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@alexalemi
Created August 11, 2014 22:59
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Where did the blue go?
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{
"metadata": {
"name": "",
"signature": "sha256:261adc323b71a5766d84b6ac0a019a4c66e99a4c9ccc4e237166b6366e6c50c9"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Why does the sky look gray through this window?\n",
"\n",
"This was prepared as part of my answer to [this physics.SE question](http://physics.stackexchange.com/q/130457/51994)\n",
"\n",
"in which the user shares two pictures taken out of the same window seconds apart.\n",
"\n",
"<img src=\"http://i.stack.imgur.com/fbIyO.jpg\"> <img src=\"http://i.stack.imgur.com/hBmW9.jpg\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we will try to validate the claim by [Lubo\u0161 Motl](http://physics.stackexchange.com/users/1236/lubo%c5%a1-motl) in [this answer](http://physics.stackexchange.com/a/130488/51994) that it just appears grey because of the additional scattered light from the sun hitting the windows."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import scipy as sp\n",
"import matplotlib.pyplot as plt\n",
"from skimage.color import convert_colorspace\n",
"from skimage.io import imread\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"from mpl_toolkits.axes_grid1 import ImageGrid\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 165
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bluesky = imread(\"http://i.stack.imgur.com/fbIyO.jpg\")\n",
"greysky = imread(\"http://i.stack.imgur.com/hBmW9.jpg\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 166
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we will convert the images from the fairly useless [RGB colorspace](http://en.wikipedia.org/wiki/RGB_color_space) to the much more useful [XYZ colorspace](http://en.wikipedia.org/w/index.php?title=XYZ_color_space&redirect=no) which is built on a model of the actual receptors in the human eye. The $Y$ coordinate corresponds to the percieved luminance of the image (i.e. the average human response across the visible spectrum) and the $Z$ coordinate corresponds to our blue receptor response. The $X$ coordinate is set to be orthogonal to the other two. See here the responses from wikipedia: <img src=\"http://upload.wikimedia.org/wikipedia/commons/thumb/8/8f/CIE_1931_XYZ_Color_Matching_Functions.svg/446px-CIE_1931_XYZ_Color_Matching_Functions.svg.png\">"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bluesky_xyz = convert_colorspace(bluesky,\"RGB\",\"XYZ\")\n",
"greysky_xyz = convert_colorspace(greysky,\"RGB\",\"XYZ\")\n",
"\n",
"print bluesky_xyz.min(), bluesky_xyz.max()\n",
"print greysky_xyz.min(), greysky_xyz.max()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"4.10787348995e-05 1.088754\n",
"0.0 1.088754\n"
]
}
],
"prompt_number": 167
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#better colorscheme\n",
"plt.rc(\"image\", cmap=\"cubehelix\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 168
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,axs = plt.subplots(1,2, subplot_kw={\"xticks\":[], \"yticks\":[]})\n",
"axs[0].imshow(bluesky_xyz[:,:,1],vmin=0,vmax=1);\n",
"axs[0].set_title(\"Blue\");\n",
"axs[1].imshow(greysky_xyz[:,:,1],vmin=0,vmax=1);\n",
"axs[1].set_title(\"Gray\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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T8rY/+gCv/PUXEy9h5cJiSyxzlqhv37ZN2Ndo8cb3/hI3ffAmjh44RCeZI9Y1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\nazlB/g85Ilnpe5wEZgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10e5a1610>"
]
}
],
"prompt_number": 169
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This certainly seems to support the notion that the luminosity has increased. Let's take a look at the blue channel and see if anything has changed."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,axs = plt.subplots(1,2, subplot_kw={\"xticks\":[], \"yticks\":[]})\n",
"axs[0].imshow(bluesky_xyz[:,:,2],vmin=0,vmax=1);\n",
"axs[0].set_title(\"Blue\");\n",
"axs[1].imshow(greysky_xyz[:,:,2],vmin=0,vmax=1);\n",
"axs[1].set_title(\"Gray\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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bg69DyldfyNtOGeG1f/bpFVdHXZnEOYenA3ZfNIYMnYJywtgNN+NKl1KJ9nDM\n7Schyfc+KgJCUpJO+QweBo+YiIBwSdkFwScgJTkuLwqFj8+It4NowxC6Jtiyhx4U5s87F//WNnOH\nK5hJS9iMUUGFZioIlh3ntDh202IxVitn5kewSElZSTt87FLj4fGuYWv6DtsNfPrP70C3HPPtSXwd\nUA6GUeooxi9hShso6Y2d8oqzoAyIw7qEJG0Qp61sFbyOiXZNobtoEVQMDu/MOEhlwDq2bb2MgwfX\n9rVMmik3vP9rvOwDb8Pef2dWKQr88mhWSdqACShVJyhVJ7L36YznlDQCpUnac7SjGWIXdYIMr8c6\nmyZ1PJt24kS8pPQkQlXlS697I1f8/u/w839+lK/+/u9w7763kx5MqVAlUBU2TD0Z8+NjzG99EXoI\n7pypc/o2n9FgkCOvej0nffYe6of+ga2lK2lH+3APfZlo3z4edA+QKotBUyeiQkhVfDw0W7a+Fjn0\nWpoqW8Zk9Ztph5ngyrbNtotJDpXH2s0UbTMwBgv3d8q2WgMnLjnObawX1msQOumZw6TUl3SYdpfg\nLCKiBWTCN1TSCYoTA2n+e9NpvFxYP97oxcs+UiUCjudSFQpf+/g6oFTz2PrM5/KhX/0jzr9whO+/\n459w0WHa5zyb0tFjMPkt0pOuIpid4oXvf/Oag7iIMy0IqYt47rXXMHfmToZvu51k/rukrkHDTRHm\n/yx2cUyvMOEsr4PsAKpF74vuPAWEeAQMbHsJc5s9xrcmNNuK+kEPAlCBDw5kqyaygwzeuI9jnITy\nhDdueSmvUt9eYihczqH3Kn8nQmAuYDN6JdNmnSL3BJLODtTs2srap+y5D2UdWgcMV7ZA/gyA2BSl\nFEnUJE7rpDbqpA2ZUqqVZmB4kPGXn8KLa8IFbhfPeceHV3zfie3d1fkgznlMtOHDb38351/3amr7\nDvOJT97Oe7/8btytRxEcziYEpWFUUAZxmCDEDE7kaTjE2Vy4Omx7nrg1TTupYyXtLK+6fQC98Qle\ncOpuXnrFNp73zj/rXYHLGikoj9Ke2kfFG0Arw7YNryRd2IN1jYyLaqXcte+tDDJMRAufACVCdM//\npfy3LyYcHuaHXryjE4nMSRZaEhH0Rf+D/d9+Czs2/TxuZg9jG17A4Owt7Ek+T50mJTzmabFZxihR\nojX5BZ7PM/gSX8qD2yjCrg4eYfPIY9lvRchHixCgSbeMQZff9VpGiLU0pG6tay1smqjTcJohXQzY\njL8t+Nw8+fT/AAAgAElEQVTitIuCUkhyQ5sjE7iFgaLQduMniKbbPchPVOAWXgYigtEGozy8beM8\nb/dL+I3/9auceuEQwRrb46OTz6Z0X5vKgQdZ+OGzqH49pX3VON6/NLj3zht75muJ0NOLR0spNGdH\nMfrf/g+UzqaVHqIw2iZ5XFCDISXBw8fDX0JFCULIUmNtcZ9jqRanO+Y0j4naU5HDNzH8ZcuxZ5yG\nm1bousONayoXK1o3tkh2lRjaczdq/l4GvhVQP3MTW7aeRqUyzkJjqV9rr8nvOHpFBK0zRWpxF6QB\nl3Y4XY3OtwMvKo7HUYlKI85hdAjiSNMoE64uWUJJmLwdK6dtYteVJ/PM8QYN0YwpzQFatHBsIWVY\nqtysVw+Ssi6hq9EMj+zKDExpklvdLZLGvOXdHyL+/T8iCIfAeGgvQIcD4AeZVpzfCwo7f4w4miNO\n6thuAxSus2uldvkufuWpv8dzNm5H/BJ6bi9KQNIFbDJL6hZ45p/8xbrU+JIpETWP0UwWKPvV7MQD\npYntFEfTu6kFw/i1Mf5D38/T3S6qZD66TepMhJchx+7A7ngaLRtTNgGCcDSqs2uzZu+mzYTTx5jw\nzmBu9zmo9CzKX/kA7fQwuzf9NnsOvZ0ag+xXB0hI2K+OMmK3cL/cztlyCnfovbRIqEqARZhTEWU8\nWqSdrcJNHEFO5VcwsOF4a3QvrOaatJJ/Z/ezy3/XSlNRgqcdWkl+jFCm1dZhiXuNya+pru9VJbRz\nIVw2Fgsd393HG72MX90ouP3CyDmw6Qx+6dKdnHt6iV3+lXgDTyLeuJP62eMMfvchGidPcPk1veOB\n9MJFLzmFlt3Ofe/7Gmee7TO4+3xiSbnlqlOWTJorGem6d3pZl4DAYXkA1c58W4trISUcFovFy3lb\nH5+EBIvFYJb8hUUBvVgTx7/fkkJ1G8nU19BHvkT1hhouCGmcMUow5Ng04HH3Do+hf78L1TyMCscB\nRfmBOYaaZcKBsY7QXU4Ndr9LkVM0XQFwNCZvG83IeTv48VO38aFPfg2DRztt0O1OprXpyeuKCPPN\nh7KtxUrn2rFH+YxzeNJlPjs3LBCLZkxnK84Kmmmm2QtsVh4QsEsG2aPmqOLzkKpzkTsF+OaKbb4u\nTlcphTIFwS6ZwBVBXMrc/IMEXhnPVVEILm4Tx7NEaaOj/neWAcrg6YBfue4KfuFtH2RieKLzntmk\nyZ6DKe6BzO/Ntpp480dRugQuQakAbSr4OmRmfm/PvHZ3UEHwdUhi28Quoiw1/NIQpA0iN8+I3s6H\n3/SjvOAPPsbHP/gkrvypCIOhTZtRNjDV/jaCMHpgN9+6s8JVZ2f+txOlQY5EC5z1/DE8PUGgf41v\n7Ftg4O++C+EOIjtNOnUTJ3nn82B6K+OygWNqigo+35KsIeZUi41S44CawypHiyz8YzGs0rzDBfkv\nMcKQeOghOS5K/WropemuZE0vqIhegri45gAlCnKBWVGLaftAm0wAV5WwPEJEKb9mRVHS7gnD6RYo\nhGphlHnTL1/OM4IzKatBHBZfVfD0AKmr4+kBgmAzVE8CpdFJAjHYsIQ7gQNEIav7Q606M0+7kLO8\nkEPteSZKVS46q9Lz/qI9i3p3LhNAVX+AzDXQZ5gNHYELYJRPKjGBKhNLq2NA0xjC/HPaZVjrNrAV\ngrnoGYXw7uQfx5HJD9OWFpu9cwj2f5V0+5UMfvcQrS1j7J+tM/Xdt/CgWuAs72l43jDB0Zj5ha/z\nBXMLep2L7XoyR9lkbpxF0BsQFIajrUn+9K//lDe+8vW8+G/u59qfPvf4ft8rAJTSeKbExa85ldQX\nTvMtHhmtF5CQqQ+GOO/vGkULRzmvi32ScLryGMJwpgzyDWa5nFFu0PetWpZ1lXh4aCcYL9Nyu4Kb\nAMQuwiYpUbIYpk8HJc4+7XJuuuNz60keAKMUHTdXlXVgXRroLH9VEqJtFbGtE94HnrlMJfz1a6+j\n8ouXEk5ewcG//HW2lq8APoabnaahtjLNPOMyyhwzGDEMqBFsoPH2J9ywsMCOcx0DvseRv9zDg5tP\n5pIXTNC0MedvLdH8pYs58Be3ELRqNNKDlPyNzNs6QzLAlGrgEHwxhHiU8NivZo8TcA8RMZgL38Jh\nojhJwinH4NgCC6ZKM828GFY1rrD+5fJaFMPI6WPUlCKVTEMV8iPW8+RLShGLUCKjEgqB22120zkV\n0RaFOM0TwUu3ELKppPjK72iNRnn8sL+DYW8nCoPnjaBNDZvOoZSH74+jwo00t+zEtJu0J8agBvFo\n7YR94W6ZnKdxxMOrZVRPKxUearZ4w1N/Yl3PF+6AVVMisRE3yB08VZ1HqBd3VnoSEtPIBFyeP41H\nKlEuvguvhKy1bJdQbdPKtd+MgEhYICJFkZ3xd0CmeShtcagd8a1je2nvCdF7304czaK0wbkU61Ks\npGj9NUK/RlAeQZkAyhXi+rF1l7G7bpXKjtyqDG7lvo/dwOWbnsWtB+qMPHO429a7Yt/ODMgwfOYE\nzyyXOayaFAFiGyK0c0G7AYMhO7Xb5VSfj6KJ8CxOJhVLRUpYHBcrx4Rs5DzO5318Z8XyrB3EXOmM\nVkiiLoGbcVkYn9HqNowpgfH40Z8PeZbexWnBVcjEhWtWZjeMyoSNCxVpOUTHCVQHoTqIX5/PRJFJ\nedvev+ydz64W6SxRcoObr32cWDa86VXsrA1x0+f2IQhfb3+UoZ1noWYiPu2O8Cw90tEifHyaskB8\n59vYfP8FpOe8mH2uyoVP9pi7/OxOByhrn/2tefbeZRgRg5WYoZFraG89g0vuG+c7zY9Qk5BWvkxr\nENNSCWkezLyGoYFFA2N5cxQuZN367DwJgyXH1Nh2mkduz9tmdWOiUWZJFLGHi23P2kRLYrZqzbQI\nERlvOy+ZBhtLtm2yJUungFSW7uwRsiXaE0HgAh2BW6zmit/e+IarGdLjGF3FeKMorwI6xARDUB3H\naU1aGaB15gCmVmXzuGOumbIQBZixE1MILpoY5hvxHJ6f1dzmSpmqCfnszf++5rNFbNjIRfkWfXjP\n3+zjqS8/h7o7gq/KAFiJadHAiSVRKQvS5Kiap6HaNMXjvthyZEYxPZNwdFIjD8a4Zh3bnMkDIxXe\nSwF4Pp4J8YNBlBdkypg2iD+ESi0+bRgapywbwPdz7UGBVoufARCIE+L2ou95twGtJ7pOjNDKYF3K\nRS/cwhkv+2Fu37vA2dtqfPCfP4BvSh3XSL2CMbkIOXrKNZq71QJnygCH80MIBpa4h2bhWEt5DGwH\nNBAuk82cs/2tII740L9wJL2T06XCSTt+FXf4K6u225pCd2hoJ8ov57wsmeA1xVLUw9djHb+0z30k\n4PWvfgqeGYT51bf4LUfkUlCgWw7TijNDTRIjWuPCEohD2ZRPXv8v6+Jzde5ELQihKaEwiIZGGmGu\nHGTj3VfzpIWEd/7kAa57x+e46a/O4+pXJUQqJpTMOKHRtGkRVM9EWhHoKnsm24ye7Ji5wyAiHI4W\nmJwXVFNYeNKZDKCZf9qZ8NG382X5KlWCZc7aWacalJBAZURCiHQcsoswkMWhlhbpHGBZ81LU6ADk\nu4FX02QLGqKXv+6JYmcQM+M0202Wls8iVdAk035bufDvNpAtbyUFeEqeMN4LWmmUqI4vemEFvyrc\nSM0/GWNqKL8G2gcd4kqD2MoA9dM2ojcLnsmMqscWFBdtGmBveZ4oPXGu+qKtNY5EdQ6156knll0D\n4YqrueVGtGKySGxE7Nrog/t5zrs/hMjiWXlKGTy/gvFL2e5LDNrLDXA6zQQiCpTGCCAGqmNQGV3a\niMYsrnILDdI5sBZl8xjJiszgLkCzkW1fT2PEpggWZxOcTfJ8aQK/1glm3+1V0YsaW9xOrzt87Q0f\nuImXnf5bXD08wLW//wnqB+4j7gp/utYW4G1+pvDUVULYtceyCL1aRBorDiCoovlxt5vtm66DuAni\nCLyN3OD+nh9yp2APfwXPW53TX4emq7LdWsYns3bpxQovrIKen133DM/+m4/yheveirnukrWSXoK5\nOAE0ohUu9DFRgjNZ9lyQvdufPkBiVw4Q3N1AoS4h4jLHan8AEUerqbk9bhPfoSl5WSSxqgQEOiCa\ne4hInQqSpRMRUUIzwBAuHCI8fBftKy7lhzYPEbuEO06vc8uxOaKWJjnqoSeEoAoLX/kM4Sdu4Ba5\nmRCPNG+sgCzUo5Gs7moEeJJ1nio+DiFW2eTVynXBEAgxzGLxUWwyljsGFrm+1WiWwi+0OFrpkdAQ\nKTCkHfvz97VEESqhqoSmZDFHfTIXMsUilVDKN0YUaOS/aVjy++OFxCUdfrBYhr7mVy9gSE+gVAml\nq6A8UAYXVHB+iPN9zHyKbDHYSDGx2XL6YLabq+obphtr8+0PtefZUlo8WcDXhkE/4HCrzUQp5O+/\ndfxuy17+sVBouxqjfTwsJa+G59cwQSWzw+SaKCKZURsy4ehs7v6Zr15NcQ3AA2vBWVzUwNkYa9uI\nc6QuzgRpR1GQzsTunEVrkwt71Yk/opXBaENQ2YC75AzGds7w1ME2m/2Q93/cwv2LMUVW24RitEdq\n7aKtCMG6hM+85Y/5dBGf2tmlBrklwXt0xy/dSorBY1tuVJwj6bHtY1EJgozTHcBjS3gRqj1DtPkM\nFu58LxW9kQF8/k3fSztuczbXrtL66xG6RcPlRUfpbGZ0uQAurhXBgiOPY1U4xV//oFpIW8y0wLYU\neCCeRrXyHSXGZNqu8bGlas/l9HIfQ0HwTYhzKbGLKYkjGNlGGmnUPQ4xEG/YycaB15Hsv55TfmiC\nqXtr7KXJU7iQB9X9DEqNgJCyHkbFc9hXPZnNVceN981z0hZIU8WOEY9jfsr0XUJpm+B9cj83ua/j\nnCzRbrsRYGiphFgsFiHKtd0GCWU8YixF4MPCnSwmO6bdAWZmdaNYNxyuE6F/LcG7HIUmEXpluiNr\ntMkMZR6ZtltR2ZIrVJn7ulGKpmT3QOZW1oYO39t0mvITxJAmCL5aLJ3RHs9TF1H2tmbuR9pD/Cri\nl4mHN5IMVVGpw5UNblZDCYbDxSGUimPz0GK5puI6Y8HxJ5RsCgdo2phQe0zHLWbjhKNTGrGGyZmY\nn73q59aVd08HaGUomXK+U3OCNGlgbQvbbOJy4VhQBNZlBrGCdlu+Vb17m2x2TaF1FsRJ10IGBwcZ\n2LSV8EyfyzYfYwyf7TKAT3aaTE2qBARU1ABtaRKqMiq3UczIIndbV44h2UEkEeaMNtx/fNmWQylF\nZFv5yTVdu/aQJQb7lZ9fNOhDtqrxcne7qAhAtQwVDIWKUwhfhzAV72FUIJge4m72kDpLW1nGCTim\n5rkvvmHVtlvbkKZzTleka0khdAeCWdR8BYzhJe97B/e/5l87jbkWpuOYNPdMkVBhQ4NKAlToo5M0\nex/wso+vfa4ZHM8NCcKvP+cFSAQ6FSoPzcLez9JKj6Fdwh887ak895sf5rMf3c01L36ICcZxOJI8\nSoAShf2nI0xVqqhqwPTHv4qcfDH2BcPMzGrshEYk5cv73shGBmnQJAvyuEqZVQuH0Mahc/pgVDyM\nUhSsZ/csW4jwpHn0uLL26mS9NKUThVKKwd1PIVRd0c1Esli/SmG7JsCWZPuFtGTabUTmLqZzn92G\nqJ4d+/FEsX228FgY3HQ2I+F5KB2AWKQ0ivgVWpu3Em2uIGWFqgtSVWBBB5K3V4Zt5cVlZcvGLCSW\n0SDfdutsx2dXK8Vd99X5/Eev5/ov/R0LNx0ljucpVScIqxuot1cPmNLJvw5oJfMMljfhXEyzdYzU\nxYDC37yd7TuaXOVfzFHvMNHEIL/4nJ9klPOpPnAfduM5HHzgXYyabUzZ/YQqZEaO4eWh9H1CQChR\nxVdhHouhgiVlRo7i3AAOwcN0/HUNBp8AjxIb9AR73W2LFEc+JhMSRmQ02+GmUk7fNcdkj9MfYKnr\nIwKRbWHMSocl5Pd2HcHeHX0sE7im6z6NNr0DdVXyntrEdj5347DsZy6eYpe6iEtH/ycSz+CSWdh8\nKTfv/WVm1dyq7bYOodv10kJV1/keKWPAqUWrYrGcaMXsfM7zOPQv/7xm8gCbSxUWojpp1ZE0Mz7I\nlnxMlJKWQ/x6C+f77PnqvSsKmOWCVqHxTQlj2yg0lz3rldj9KcFcC1sqZTOmMox5p3I0vQtf+9QP\nHcCynUBVmJFJRtRGynoM29qPP6XwZzySkS3MXHst3oDQtg4RTThqie7RPImd7GMvCZlm6XKXch+D\nJtsIkWDxxeS/KAYRmirJgrmrNimyJGK9AOWc3z1qDWlj7riyr4bO0dMnqOkWAXNOeuoUicgS45cD\nmrLIyxaenAXFYMh43njZdt+ETAi3811pjze660QrjQyP8DO3fpwPXvTTaF2GtImtjuJ8gxiFKgl6\nULALi2U62koYC45P+3uHW2iBY186yHu/+ft87ZNfYfqeSTSa0thJaK9E1roDlDcNU3YuW+7H7bXb\nFEXJlHEuIXYx2gRoL2CycZCXXvUjfPm+ad7w00P81G9+igNHofSFQ6QP/gOu9GziTVXcrI8NSmz2\nd3M0+T4+HrG0qbJUKxeEOrMdXrfJXP5+lmyi8PEJVJlU4nzHW8qcO8ggQ1gsCXH+NyFWMTHTbJQJ\nhhhhW/kBKpUxFhpHOu/spTQJghKF1h7OLbrDdfKan4kGS7fAL+V0l7qQBbt3U2WWogdrVIcOBDon\nvQAEaFo4hvC4UR/g+XIF7YntON9DRwk6TdFxzEU7/xg9eSvwhRXbb32abqHlFpqNUotWSL3o0dD9\njP7+7Lo13UD7DJc0cSKkVcGmHmYuhSijGmwpRNmlXNlyfqu7o/o66Cw7yl4VpRSlyTqNU0YJD+9D\nwipq7Mmkhz9BrXohA1f+EmfvCTjw1a9yUE9zqr6Y8bGXMzX5MRbsAYa9YahtorVpAp1YBr53iObW\ncQ7fnRK0YlrnDDLypU8xLVHmyoLGQ9MiyQPaZAaxuMuWb1VB1C+lIWJkiX+ugk7kozFjsY3VZ9Hl\nKA7xK9yjVhvQSzp83tY1Y9FKofPvbWC5fuBDx6vRV9LZIKGVYHKhWwTGSUQhTyBDGuSbf7acD9Zx\ncK+PvmQA/BrilRHjIUaDA10SXJQpGWY4a7djRzxuszMoFB9974/xkb+yzB++C9+r4U+cgkotpCkw\nRG1jHsmr4FGtQ9p14tYUrWQO51xPo2cvq/5AZTMijvlkFmcTPvYL1xFLwsdv+AIVr8Jb3wFv+r0S\nerzNsTQh8MZhcorSkWPMXnEqfslRtj8K934fIN915o7zwV0OD79rw8QiDB6+KtOSORJpM6jHiaUJ\naKbk4KLvb14ES8oMU2zSmoGNp3eE7mqG36z8yzavPOxjhDQvfNoh2vmJhBpFE9sxpgWd0JVCihBg\n8NCEYnjN4O/Q2nkJSTXE+RoTeCTDAWgoHaxTbpy86rvXFrpOFkl2yb87yXjdgpAv3MqsBS/3bjCG\nrWdeyx23fYYhv7zmazytCHxHKxBsSeFSQ6rAayR4jQZ3Hfz6kvtXEx5lr4oCmmkj/6yYP+cUcODK\nAzi/hJemhGoIF9bwZhKuf88f8sOnb+I9nw244FmHKTUPMFq5lCR+iPT0Z9M8bxjaUHqgjvfQt6nG\nZ7Nw+SkMfO425m79OPtoMaOmsDgSbKfRAOoqJsZS7qpuI5qWOn5JlQnnpd8NiqMiDKps+K1Xa1Wo\nJQK3+G2lZ5dz40YZzjGaI11Lv0K/sWQkiJAJ0mLa9ZTQkOzo+MLtutgOPGcNTjSN2CdtP3HIBq0N\nlCuIVugo5doP/ymfu+43kLAKSiGewtRT7KzH3J7v8Ldf+hW++E+O9sx+gvIwZniC3GwPAtWNT8ps\nHXGSG6vANmaIWlO0kwaF7pa1i0bXBnjKta/ivde8gvPfeMVxykqv74hFa7/DxW55889TyjlK34TU\nJs6ibALK5YD6S7ez8LkBWhPDMKEJ72ySnlFC9v0rWhliaePh5wJvUeh270jTOY3g5/8KFNuLLSkj\n4fkQ7cFTAanEDPo7ORh/mzIV6mQhHItnI9oEErCVMulwqdMvC3pgJSgWD5XtPnSyl/DVeuU+JuI6\n46zYllTB4FiqEAQYHCntfBv0KbKB+sK3Kc+dTjS2BWWFZDhABhW0QFmHC3pvbCmwttC1KZiM38lL\nvcjxLj+3yOScibXgGVRsmb7tewxdtLYnw6hfZsGr4wWCKwmSKFxiwGVuY6/532/o+VwvTTqLQ6s7\n+6d1qYqUFWZYUN9rkw4N4x38JoG/CdU8QunbH4UHzkUQGvccYUP5YrQ3iK1NEG99OtX9+2nWh1Fa\n8BfqKFNDH7mZoX+4mXvbX2SLdyZ77DeYYAtTcgSjDEc43mXOIoS5F0OqFveyF7Opg3w3fLatIMo7\nQBaPIdOAPb8KSW9t93gXm1wry0PnOOxxVMNKK5HCGDkpjrLKOFo6EclAieScrWJOMv42BabSbBPz\nwYUa7aNl0tvrqMkp4uY0cdoidTG+KRGYtSfiHwQUisENp2fB6J1kQlKEa//2nVyzKeXfbpomnjqA\nro0SlkbJxkGAChTliV2QJBBFGQ2XJthogVZzMvey6bJ8K82Gizfyujf/Lj9x5cuZP6TRxyzVfZNg\nHSZuYcNwSbyR1VaKadpCpJGt6sRyxqYNnWt/8Me/za+94a189Ev/yEuf+uOcPjQELxri3oU5ThsY\n4Puf+z5RfZzUNfLTnMFJtv2hW9PsdSJDmkcqK+BwRGRBqFI7S0kP0XCTbKxcSZIcxpIS0SbORVyq\nbCYq0GQncRnUwSOd/rjmeW0rXu/eipPX+YrrKcHogBEJs/ghXc+lCBV8EhZP7i7OOtQoWiriXncr\n5x/djbtgO6otSE2hIsGbihGjUfb4lUA31hS6RyZvYWLLJbmwLXQWOvwtRi9qv17ux+f5iM4yfPlL\n/if33/l5Smb1VwXaZ0MpILExszY7fJIYXMmnualMM5lbkc9dDqWKXV2CVh6XXXke/mRCYnx2vXY3\nt/7rPOm2JxNM7SdduIP59H4qR+tsecGFLPz7NDe3PsFF/CTxwi3Ys36BBtsxdYub0PiHv0/cfhCz\n+Wqig59hVG1C4XNR9aeJo/3ESYN9LA3gYZcIV0eEReeUQZw73liEVmdZVSzlC8GYaZNtBXpiM/LA\nwcWyrqC5FsYhEWHD6BnU5/fz2e99gR899xqsi0nc6h3DiWPT809nQCW0yGP8KsVcFiaDuxYGqc9W\nsLfGpAcPInGLRjyDcyklfwCjPLT2EUkBhdE+pcBboqk8EaBQqMHRxZUaoFKL2TvNv/8/5t477q6j\nOvf/zswup729qTdLcpEt94Y7BpvuGBIuJcEJIRgCyS8NEm4uuaTcEEh+SSAJCUlIIHRiyqWFHoob\nNkbGQrZk9foWvfXUXWfuH7PPec95m6R7KVl8sKRT9tl79uw1a571rGc9OYd0fHLFEYSYr8g0SUhc\nmySI5qyYvU7arkew6SXn8dE//Td2bNnZKvoBODJXYXTO0IitO3Wq2dg0Kog0xK0vL3y98JzjNEAb\nTU7lSdtolEEac/tLX0P6xj/g1c96GS9PLOG/nDTY2mUTfdVt28mfGCdBkZcDBOkxgJY2QxMKiNtg\nBIvImqw6bZ4H2/zsHDVE/AQBDQqUGKt9g5zotptjmg1YdYsyCWRdsx0ac/MyrSvtwoQQ1JOKxbPR\nC6JdwUJik1imMEIbg+d4eEJ3aE0A5FA0SLLmsQkK2aJwCuC4mGNWTHLJUNavcBCUqzFHIenzEAbS\n3Mqd0c+qDHhy9PsMrr583vG2xL2zqHYBb5c0pT1XveXCOzn19NfP+Dt9bpEkr2mEdhASIWHGQLr8\nCrgoukNgMv6hK12kkLzq8mFK+/fTqG/i0RD6Dh9BRlXqM/dT6LocJz5GIz3N32zdyl2f/Ai/+0Av\n733Gl+gTwyhH0bv7K6SDF1FmPTO33Y7zubfTPXeCfP9N+HNPUY+PY0xMOTnKySzTXxdx62FL0S2e\nbtOxVrMb2VxNPWRLUSyfgfYwL2jeLS2FTK0rwOG261+mKs1gWmP2+T96LwMvvoCNq/o4WTnNYH7l\nSdE8bqPYzaf/w8PsfwoQhFGZRlIh75Rw3SJGZ5qmQgKGojfffUBKD20SmvQeIRziuEqiQ8J0oTLD\nT896+7ZmpP9sDLPOIbMTP2xxueO00bGVtf9XdD/jNv736/6O+vk9yLKG1QLpGzYMG9ble0hM2hFr\nrenKE1BhelYhKmaeK+u4iCTgFz74NnsKSySTYH5X4kqXNEuidfv9GRUMAh2RUx6JtNVnPRff3Ppu\nt5Pne2Oz9nr6PLyHv4TnDnM6eJSEqCWC03SiGt1SI7O6DC5udi/bHXPz7y4utazLZA3bJGAwYzRo\nLEtEoahlVV8BER4udQLwc7A4N9ZhFlLpLFHueH+Bf2hG6U16XHMEwe46lFPAseUwLSgwIs1KnTUT\nhBSQbeI/9rs+irvN9cxdvc4eyzcox5BskJgZQdzlIeL+Fa/lrJxuahKiuVN4PWvn8d0W3NDk7XaM\nwPz72cl+7G8/xsve+LIz/laPm6M7X2U6MaTKoNe5/ML/eunZnCYABaeIUg5hUsdXebRJOd+9AVE5\nQnH/OCK9inBwBH/KIC+8h+TAF5nVoxREN0U5YKvQHj2E+4xtxCYg/sJvYwq3Ulu3Gn+qjpmT+N5m\notpegvIkiQkoqFX8sPYJi3kJRR6P2KSt7Y2XCUfncVoFED6KEKu76yAISSlkE8VBkENSyuAFAzTQ\nFuQvFTtb8azQXaBpl//qda0HNu/KZR11u0khqX90D1I5rfvpOnncZta9xY00CGGyiC+2EIKJW0pQ\nzd91pEdx/QjdV2xnx/YxFPCFP/vBWd/XH4dJJGJgXnTJlqtKDCmxjjBxGSVdbrr1Obzlbf9EfrMh\nl9c4EmoNQaOsqMcWg9TdEmZBS8EJlVLtnqHoSCZrhjgGYwS+b6hVFOkpiaonqDBB6LQF1f1gt1X0\nXnT89bgAACAASURBVAr+WSjkZNAkJkHrlIFnbgBoYbqzM5JaXKXb7+N3fvMdvOMv34QSkiQS6D0a\n+iF59Ws4/d7fxBVWsLyJ3TZFzOM2R7zQFnacaDITPGwCOyJCoaibCnHmTfMUaFDHM/aYHi6JSOgm\nR2l4PeXK/O7wbGmQK1lr/JapSCvcOUyDCJMlyJomEbjZPlRjC5eszrWmx/jc4N9N+OLXogoZBKOM\nvX1ZkkNog3FW1jI5az3dmdpJhotDCK3mHW3LMixXQ6sUcAHT4bfe/U9sfuHz2LkuT34ZfhxYmGFj\nqUTRazBbTKg3JMf+/eyFc/Jed9aWpkbBKdntjQ5wcqvAaPLH9hCNbCXJ9xD1F/FUN31yDZGpoU3E\nL9x1KZ/9bsy/iSd4DqtYZVYTxWM4jZD8gQeo1ncTiRxHku9ToMiweyGxqbJZXcIP9aPMijrSCLQw\nuMalQYxCMCvCDIy3ViElwOKiKptkoQFfwMHEtjVXwlBCIIXmWORRTx2ML3GES2RW5gG326r+C3np\nXb/E5/Z+gtOP7kMb3UqwrWRSzkeAlpKT0IjnSDLSfftDkHeK+Ds3c/6F3YysK1PMiiaayG3zbD1G\nbZ+0/wLFEb09m1u7NqMspmukhcwGz7vJfkhKdkWVrMmmDUxzrkTnNK6bUJ52MAn2ez64p2KSsmIi\n786rzwvAgzACDLYHYCOyjBxjI14jO3sRLoXrNsdbtTR6axjgDT/71tY1TYQVnAdm2dtjt/Tv/ft3\n8qptz6Zy8XmouZiuY8eIH/oGtZfdy8Cl/4PaE+/CywIBbdJWZNekhLVLQYJ1uBFhK5JUlrfQsU33\n8NBo6tQyPoQFz0KxOJytEiJ3DECbMNeSJcBt/26njbUn0RYWfCw00xYoXLW1gYeLZh7+UzT7ali2\nQqONKDlFTBce9egYqgqMatIRB9WfEtclpibs/PEFLN32rWXnJGI+MfE4I6uu7HxRtXW2haxSrfOB\nEqkGnfKSm+5k94H/XNHpAjTSmB7Hw/gh9fLKjmHR4AoFJrZNI01Kwe9DFc+zyUBjEELhH98F0mP2\nwH+wl4McFTN8as5j9n5N9fAEc5UTfPHPC3xFWezUiC8g+DO79mXZaBtpGjCfaS0ypk2Qo12cQyxx\nrs0ouKkHaj9nFyhX5SDLbBs0oinIYsDtS1DKBb3Y6S4VIRgM07MHee8H3tpBxTkb8fJycLqD/dC9\n8QquvD2gux+6VErBOMQiIS9stD5mUhRl8gLqbWtudiItC41otWP/aZoYWYdxVav4xjht0JmTiQ8p\ngSkLvG9/C+81N1HyBBuL3QRphEQy6tcoh4ZqRZHMSpIuB1VJcOey+yOy4zaZP1LgVhpgjJWEzOxU\n42GkkGct2ymwjSilUNx5922t1/cfhfT8fq7qK1F8xkUw7jF3+TZ6v/Yp5p51N3Nrt6Kj7QyOpEzu\nGKL05Fqm4n0tYRif3JKUsJUsJOjor7ZU/7WFCcGcsRF2KqqUVtlKs6Y409mq4y1lzedkqSRgM+oV\nwnautlCewjP2XBsioUGSCdwoUgxTRPgIAgypMJQufTPRsIaaQMwZYl/CFMhQkz85Q1IqrMi+gHPt\nHAGMjz1mHa9RNnHWpI81TbYl1wBkVrkmFcbxeOwTH+BZP3/vssefjWscmo0ZLllg3Hzp/s6BW7D1\nWuRkdGJhOaz0W8+ll1CtH+Zj1X/mY1/phyOHQUCtPopAUupaSxrVkW6eNGqgMOSdIo70UMK1xPOm\n1mwLvxS2EV3zkl0/owa18ZdN2+KTvWfSuBP/PpuuDe2ljQaEhoLXRyM+c4PJ9veWalLZ3gSxfaI7\nwuHqe6/i6r46h3TKkLTavqdNjbXC4bhJyAlBLBJcrOxdWQt6pVjQX2B+GjTrByKgJAyNM1/5j92M\nkvO8tgXPuXFtSyqEjWBe8Kl/4pE33MrGktVMyCvrNDYVewlyEftFjQqQaIlpZAuq1qhgcXQntEbE\nEUJrZBoj0oif/Yf3deQtlmIutHOohZAUnBJg2N6bie+nIb1DCeWcva/7vvp1VucHufstL+Sr930G\nfUziD6dcu85i1fXeiAMjt5I/OW430BmF0cv2J5FpLMnLLVKi0RJCtNFuu5Ntx3ubHSZi4paj7aOf\nGaZRKGI0q3vKTBXXc7o6n6xYbl4roYjTsKUS1vr8oo4QyztuKVxywjIVqsQgFi8yARaP19nksBBf\ngnry33HclxN35ygdPk3VDOGWI0SiMa6LjBLEGaC7c3a6xhimJp5gYOTSZv8VMGI+4tU2XznvcEzL\n8RrH4Z7f/xCf6r6LnltyDORcel0fRzot7PLAVEwwp1g7WCIxmoveauvQ26tTlr0Y4ZCkoe1jn8k5\nzu7axd17DoAAoecQypY5lkrrrK6EAeWVMGmMMSlJGmCMJsik4doxIdH23w5reZAmfXuJxWAp1fq2\nB6ujiobObgHNP6VQuPEspf6tUFvcmHOpxai9DLOZRV5o7a9JIYlNzOV9DRSQF4YU2zbIE1AlpU9Y\nyUav7fwGJBlCliUdRPN+WdMGXCGIjaFXSC7A59OLR/InahZOAJRo7dBMU+LRmBYX3TgWerjulpcx\n+tjiKsuc8thYStgfRaQ5SdrnoBopKoxtNGsMIk0QqXVqsp1SlCaINKZ6/OlFjnbhNttg8GXOyjkm\nNQpeL0JYWVSAgvLZ0efT6I7YNzfLcN7DVT7p4we5fLCXR6M50ljwyKfGiS8u4Hdp4k3n0TN5Acpf\njUnKCH+I0ZlP0d93K1PTXyMmJCXFzYongA6Hu1Riq8l6aJ/TkYhbsInJItGaqLPO9HG3U2fP9kH4\nvnW6CyP+hWMSpoHtDkxzAVrKwQratRYWrqwjuK3k9vy12HGeImnN7S4UHoo8KZPEfCz+IPfsP59w\nZDvO8YfpqV5AbeMm3HoAk3v56NG/4cO7Zpc4n3k7Z6crhCDRMcHsSXK9azNtBmmjAtXEes08pgs0\nMV8R2wu8+7XP5/Gj3+TobMzBIKWvN2X6uCJNBd0PHCK6fAtzSQOtJbWJ0bMG0HNOAYOhkVRwpZ+d\nsERIlUWmgiicI4wqpMZmf5sTwXfy+Fds5vZtPVy/3uPNf/YNdrzyWfzaek2CJJfFagKQRhJl+FRK\nio+PNDY5MCZmmBZ1wLRuZ/MGSgQYSY0UDxsVOsK2Wg9ImclkE5vWyH6vGUOk2PLbh+/r7GO10NrH\nayFOuLADbfMz7VGUEoqNpsAhUcET8zyUPKKVxW3fQ3mIVkTQboGZr16LgKq2/i2H5BaewUotTX5S\nJnQ2WtJyz4Ux8xHwgl2Lzjnc+5Y38t63/+2i43S7BXoKEfVZA64gzSmcmsEohQwDVGRXZhHVLY9T\nxxi3ABhMOu/EVprrzYIVIQSRjihgkLluHjlU5bx1kiG/RGo0qdGM73cY2mn4w7//A97+1g/z9Nwc\neR92rO7i0IBmZiolOW6IhzyUN0hlx7UUjh9l9orzyfVdi+7WVN/9KZyMgZCQtM6t3dG208ranWws\nYlzTCSM2vz/HTKZtkqCFJiSBNmGghUyljh1bpp4nhYM2aUvJDMwC+EwsErkB67/criFmSejFJrnV\ngnlbISXEsojqaKZMihBQRPBMruIr5X/lP3fVeGTPNOL4DJXaKKmOKOQGcJ0fEbywVIuYucYoue7V\n9oIVdoLqtl9rhxx0M70HYBD5Iq/9/Z/lPX98Hye1pvrlGf5+9xt46L5JyuNldFinEc+dkUC/cIIK\n7CCHaUjJ9RFCMF07gagLPOlx4T1bef9//xaxP4D42hTexNMktSNoQmbj/Rgk02aMAVbjift5+qPf\nxn/T7RSQ5LK21AEBoMnjIrNkkINDVdTAKHwEa0wJB9UWeVq3VaGBQtCLpZR5RhEbjRERPg4uTWlH\nTYDtRdaFxEMwR0oDKx6TxOe2OW9vx7MQy22PpprRsCc8eimwjgSNYZSg1cGiKeRssLe93mIv2Fse\nGiteLtoILYkRFKUhNvY7z9aXEpwp2/DTsgxOMO3zN/urSAz/+8uH+I03lbmwv3vRV3s8xUyPphEq\ndEGR1j3UrMV2tZdDRgHGzVmna1JEmpBGY3z56CfP6tQMBt8pImXWSNJobrjtUrwHptk/1IO4vUa3\n43Pg/YeQt6wn0Jr/79W/we/+ylu4cet2vrZvL4+eKtNVMsiC4Lpr+vj2w1Wmb7qdvkd3kRYH6f/u\nEzTWbEE2ArZseDOnjr2bkICElDRLLDWdcPt5AcQZPOEap+VwNYZUzPsOx9hUlcqkcvImx0lZJn1q\n96LjddyWBRG/NglOpifchBaasq+Ww9sGCdKEHwxCuFx3bTddpEQZI2FSBKwzJQ6JChU0VaOZ0YrR\nRo7p75ZIj0wQzY1Rjed4v3cKV+URQiEyZk93aW1rJ6uTYBFfeKGd0en+/m/fzp/95TeXfG9s7DFW\nrbv2TIegnb9rHXDMw/88wfZ3raWUH7arkXQQykEJD5lz6HKLlGsnzzrKheYAd1JFZuIq3U6n864m\nAbuuHaawyyfe8wCe6sMhT0rIRrWTih5j7eW3UJ9uMC0qjJhemm2uJRIHp6MjQ1XUWGVW44sCrnEp\niwopmjw5pJEkLaxMcrW8hQe1Hc9QJJSMT2o0gUjIZVBADkkeh4ks559gKGbFtHVhMNNnbnHSMfwL\nxnAhc2HhtnbnhZfQY7rpMkUOyTGaFXLzn6fj78bAkFDU0VQMHZ+OsqTZlBYMCkMqIDIBG7b9IbB0\nF5D/smYsDnzrL7+C3R/7KMN+V8fbRcfDcxoEvsF4Au07aM9DJTFmoSJfdkA9dCn/862/dNbzXGbM\nheYi+nOXDOLNjuGPH+Do5DbqV/bTNztK1zcM+lWWS1rI96PyG8g5gp1r55XQDlRmKW4WJDHMjlyO\nPJjQs2eC6V2/T7/aguetoyj6CMypLLPvERCg2gIK6KS1tVtNNKyDbHu9LiJWmQEiIqqExCLFRdKo\nraystvDYMuuakZDy/j98Mff8wSeQUpFknOX5PmoLjmM0fZfGVDDMYXgoDjg2XiT50hxhbZJaOIkU\nDt3FNRhTRcgZMAbHKdDrFK34e5MhkcFESdwgjMuZwtuZ7+MZne4/ftcl1hkes5CVIATjJx9hZPXV\nGbQgbdKItqi3SR9rH4AkQjoeSip0pvFpBUAiwqhCnAaZEv7yjOmFuKkSCkc62U5QIFHc/PMbFjlc\ngJKTwx+t4Y8exPU2I6RHwSQEepqct4HZ4BifeP6dXPcnv8enxq/jdcNW0MOg6aKbOeZam5JAhHSb\nLjSaLrmaRloBA9NiFmksbtUg5mIuZs5MMqNP0EeJmrGvN4hbTIYe47d4vGDxpEpGuEkzuMIASXD2\nojcrlZK2j2M7BPGWF26nYarslieQQE9Wkw7zSvox8xoRUsAslpc7KAVVY2gYgcq6RBia2DD8lrqH\n+IZfJIz+37pZ/CisI5pdYK1ot7mON+exEnDKsP9Jw/Dlnd9xhLS5t6xxglGi9RsiTTBCIuKsMES6\ngEAYTZA2lswDQKezEQiEtC3DfWW7S+yQVyMqx8AfIDd+EPVgAE6e6h3rSSuatXl4Ymw/O1dt5dGP\n/gvb7/0tABKdog0EVXuN8mRC6XtfoBYcwhjNdHKQHhPR61+ICTUT5gQCQYkuwgVtR620o2rBAgJB\nIhKKJk9DBOhMdc/JkmoREbOikvHXbTSc93qoZ3mUlWw+v+Hw0S9/iPWH1nPxq3fwjF//O87rmS9K\naG+93jmemk/9+QG0SSn6/Sg3D1QxRuN6JXq9Ehg9Tz3TuoUyJWmDKJwk1bFNREuF5xR55sXn8Zbf\n+Qbu9cOMDEkmg4hL+pcvkDij0z19/5eykzUdGe92m5nYTd+qS1vD0pG5N9lrmIw2k2CMoVo5TpQ0\nCJMAIQSFVdt4839/K6+54w4Gttqtm5LqjCT+phWdboRQhEkFV7gYDB/+0y+13k+NZiqqMeR3MRlW\niNZ65PYPIE3I3HXX0POtr6OiUZJkmn61lUZiV/fHPvAY1TdfR0JClynRL4aJTEifGKLX3UrtRa9h\n9r5fZePwr3Bs4p8JCVivdkD6JL1imDFzlAH66HU3EcZ1RjnFlcV7mKo9wPfZRR8FQmK6jM+MaJBi\nKGcllx6CUiYvF2ROzcPmLdvtTAI4UsgWRLTc1q3971Uzi4ODg6BCyjRpy/cYbE+0fPP+Cgsx1DFs\nEy57TdwSOG9oiRAGFyv1uEXkyXftpNHlwsBZ3dYfqxlXZTgurTm7pCNuXev8ny9+/Ss5/uCn8OQ8\nbukIB881rTSTkQLtOpisBF4mETgexA0wCaQN1HRlkWNdKiEqEORUDoyhHs1S8PtJkobVQVB5+1y5\nBZz6HCKqUPj2JCJJePIlhg2lPEEwy+t++x28MnO6B6tlJicVOhQMr0uofeAjJLpBOT2BytzCWLoP\nlR4kR548hWxptvoMfga3eS3YrdF6LSBAGkkX3fgmh0JSp0GeHHkK9vgGEhJCETNsSrhrtsKB5cvb\n26NpJRRhWuO5tz4HbrXvjxQ8XOkTpvPQ2zyHd37vJRCUiqvmY0CtQVgHmiYNkiQgTgNSHbdKJCQS\nf+12rrpR0rsx4Uaxmpu2vIukWCJ3Yg/xwGYaVw+xYQTCNME9g5bTGZ1ucyu6khBFlAbE1dO4/WtA\nZ9pTLTnItu9JCcJFSIeu/q32/Xye+979b1z//A0dxwxnqmftcAFcJ4cQkiBtZFQaKI0Mtd5XQra2\ng0N+FwPbNQ9MbAS1ETEC0dpLkcnFOOWTJLWD9OSvZPPPfpm5h7txcegyJVJSTpgDDIphBrtuJwmO\nU3xijJ61v4FGUxQ9TDBBTU+yWm7htD6GQHJUjjOVfJkrnGdxOh1nV+2DVKixzowwKk63OABOBkXk\nkeSx2G4zo9oEM+pGoHJdEJ59DzptNOGCYopmNwm1oD7dYDgup7G90BQ+VlVfYlkJM8b+O8KQZrcn\nBHaKHE+bAIGFFJrBoQR2Spf7k5QdSpJ2jWB6BH7P2fFRf5wmG5F1vE2qX2o50QDGaQOlTRYwSBA6\ne/hdwXl3vpDjX51f2OXCLLoxaM8hzedxalWMUIgkBB2BTkkdyQsees8ivHIpMxiKfh9ap3aOmxRH\neUiny5YTOw7ByGbyp/aDdFH1KuVbNrPR07hC0lVah9i0qXW8OAUdC/w9NSq7NZXoKRx8PFGkbmz2\nPU8Bgcx4uFELx7VRq0NsFXJbO6UceRrU6aGXCmU0KXOijEBk+Qwb3Q6YPqZEmdOihsCyBczOEcSB\ntkVmQdVkB9PHaKI0Yv2O2+jasYnKw7sojx8jTsOWv+qMcuePI4UiDOes/kgmStSSMc0PUfyZ7dy+\nsUaXstWg/Vl92rw5rNVdONUp6uuHiUtXkGz16OpOibVs5mNXtLNKpJ2p5bk2mum5Q4x0ZyWVjjP/\nyzpjNDT1cJXK0vGO1RnVmp993cvYffBr9LdJom246KYVf3NREk1aonhq0iyzuXLPWSkkcjUIx7B2\nWHNs5wi5/WVU2EPthpfS9YNjfPyqd3LVfXfxiLmYO+kDUlKhiU0EpXX8sPx+LjhUZTw5yKCznYiQ\noilwXBxGGwPCEBCx1WykbGaIvSLrgm0MrXoltQ2beerhVwHQZQqMybnMwc530E2zaFdDq3JGIlD9\nvTB3dMXrOxtbNIZCoFDcLG7la+brzBDjIzifInuoZT0FsjL57Ks9QnCbGeYQ0x2OthlfeMArev6I\nrbPv5qqh36MxMIhT1CTR/z0B/kdl0/u/Q+9ltyPibH6rtl3cCg9OU7Mlqnn88Cvf4OI7ntl6T3dq\nFoGB1HeBIg62swbSA6GQaciJT37xHPIWEuW42a5TkxvegCmtRQSzzF18JUYJcuMuaaGPYHgI5RvW\n5EscrJT5wej32dq9hr+57zM8985bAOj65iHC458kMCEhDRoZ9/E0k6RARdSZMyGJEZzQAWkK9cQw\nlWhmYsVUJU9wqoiaiJCzZXRQtU1qZQZZpSk6jYiTOokOSdq0OqSUuNK3inO5PlR/jCtcImNBq5UC\nLoOlidUP72P66UcxWYVl+65gOdPCsO6i87n5OWU0NlHdj4+XNRaYFUGmEmGPUSfJFpn5YzYIiae+\nS+H4AJVtq8n1pAwVrWsOUkN8hnjiTDPfNCOhhY53uSz4yIbrF0e49gPzvyYzSk6a0qx3f9YLcvzr\nu/+jdVxHOstW5yy19ejPr0IIyWT9JP25VRgM042xFS9uIqxwaFQzOGCYKgvCScWFFwiG/CIHKrNE\nieGqobV4Ton73/Y+Ds19DAeHGlW2ejdxLHoEiWBIbaGcjpITXUQ08MhzgsPUqOHhEpNQJcDD5/LX\n3oeJBMWPfBQhJGPBI+wT+4lIiUVKQNpSr08xVDJh5SopIVAxhge/MsL4Y19bdhu6mNWxdKID7Ja4\naVJIbn/jpby2cB77xXGqIkIh2aZHKIsG3xcTVIzBEYIwgxiGcUgwDBufb+kGJakp60wIWhjuEMPc\nVno9pms9tQ2biEZy0A0qr7lxSw+ceQ7+uMy4wqWY6yO37crFbzZhBgmt0nZoQQzGmeehn3rwsygp\nmIqqPD2mSeoCTtsqJRmmqMAGFyqMUGGICmvIxixprovL3nj1ipBPO7tkqLgRKR0mKofoz4+w8/Xn\n8Tf9v0n5Fc9GHzR07TtIWui2ybtGlchvsKv2OB/66ns48J2E2emns4y/RAoXlMJRPlLZ3aeSPkIp\njLHYcauBgdELaK5tcKHj0JJ6lW15nXaRGSVbhSatz4J9PdsRG98jOPYkM7UTres/E32u5PYQt4kn\naXSLqePKJdp5ACPPu5437ggoC7vzS9GLGgl0/s78+qkQhGgk8AJuxb32LYgrXbYOKUZrMXkXlBCE\nqeECiy8vObfPmafbdIoLM+DNSTJ+7CFG1l/XNujNL2aOuIX16nlamVJ89auah/74r7j0v7+RkrN8\nC+qlLO8U0DrFmNh2R1Uur33BK8/4vWG/i+FNdmKPf3eOgatiio6Ntrd29VJJAn7+2c/jC3tG+Wr5\nLziPtcREDIgRTke72dr3KpscEZL6zOdA+OQp8JR+lLzJ4QuPHtNNlSpbxFb6c5fxyD++hB233Ed0\n2Z24uz7LCXGcAj4QUl6mr1qIpm5sPy4X0L2+jRiy1X0hL3c5c4TT+rwjnM6y5cx+rbADR7iYTLa6\ny3jkRJFDYoKasT4ozPqkaWPICcUsMY9TY1BZHu9mpRg1MQHwVTPBbSZF6BSnHqBnFYl2SY1c6hR/\noiaEoB7OkpuZxvT3016Z3EEb01kCrdUrUCASg3EExhWsu/L5fPUbH0YbgdESowXZLZ0/HpYDbBPG\nljOelJ9c8fzaIQeVtR9P0xRfWZ72O/LPQTsus//8u/zLVMSD9z9GfHSWKKri96zG8TPuayKRXoGS\nP0Caxnh+N9LxbXFQi1WRJbOxdD+MttuVVsv15vXTCpSyk8s+m0KSzSdt+xoak2K0xpDaudoU94Gs\nctS0WEZuYQBvcB1kTvfsov+lP9PyUQt0gYWQPPfi0wRZxV2aidp4C0qGI3THaxKZkeYMDgIfxZQe\nZURKlDQcnU2QEhxfMlM3RPGPSPCmibGcjTOcPrmL/jWXg+vMwwpASxayGelC66aKJOXnPvpl7rvm\n1bz+/a9bcdAXvlf0h0jTBrEO8aSHFA5vePsfnO2lIRAUdsKWriJ5ZVfIx8ZnCWqSNz7rV/i3r9zF\nmLiYEqfZxGZqpoxPjur2y0Ak5E9O0lVZh77sF5CxYevjb2eCEzQIKIpuppmxzfyCxxBIuvd8HxHO\nUUknaBCisptaMh4NkRBl2FmzK7BC0CskdTIGQwlybpF6VD7ra1x4vTqTvGunvwkEu+Q+NugBTssa\nEYajIuAaNuBrl9NyNxMmJTC2Aq1ZoDyLpmGsUkQFkCIhBea0ZCr2MKU1CCHw5mbwZsZ57Z4/YfIL\nJ5c/wZ+wTZ/cxUDpFoyjOoIFWzjRFuWmNlBorhciMaBtQu6Nb3sDf/Ka96JN5phSFnHVtcq4ncpC\nAM/+23vscZjnSS8X9eYd28WiEc5QcLtBKJ79539NsX8zeFkZus7j9hVxpYQosufruJg0IK6MU49m\nMVpTjWZwpLuolLZpqq1R5FJdGZRwEELiSBfP70MWe0nWDiC3JPT0VdlUSNihXITwuYiNTKkppDCc\nlBUcBBG2Iixv3EwYPOYUAZ/4wDxb6YyRrhDEOkRKZQMuTAd7AjqdLVi6WBVNLqtEUx1y7NktXuBw\nowzc85BobL/DCjFPysNsfXo306uuRA1olGsYjyEJ5I8G011pEJZSq4p1SFIexykNgetmeqU6KwmW\ndqVvrpRk7wm7LXnxn7yc0w8s39RtKWihWZVSj2uUvB4QgpFN/qLvTkc1JhoxF/T0drw+FVWJEtFy\nuIlOqR9RlPaMEs/txmB437tGefuvD5KahB45TE4OEG4sWmi6WGLzL93L6H2T+Ee/i+tuYyoapdd0\nM8EYRYqEIqJmKmyTFyEQBFuuZfLxT+IKRUBCHqtIZjVLHepZKWKErfgqZy7OESBymkJh8KydbvOB\nVkJ18IuNMR0kd4DL9DaeFIco4CBIKWZphD65jovMKQZElYOizibyzBBzjIg5DTUjOFLPMztToHFQ\noZ4eI6ycIjUJVyfPxAB5t2TFfGCFDgA/HZva9y36Ln1WKxjoiHSb061F/2p+KIMAJOx9sIz73FnC\nkT5E3SBrKUIbVJjg1BuINMUohUgTou5enGqZ2aPHs8MvTqItfNZcmSNNAupJDd8pgTEUutfZyDGx\nyWvdqNCojROlQcuhOn1Frv5vL+cd/+OPaBxRPOfGVQgk333n54kHN2AcH290Lwcn3wcsXdZru0VY\nYliSCduEzG/Pc/ht1WDdmTKZQ44cdep00YeLywbdz5iwCWAXSYRtayWNsGL5lfFFv72sGQjTkLyz\nuDWOFM1mUdlHm1WY0mEjPib7/bgF481HxAujXE22u0OTR2HbcRmO0OB7k3/G+eMfRg86lIoanJc/\nhwAAIABJREFUJaEuBUHtRxTpnqtNl48w3LOqcxuilI18lbMY881MnaidQ2LBmjZx9hMGgbTbmCWs\n3yvSvwTU8+R+g/d0xHe2VygOpdRGHdyJCLc8QdXU2HrhdmbK3QybfkbcnWgTkiucj/v4KLXrVzN8\nLRzcK+g5cj/IItX4KOudy0h1DYTkB/ohHCQXr/49VBQQ9W3Am5pgrX8No9FnSdGEaBoiwUXSpGYt\nZ0IY1OYLELsOn/VYNSOB9kVyIYc37/exPncLB8KjDJsSp0WFW8w15JwhwnSaJ9KQrz3tMLO3hDl+\ngjixu4tUx1kLHutQtU4wykNK26LTkRYzbGWfmwyX/0JmMMz+4Ov07bjNvtAOjykBSXa+juj4nkgN\nRgmQgrve+jo+/YcfRDsKtxJhhEGGWcQYh6ggQUR1qse+zIemvteCd84U1QGkJrZzG7ttF1IxM70v\nO1WBt30D97zgJl59yS9TuWkHYizlimcVeWqqxhXDvczFDcak5qVv/U2++OXHSbsGqF8+TM9nPsOR\n+pcoii6qZg6PzgckJGhJNRo0Hh4JSUtRzMqT6w5Vr5SUiIiGCKgTIBE4KGISerEC+hExCknapgei\nG53885XGpQmTLb14L/0dJVzWmm7GRbXjd5u9CwNsH8OU+WPmM93rBhqF4IXiufiyD6W6mQv3kHS5\nlIopA3lLb1WymfZe3s7J6TapY+24bvPPpRJr48cfYmTjMzKAPcOMRNugNGUgm/NYG9L6ymIRS51T\nmkQdmprCdVsiIGdj119U5KEydD9wBOP4cPC9IPKEokSSVvjLF13DXe/8CJ8n5l6zk9zATSSzT+Ac\nL1N4/ovo9RRjHiRrr0Yf/gyO8BlL9rAufyukATvNNZzQ+zCFPqbvWIuZEwx8cy+no6eYI6AmYuZI\nWGPypEIz2xIMMVTRhNgS2oYRpAiKvXUq3aVzWpxEtk22WvnzjqPd8V5442U899/fQ+P4JCYOidIG\n70h/iCt9fK+rtVA2RUYcJ49jfECjdYqQdjF13CJpUrd9s3SE1lYU3J6C/V/xxsvg2+cQ2fwYrF0s\nRSBITcrMk9+k74JbMK6cp2Ekxj7+rlx4APvdtMlLF7zkf72Cz73+H/FmT/Pw1N/xrw+eZP/ek4Tj\no3huCa8wCEYT1earCs90H02WxVIy63UgBL13ree+rb9Af/FadFKBaA7l9CCSlK6HjxH19PHYDxTb\nd9jqsSdHY1xP84Z738TH/3g1v7P1j/jrsZcw1fgea5xLmUkPLlIUa86L9ug3yAojXNxWdRrQoc0Q\niRjHOCgjKeATZmI3ISl6CX25iIQhk8cf3kz15A9a17wSC2GpZPFyWG7TXLdAnQgnWwSUka2u3Pbz\n9veajQU6f88WBAWmTGngeVA9io4Eol+gNRSVQz1N7JQ5wybu/zqRtvC15dR+xo48wKpNN9DyrM2M\nqP1i9vd5ov3U5N4Vf38Rnuv2AIbEhFlFmmHTzg1Lf3kZ2z1Rxj2d4MwcI64fJi+HmE0Pc5jvYoW4\nfVKd8PG/Psx/vPQ/Gax8njtLMT6SF77nOCdFH/ujL/AoozgYenAIpcEL9/MCcQeT+ijbvdsRUUj+\nsVmSUg6jE06bMbQ0hGgSNI9TITXQI2SLn+sABSRVYfCFsSIyToqz/+z6abVbM9JdipsrEOx/YA/G\nJFj3Icg7pfkZ0kqoZN3djCZO6pZInrFMlFDEOsZXOQpX3czlN57iOs/hxepl+KUdTD3zRkRiEIHB\nmYu4/ttD/DRt4YPtCMuYCQ7uIrftCtBZsYSAjh6xum3+tv5tLI5bSbnjV67BLw5jkhDpFfBw8fq2\n2M9mSmMzjVPLntfCCM8R1tmmOsFTHsbAX97wJwzVEjApxA1bZmw0VI/iJBFprkDhiQZ7nREO9FRI\nTwjUeIg3M4cSLo987BtUP/leBvavI5j5TgvDbXZ4aI7PctaumbtQNrTZHUIiCUVEweQIRdxq8Ng0\nF4eACBeFh4OzqQfOEepXwiHJdrpnEubvesVaivjUTdzRLaJ13tlrEZoEQ4MED0k9KxC6h9sY6HsR\n5YnPss/s4sKrP0AkDEkqaKQJnpRE6Zn552fN013uYpoC10KIjCPb+TkhBDPHH6Nv49XZK83CiTZK\nSXPCaNmBOS60pfBcY1JinRDpEJXRnz74zk8sex31NOF0WGfEL2CQHJxuMLP/IGPf+Aa/8cCXSPc8\nRT2cQQqF7xZxnSJgrENPQhqfeIJTyuNfs4fwH/gnpHSySHt+AbH9wRT/yIdsd2LxCEK82z7AGfxh\n2ssNyVTtddLqeWWM3dJpYyPJ5rYl53UjxNmtlx3E+6yicCGfcf59W5JtE6YJQWJ7bTU/I5E4pT5W\nrenj2p8pcJH0CLBOupFR22yu2hAzhoPkQrMar/dq4u4RZE2jfYmMNbnJsy/u+HFZc+fWGiNhx6ge\nzZKfmiJdN4IMUiv3KFisHQ3zDliD0Nr2BxSSNKyhvDzGaJKoStCYIjVJpuK2NHNkOcs7dlcT6wBP\n5tAmYW1umLCrC3/MQgxSFhEqh1B50BEyjoj6eyk8OYf2HPRAnqgvT9Sf5y/e8mz+8MOTCGJ0vovZ\nyaOYbG7FWV+0dnNwW6W/TYlHiSTMOkg0OwhLJIEIW043R47z5JXs1g8sKDAg+y37rBugRsia8w3T\nD3l2V3QWJhAtrYUOhbHsfNphDyEkdwzW6dJDTIoaDZF0OFmYx3bnO0kIFLaLdjeSgd7nQzTDhD7C\nZef9FZXBPKXhlLXditFqykhJMJR3CeKVawTO+OQWciXqwdI10U1GgxCCO2+4kd/7589y8wU9ixxv\npEOSyRM4g+sBM+9kW90mMthBnDlrudhMlsmMKTo2eTZ4eafewqH//Ap/9+kDfOCb/0S07xhxWrdC\nxn4PnlNAa0uAlgiU34PndVlnaDLaizEUMk6gdZRp5vQEiOZn7LmQYV9SZNnhbDtvjLa/05ZJtfSc\nrMDWZDsG6aI69CJMlkHGHlsnICSVeicH+Wxq95uOs/n39khPIEgLRe659FJWPWMtz3MuYTZ8CiEE\nx81+TjFDN7mMYqOYpYEygrqwJcsCm2xQzRuJoY6my3QjGmPooY24MxEqCHFqVdzxlelSPwlrb0ff\n3KUpYbfj02NP0N91E8Z35zdi2nRszOyLdEKIQtCIyghRwZcD/OKL7uVlr3wFwcZ+TGqZDXJsmpvv\n2HTW5+k5BRCCcn2aLq8HISRuPUAFYxDPIaSHMQkmqSCSKsIpoeqzqEIREcfkT+wjf6Jg1c3iGtet\n+QPKx27g1991F+979lsJTG2JPP68JSSZBp59TqzgDZ1ODUFMgm+81r/r1NmjH6RkCtTF8sp4rUW/\npPHzfcS18Y7Xl7OmxKW3BCd3ITRhjI1eT4tZq0HcNu+bzteqp1mBngSNg2SGiDqa28xmynPfouCs\nY+2lf0rjhj4uHpH0eV2U4waVKZg7JiAEGf4/JtI+8ht388q//Dy1aGbJC9No8ms28J1Hd/PlC/vJ\nOQWiJbq9TlWOMNK/hhZZWmMpLca0KoFqxx4/N5yyzelDM1mUsDrfR8Htxs8P2O2ckAjl4BqDV1qD\nTrOV1BiMTrNIXRFFZcJGlVSn6Ez1vlRcxWV35/i5Vbfxa///R3AvPJ/XPE9xgbkcYYqM1g/TG/XR\n7V1ErfYkQTrL4+zlO6FharoLqTTpEQekQI6eJg1rAERxlcREsAQNrzmukOFSon0SCRzlsQzvellr\nOtj2ku52h7tq5zo+f+99GKGs9mvlMI1gjsA0mBBz9JCjQcxwprimhaZCSB4HQdISwhHMi+K4SE6L\nCZLqJ9l2NMHLr0HomNrcgzygv31O5//jsA6Os8nmU/ZvbTSzBx6k58KbW3mHRboMibGJteZuxVcY\nJ0fXzluQYcLLb17D3a95I1Gf1XdwHE0aCX7+H15xxvNqWnNuGhNj+bqeLVxwfIhmrbPVEUJ69ps6\nhrSBrI2Rq08SD28HHSHKoxiTIFURZ+4knsrz9EMnKF/7IAFBqyfaUubgtJ4H+28b+RYoEGWyRyKL\nCg2GSNhz9Y2HZ9xFDJml7wOsyTcYH9xCtXb2WP9Cf9GMctvHr/m5naaHORFQyhaGpnNNM4J2uTVz\nbXItwXCFXs/O4ssw/RcQl3pIlIMME+Jjir0mobt7hjgW6JoDKciGJjdRW/Gcz+h0v8jj/Opvbeav\n3llthfIdFykk9VNH7UUYTZrUbTJrCacwcfQhhjfdgBEC0WQytOHA5SUce7stotGITM2+TdjYkS6F\n3KCNSJPIZs2FJI3qRHGVWAdt8m+KoZFLeOc961jFWoZKz0QXh5ga/zgJEb1qI410koSIfu8CVj1v\nF9XvVdgq1lNknPMLd+HKfZSoE/EAfaUSES5ruZC7cDGbNVuGX48wYJSC6jFM91aqW7bQtetr7K39\nOz4+s8xQFQ1cnNaEaWTZ3TwuY6JC3jjURcI4IU8m8L13HaOR1pYdmzON38L7877n3YmqTKCDUyA9\nhNNDTnRxnOPYJoMRF5qtHBCHiUnJ4xKKhJgUhcBHEmR0Gpjfsh0WMxwWMzRqH0XUBHOihofDH33+\np18cAZ3j0A6jWbgsYebJ/6Rvx23ogjNfLty0JpOhqUYGLaaDLrh8+PuTvPTQadJrBunqSujJSQSG\nE59+eNn7tdSOResYKVXmgCXezs00RkZQPf3kj+9GLLEdT8NxlNuHO7EX3O7smlwbZCjD+970Ju79\n8Mf5of4+G1iNI7wWlNSuItaEGhzc1liFBHTTSy3TRHZxO8TMvTbxcoFYsiFlu/k4pBiGlEEXVxbo\n7xiXFhVMkaRNXvF8IGEwpCbJZCAdqiIibxwaIm4l0arELfZCr8lxvtlImTInxTRlEbBLHudY493c\neOIG+rpvJVx9EbVNg9ADyQnJ7IjAPBXwV9+5je9+ug9z+hS12sqVsGd0uv/+7kkEkq7cELP1pbs4\ntEdqLZxsiaSawTB+5H5GNt04n0yDzgKKZWypydjsXZbqJEsOGaK0Qb1m+auF9UWuu+mXeftvv4V1\nFxR4am+IdzDALZcJ+3sxStB14GmMVIRDa5jZ/dfkgxG61Dq0CYh0mYIaJjUhUTLFBy65mZ/5+ifY\nJfLcYkpMB9/jIv85nI4ex81WdBeXiJAceQIaxLOP4vZdT9w9iJdERL1DeLNVgugwRYooHProp2jC\nVivrmmhQwMs0+xX9Jk/B2CMmQhOYhFyun3I4dcYxOlsLqBPXnkYIByUL4Bbpds+D+EkUkpiUJ8Q+\nAmGdrJWltBM9zIR52u9i2jqufW+/nCDKFPm1kTBaX3QOP2lbKUPeEnpCU37yO3RdcjMZ/aP9Q50Y\nbxP7dex7Rgnuesev86UvfIiNXT6TYcR5pd5zqrbMqTxCCJI0xJc+Svm85YV3Em4q0vPIEUyuDxHP\nZng8KH8Ak9aQuRGQPiQ1CCYxPecjZvei0yrK62GjENSP7+P3P5fnay+/nVrjKQI9S83MtcbEw6dH\nrWEiPZRBC/PIbEiQOWLL122yUprj2j7GnnFJRFPescl2SLM/7TbeQ9GNJJ1Y2WEtZaYpcsN8hds8\nFc9aobTKsoFExDaziinKBCZmHd0ExDREQk3EPCD2ooEymq2myLioUyVmL3t48tAuPvzxFLP/EEFc\nIUob+G4XBb/PNqylghCKQm6QSry8/OoZna7R849Tb36E2cY4Tc5nMypYKsm20BG329TRhxnYcE2L\nr2uUhz598pycxnxRBEQ6Iq8KGGO4/28foPHcjXi+IYkFjmsQrmHvaIhOJDKKcOdOoxp16mvXEA2s\nwT+1B3//XhxvC1rXCfQMOTWIND6pqUMm2qxwiKIKn9pX5HnbSsQETEW78cgjhcLDNvPrFQNY7V2f\nqXgfXZMVSvH1hJUf4DZOkiaz1NIZqlRak6O5TbM3RREQtSZmimFSVNAYHCSzQQ5nsBtZPriomeGZ\nxqypLrbQpBEcjR6gRwzQo7cgkilSXeG0qDJkipSz6MeWTJiO3lIWYMi25ZjW3yNMi24UEJFHEgOf\n+XYRUzRwblrsP3Kb12adh1wWJoMFgsTEpAeeRG3b0YnhNh1ue4DRfC9r+WM8yc+96aU89i+f5bxS\nL6P1+pJdf5eb+82cQyOp4ioLIVx3yS8S5Q1OdcL+oFOCpA5o0p4NcPp7KF2CNMrYKAbKBwjjUZTM\no4zGdYfxu1eRnDoGcZWe7pvpicucrH2FPrmeih5D4RDrOn1yDZGpUVLr8PObOV75QquLhJO5kPbz\nb0+sNSEcz7i4OK2otwlH+Nl3UjQOEM510hfOxid0dW9gbu5IxsyZr6azcIzdPV5/p0feuKRoRplm\nvRlmVpQ5IeYYM5buNq5h76k+yj+sYA5UqYfHiJM6Obcb369YnW5jwMlRUDkKJsEYbSmrpNjONQFJ\nunJkf0an++pf2sZQXKRsKsyaGg8n3ez+4KEz4jQrWaxj0ukx1OAam+0FJucOnHOU1lxdDQYlXStE\n/N/WoyNDwTcECnzHMDnqYGoCWda4lTnSQg/O3CmKx2NkWCWqPU2s52jipJ4s0kjH8WQXBnBlgVoy\nCkJwx83X8MBXj1HfNgwGfLF0SyGZiZ4DlPUJ8rWjpDogDvbR0DMEpoqH16rsOVtrkGCMjy7lUUKd\nU9QE8465gyolXYac85lJ9lM3Vabih+gTQwx6lzOUlpZFj+uZQ/UztG/hmeQRbSiZbWp5PBWET41T\nmT1yTuf947T2MRSIJbn15fooA41t6OLSQiodtmCXN3c8zw//5hM84zdfxW1bLl32ni21GLpOHqNj\nojTEV3nSNCApdKOrgvIFl1La9UV0WscpbMJEk8gkQHhDmKRij1hYR1p+CiFd/J4rCdadD+UyTrnA\n1972rzznba9FSI+o9hRubj1rBn8e4xWZOPluBtQmJB6FwsVQXEUw9S1qV9yJ9+2v0zCdyfWlWp4H\nwrIbHKMIRIjBEGYwhABiaC3erfJb5XMuHeAFgsmZ/ThZR410AfvJtjUyOJsF32WO0cTh6NEBgof2\nwlxMtTEORlMojiC1QciGTXIbTcHvR+QG7bKRRh3TIk1DwqTa2mULIfEvv4z3vPh/cpFMuPjNdyx7\nzmd0uqXeEGE0WyhSMIO8TG4n98c7eMZbf2VZFbAz6e8KIZiqHGa4J+NpLrHyL7SFDtkRTha5Zaua\nsQrv2kBfEfJKEXuGVENxIKWa2EuNi91o30WOPYIIJwjCY4BiNj0BGPqdzTiqL5Oia+CIHNpEuCJP\nSsTrr93MV7/zKGNiik0mR2xChJBEppGdl0dkOhOJLh6T0S40KXlh8TWJoii6CE3YSj40sbAUjYtD\nTIKLQ0pMKOYFyLWW6JJDd26EqfqJFcdt0TguIUS/7pobSXWFhITT4jQhEcZAHD5EgRyNTJGpIZZe\naOtt7lZjI9xm45LANCMZQ80Idj/Yg3IFl//WDh76i8fO6dx/1LawyKdpyy3+M0/fT8/lz+yMcM9U\naC+AxPAzn7mPz227gafHDy55/OUq0+xrohW1pTohfynESUrfBZLpnS+C7wU4tQbOwYMIlSM87xrc\nSgX39D505WkAoniCXDyMU6lQX7eKtLSO0v9h7s3DLb2qct