,\n", " sRGB_RGB_to_XYZ)" ], "language": "python", "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately the same code was also used for the tristimulus values conversion post-multiplication operation:" ] }, { "cell_type": "code", "metadata": {}, "outputs": [], "input": [ "XYZ_sRGB_m1 = colour.RGB_to_XYZ(sRGB_m,\n", " sRGB_w,\n", " illuminant,\n", " sRGB_RGB_to_XYZ)" ], "language": "python", "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result, we were chromatically adapting to *CIE Illuminant C* instead of the colourspaces *CIE Illuminant D Series D65*. \n", "In the current context, the correct conversion to tristimulus values should entirely bypass chromatic adaptation since the source and target whitepoints are the same.\n", "\n", "Incorrect instances of the code have been fixed and figures updated accordingly." ] } ] } ], "cells": [], "metadata": { "name": "", "signature": "sha256:29c4d2c7f8f16f33d4c74f2f87bfd5652b9fed937fadc84df4a7edf00e586c86" }, "nbformat": 3, "nbformat_minor": 0 }