/fnF+z2r12X31VqkmCQAiBhCahkYiA\n4BUB7z16BbEFzvGK0ik5HjjiFVsEvXIEUQEPoojK8YAKiBDBAAHShzSVpCrVV+2+Wd3XzTnH/WN+\na+29q6+Ayqinnmfvvbq55je/Mccc4x3ve4Wj+8YjvOgP3sX7XnMNO11CTdcpVu5EEDpuhpbeSp4e\nIMhn6JhjTD/0IHF4BQvFg4CHmEVE9NcpBA9yvAPJdYCq+FbhCmduWony/CMdchp799J9YOGSArBz\nqVwDw6Lvp991gFZjB9a2CcI+zqSElSZNNvtr6DwsZSBkKQhF0SEvelgxREGVIIyZeOL1/MXb3kfr\nOVXaXY05CHYkQHWF6kyX2qnDkJ2/NnVBp2tKGFBOwQhNCulTz5b52tt+h+vf+dZz4mrP6FA7rXlC\nEOaOf4Ppvc9BpeeWKznnwHU4xD0OnG81aA7Tw6u5Jc09pCvphOgFhwSKKOlhXQ01+l3QOYxgKVyH\nqmoSqAgjGaY4iVYhWsUkdnlDtrKiR9Eq4D2HI961u6AjHUbFczk4LIUUwxZJTUBGiiUBSYiIWJJT\nVFWdLm2MmFKMxx+/Bp08Axs43gBFXUJ6qqAlMY2oYLGlCMe2wDqne6E5PFcO8ze/e5QoGGVbsImD\n5n/TkhrTahuCsMijrCovTdjHUUWVUj3+czKEwxZGtSMFOjYgl4AtoWHFaUIFhSgQxdFuk/6dB0iS\nRY4v33DR1/o/yk7Hpzscq3ffzNgTb0RChatrdHqeNasV2HLOHbz0199wSZ8fqADncgZnuiCIqW1r\nEIXQPaA51QhQbUF2NlBHBL37+4hO3Em9P08+tQeJxzxyuuhQCZu4bJZovkB2b6V5YAb1sLBr73aW\nlzR7d/08zD3AoZW/pK5GMRgSWaRr22ir6aoeV1W+H5WuEtcvJ2g/yorMk5CzpBYwuJJPwRGiKEro\nZF/5o3uIplNKU2U4qhIToT1frWgy5Vi0FrlsC+qBtdzwxfqEQAc46zz0TQ0gmWuwtnp1EhC0ChHr\ni2smbQ8bfMC/JqqPs2/vCNu+r8lvjPw6qrGT9jWPR3YEuAKihiNrB8yfABUIMq4IFizxUkLU7SBB\njDLnF469oNNdoADljwGOJRComlFCXeerb/tNbnjnfz2n4z0jgjgtyhKE+UdvIQrOJKdZb2d3Jj65\nVkhBpCOUgh/7v56AVorj9wfojsNt0VQnHXZREXdzlHWE7TnCokfSvQsj/SHZeaAiCvHyJ0qFFNIv\nGxJgqCZQ9p5f8bJncOKzx7jzv7S5WrYOCT58b7wre8+zDRhGoHSwjkS6w8VQpUpCgsEQSEChig2Q\nF4Fh73osjp4q/F8sQzXib8VCFbKglrkymEIpRcUEzKsOK9xDX+Usk3FK1ppDE/Gk6onTjAeWJRuw\nI7SsOIW2FWKd00ur3HpgE+7gCmq+wHaX6GcrWJtRrYxRrU6w+D//4+XXB3auk9npWGbwa3rxvs8z\nce0L0ZmcGe2ul21feyMkUrj9j1zSuOphE+csmU2GWNSfedPzuLzV4IF9Cb15jYwogrqQRk2KuSrh\nxLNQBtLdI1QPNYhX2ijn0Ke+jtI1rFml8dW/4XPZp/nU7TPMzmSk/eNc//rnr/tkte4+LVegUsCX\nPDJJBb7lu3yu0hovDOdQ2h+10YGHapasggpQztdhlA4A30SiwhBMDkqhwgj7pIBKUCW1F6d4Pbg+\nfdP3+XfT2fBYs0RuJNlS+VxNvH0Lz7+6yeWP28RVQYVptYkZOUFMjM88R7RZRTUvo7v3cqwKkBWF\nagomLeclBb3s0LklXu4S9rsEaQ9Mglzg1H5Bp3vYQkdnNFXBbgVjUlANN9E3J1k2D/GbN93AL/3m\nLWc9Fp3OvXu2NlRBSMz5cW2nmyodrohgxXpNNIGfeMP7WV0IkSrQAbUspIuaeCUjSDLysTpSdJHa\nJHEyDXYeIwm+ASEoiya5j+XEUQnGETFkroMtC11tt8h/uqLPOz81w35XYYta5pQ6iUKxSRpMS4NC\nGRZUZzgjA1HHqoRUCFlVKaNSxeJYVikaysjAU8dtEs+DmpcIAascCYYcR4KjESnUeAHppc3bYL7X\nF3KsWK7gSgq7xHFzDwmGtsroknBcLNdQJ1IBs5KzQ1X4dCcmb0esnIhJ7zsCe/dw/7E5krlHS74L\nTRg3iLY3UKaK7S9grafcFB0Tx01M3idQ0fkH+u9gQ8iR0hsc7+BG9k0tnsv2dOznyp1fYOwppaNa\n73gH3ZYDDfpBJkKEpbmHLngSWW+hjkEpcptSDWrkRY/X/9R70ErxpKkGwbTmG4e71FqWvKnQW2F6\npM6RA5qobXEH/hevffBfOPSZ2+kvLhCFNaoTl6GNr6OgFNXKOJL3CYMqQVhFBVGJAFDecQ6ly/WG\nXPVgpAOp84Gj8Q61tNLxlpPMMP8XlM/RZWNQRQ/nKTzcZaSxjaR94DxX7uLmDzy5UmNiNx/9mRsY\nUZswkgJCT1YICOnRJqZGTOzTfOSsKI88kGQGGz2OsFMgfY1thLg+UIDuOJQTwl5GmPZ9g5fNKToP\ncDg7Pwb9gk53xQbESkA55khRapEo/1dG1Th9uiSkfOCm5/O63/rChi+9/uf10e0AhrM+CryYY/EZ\nkylreRy/Cwt22xbkCKDBbQ0Iag57AnSWUztxgHzsapLLr0Hd/T8pXJdEltfeWxjmZY0UWCx9c4Cu\n6lNgycrCoVaKVVKKos+tt2+h/dQ5doX+SHWMlFR5qZP15SeLUMXDiWpocoRQ9dF4aIpBqKCYJCAh\n537WnGmr5GHw0S4kCB1TJahYkmSt/H8+cpD1zxkgTwAiXWFsdA811eJocS8fN/v50qOTsL+CXm0j\nhHx+4RF6RZtG1CKM6gS64hs6nCGIKuR33QlANWp5bKvNEJNSHH0AUGRFFysFxhmPnMgWPevYY0O2\n/ZvYICg4V8RblOT4AxMExOEefhB95eMvnNcFf+Q9zxo/W4u7cTm65IPQOsS4nIcecozs6BJo6PU0\nnaPL3PvJN/H2L3Ro3/9lRGkmRveiai0oMhAhZpJ4ctKjhYrMO0NnsVmXNF3GuoLcJkjmUCoYAsPW\nc+mqkqzfj+3MotmgaDx47HRyrMHrlVpzxLrE0Duxfj3ogGBiM8GWXbDO6V5s6vGs94BSvPT6GxnX\nW5i3j1BVTXri1bwLcuo0WZbZDa+vSsU74XSe+skF0k0TSKSQNgQdi04tQVKgs9xzMA/6DZQijjbz\ns3/08AXGeX6Tyfp2rvzZLWyPChSwW0Vc47YzSotFtchxtUxVQiyKt//2N86b4x1GEmV+d70TuBSw\n+OCoJSIYMVSDKkop/nn/KbZucfQyoR4rUgPLtytaD+zHLH6NaPw6zPKdnMhvI6JCm+U2iQk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zhCPcLXk8/xxvd8gdzlGyBiA6TN6RHv2aSP2osHGJ/cimvGSCVAFecvFMOZG2OsY5/PdQUDTLrW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\nTG4h/x/HKpAIVVysvgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x110adb390>"
]
}
],
"prompt_number": 171
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Honestly, these look pretty similar to me. If anything the amount of blue in the \"Gray\" image has increased as well."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Putting them all together to make a pretty picture."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(1, (27,8))\n",
"grid = ImageGrid(fig, 111, nrows_ncols=(3,2), axes_pad=0.1, \n",
" share_all=True, label_mode=\"L\", cbar_location=\"bottom\", cbar_mode=\"single\" )\n",
"\n",
"grid[0].imshow(bluesky);\n",
"grid[1].imshow(greysky);\n",
"grid[2].imshow(bluesky_xyz[:,:,1],vmin=0,vmax=1);\n",
"grid[3].imshow(greysky_xyz[:,:,1],vmin=0,vmax=1);\n",
"grid[4].imshow(bluesky_xyz[:,:,2],vmin=0,vmax=1);\n",
"im = grid[5].imshow(greysky_xyz[:,:,2],vmin=0,vmax=1);\n",
"grid.cbar_axes[0].colorbar(im)\n",
"grid[0].set_title(\"Blue\")\n",
"grid[1].set_title(\"Gray\")\n",
"grid[0].set_ylabel(\"original\")\n",
"grid[2].set_ylabel(\"Y = luminance\")\n",
"grid[4].set_ylabel(\"Z ~ blue\")\n",
"grid.axes_llc.set_xticks([]);\n",
"grid.axes_llc.set_yticks([]);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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e/8xnPlM/z/tQRXYegMqcd3Q6PSaTCWmqEQSjNL482GiLUqZmBrXmrDTON/W7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wLppLUYB5kx2DxnebHP0twckY4oPLjCMZzknB6knLz/BEJqPv7Rv+OyRz8BlfSxeUakNVp49uxe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GE0Sui4NmZkB+3to55AuIrZSCHGeXivKp3T4zAFH/7w2/ng73yquyjSIdWgX6MWVKf32gUB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Fwn7rHq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\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57jTfSFVeoao32KrPcV5fZEO2GImPD9qQEZvUPOsucunKMi89c5b1P1lntH6ePOsHH931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\niIiIiIiIiIiITPB/jWZkL2yqqvQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x110c96f10>"
]
}
],
"prompt_number": 172
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's next look at the histogram of pixel values for the $Y$ and $Z$ coordinates to see if we can tell what is going on."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,axs = plt.subplots(2, figsize=(10,3), sharex=True, sharey=True);\n",
"bins = np.linspace(0,1,200)\n",
"x = bins[1:] - 0.5*(bins[1]-bins[0])\n",
"axs[0].plot(x,np.histogram(bluesky_xyz[:,:,1].ravel(),bins,normed=True)[0],c='gray',lw=2, alpha=0.9, label=\"Y\");\n",
"axs[0].plot(x,np.histogram(bluesky_xyz[:,:,2].ravel(),bins,normed=True)[0],c='blue',lw=2, alpha=0.7, label=\"Z\");\n",
"axs[1].plot(x,np.histogram(greysky_xyz[:,:,1].ravel(),bins,normed=True)[0],c='gray',lw=2, alpha=0.9);\n",
"axs[1].plot(x,np.histogram(greysky_xyz[:,:,2].ravel(),bins,normed=True)[0],c='blue',lw=2, alpha=0.7);\n",
"plt.ylim((0,5));\n",
"plt.xlim((0,1.0));\n",
"axs[0].legend();\n",
"plt.yticks([]);\n",
"axs[0].vlines([0.3,0.6],0,5,linestyle=\"--\",alpha=0.3);\n",
"axs[1].vlines([0.35,0.6],0,5,linestyle=\"--\",alpha=0.3);\n",
"axs[0].set_ylabel(\"Blue Sky\");\n",
"axs[1].set_ylabel(\"Gray Sky\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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arqtE3f7Ws8vPz2fNmjXs2LGDLVu2cPPNN2O328euESNw5ZXw9ttqVlhrqxoC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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10e9a4510>"
]
}
],
"prompt_number": 152
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at this histograms, we can see clear band of blues with middle type activations, this is probably the sky, let's check"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,axs = plt.subplots(1, 2, figsize=(10,5), subplot_kw={\"xticks\":[], \"yticks\":[]});\n",
"skyfilt_blue = (bluesky_xyz[:,:,2] > 0.3)*(bluesky_xyz[:,:,2] < 0.6)\n",
"skyfilt_grey = (greysky_xyz[:,:,2] > 0.35)*(greysky_xyz[:,:,2] < 0.6)\n",
"axs[0].imshow( skyfilt_blue, cmap=plt.bone());\n",
"axs[1].imshow( skyfilt_grey, cmap=plt.bone());"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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CM3Oy4IcEN4PKli2r+B6y1rL2d5UqVRAAMDExkT9RuPWIiLdv30ZEtJkd+fDh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\nnjyBChUqqGqYuxAXF2eTv1OnToX9+/f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=\n",
"text": [
"<matplotlib.figure.Figure at 0x10b5c3410>"
]
}
],
"prompt_number": 173
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,axs = plt.subplots(1, 2, figsize=(10,5), subplot_kw={\"xticks\":[], \"yticks\":[]});\n",
"blue_emph = bluesky.copy()\n",
"blue_emph[~skyfilt_blue] *= 0\n",
"grey_emph = greysky.copy()\n",
"grey_emph[~skyfilt_grey] *= 0\n",
"axs[0].imshow( blue_emph, cmap=plt.bone());\n",
"axs[0].set_title(\"Blue Sky\");\n",
"axs[1].set_title(\"Gray Sky\");\n",
"axs[1].imshow( grey_emph, cmap=plt.bone());"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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rtMyiAE8YJ3vHy5Wcyf2miwWVYMFUjlK1/spdD9FjhmPP/e7PHza07g+5HBxz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\nkH4XKKTUqKiZflvu1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S1nDDyS/3vnXQDGXzuS915/jbU23hhh4Y2XX2q3c+0M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\n",
"text": [
"<matplotlib.figure.Figure at 0x10fe71290>"
]
}
],
"prompt_number": 177
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Yup its the sky, let's look at the filtered histograms."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,axs = plt.subplots(2, figsize=(10,3), sharex=True, sharey=True);\n",
"bins = np.linspace(0,1,200)\n",
"x = bins[1:] - 0.5*(bins[1]-bins[0])\n",
"axs[0].plot(x,np.histogram(bluesky_xyz[skyfilt_blue][:,1],bins,normed=True)[0],c='gray',lw=2, alpha=0.9, label=\"Y\");\n",
"axs[0].plot(x,np.histogram(bluesky_xyz[skyfilt_blue][:,2],bins,normed=True)[0],c='blue',lw=2, alpha=0.7, label=\"Z\");\n",
"axs[1].plot(x,np.histogram(greysky_xyz[skyfilt_grey][:,1],bins,normed=True)[0],c='gray',lw=2, alpha=0.9);\n",
"axs[1].plot(x,np.histogram(greysky_xyz[skyfilt_grey][:,2],bins,normed=True)[0],c='blue',lw=2, alpha=0.7);\n",
"plt.ylim((0,15));\n",
"plt.xlim((0.2,0.6));\n",
"plt.yticks([]);\n",
"axs[0].legend();\n",
"axs[0].vlines([0.3,0.6],0,15,linestyle=\"--\",alpha=0.3);\n",
"axs[1].vlines([0.35,0.6],0,15,linestyle=\"--\",alpha=0.3);\n",
"axs[0].set_ylabel(\"Blue Sky\");\n",
"axs[1].set_ylabel(\"Gray Sky\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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VFnYdaHUlNlaCqzFj2vaRkfK+1X5rbZXHiY6WL5jp6dJzPtQmUg/roCovL4/t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\n5kk+qgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11aaa3b90>"
]
}
],
"prompt_number": 175
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,axs = plt.subplots(2, figsize=(10,3), sharex=True, sharey=True);\n",
"bins = np.arange(256)\n",
"x = bins[:-1]\n",
"axs[0].plot(x,np.histogram(bluesky[skyfilt_blue][:,0],bins,normed=True)[0],c='red',lw=2, alpha=0.7, label=\"R\");\n",
"axs[0].plot(x,np.histogram(bluesky[skyfilt_blue][:,1],bins,normed=True)[0],c='green',lw=2, alpha=0.7, label=\"G\");\n",
"axs[0].plot(x,np.histogram(bluesky[skyfilt_blue][:,2],bins,normed=True)[0],c='blue',lw=2, alpha=0.7, label=\"B\");\n",
"axs[1].plot(x,np.histogram(greysky[skyfilt_grey][:,0],bins,normed=True)[0],c='red',lw=2, alpha=0.7);\n",
"axs[1].plot(x,np.histogram(greysky[skyfilt_grey][:,1],bins,normed=True)[0],c='green',lw=2, alpha=0.7);\n",
"axs[1].plot(x,np.histogram(greysky[skyfilt_grey][:,2],bins,normed=True)[0],c='blue',lw=2, alpha=0.7);\n",
"# plt.ylim((0,15));\n",
"plt.xlim((100,210));\n",
"plt.yticks([]);\n",
"axs[0].legend();\n",
"axs[0].set_ylabel(\"Blue Sky\");\n",
"axs[1].set_ylabel(\"Gray Sky\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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5pB7X9Olw8cXSpqYhoGLJdzRvsWQYkkrx9ttycR4zRtp0aAuThoPTKQVa5syR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\nWLOqon9/iaOqQ8++H/b8wNub3ybEP4RXp7xKy+C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G1q6TKbA1awo7ah8fBUbn/UQXglN9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\n",
"text": [
"<matplotlib.figure.Figure at 0x116361d90>"
]
}
],
"prompt_number": 176
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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