{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using color in your visualizations\n", "> Color is a powerful tool for encoded values in data visualization. However, with this power comes danger. In this chapter, we talk about how to choose an appropriate color palette for your visualization based upon the type of data it is showing. This is the Summary of lecture \"Improving Your Data Visualizations in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Visualization]\n", "- image: images/city_heatmap.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Color in visualizations\n", "- How color is used\n", " - Differentiates classes of data\n", " - Encodes continuous values\n", " - Should be used carefully\n", "- Color can be misleading...\n", "> \"It is evident that the color-size illusion is present in a marked degree (no matter what) arrangement\" - C.J Warden & E.L. Flynn, 1926" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Getting rid of unnecessary color\n", "You might want to compare the relationship CO to NO2 values across cities using a simple scatter plot with color to differentiate the different cities' data.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cityyearmonthdayCONO2O3SO2
0Cincinnati2012110.24520.00.0304.20
1Cincinnati2012120.1859.00.0256.35
2Cincinnati2012130.33531.00.0254.25
3Cincinnati2012140.30525.00.01617.15
4Cincinnati2012150.34521.00.01611.05
\n", "
" ], "text/plain": [ " city year month day CO NO2 O3 SO2\n", "0 Cincinnati 2012 1 1 0.245 20.0 0.030 4.20\n", "1 Cincinnati 2012 1 2 0.185 9.0 0.025 6.35\n", "2 Cincinnati 2012 1 3 0.335 31.0 0.025 4.25\n", "3 Cincinnati 2012 1 4 0.305 25.0 0.016 17.15\n", "4 Cincinnati 2012 1 5 0.345 21.0 0.016 11.05" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pollution = pd.read_csv('./dataset/pollution_wide.csv')\n", "pollution.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot('CO', 'NO2',\n", " alpha = 0.2,\n", " hue = 'city',\n", " data = pollution);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, the resulting plot is very convoluted. It's hard to make out differences between the cities because one has to differentiate between similar colors. It turns out that sometimes the best color palette for your plot is no color at all.\n", "\n", "To remedy this hard-to-read chart, get rid of the color component and facet by each city. While the resulting plot may not be as pretty, it will be a much better tool to decipher the differences." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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db7uKNmtQqZTarzQAVErd0baraLPuBKKU2s80B1ApdUe7kaLN17u375WCSt0TWCm1X+gIoFLqjrZetFkgSXOSzODZclnR5hsZ0dtvW9ftBzqdrtTO0gBQKXVHq/kuUxWXU8tDlgYxGKiXHGbDF6aAb3SaeC2o3BgE6k4gN0+n05Xaebvy10pE/qWIfF5EPicivycigYjcLSKfEJGnReQ/ioi3G21TSt15amUXx7GYqXocagXM1oJLpmxvdG/f/bZ13V6m0+lK7Y4dDwBF5CjwvcBDxpiXAzbwbcDPA+8yxtwPtIF37HTblFJ3pjjJKbsOjZJHxS0mPjYGeDezt+/RVpm7ZsscaQbcNVvWEaubdKPBt1Lq9tit+QoHKImIA5SB88BXA++f3P4e4Ft2qW1KqTvMtQK8mx3Rq/ku01X/ive73kUlB9nNBN9KqVu34zmAxpizIvKLwPPACPgg8EmgY4xJJ3dbAI5u9XgReRh4GODEiRPb32Cl9hHtH5fauLBgquKyuinPbGPgdrv39tW8tuuzFnxv/l1t13S69hGlCjseAIpIC3gTcDfQAf4A+Pot7rp5VqA4aMwjwCMADz300Jb3Ueqg0v7xQtDXDmPGcX5JUHHXbJk4yUlNjiMW/ejSRR43u7fv5hWs21V78E51u4Pvq9E+olRhN1YBvwE4ZYxZAhCRPwS+EmiKiDMZBTwGnNuFtiml9oiNQRVwXcHB2qhbkuU8vxpSDRzmasGGAMxlnGS3dWRuq5G+wLW1TMwNutngWyl1c3YjAHweeK2IlCmmgL8GeBT4/4A3A+8D3gZ8YBfappTaA9aCKgS6YUyU5szWgqsGbBtH3ZLMkBvoj1IqQUrFdTBAJ4zpDtPbNjJ3pZG+2YZse5kYrZunlLoVu5ED+AkReT/wKSAFHqMYjv8z4H0i8jOTY7+5021TSu2cKwUwG4OqNM1ZGsSMkpTcQLXkwJAtA7ZOGNMZxTiOhW9biIAxxTlwiwBMjNy2kbl+lLDUjRgk6frK4rXzOWJta16b5hcqpW7VrhSCNsb8BPATmw5/CXjNLjRHKbXDrhbAbCwL0o8SzrZDkixHEAbjlFrJ4XAzuCRgO9sOWenFLA9ibBGqgU09cFgdjulHQpRm3DVdoVFx6YTJLY/MbZxqXuyM16eaN55vuupfMa/tZkfv+lFCd5hwtjuivKGcjeYXKqVu1FUDQBGxgX9OkZP3F8aY/7rhth8zxvzMNrdPKXUH2JzPt3HaFIGlXkSOoVn21suCLPbHtMOIi90IrCJIBMjCYhHHxnO3hwmOYzFX81jojFk4H1LxbfI8x2BRdmFhNaTk2tdcDXw9r2Wt/a5jMV31WBnEVIKUqutccr6t8tpudvRu7XFhnHG+M6ZWeiHo1PxCpdSNutYI4L+nqNP3N8Avi8hfGWO+b3LbtwIaACqlrmpzwGNbkysGRIqp2+VBzCBO6ZZSpiougWcxGKckqeFQKyCMUk4thUxVXA41y7QHMfO1ErBhxNBA2XOwBRoll1GSEsY5g2jMiakKnTBloTPipUfq1Mou3WGCEUO9fOUafluN0m0coTQGmmWPiufQKLnMNq5cE3DtnDezOviSoNMWkEvzG7VunlLqRl0rAHyNMeYVACLyK8CvTlbtvgUuq92plFKX2Crg6UUpvmVh2xZJmrM82Z/XcSwMsDpMaJVdTkyV6UcJrZLH+e6Iiu8yW/XwHJvuOF0v4bJxX944NVhiYYnBsS3GaUKWG4ZJQsVziZOMpW4EYhjFObmB7jC9bBTuaqN0m/cBNgZc27pm8AfX2PXiKqN3Gx/nTra0Wx7EpGmOuLoNnVLqxl3rK+P6frzGmNQY8zDwaeC/ANXtbJhSav/bGLiIQJrliBFsGywpVutioFZyLtmiLReD71qUXRukuI9rC44lBK6QpDmdMAYu3cXDtQVLoFlxyPOcXpgQjjPG44yl/ohz3RHPd4Y8vtCjHcbFQhEu3Xv2WnvT3so+wDe768XGx62NOp6cKnPXTFm3oVNK3ZRrjQA+KiJvNMb8xdoBY8xPicg54Ne2t2lKqf1uPXAR6I1izrZDxonhUNPn7pkqjZKLEbO+oGFyV5plj1NLQ54810NE+NzZDjP1gFGcMF0NqJUM1V6MhXC0VQRAjjMiHGW482WGUc7KIGa65uFZFkymmg83SzhikRtYHsRUPAfHti4ZhbueUbqbLVx8s7tebH4cBmbrvgZ+SqmbdtUA0Bjz7Vc4/hvAb2xLi5RSd4y1wGVlEPHEuR7Pr4Z4jkV3lNAfp3ztyw4hwmUBURintIcJrZrH2dURx6dLLA8SLAPjZMTLyh7jNGWhk1Mvu/TCF0btLLEoO/DAoTovxpDlMEpSan2XeuDiOJMpXFOMQDr2paNwG6d4h0lKmuZkJqdVdi/ZOaTmu/QpgsA+178C92aDx53cLUMpdee7ZhkYEZkDvht4GcXfxCeAXzXGLG5z25RSd4B62eV8J6Q/TmhUPNzJCNy59pgLnRH3z9dxnBHDUUalZFP2HJ67OGCYpASOTeA4dEc5UZKR5wY7zrjQDsnzMkmWU3YtBGt91C43EKb5JM/QBoocvU6Y4jgWFdehVnIYjFNcWwiTlLr/wp/CtaD1qQt9eqOU9iii6ru41pDGyKNZLvIBb6UW383ueqG7ZSilbpdrlYF5HfC7wLuB36H4O/cq4BMi8taNZWGUUmqztSBpdZDQCVMaZRfLFvK8CNfy7NIFF8+tDPEdi8C16AxiaiUXz4EznREr/Yiyb5OmhqrnMNsogcAwysHKLynGXHYdXBvSrPjW6rsWR1sBUZIzJGW+FnDXtEWW50gEmYHTS+F6EFcvu0yVPRxbsEUwAhf7MSXXmZScGelev0qpfe1aI4D/BvgWY8xjG459QET+iKJEzN/dtpYppfa1jYspgsBivu6z2IuYrdlYAvONgJJv0R4mDJKUcJzSDiNAONYsce9sldOrQ5oVl8EooRI4eJZQC2yWhxHGGGaqHiXXYhClsCHuEuDo1AuFpdthzDCG3BjyJKNc9ZitB5xeCrFtCzOJ5NaCuDjJsW0LS4TUGEZJSpaZYlVy2Wc4ym7rXr+6rZtSaqddKwCsbwr+ADDGfFpEatvUJqXUHaA7KVrs2sJUOeBIK8GzLWbqPp5lMVP3sMRiZThkOM7pjWNOLQ8ZxAmL3WJhx0uP1Ahsi1fd1VjfwaMTxtRLPs2yTdV3cB2LQ0FAf5SS5gbBUA2KP21reXrPr4T0RsUewI4lJNmQKMlJshzXeSEAXAvi1vIAHceiHUYMxxki0A1S0swwd6xOGF8aBN5sLT7d1k0ptRuuFQCKiLSMMe1NB6e4dgkZpdQBdbYdcrY74nxnDAIzVY/75mpMV11cyy5GvFLDU4s9FnsRSZrz3PKA0+2QkmPj2mOMgYpbI7JzhlHG0iDBFsN01aNZ8ggjQ3c04q7pEoHrshrGrA6L/YBnqgFJVgRTBrMe/NmWMEoyFtoh/SglinPm6wEzdZ88fyGIW8sDHHZSPNtiZGXM1gKwwHcsyp5Dq2Juea/fmy0MrZRSt+paAeC7gA+KyPcDn5ocezXw85PblFJq3ea9amslh/4oZXkQU/cd5qoBp1dCelHCcj/GtYTROKVRsWmWPC70Is6sjhhEKYNxyqGmx9n2GEuE++cqCNAZJVgWnFkdcmy6RJ7lfGlpQMm1Gac5nu1wpj0kjFJWQodW2aMzKoo/l1yHc90iuFzuxyCwfK7Ll1kNpio+zfILQdzRVhljwEKQSZhnW4LrWMRJfl2rchf7LyxuWdu5ZKObLQytlFK36lplYB6Z1Pz7aYpVwACfB37GGPOftrtxSqn942w7ZKEzYhilLPbGzNUC5moBlSAlz3JyMSx0Rjz2fJssgyOtgFQMHz29gmXgqQs9vvzEFA+eaBJnGZkxlB2Hmu+SZrDYizi9ErIyjHjJoTqWCGdWR9x3qEKWQuDbDOOM8WS3j0E9Y3Au4VgjoB3GPLcUcmKmzDjOSLKcQ42AkuMw8oqp45m6d1mQ1qi461PP68wLU71XW5X7mTNtnlsOyU1R9PrkTJlXHm9dcp/Nu4rAzU8lK6XUjbhmGRhjzJ8Cf3o7n1REmhR1BF9O8bfvnwFPAf8ROAk8B/x3m6eelVJ7Uz9K1sumWCKs9mNGcUYlKHb4yKycKM0ZRimrYczzqyP6cZEjuNyLmK641AKXxd6I3BhcC8QSTreHLPVjlvoRczWfMEoZxRlLg4ijzRLPrvRpVVw8x+JCf8RCe0zFcwg8G1uE850xJcfGtuCBw1XKjkPiZ/SjdL3tZdehWfJw5PKg62YLNy/2R+vBHxSlaZ5bDjnUDC4JMm/2/EopdauuVQbmx69yszHG/PRNPu8vAX9hjHmziHhAGfgR4EPGmHeKyA8BPwT84E2eXym1gzphvJ5nh8BsI+BCJ2SxO6Ls2fi2xcV+RJRmdIYpUJSCSTODAPWSy3TFZ6EzIskMFc9hGGU8vtBjvu7zzOKAqu/QKHukJudMe0jgWAxGGQArw4hxYqj7Dt1xAkKxSrjmE2U5vghLvYSVYZ+jrRJ5Dr0wodxwmKl6eI51xVG3tV1GhqMMxy4KSJ9pD2mWvSsGasNRth78rclNcZxNy+e0wLNSajdcawRwuMWxCvAOYJpiaviGiEgd+Crg7QDGmBiIReRNwOsnd3sP8GEOSACoJSDUfrWW4xalGY4r5ClFbT0MjbJLnuWcaxelXb54YcB01cWywRZwHYuyKRaI9McpUxWPpV7EkXqJamBzanlImhmmKx5HWgHDOOWVx2v88WMDjAHPEY5OlXhuZUhvlDKMMx480eAVx+qM4ozZRomSa5PlGRf7McuDiMyA59g4ljBX85iv+9QD95Lcv83WVukuDcYsD2LiNKPiu9QDhxPTZVpl77K+WykVpW42BoGWFMe3ogWelVI77Vo5gP9m7fqk7Mu/AP4p8D6KGoE34x5gCfhtEXkl8MnJeeeNMecnz3t+sgPJZUTkYeBhgBMnTtxkE7bHzQRyWgJC3U472T8eX2hzenlEnOc4FqS54UJvTJzkdMKEB+YrLA9iTi2HWJZQLzlkuSHPcgLXYhilTNd8nl7sYVs2gWNzpFmiElh0woSznTGOBQudEbYl+J6NMcI3P3gYz7bIEZ5Z7OM6FmFS5AyO44xz3TEff7bN0akAS4QTUyWSNMO2YLrsk2WGmu9wuFFmvhYw2/Cv2F/XVukOkpTBKGOxOy4KSzs2z60MaYcx98xUcW3rkr47XytxcqZ8WQ7gVgtB1M7ay58hSu2k69kKbgr4PuCtFCNzr7rF3DyHYjeR7zHGfEJEfoliuve6GGMeAR4BeOihhzYvoNs1NxPIaQkIdbvtVP9Y7I948sKAxe6Y3BS19aIs4VijQpIbWoGHZQmdMKY7SjjbHTNTcXnpoRqvf2CGpxYHnO9FlMYpr767RT3waAUOZ9pj0jznQm9Es+xS9x3aYcSRZoXZsk+SZnzxYp9DjRJpZrBEmK96BK5FngtxalgNEw63AnrjlJJjE3g2s3ZALx4yjBPCJCPOcu5JUmYbxbDbmfYQMUJjU/7d2irdNM1JTL4+ojeMU4bjjLLrrO8nvLnvvvJ4i0PN4KqrgNXO26ufIUrttGvlAP4C8K0UneXLjDGD2/CcC8CCMeYTk5/fTxEALorI4cno32Hg4m14rh1xtUAOuOKooJaAUPtVu5+sB38AtgVubhP4Fi3b4bnVAd1exhcW+4TjjJnJQo2/enqJr3pgBte2eeXRBo2Sy0e/tMLHnlmlUXI4VC9xcqZK1RszXalQ8xw81+YLF3pUfYsnz/WxbIv+eMDxZsCZdkjgWqRZThjniBTBqG0LcZozSnJWhgn3zVZZ6seMkgzPtmmWXBBhuTfm1HJRJBqBuZrH4UZAvVRM624sCO2KhSWsf8lDwHUE1xZg6747XytdlvOnlFJ7wbVGAP8VEAE/BvyoiKwdF4pFIPUbfUJjzAUROSMiDxhjngK+Bnhicnkb8M7Jvx+40XPvlisFcmdXw/W9SLcaFdQSEGq/sjeksgWORWYMnzrTIUyKkirPLg05VA+42I1wbGE+8OmGKffO1ah4Dh97ZgkRONQo4Vk2Zc+m5Ls8frZLq+JxpBGw0OJQ7YcAACAASURBVBkxTnK6YcI4zTG5UPJtRnHG8ZkqZd/lUL1YMNIOExoll5LrcLo9LHIAax6dMGU0TnFt4cRUmUbFwxEBgTBOeX41ZBhl63301PKQ1UHCTMOn6jpMVYpVugxhVEqZbwTEaYZtC9OWy6FGsL6TiPZdpdR+cq0cwO36a/Y9wHsnK4C/RJFXaAG/LyLvAJ4H/sk2Pfdtt1UgFyYpfmZh28WvcKvpXS0BofarQ80SR1oB59pjfNfiM2e6VHwby7J4+kKPpd6Ilx6q8uDxJkuDMXGck+Q5x5ollroRr71nCgRKjs1zKyGvvafFYi8mbZawLcPRZomlYUzJtchyQ68z4guLPUquTZwbhnHGyjCmM0x45fEmgWcjBoZJiu9YLKwWU8hzNY/7DlUBg+daWJbQHSV0w4SybxP6KWARuDZxmrE6TCh5DmmaY1xYHSbcNVumXnY53AxITU6SGIwY0rQYdTRAluUEngZ/Sqn945o5gNvBGPNp4KEtbvqanW7L7bBVIFf3HTLD+h6jsPUUkZaAUPtRzXf5u3dP80y1T3+U0qq6eI5PxbMpuxbNss+nz/Y4Wg9wbYu7pioM45RxmtKLUh4/3+N8Z0zVt7lvrkrJL1HxchqljL/+4gonpss8vzLidS+aZmUY49hCnBmOt3wGo5Spqs/CypAvP9nCtSCMUsZJzihJKXs2LztW457pKiJwtF5ivhkwjFLOdsZ0w4RKYHNsqkJ7GLHUHXN8qrJeksYVC8d54YtbnORMV/0t0zL6UcLCSsgwz7Ezi9NLoS7kUkrtC7sSAN6JNgdyAKeXwkvuc6UpIi0Bofaj4j3vcrE7ZqkfMYgyLAsaJZfeKMW3hbJnsxrGnOuEXBzEvGi2wqnlIadXQwxFDt0T53ocbfq0Ki5PLfUJPAfLEtI858zqiPlawFI/InBsap7NV943zX1zVR6Yq/D4uT5Pnu/TqATEaUyr4rE6SAhcm+eWhywNYnzXplbxmKkFtMo+s7Vi1a/rWFjAYJySmRzXEeYbAdWSTcUt/jRez7RulhfFpEEXciml9g8NAG+jzYGcTu+qO13Nd6nNuawOY/721CpJapip+lzojWiVXaaqHuMsp+RZRGmO59o0yi7zsY9ly/quHY2yT7PkUHZtbCxyY3jwRJN2GJPnhqmyx1TV59nlIfWSS7PssTKI6AxjvuxYA8cSjjdrGKAeJIDhueURUxWPwLFJ0pxxnDPb8Egyg6EYnZ+rBVQDh+mqR2DbRGnGaDKtez19VhdyqdtN68KqnaIB4C24VkddGxXshDFihHpZO7O68/SjhHtmq1iYYtu23ogTrTLtUcr5zphTy0OMwIX2iMONgLmqT5TmPLs0pGMVizfGiSH1DWGcYYvF6qDI07t3tsLRZol+lLE6iFgexDRKLoNxwkJnRMV3uNgfM04MwyjlwRNNzrRH1EsuIobDjRKIYZzkDJyUwxLQqrjFjiNpjutYHGuWLpmyvZEPYF3IpW4nrQurdpIGgDdpraMiRY2wwLNoVb31BPG1baJ6YUJ3WGyR1QkT7dDqjnK2HdIJE55bHvCp022SPGMU5SS5oVly6I0SeqOUVsXjxYfrnG6H3DNdIU0Ndb8I0u6aLhPGMU9eGPOyw3X6UUqS5rTDhJLr8rFnV0mynBMzZV5+tMGzywNKvsNc1eOpxSGz1QBjQW4McZrz4PEGwyjhrimfUZwDwiBKGUYp81UP37HxLQuxBc8SZNNrupGUDF3IpW4XrQurdpoGgDehHyV0woQ0z1kNY4bjjP44xrKELDeXbBMVbZgi0g6t7iT9qBiF648TnrjQY2UQE3g21ZLDQjvk7pkyUZoT58XOIKthxKFaQJQZ7j9UZZxkuLaw1E+IUoMIWBYcrpfwHLjQjSj5FtXA4dTygOHZlPmXBJxtj5gq+6QGGmWXkid4jk295BJnOc2Ky9FmGc+BpX6MZRWjcdNVj/4o5WIWU3Yd1nZlWx0m1G6hT+pCLnU7XC2doI++v9TtpwHgDepHCcvdiHO9Mb0w5lxnTJxl1H2XUZIhIviOTW+Ucno5ZKri4dgvTAdpfpC6U5xdDTnfHhPGCRc6I5LckEYp8/UqYTwgzQwX+xG+Y+E7FlkxGEeWGz59psNyP6ZecrnYG/G6+2Y43irz4S9e5PhUhdmaxyefa2OJYaZeolXx8W2LMEo50iiR58W0bpJkHD5cI88gSjPKfhEIzpQDmmWXqh+RZAbXlmLLuCgjyXLY8Bl6O/qkLuRSt+pK6QTdUUzYyS+ZbTo6Vd4yENT8QXUjNAC8AWvTvuMk5enzPQLXJnAscpPTjzIaJYsoKXYiEIEkz9fzjNbKwWh+kLoT9KOEcVx8KLmuhec4rAxGHG35eI7hxfN1BlFK4NrcM1uh4jmsDCIavsts1aPk2kxNdgd5yZF6kS4xjlkdxjx4vMHTF4ZkucH3bSyKws2vuWcKYwy9UUKU5qwO4+K5LSEF2mHKS4/UKLlOsTOJK3iOhTMZ6TMGPFswcmn/0z6p9oKt0gkCzyrSGAQ6YczyIAYD3XF6We6q5g+qG6UB4HW6JD9DhHrg0h7FnGkPAYuSYzFfq2FLTns4ZnmQIJZwqO5xcrpKq+pj8kvzg/Tbmtqv4iTHdS2mKy6dEdwzU6I7ipmvlbDFohFYBB6UPAsMDKKcWuAwTDJGccZc3ce3SmTAcn+EwTBTC7hnpoIgPL86pOzbTFV9pkse3XFM1bc5szrGtizuma5SCxxEoF7yiLKMFx2a4WizjIWQGVjqxmQmx7Es8slOHXP1YpjuYi8izgyeLczVfe1/ak/YnE4QJznnOmPSLGd5EK8PJCRpfkk60VpaUpLl6yPenVDTjdTVaQB4ndbyM0RgFKckJqc7SpgqeTiuTcWxON8NCeOUlUFKybPJjaE7Sogzw98pu5ycra53xit9W9OgUO0HnmvRGcashgnjOCVMUu6fq7LYGzFMMs6uhnzVi+ap+B5//dQSYZoRRikPHKohQMWz+eKFPp5r49kW3VGCLVAvueRAanJMbnHvdIU8z7k4MHTCBNe2mKsHNEsWF3qGE1MVpqsBWW4I4xSTG2zXXv+gtMVipu7hiLXep862Q6I8J8lyjFiX5V0ptVM2/72/7GcSBIrSRRtmkRzHuiR1IU5y2pMRQmOKz6mZqsehJNDUBHVFGgBeQz8q8psG44QwKjaMXx6M8SxhMEpZGkYcaQa0c4PrWGAslgYRuTE8cKhGmkFnmLI6jGmVk/XzbrXaqzvq0h7G2I5F1XV0CF/tSWt9ojNKiNKMfpySpfC3p1e5d66CRRHIff5sh3tnyxyfKTFXDYizlM8s9JipeZRdh/vnq9RLHgurIUluqPgOi4OIkmPzloeOcbEf8/i5LiXX5hVHG9R8F8fKEIH5RonZZplxnBc7eAg0Sx5msqZ3mKSkaY7jWByWoNjJgxdG8suus54HqAuz1G7YOAhgCaR5jj35QrJxUKBVcUmzHJkkCNZKDhXXuSR1ITU5nWFCbgyOWCCwMohJTb57L1DteRoAXsXZdsjfPrfC04t9zneLfUnn6j7PLQ+ZqXpcHIyYqQVMVzyeXhxSDYpvbZYlhOOMKCn2Px2nNsMoY6E94nxnTOAJItYl2b4LnSHjOMdQlKWolYr/Gv1gUnvJ2XbIUxf6XOxFrAwjpioeFdfGrvhUfIc4zWiWvWLLtdGIZtXnC+d6PG33qfgOjZLLdNUjjDIWBxmjOKI7SmiUPPLcUPMdAtciM4Yky7lvtko9cLjYG7M0jFkZRMzXAmbrPmXPoVayKTseri2kJscRYak/ZnUYk2am2N2j6q0HgFq4We2mtRG+1BQr49fei3Ga8/xqyHwzoOI6l1SMWNtxx3ctelFKeRL8bUwnWu3HLA3HDEbFF6S5esBsrRj5VupKNAC8gn6U8MxSn2cWByz1YsQY8tyQ5zlTgctMxQeE51aGuJbFYn/EdLVOveRyvFni1MqQQZTiOhaeCOM041wnRKRYNNIoexyqB5jJBva9MCVwHTJT7FLQH6VUglQ/mNSesVb2pTdKcWwpijt3R9w1HZCmcHp5gGPVqJU8nl0a8orjDTrDmGFc7K7x4kMecWooOza2WFzsjQGhN4ppVjxWRylL/Yiq5zBV82kPhyS5IXAslocxM9ViG7c0z3n0VIdXHm9wejlkvhHwwHyduYrPOMl44nyXlWExdTbXCLjQHTNTD6j5rhZuVrtm44hfb1R8Qan4DrYlpLnBsS3iJCVJckquRcl31v/+13yXlxxpbJki1I8SelFKq+TjuylZZsjJaZU8fV+rq9q1AFBEbOBR4Kwx5ptE5G7gfcAU8CngfzTGxLvVvjjJ6YYJaVaM4j1xvoclwqtONHnRfIXz3ZgvLvZoDxNOTpV56aE6zy4NGCc5niW87t4ZRAyWJVRdhzOrQ442K9gCtmUxiospKtu2yNKc+XpAL0ohK57fAFmaawdWe0acFKvaiz18LcgNzy4NaZRcvnRxyKtPTrE0iAlsi6mKy4mpMqeWhviOjS1C4Nqc645phymfP9thphJg28LhZonV/pjjR8ucWurTKHukacZ0zeNww6NZCnjiQh+xBM8RVvtFKobnWBxrVchNTq1kc7RV5uxqSC3wCDxnfSpssR9zfFiMpGvhZrUbNhd5HkQpZ1dDpqsBliXM1Ry6o5inFkc4YmNb8OL5GjO1YsvDtYBvq3JDcZJTdp1i1mgExnlhBbG+r9XV7OYI4L8AvgDUJz//PPAuY8z7ROTfAe8Afm23Gue5FrYIuYGnL/RplFyONsrcP1flQ1+4SL3ksTpMONYqszSMmK8G3D9bZXYyqne+G3Fiysd3bUq+Qz8pcpVsCzAwWw+Yrhe5UHMNj5V+jD2U9SReS2C+EWgHVnuG51q4TjGCNo5Tlgcxh+olWmWHVsVmdQh///4pWiWfzBj645T+OOVib8zRqRLnuyMG45R+lBIELh9/ZoUjzYBz3TGvu2cGMYZDjTJxlpGb4kOyElSZrjl85X3TpJNE+NVBwny9hO86pFkRxmWTL065GLK8SKTIjIHJ6l8jL4z5aeFmtdM2ph6M0pTuKOVCP2IQZ1giGFNiZTDGFbvICUQ43R7iuMJUOSBMUuq+w7Hpy+v/rY1qz9UCKkExsOA6Ra1Apa5mVwJAETkGfCPws8D3iYgAXw38D5O7vAf4SXYxAFwbKTAGjs9UOL8acny6zN8+1yYzIAbunqlggPtmazy52KMbpqQZ+L5FTobBxrZs4jTHBhz7hfy+quusbxcHkKbFh1vFKz7Upmsu98zWduvlK3WZmu9yrFliOE45204wSLGgw3PwXJtRHPH4mR4vmqsRJUVEdqxVIs6K3LxRknH/fI2ZmkuSZNw3V6FV9vAdC88VhknOIEqwpMTZ9ohjrYDZisddU1XmG2WGUUp/nOBacKhVwRLBFshNjj2p9dcse9RLDr1Ruj7CVy8VfW3za9HUCrVTNqYeRHHGxd6YWuAyVfHIjWEQJdRKLtYkRahecrnQiRhFORezMf1RynmBKMmZrfuXLA7cOKpdcR3E1VFtdX12awTw3wI/AKxFONNAxxiTTn5eAI5u9UAReRh4GODEiRPb2sh62eWe2QrPtwf8nbunEKA/ThnFKeeTjDw3NCsuj53pgIF64NAeJfQ7CS+erzIYxwSeT7MUcHyqTJoacjFUA+eyDqqjEup22O7+sZaQPr88wLFgeRgTZ9AMHFzHwrJgdZTwmTNdHjzRZGxZ3DNToRo4TJU9nrzQ55mLQ9LM4NnWerHoe2fKuI7NKE6IsyIlIs4McQa5EQ7XA1zbxojh7ukKF3ox/XHKcn/MfCOgP8o42w452irzwKEaC53RehH2Y82S9ie1bic/Q9asBWmdMCHHUPZsGmUH17bBCOO02CrxQndMmhlmqh5iFV9ulnoJji1FjmBmtly1rp8f6mbseAAoIt8EXDTGfFJEXr92eIu7blmeyxjzCPAIwEMPPbStJbxcLBZ7Y0QswiTj8fM9Pnemy6FmgGtbLA9i7p2rAkI7jKj4Due6Y3qjmMBzCCa5T54LJ1olOmFaFJ/dYgN60FEJdet2on/UfJcTM1WeWuyzdD6iGTj4rstSPyLOckpewsowZjBOyfKiDMVgnGGI6I8TjrdKnFoeMlsLmK97rAwTFlbHHGmVWexFtMoeYgu+bVEJLMq+zTDKMeSTYs4lpqo+T57vM9eoM10Otlw1qR+Gais7+Rmy0dFWmVHSJ0pzRnHKs0sD5hsBgSM0Sg411+ZMmnN6dcQgShEB37ZJMoNYMFfz8ZzyFVet6+eHulG7MQL4OuCbReQbgIAiB/DfAk0RcSajgMeAc7vQtkuM0+LDa64acKYdMo4zXn60Tm+cshrG3NUKONYq89SFPkv9mBcfqtMqucR5jm9biFhYIpQdhwv9CAsL1xYcx7rlDeiV2k29YcJwnGEw+K5VfKglGUdbJVoVl5PTJZb7MVM1j9NLQx44VONiP+blhxtUSxa2LXzhQo/c1OiOYo40SziW4cuPt2iPIrI850XzVabKHqvDCNuyMMZg2RYMoVFxONK8NMdp4wejfhiqvaYfJTy/EpKmgAXNskOe5yx2Ur60NCBwHBxLmK56OJZgjOH0Skg1sMlzYarsYYmuWle3z44HgMaYHwZ+GGAyAvj9xpi3isgfAG+mWAn8NuADO922zcIkIc5S7p2tsBrGtMoui4Mx981W6Y5SXntPE8sS7p4p4zuCbUFqCfPVYvFGLXBpVR3i1HBmaUDJddcrtDfLnpZ4UfvWKMt4dmkwGck25MbgOzZfXOxz/3yNL10ccLhZohsmlHyH5UHK2W6x5VtubHrjFM+ycC2o+C73z5ZplD0GUU6j7GJbNpBzamVIf5StL5wquTZDP6VZrmk5F7WvdMKY7qjYUGBhZUzJF56+OOD4VAUntxhnOZ872+Vwo8zYpIzjnBcfqXFyqsw4MQyjjHGcMVMvysP00QEEdWv20l/LH6RYEPIMRU7gb+5mY/pRArnBsRxOLQ+ZqbisDhOi1PDFi33qZRdjhC8uDvjEqRXCJCNOc+aq7mQv05ALvRGdYcbnz3UIk6KSuzGwPIhJtcSL2seGo5jjUyXqJYelfkJ3mNIJY5qBx5mVEcuDmMCxWezHLKyGnGkPsUT4/NkeWMJM2eNwK6AXZ6R5RjlwyIyw0BmxPIzIc8Pp1TGdYcoozsgMXOyNMQYG4xTXFVoVdz2VQsu5qL2uM4jphDFPLfa5MBgRRhlxbFhYCYlTQz2wyTKD7wiHGmVOzlaJUkO15FIpFXnjYgthVOwPfHop5Gw73O2XpfaxXS0EbYz5MPDhyfUvAa/ZzfZs1AljwignTBKmay55blgNExwb7puu8MChGqdXQtK8yEmK0oynLw5oVVrM1jw8B0Rskjyn7k/2N81ybKvYAURrNKn96mw7ZKE9xrOFx8/1OFQLONwIQMCywc5huupSC2xWhwJiUfFtVocxJ6crlD2Xu6YdnlkaUJ7smT1XLXOhF5JjWOomZBnEaUrJCagEDmFUlIbJTM5szccRi/mWr4nval/oRwlxnoOBLy0PiFPDuWyM61ic644QgWGU8fKjDWZqLr0wY3my047JpFhEUnLIzQuj3hvzXvW9r26G7gSyyVql9XGcEqYZnmVTcoraTFXfJskySr7Nxf6Yx860AWGq6jNX9RglGU8tDnh+eUSYZszXSviu4DoWFd+lGtgEjq01mtS+tVbQNptM+Z5bHXH/bIUozkizjHumGkRZsZvNufaI5UHE+d6Iu6Zn6I9TxDJgcvI8Z3WQ0JhzKLsuF3tjFgcJnUHCdMVlquLTqrrUyg4lxyYvQ5LmHG+VKHnO+ui55vqp/SBOctLcYPKMmaqPI1AruSRZTjEmYAgc4UXzVYZRxvEZl5MzZXzHJidnvhrgOBaCrM8kgW5jqG6NBoAbrG3VY9nwzIU+jz3f5tTKkLunK3zx4oBW2cOxbfIcPrPQpRa4fO5sl+4oJopLTNV80sxwqhsWqyEdB9cugWVj8pxqEFB1Ly8Bo9R+ESc5S4Mxw3FKLXB46ZE6oySn2XB58MQUUWY4OVPmDz91lrumK7z8aI1Xn2jy9MU+J2cquLbQHRU1BJtlm4rv8PxyyHzdozdMONoKJvl+Huc7I1aHMWXPpuK7HJsqgr9mWfuP2l/GUcJiJ6QbpRyu+zy/OqYzKkoV3T9XwXMcPne+S3i6DQKvvXealxxpALDSjxnEKf8/e3ceLlleFnj++5499oi75r7Uyr6Z4jYCNvqIditOjzpi24LSU08/43SPjkyLyyjT6jwwjjgug3Ypq0ODtEqDQDsiitgqSwEFVJUUFFmZlXveLeLGetbf/HHOzYrKurnnXeP9PE88GXHiRMQvbp5fnPe8v81OhH6Y0iy71Esexmi/V3VrNAAsrGU2EFjojHjw9AqPnOlwaKbChW7EMEqJkhF3FwNCDjQDoszwjL01jCFfvirNsGyL1WFMo+zxxEqfubpP4Ng892Cdu2er2lSldrTEZCz2Ik4uD7h3Tz6/XxgmYHxmqx6VwMEVeNGhFo+cX+XxpZSKa/Os/XUONSt85tQKd0yXWVgNEYTlfkycGsIk40IvYrEf8cKDDYZRwlwjYE8jwBGL1GQcmqrQ0IsntcM8fHaFL5/t8unHl/nimQ6BY/OsfTVma2WyDHzX5h++tkyUZpS9fF7Ac50R9+6p049STiz2iNOMKMunENvTLPEM38ESS5MJ6pZoAFhYW6onSTIuroakiaFR8eiHKV+52KU3SthT96mVXHzPJoozFvsjAidf6m1/PeDRhR5+xWK64rM4CDnYLFPxbSqBi23bl4K/9Rb0Vmq764YxnW7MQm/EKE6JE0N7EOE6Nu1Ryt98+QIvPDzFVNnjqxe6DKKMUZQPjjq+MODeuRo2+YTp7WHM0WqFiu+wXPbIgOmqR5RkpAZqjs10NWC6HFz6/JJna31RO8qF7pDHLgx44MQKD59dxbEFg+GrF7qUvRZZ0ZYbJSlTNR/PFjxLON8esbgaMozzpRPjJGMYZXnKT+DoVIVn7K9qfVC3RAPAwtpSPXFqMAK2k48yfOjMKo4FLzjYZBinPL7YZ6rsUy87nD7RZ5gY7p6rUi05PGO+yj+eXaVZ8VkdxszVPOplj+mKT9nNh+6fGQyethD9+LI+Sm1Ha90jOoOQhU5I1XfwHIvznREHpsqcaw8IPBdHhO4owrFtyGL6UYqFYf5gk/YgZq4esDpKOL8a0g9S7vJsZioejiP4tktiUo5MlbEdi7nak8GfNnWpnWilG7MyCAFwbIuZqsdMxaPs2zRKDoLQLLs0yy7nVgaAUPJsGmWX1GRUAxfLEoZRsZawAYyQZps2f7XaxTQALKwt1XOxO2Rhtc902cO1bFKT8ez9TR463cFzLNIMnr2vwWdOLHHsyDTtQUSYGL56oc/R2RLfeHSGuabHuZWQVtVhT8OnVQoQ8uazteAPdBSX2hnWukcYwLZtSr7NMM6wEDzXoVVyWR0lNMoOgzDhyGyVTz2+zEzVp1HxqHg2nUGMt0cYJimdYcTZ9hCA6bJP2TO8YE+LQZzmJ8iaj2tbjIqTnk7xonYq2wbftvBsoVFymasFLHSHtIcW/3B8mWbJZbrq8ex9NZ5Y6pMY4UJnyHc+Zw+Pne/xjP0NPFsYpSkiQuBYTFVcgqIVSgd/qFuhAeCYetlluuIwUyvRH8V0hxkvuWuOs+0hrmNR9R0MhjPtAcMoIzUZ/Shf3u3kUp9+lNAIHAK/gWMLK4OE1iBhugzNsosj1tPWt9NRXGq7i+K86SlJMgTDnTNVFnsjUjIONAMCx+LxQUySZiwOI9z2gHv21AgTQ2cQc7Y95AUHW5zvhriWxfn+kDtmK/TDhP3NAMvOsx5z9QDPsagHeVZcu0qonawbxgA4tpAhzNU8zq8OidOMOE2p+A7nVkd8baFHmhm+/RnzdKKU4TBiFGW0hwOec6DBnlrAci8hyVL2NwPumK3i2pZmxNUt0wBwTBRnXFyN+fK5LodnSjhOBsbCti0cy6Lk2VgCi72QwLXy2dnjjFGYYlkWaWo4uTzI5ymzBWOExd6Iu+eql05oN7J6gZ4A1XbguRadQcRCLwIgzjL2NfJVOQC+tjyk5FqcW4k4OF2mGji0hxFztYCpikuSBIRxQpJlZJlhquyTYjjQKlMruZQ8h31TJVol7ynHuk7xonaqMysDTreHXOyMeHyhT7NsU/V97rFqXFwN+dzJFTrDmDDOcByLKEm50As53xlxfnXEPfN16oFDPbDZ1yoxXfHpjGIcy8J1LB0Jr24LDQDHJCbjYnfIp44vc2TqAK2Kz8VOyFIvZKri0iq5nFwecLBV4s5DVbIUoiRjhYhK4JBmGb5j0QsTHNsmSTMqvs0TSwP2T5UvNTNf3gdwvYq81udK+wqq7SBM8klsDfnSbWLytX9PrQzZ2wiwEKarPsYY0gxmqgFhmuIAy4OYZsljsRsRpxkvOtjCdqDsuZR9h5mKx3w90BOa2hW6YcxXzndZ6kf0RhGNssNCN2J5MMSzLVb6Ma2KS4Zhru4X5wmXesnBtgLunq9yuj3kjtkGYsH5bsQoyXCKLkmBbem5QN0WGgCOccSi5Ft8/eEmJd/m8YsDnmgPaJQcotTgWRaHpyuc7Qw51R7RCFyeu7/OF891ONceUnUd9rdKtIcJjRJ0Ryn1MCUsRkvW/DyIu9bqBeN9rkD7CqqtFcUZs7WAcpCQpRn9OGOlF+Ha+UJsgyghygz/eL5LLXBoD2JcS/iGO6fBwNnVkMcXe0RZxr56GcTwvH1T1CseriXM1X09rtWu0R5EnGkP6Icxrm3x2EKflX5Es+QRFEu6dcOEi6shjiV8y10z1AKHL55pM1cPiLOY5x1oMlXxWBlknF0e4LhCqxTgWBaDJKMb6rlA3ToNAMd4bt7xPAUeu9jn/OqIc+0hWSbsuTxyGwAAIABJREFUbfjMN30+eXyF9iDidHvEkekyicl47v4Gg1HKwVYJSyxKnkM3jLEsoRY4pCZDjFz6nGs1ba1NSTNO+wqqrbI2Qr7iOiRWxsXugLJnMwgTqq6NY1lcWB1xz2yNRsUlTlIWeiG2JfSGKUu9iIpn42Lnz6eGSsnijtmKdm9Qu85iZ8TxhR6+Y/PgqTaro5g0M4gIp1YGOJZQKzm89J5ZelGC51qcWhniuw6dfkItsJAMfM8CY7jYDelHKVPViHvma1Q8R88F6rbQAHDMufaQR8/32NcssTqKyQw4lk0Q2HTDhCeWh2TG0Kx4jJKMkm/TH6akGdwxU2FvI5/iYqbisdx3qJQcPDvv1N6oXP9Jbu2Ee719BZXaSONdF+LUYFuCLRYXuxFzjQDfFlZHCYGT95O1RTjQsmiVPSDKl7eKUgZhyvGFHvvqM8zVSniuRRRndNFshtodumFMe5RQ8VzOrY5Y6EbUA4dOFLPcj5ir+YRxykNnVrljpoolMFX2AEgSwyCMcWyfT59coRvHRFFGvexRLTmUPIckywdj6blA3Q6bHgCKyEHgXcAeIAPuN8b8pohMAX8EHAFOAD9ojFnZzLK1+xEV36IRuKyOYsQCC+gNI0qew4GpEu1Bvg5qq+xR8x1W+hHnVgY8sTICwLUtyr7DbN1HxMK1LI7OlG/oBHcjfQWV2gxrXRdW+zGPL62SJJBmwnI/5N75Gs/aW+Nri31OLw0oeTajJONcZ4hk+REcp4YwzmiWXQ5NlUhMxsmFgfZxVbtKFGfYlpAZQ8WzKHkWU1WPziiiPYh4xt46GEPZdyi7+awScWpwLItRmrK3VWK5H1HxHIZRim3Z+aogczUC3wYDgadZc3V7bEUGMAF+2hjzORGpAZ8VkY8CrwE+Zox5o4i8Hng98DObWbDAtWiVfM61B4yijDNLA+6cq4IY5ms+NoZvuLPFg0/kcwL2Rglff3SKxy/2ODpTIjOGO2bL7G+VKAcuaZIx3wg4Olu74bJcT19BpTZTzXdZ6YWcb+drmNZLLoMw5a++fJFvunOGlV6I6+Rznh2ertIdpNy7t8JXFgccbAYMK4Z9DR/HsVgdpPjFKGLt46p2C8+1qPsuvmMxCOH5B5osD0JeeLCJbQuHp0qcbY9Isoy5usvqIOWZ+2r0opTkiYya79AbpVQDh94wJfBNPuq3ms8h6DoW+6fyCyWdJULdqk0PAI0x54Bzxf2uiPwjsB94JfCyYrd3Ah9nkwPAiusw1/BY6MaUfeGb75zhk8eXyDAsdGN8x8Kx4ZnzDVKTMlX1GYYh9p4qS72I2brPIM4IPPu2rPur02Co7eYrF7p87tQq98yVGUYwSgx3zFVZ6oekBixj8D2bry32mK0FZKlhquKxv1EiyqAW5KPjozQl8GyKlbC0j6vaFWq+i+fDTNkh8IRhlLK3GfDgqQ7DKOHLZ1f5+qMz7KmXSA1M13w8T7irXsOzLTJjKK819ZqUVsljGKdMVV2aJe9SS5DOEqFuhy3tSCAiR4AXAp8C5ovgcC1InNvs8nRGIRXHI/BsFroxi72Qu+dqvPSeWZ6xp8aBVkDJcXhiucdCL2IUJzhu3qm9XnZZ6kacWRnx6LkunWGkV2VqV7nQHbI6yo/79iDFkOLagidCnGXsbZQIE8NCN2KlFzFT8TAYjs5UcFwL17Y4vTJiEGWcXOrTHkRIMTZK+7iq3aLdiegnhlOLIywRHj3f487ZCnfOVnnm3gaff2KZDMPJpQHL/ZAHjrfphDF76yV8x+LwTBnXFmq+S5QYnnegSd3zKPvWpflk15slYm3iaaWu15YNAhGRKvAnwE8aY1ZF5FovWXvdfcB9AIcOHbqtZeqHKVGWEMYJmTFMVzwcWzi9MmRlEDFb9Tk4U8K3LTqDmBOLAzzH4isXe+xtlPJVQDwH37NZ6sbM1rVJS22uDa0fwxRbbA5PldnT8DjbHjFd8TCWsNyOcRyLO+eq9IYx842A5xyo4YpFe7HP0T0NHlvocWSmTLOc16t8dLCDa1vax1Vtmo2sIw+dXeJ0e8hfP3qRO6Yr9MOUQZTw4S+epeI5tKoed8xUqLg2Xdfm/OqINDN89vFlvuHOaZrlgNRkHGqV6UUplhHmWz6ubTMIs0vNvjpLhLodtuSSW0Rc8uDv3caYPy02XxCRvcXze4GL673WGHO/MeaYMebY7OzsbStTXrGgO0r44pkO/SilVnLoj1LOtIeEScbnnmjzsYcv8tmTHc62R3i2jQj4js2FzohWxWOu5lN2HRxb8gqp1CbaqPoB+bqmYZKwtxlQ8YsLnX7El891OdMZ8uj5VTCGQ9MlKq7FmeUhZzsR+6bKlH2bPY0S9ZJHxXc42Kow3wxolFwOz5a1+Uptmo08hyy1Y860h9QDh7OrI44vDvji6TYV32W65nOuM+TxpQGuY/H4Qp9+lOJYNlFmaA9ifFdIU1joRpAJgW/j23meZi3IW5slYpxm0NXN2PQjRvJU31uBfzTGvHnsqQ8Cry7uvxr4wGaWK4ozLIGFXojv2qSZoTtK+buvLRI4Nv0wJckM3TChWXI4vTKkPYzohQmtsotrWySZyVdKCBw8R9dqVLvHmZUBgyilGng8dGaVsusQJynnV4dUA5vAtdlTL5GkhpLjcHE1xLYc5mo+vuOwp1libyNgTzNgrhYAUHUdZhs6CbTaHaI4I8oMgWuz2IsYRCnDJGVfs4wxGTNVjzg2HJ2ukGYwiFI6g5i5hodtUTT7euxpBUxVfZoV51JdgSeDvLVZImRsu2bQ1c3YiibgbwH+JfAlEXmw2PZzwBuB94nIa4EngB/YzEJ5bt4BdxRlLHZH3DtfY3UYYdv5qMalfsRSP6IW2Hi2hQiEicF1bHwHjsyUmavl66OGUUqSZVoh1a6w1ucoTjOSNOPwVAVjDDO1AAwsdENSY4iTjEHkkhmYrwdUfRvbsqj6DtMVn4rn6NRGatday8wNk5T5ekB3lM/9NwoTnneoyaFWGc+2qLgOtkAj8OiGMVlmODhVxnXyc5BvW9QaASXPYhBm69YXnSVC3Q5bMQr4v8LTMthrXr6ZZRlX810wsNSPaVV8ZuslzncGPHNvjeVehGcLtWLd0uVBzNGZCrYtBK5NFBv2NkpMV32aJZegWB1Bl+tRu8Fan6M4zecsSzLDMM6nrLhrrsqplREV36LkudwzX6UWOExVPA5Ml6kGLlXXwXMtpqu+nrTUrpaYjNmKj5mG870R+xolbBu+dKrD6jBmuhLgexaPnFvl6EyJCz2LkmtT8WzSDE6u9EmTjLvnazx7//RVp3rRWSLUrdKVQMZ4vrCn5bPSD5mv+Th2BpnFMEp41r46C92QeuCy3Bvx/ANzHJ6ukBiIkpR2P6bq29RKLsZAZrRTrtod1jIbri0IBt+16EcpJ5Z6eK7Nkek8e1H1HQ5NlZmq+PiOzXQteFrmQk9aard67EIPVyxWRzFRZnj0bJe75yoYsTg6Wy1GvWc8dKbDTM1nZRjzgv0tmhWH2WqAAZZ6EZ4jnFsdcXyhyx2zNa0vasNoADjGMkKSGO6crbI6CukMU6IkJjNCdxjzzL01psse/Sil4tmAReDlJ76ZSt5vIyvGfWinXLVbrPU5ag9immWfijegEXh8NQbXESq+YFkWC92QJK3yzH11WlVfM31qooRxgiB8+sQKz9xbY7bu0x6lPHx8mdmaT8m1scRieRDzoiMtzrdHLPRGNMs1+nHM+XZEZkAEmqlhuaczSaiNpQFgoRvGjGJDux/zmZPL3DVX49ELqxyZrtCqeDy+EPG5k21eeKhJo+TSiwx7XSg5FnftqZImhuV+Pg+T9m9Su81an6NmyaXk2aRpwomlHo9e6HF+dUTJtXn2vjrP3Ffn0HQ1f5FmLtQEaVZtVnoRtsBSL2QQF4kCgdTkXSdEhFbZw8HCc/L+gDNVj7OrQ5Isw7YsjIHVYQwYbUVSG0oDwMLZ5QFhknC2M+SFh/OJNzNjeORch2fsqeM7FnfOVtnfCljsRdiWjW/b1EsejljMt3xq2r9J7WI1v7ioEVjuhdw1VyNMUg5OlSh7Ds/Z3+TefY2tLqZSW6LfjzEI9ZKDbQlxYvDK+YVRZ5AQJikL3SEvONigVrJoVWuUXIsoy7DEYqUfUvJtar7DbC1AEG1FUhtKA8DCYneE41hMVTw+c3yZSuCwuBry7P0NVocxxxf7GAx3zOZTXTTL+Txo40292r9JTYL9rTIZhjvnqhycKZFlQsm1qQWuZizURDqzMmB1aLCslJfcM8NDZ7qkqeGJpT6NskctsNlfDthbDSi5FsPIIJJycTXk6GyFZiUfPDiMUmZrfj45elVbkdTG0gCwMExSMPD4Yh/PtRGEg9Nljl/s8byDDfphwtGZKmkGB6dKtCo+ZcfRpl41kZplj04/eeqKBEb7varJszZNkiAsdCNOLA453R6xrxWQZBnn20OalYCDzTJLqyGdYcKdc1U6w5hhklIPXEqek7cs2ULZs7lzrpoPAFFqA2kAWCi5Nu04plVx6a+krM1UM1sPqJc8GuWY3jDBaVncPVvjwEyFZtnT4E9NpLWBITqvn5p0UZwhFhhj+MKpVU63BxxfGNAqO9y7p85zD7TohjFxmtJLUsquw0zNYabuM0pSSp5Ds+xR8RyS1HBotsR8rbTVX0tNAA0AC2XXom9ZLPRCKq5NveziORaPnl3l8EyZQZgyVQEjhlbV52CrstVFVmpL6WS0SuVZ7zPLA0ZxytIwYhRn1EoOnUHCg6favOTuWZIMlouLpcPTJZrlgJlaQGcQ4Tj5wA/Xtpiruxr8qU2jAWDBsSx6UcRz9jX59PFlelFKs+TwXc/dh0iGPV8j8G0OTlWYHVueR6lJpv1e1aQbRAnnOkP21APiOGMUZwS2hZRsPNtmXzPg4FTAo+d7HJ0q0/AdbFvAwNGZCrWyqxdRaktoAFiIMrjQibjYHfHMvTUqvkOcpjx6vsPd8zX2NgMOT1fZ3yhpPyellFIA9IcpmQHXsjgyU2GhO2KQGKYqHs/cW2dvw+fEYg+A7ijh3n01jk5XaYx3mdCLKLUFNAAsuLZFP4wpuw4ff2yBUZhxdLrM1x1psTKI8ByHkm8zU9PF65VSSuVsG86tDNnfCMgyw1wtABF8WxiFCRdXIx442eHAVJmqZ3O4VeHAVHmri62UBoBryoGD4zgM4wEvvXOG1EDJEeZqPnNVn0PTFQ5PV9jX0oqrlFIql2aG+XpAlGacXBrQHkQYEbI0Y2UYc8dcFceyGIQpz7q7wZG56lYXWSkAtC2zMF8PODpTwRZhNUw4tTxgZZiw2I1oVjwaZY96RTN/SimlnhTGGa4j+LZNybMQK18Wrh+llDybVtnhnvl8EYGZurYgqe1j22UAReQVwG8CNvAHxpg3bsbn1nyXFx+ZYhQnPHqux6GpEoHjcPd8jUPTFRolneJCKaXUU03VPFwHYpPSKnuMkpQDzTJpZpipeoyihGGSsa/ic3hGZ49Q28e2CgBFxAb+H+A7gNPAZ0Tkg8aYRzbj8/e2ynz38/fz3AN9RpGhVrKZqvg6OksppdS65mslnruvxeNLPXzHZl+jnK8QZVt0RhHnuxH1ksPXH53RKV7UtrKtAkDgxcBjxpjjACLyXuCVwKYEgJBnAp+1r7lZH6eUUmqHe87BFo2yy1I35POnOwyjlIpn8+KjLfbUyhyYLvOMvbpOttpetlsAuB84Nfb4NPAN4zuIyH3AfQCHDh3avJIptQNo/VDq6jaqjhycrvKdz9nH0fkqK70E37U4OBVweKamLUhqW9puAaCss+2py40acz9wP8CxY8fMOvsrNbG0fih1dRtZR/a2ylR1Yme1Q2y3APA0cHDs8QHg7BaVRSmllLohujqO2im22zQwnwHuFpGjIuIBPwR8cIvLpJRSSim1q2yrDKAxJhGR/wn4/8ingXmbMebhLS6WUkoppdSusq0CQABjzEeAj2x1OZRSSimldqvt1gSslFJKKaU2mAaASimllFITRgNApZRSSqkJowGgUkoppdSEEWN27lyxIrIAnLyFt5gBFm9TcXaSSfzeO/k7LxpjXnGjL7oN9QN29t/tZul33lluqn6AnkNukn7nnWfdOrKjA8BbJSIPGGOObXU5Ntskfu9J/M63wyT+3fQ7q+s1iX83/c67hzYBK6WUUkpNGA0AlVJKKaUmzKQHgPdvdQG2yCR+70n8zrfDJP7d9Dur6zWJfzf9zrvERPcBVEoppZSaRJOeAVRKKaWUmjgaACqllFJKTRgNAJVSSimlJowGgEoppZRSE0YDQKWUUkqpCaMBoFJKKaXUhNEAUCmllFJqwmgAqJRSSik1YTQAVEoppZSaMBoAKqWUUkpNGA0AlVJKKaUmjAaASimllFITRgNApZRSSqkJowGgUkoppdSE0QBQKaWUUmrCaAColFJKKTVhNABUSimllJowGgAqpZRSSk0YDQCVUkoppSaMBoBKKaWUUhNGA0CllFJKqQmjAaBSSiml1ITRAFAppZRSasJoALgDiMi/FpEfLe6/RkT2beBnvUxEOiLyYHH7y2vs/70i8vorPPcGEXndbSrXx0Xk2O14L7W7bUF9+dBl294hIt9/Gz/jiIj88O16P7V7bfWxfx2vuXROEJF/LyLfvjGlu6EynRCRmeL+3291eTaTs9UFUNdmjPm9sYevAR4Czm7gR/6tMeafXc+OxpgPAh+8fLuI6LGltsQW1JeNdgT4YeA/bnE51Da3k459Y8wvbnUZLmeM+eatLsNm0gzgNiMiPyoiXxSRL4jIHxbb3iAiryuyCseAdxfZuX8qIu8fe+13iMifblC5vkdEPiUinxeRvxSR+WL7a0Tkd4r77xCRN4vIXwNvKl76fBH5KxH5qoj8D8V+VRH5mIh8TkS+JCKvLLYfEZF/FJHfF5GHReQvRKR0WTksEXmniPyKiNjFZz5UvM9PbcR3V9vXdq0vY5/x8qLOfElE3iYifrF9POtwTEQ+Xtx/6Vj2/fMiUgPeCHxrse2nRCQQkbcX7/l5Efm24rWvEZE/FZE/L+rb/7mR301tre107Bef+7aipea4iPzbsed+XkQelbw16d6x7Zcy5SLyiyLymeK3/H4RkWL7x0XkTSLyaRH5ioh8a7H9iIj8bXEO+ZyIfHOx/WUi8gkReb+IPCIivyciVvHcq4o685CIvIl1iEiv+Hdv8T4PFvt/6+36W20rxhi9bZMb8GzgUWCmeDxV/PsG4HXF/Y8Dx4r7AnwZmC0e/0fge9Z5398AHlzn9vp19n0Z0Bnb5+eL7S1Aivv/Cvj14v5rgN8p7r8D+BBgj5X7C0AJmAFOAfvIM8/1Yp8Z4LHiuxwBEuAFxXPvA35k7Ht/I/CesTJ9HfDRsbI3t/r/UG+bd9um9eVBYBn4fiAojvl7in3fBfxkcf/EWLmPAR8v7v8Z8C3F/WpRV14GfGjsM38aeHtx/xnAE8VnvQY4DjSKxyeBg1v9/6S3XX3sf2jsc/8e8Ml/05cAt/iN/hJQBurkv/Vr5XsH8P3j5S/u/+Fa2YrvsHau+W7gL4v7ZSAo7t8NPDBWphFwB2ADHy3q4r6inswWdeqvgO8rXjNeF3vFvz/Nk+cZG6ht9f/5Rty0mW57+SfAHxtjFgGMMctX29kYY4orvx8RkbcD3wT86Dr73WhmbL0m4APAH4nIXsADHr/Ca/+TMSYde/wBY8wQGBaZwRcDHwb+DxF5CZAB+4H5Yv/HjTEPFvc/Sx4UrvkPwPuMMb9aPD4O3CEiv12851/c4PdUO9u2rC8i8o7i7r3kx/NXisfvBH4C+L+v8l5/B7xZRN4N/Kkx5nSRDBn33wC/XZT1yyJyErineO5jxphOUY5HgMPkQajaXbbLsT/uw8aYEAhF5CL5b/q3Au83xgwARORp3YUK3yYi/448sJsCHia/GAJYy1SOnw9c4HdE5AVAypPHP8CnjTHHi897D3l9ickvshaK7e8GXgL85yuU5zPA20TEBf7z2DlpV9EAcHsRwNzga95OXlFG5MFX8rQ3FfkN4NvWee17jTFvvM7P+W3gzcaYD4rIy8iv+NbTv+zx5d/HAP+C/Ers64wxsYicIM9YAIRj+6bk2cM1f0/+Q/HrxpiRMWZFRJ4PfCf5ifUHgR+/zu+jdr7tXF/WynclCU92wVk79jHGvFFEPkye7fikrN9J/mrve3n90d/43Wk7HvtXOvauWk4RCYC3kGcrT4nIGxirE2PvO/6ePwVcAJ5PXo9GY/uvd865Wp15GmPMJ4oExT8F/lBEfs0Y864beY+dQPsAbi8fA35QRKYBRGRqnX26QG3tgTHmLHkn318gT6k/jTHmp4wxL1jndiMnswZwprj/6ht43SuLPkvT5On5zxTvdbEI/r6NPEtxPd4KfAT4TyLiFH2oLGPMnwD/G/CiGyiX2vm2c32BvMntiIjcVTz+l8DfFPdPkDePAfx3ay8QkTuNMV8yxrwJeIC8ifcp3wH4BPlFFCJyD3CIvDlQTY7tfuyv+QTw34pIqejP+j3r7LMW7C2KSJW8yfZaGsA5Y0xGXq/ssedeLCJHi75//z3wX4FPAS8VkRkRsYFX8WRdfBoROUx+jvp98vPOrjy36NXhNmKMeVhEfhX4GxFJgc+T9+sZ9w7g90RkCHxT0bz6bvK+HY9sYPHeQB54nQE+CRy9ztd9mrx59hDwy8aYs0X6/c9E5AHy/iVfvt5CGGPeLCIN8n4ibwTevtbJF/jZ630ftfNt8/qCMWYkIj9GccFCfvGzNkrzfwfeKiI/R35yWvOTxUVRCjwC/BfybhKJiHyh+D5vKb7Tl8gzia8xxoTrNBWrXWq7H/tj5fyciPwR+e/8SeBv19mnLSK/T95X8AR5PbmWtwB/IiI/APw1T215+gfyc8NzyQPQ9xtjMhH52WJfAT5ijPnAVd7/ZcD/KiIx0GOd5vLdYK1Tv9rBJB+F+3ljzFu3uixKbXdaX9Sk2u3HftE96XXr9GFX69AM4A4nIp8lv/r56a0ui1LbndYXNan02FeX0wygUkoppdSE0UEgSimllFITRgNApZRSSqkJs6MDwFe84hWGfI4fveltN99uitYPvU3I7aZpHdHbhNzWtaMDwMXFxa0uglLbltYPpa5O64iaZDs6AFRKKaWUUjduwwJAEXmbiFwUkYfWee51ImKKlRyQ3G+JyGMi8kUR2ZWzbiullFJKbQcbmQF8B/CKyzeKyEHgO4AnxjZ/F3B3cbsP+N0NLJdSSiml1ETbsADQGPMJYHmdp34D+Hc8tWPiK4F3mdwngaaI7N2osimllFJKTbJN7QMoIt8LnDHGfOGyp/YDp8Yeny62rfce94nIAyLywMLCwgaVVKmdSeuHUlendUSp3KYFgCJSBn4e+MX1nl5n27pDl40x9xtjjhljjs3Ozt7OIiq142n9UOrqtI4oldvMtYDvBI4CXxARgAPA50TkxeQZv4Nj+x4Azm5i2ZRSSimlJsamZQCNMV8yxswZY44YY46QB30vMsacBz4I/GgxGvgbgY4x5txmlU0ppZRSapJs5DQw7wH+AbhXRE6LyGuvsvtHgOPAY8DvA//jRpVLKaWUUmrSbVgTsDHmVdd4/sjYfQP8xEaVRSmllFJKPUlXAlFKKaWUmjAaACqllFJKTRgNAJVSSimlJowGgEoppZRSE0YDQKWUUkqpCaMBoFJKKaXUhNEAUCmllFJqwmgAqJRSSik1YTQAVEoppZSaMBoAKqWUUkpNGA0AlVJKKaUmjAaASimllFITZsMCQBF5m4hcFJGHxrb9moh8WUS+KCLvF5Hm2HM/KyKPicijIvKdG1UupZRSSqlJt5EZwHcAr7hs20eB5xhjngd8BfhZABF5FvBDwLOL17xFROwNLJtSSiml1MTasADQGPMJYPmybX9hjEmKh58EDhT3Xwm81xgTGmMeBx4DXrxRZVNKKaWUmmRb2Qfwx4H/UtzfD5wae+50se1pROQ+EXlARB5YWFjY4CIqtbNo/VDq6rSOKJXbkgBQRH4eSIB3r21aZzez3muNMfcbY44ZY47Nzs5uVBGV2pG0fih1dVpHlMo5m/2BIvJq4J8BLzfGrAV5p4GDY7sdAM5udtmUUkoppSbBpmYAReQVwM8A32uMGYw99UHgh0TEF5GjwN3ApzezbEoppZRSk2LDMoAi8h7gZcCMiJwGfol81K8PfFREAD5pjPnXxpiHReR9wCPkTcM/YYxJN6psSimllFKTbMMCQGPMq9bZ/Nar7P+rwK9uVHmUUkoppVROVwJRSimllJowGgAqpZRSSk0YDQCVUkoppSaMBoBKKaWUUhNGA0CllFJKqQmjAaBSSiml1ITRAFAppZRSasJoAKiUUkopNWE0AFRKKaWUmjAaACqllFJKTRgNAJVSSimlJowGgEoppZRSE0YDQKWUUkqpCbNhAaCIvE1ELorIQ2PbpkTkoyLy1eLfVrFdROS3ROQxEfmiiLxoo8qllFJKKTXpNjID+A7gFZdtez3wMWPM3cDHiscA3wXcXdzuA353A8ullFJKKTXRNiwANMZ8Ali+bPMrgXcW998JfN/Y9neZ3CeBpojs3aiyKaWUUkpNss3uAzhvjDkHUPw7V2zfD5wa2+90se1pROQ+EXlARB5YWFjY0MIqtdNo/VDq6rSOKJXbLoNAZJ1tZr0djTH3G2OOGWOOzc7ObnCxlNpZtH4odXVaR5TKbXYAeGGtabf492Kx/TRwcGy/A8DZTS7bttMNY5Z6Id0w3uqiKKWUUmoX2ewA8IPAq4v7rwY+MLb9R4vRwN8IdNaaiifVmZUBJxcGnG2POLkw4MzKYKuLpJRSSqldwtmoNxaR9wAvA2ZE5DTwS8AbgfeJyGuBJ4AfKHb/CPDdwGPAAPixjSrXTtANY1b68aU2cAOs9GPq5Zia725l0ZRSSim1C2xYAGiMedUVnnowDpXSAAAgAElEQVT5Ovsa4Cc2qiw7TRRnT+sAaYrt+FtRIqWUUkrtJttlEIga47nW00bFSLFdKaWUUupWaUSxDdV8l1bFvRQECtCquNr8q5RSSqnbYsOagNWt2d8qUy/HRHGG51oa/CmllFLqttEAcBur+a72+VMTqRvqxY9SSm0kDQCVUtvKmZXBpVHwa90f9rfKW10spZTaVbQPoFJq27jSFEg6GbpSSt1eGgAqpbaNq06BpJRS6rbRJmAFaJ8rtT2sTYE0HgTqFEhKKXX7aQB4i3ZD4KR9rtR2sTYF0uXH406tW0optV1pAHgLdkPgpMvOqe1Gp0BSSqmNpwHgTdotgZMuO6e2I50CSSmlNpZ2rLlJu6Wzui47p5RSSk2eLTnLi8hPicjDIvKQiLxHRAIROSoinxKRr4rIH4mItxVlu167JXDSZeeUUkqpybPp0YqI7Af+LXDMGPMcwAZ+CHgT8BvGmLuBFeC1m122G7GbAqf9rTKHZ8vsawYcni3vuH6MSimllLoxW9UH0AFKIhIDZeAc8E+AHy6efyfwBuB3t6R012k3dVbXPldKKaXU5Nj0DKAx5gzwfwFPkAd+HeCzQNsYkxS7nQb2r/d6EblPRB4QkQcWFhY2o8hXVfNdpqv+jg7+1O6x3eqHUtuN1hGlclvRBNwCXgkcBfYBFeC71tn18jEW+UZj7jfGHDPGHJudnd24giq1A2n9UOrqtI4olduKJuBvBx43xiwAiMifAt8MNEXEKbKAB4CzW1C222I3TA6tlFJKqd1rKwLAJ4BvFJEyMAReDjwA/DXw/cB7gVcDH9iCst2y3TA5tFIbSS+QlFJq6216AGiM+ZSI/DHwOSABPg/cD3wYeK+I/Eqx7a2bXbZbtVsmh1Zqo+gFklJKbQ9bMgrYGPNLwC9dtvk48OItKM5NWS+LoatqKHVleoGklFLbx1UDQBGxgX9F3ifvz40xfzf23C8YY35lg8u3LV0pi7E2OfR4ELgTJ4dWaiPoBZJSSm0f14pM/gPwUmAJ+C0RefPYc/98w0q1jV0pi9EN4101ObRSt9tuWT1HKaV2g2s1Ab/YGPM8ABH5HeAtxajdV8HTfssnwrWyGLtpcmilbjfHhlGU4TgWGL1AUkqprXKtAPDSerzF9Cz3icgvAn8FVDeyYNvV9TTz6qoaSj3VeLeJMMvwxeLATFmDP6WU2iLXant5QEReMb7BGPPvgbcDRzaqUNvV2sCPsm9hFfnP3d7M2w1jlnoh3TC+oeeUWnN5t4my65BmW1okpZSaeFfNABpjfuQK2/8A+IMNKdE29djFLhc6I2wnzwAGtsV0zaNR9nZt8He1KTt0Og91vXTwh1JKbT/XnAZGROaAnwCeTf67/QjwFmPMhQ0u27ZxfKHLw2dWMUBvFBOlGVMVH2NAkF0ZAF5tyg6K+zqdh7oeOjpeKaW2n6v+AovItwCfKR6+C/h/i/ufKp7b9bphzFI3JjOQpBkrg5j+KGUQJ0SpuTQCeLdZL2vTixMWOiGdfvy0IUCXMjpKXWYrR8drNwWllFrftTKAvw58nzHm82PbPiAi7yefIuYbNqxk20QUZzi2IAJJajBFVGQyg2vLrm3Kujxrc7E7ojdK8C2LKMtIkoxG2bv099CMjrqarRgdr90UlFLqyq51xq5fFvwBYIx5EKhtTJG2F8+18ByLmaqH6+SBoC0w1yjhFv0Bd2PgM5616ccJvVHCdNXDdSzKrkOY5EEg7P6BMOr2qPku01V/0zJ/V5qvUyml1LUzgCIiLWPMymUbp7h28Lgr1HyXZjk/YVV9h6mKhzGGuXqw6+cxW8vaLHRCfMvCdaxLGb/ZWkCz4lB2HZ3vUG07OvBEKaWu7loB4G8AfyEirwM+V2z7OuBNxXMTYbz56s75fPrDSZnouea70IBBlF4K/iDP+jV38QhotbPpwBOllLq6a00Dc7+InAV+mXwUMMDDwK8YY/7sZj9URJrk08g8h/w3+seBR4E/Ip9f8ATwg5dnHrfS0yZ3nqAswlpz8OX9qTT4U9uVHrNKKXV115wGxhjzIeBDt/lzfxP4c2PM94uIB5SBnwM+Zox5o4i8Hng98DO3+XPVTdIl7tRWWJt8PTEZjlhXPPbW9ht/Xo9ZpZS6sqsGgMWyb1dijDG/fKMfKCJ14CXAa4o3iYBIRF4JvKzY7Z3Ax9EAcFvRJe7UZlobxXuhGIE+XfVolT2a5aeO5r3aaF89ZtVOt97FjVK3w7UygP11tlWA1wLT5E3DN+oOYAF4u4g8H/gs8D8D88aYcwDGmHPFBNRKqQnUDWNOt4d0RzHtfoxjWyz2Iiqe85RJxy90h5xY7GM7FhXX0UnJ1a6ydnHTixPSJGO+EXDX3ERMwKE2wbX6AP762n0RqZEHaj8GvJd8jsCb/cwXAf/GGPMpEflN8ube6yIi9wH3ARw6dOgmi7D7dMOY9iBCjNDQvk4TazvWj+vNYIw3955bGXJqacAoSVnpxzTLLrXAJc0MkLHQCVmQESu9mIvdCAFqJYe5WqCjfdVVbcc6sp61qYwudEd0hwkGWOxFWAJ3zGoQqG7d9SwFNwX8L8C/IG+afdEtDs44DZw2xnyqePzH5AHgBRHZW2T/9gIX13uxMeZ+4H6AY8eOXT7Tw0Q6szLg0fNdVocJCMxWPY7OVNink95OnO1WP65nMuZuGHN6acBqmNAfJSz0RthisdQLsR0LS4T2IKYWOPTDhPYwplFx6PQTmiUXxxaS1DAIU3pejCMWidFVadT6tlsduZIozujFyaXgDyAzsNSNma0/NcOtzcTqZlyrD+CvAf+cvLI81xjTu9UPNMacF5FTInKvMeZR4OXk6ws/ArwaeGPx7wdu9bMmwVpT2eraj4SBhaKprFbWTKDaOpdPxtyLEzqLEY4jzNdKQB4gLqyGnFgeEKUpFvlE6/0wZn+zzJn2gMATRqGhFji0RzHVwMERi8xAexQzVXZpDxOGUcrjCz3mGyUWOjZJYnTlD7Vjea5Fmjx1PksRcGx5SoZbV7xRN+taGcCfBkLgF4CfF7m0AKyQDwKp3+Tn/hvg3cUI4OPkzcoW8D4ReS3wBPADN/neEyWKM+LLfiSMgSg1N9wMpleR6nYan4z54lgzlmcPSRJDvZxP07IaxgyjhFGSstAJ6ccJYZRxaDplb6PEfN3DsgTPtrHtmOlyQD9OECDLIHAd9ro2xxf67JsqMV0OrtoXUI9ztR1dflzWfJf5RsBiLyIzefA3U/XwHOvSfJZXWvFG+8Cq63GtPoAbMmtqsZTcsXWeevlGfN5u5rnWpSXp1n4ERMCz5bomvV370ekMI4ZRlv/QoFeR6tatTcY83oy1lsFY6cdkGC50RwxGKf1RQmcY8UR7QJZClKacXx1x51yNJK1Q9h32t8p0+glpOmKuFlArOfRGCY4lJClUS3lmsB8nlwaEXH4RpNkStR1d6bi8a66GJXmzr2MLvmsRuBZRnNEl1hVv1C25Zh9AlVsva7CZmYQrfVbNdznQLNEfJU/pAzhXv/aaq+MjzC60R0xXPZplD2P0KlLdurXJmDuL0aXgb6ZYT9oYCJOMXpiQGUPFt+lHwmI3zJdbBBzHohuGJFmZbpRn/KarHku9CNseETgW8/Nl9tbLLHRHnF01LIwNCJmvBU+5CNJsidpuumFMpx9zpjOk7Oan48uPyztma8zW89//lUHEIMzohyMECDwLS/K+gWt0xRt1vTQAvA6XX51NVdxLlfRmMwk3EjxeK2uRT3jr3tAo4PGTYZLkmb+1aTYc29KrSHXTxkfzBq7NgakSvmNjW3Ip+BOgbNsEjsVjF3uUHJvAtZmvB7TKLt0wLfoE2owSQ68X0yqN2N8qEyYpDhZlz0GMRWcYkWYwXfFY7EUYA71RwuHpp9YtzZao7aIbxpxZHjCKMpLMcG5lhOcK9cDFcfLgbaETQoNLzcFdYnrDhCg1uHZel0ZRRtm3GISZrnijbpgGgNewXtZgsRvSj1NssS5VxBvJJFwroBsPDoHrylqs3Y/i6xv9OH4ydNaakA3EqcGx9SpS3ZwzKwPag5iVQcRSL6Ia5Jk43xWyDAZhimcLc3Uf2xEwsL9ZwrMtHFvohQn9MAUyKq7D/qZPkqYYMkZRysmlHqM4485ZH9vKB4Is92J6cYxnWczX/Uv1slX2nlI2XR9YbQdnVgacbg85tzICgVbJpRtGdFYS9jQCVkcxgWMR7LMYROml88PppQEnlgf5BVSRTW+WPRolj9m6pf1a1Q3TAPAaLs8aWBac7YScWOxTKTmUXedSRbyeTMK1mqEuDw4dm3WzFufbQxYkpFKyma+VbiiorPnuU06GFde51J/KtUWvItVNudAdcnZlhIhhqZ93XO8OE1xnRBwZMjHYlkXFs+mOYk4s9vnSmQ5hkuFawsGpEmXXxrFsGiWHKMlwbIt+HIMRTq4MqLo21bLHIEqol/IAbxgnnF0eUvLcKzb/gq4PrLbe2u//pYF7Bi70hlQ8l84goT2KWOlF7G0Gl36fV/oxjjNkNUwunQxM0WJT9Zwngz7NYqsbpAHgNYwHSiKw3Av52sUevThhFGcMgxTgUkW8VtPues1QCHT6+UTOS6tR3gRg8s8cRRlhll3qHwLw1YureJZNnBksgf2tgFLR6R2uHVSuBYfjJ8P5WsDhaYtW2dOrSHXDzqwMOLHYzydlFsMwTLBti+4owRLD+c6Q9jChXnLxbSHJDKdWhgyiGN9xKHs2H/7SBZ69r4qI0Ci5iBFmqh5R4jJKEgSLO+bLXFyNeHyxzx2zQuDYdIYJs428H+yVmn/X6PrAaiut/f6vtbq0RyHL/Yh9DZ9W2cF3BJO6dAYx51fzLg9JmnFmaUhvmOC5QhSbS8Fj4OkxrG6eBoDXMJ41iJOMpV6E71pUgoD2IGYwSil7CYFn0R3ELF+jX+DlzVAi0BlE9KOEOMlY7EWXMorG5D8UvlikWf6a5cGINIOsSG5kBo5f7HNwukx17IdgrW9TlytnHOtllwyjq4eoW5KvQhMTm5RRHFPybJ5YHvLI+Q69UcpdsxUc26JRdhmECStpylcv9FnuR6RZxqGpMnHq4FpCZ5AwSFNOLA6ZqXrEWcbSIGZ1lPDc/XXSmKIzfEzZG1HxbEpe3ncwLmfERf+oy5t/x2m2RG2Vtd//iuvQDSO+er5HlGaYzJCkhiQzXFgN2VMP6AxjHHvEyeU+rmWx0BsxXwuYrnpUfRfXsdg/lZ9fdGojdTM0ALwOa1mDhU7IfCPIozag5NokqWG26tOqeix0ouvqqzeeeUuSjDDJqJc8+uQp/vHBGBg4MJNX8ijOipNkWiyJlXMdi1GcPKVPIib/sblSxvH00uBSUCnkX+l6fzj0x0aNi+KMry10ObHUJ4pTpks+C90RZACGYZQxSiJGSUrJtfnSqQ5TVQ/HEk63R3RHCd9y1wyWI3TClIXuiAPNEgvdkLlaQOBkmCBvVj7QyKgGLiXPZm+jhGtBQt4k5tiW9l9V29ra7/9jC10urI6Ikoz5hs9SL6Ls2czXfSq+TeA6eLbwyNk2SWpwisFTxxf6+I5Nq+JzoFm6aguPUteiAeB1qvkuNGAY58HXYi/CtixcGw7PlHHEuuIIw7X5mtYCpvFmqEGcN5XBk33xBmFKmGQkqWG6NpaZ8yExGebCk59kW0KYZHTDlM5g+JSl4NZGjl3e8T1JMvpjzco3Mh2G/tioy51tD3jwiTYXV0OwwLSEU+08g4cI01WHL58b0ip7lByLiu+w1I/Y1ww41xmRZIYwyTOFy92IJ6KUc50RL76jRZSmxJmhWXbZUwtIjcECZus+tZKDMVAWnnIxo/361HZWL7uUHIepwCVOM44vDGj3Q/a2Siz2IzB5v9YXHW6x9P+z9yYxfmVZft53hze/959jJoNjJnOo6q6qzh6sgqzREiALNmDYGxuCDAjorQzbsCSvvLABeWNrZ6MBLbQw0LBhA+2FB7QMt1qtltrq6q7uqsrqHMjMJBnBGP/zm4frxYtgksw5qyqZWfm+DRnBiOAj8e69557zO7+zLlgmFVt9F0u30ojAluz1PfaG/qe2Nuou7R0fRhcAfgYix2Lgt4snsPXjAO3mRsQq/2CgJQXMkoKseLpFv+dbj20yAOq6wbrI1vVcC4MhLSo8V5PkDQez5PH3+LbmxsTnnbOEuKyw2kZKbox7xGVFVTVoLYkunjNyLEaBxckyp6gNthJ4jkRVT2dIPo0dRuej1vEsq7zkfJ2zzEqqBqqq4sEsYZEUTEKHgW8ROBa3JiGLoiKva4Q03BwHGGF4ZTdiK3K5MvL4w3dnKAmvXR8Q2RZlZRh4rRxiFGjO1gUPZjECyGvvQitoc2X8foa8O+A6vsxcdsmfxzlHq5y4bFBK8MJWxJsnK/qeTWAp1nnD28drro8DZnHJDx4tmPg2Skq2ew7NxdlRlA2I9lJ/KX+wLckifj/gWyZld2nv+FC6APAz8lEi8g/rMPRtySJ52rfpjaMV48BmlVecrwt6rqY2DUnZkGYVQkJa1NzajAjtNsPxpwdzIlujLUVoaSahg6Plhemt4SwpOVm10xG4OPueDOYMkDcNZd1ghCSUGimaz2we2vmodTxLe5ExWEpydWRzvMoJHcVfeWmL92YJD6cxtoRlXuFYkoHnYCnJOmvYHzmcrgsQht9/65RR6ND3bJQAW0u2QxtHtxej1w9XpFWNbASTnsN0neNpxXbffSpD3tHxZeVSKztLChZZGwS+fbzml66PiFzFvZM1rqXp+ZorQx9bS/quZnlh8h9aGi0N757HbPQcqsaw0XNZJAWnF/6XUoKnJUlo42pNXTdMk4KNyAW6S3vH03QB4KfkAyn0Dzlsng0O756s+NGjJUIKfEtja4izBkcJzpM2UDxcpNQG3ni0ZBTY2JZAIHk4TwhszfEq5e5xzO7QQyKIPE1cVjhS0vdtqrrBxCWrtCJw2xFYTwZzl1k739KPg8PPax7a+ah1PMssKTicpigpePN4haUkh7OESWix1fPY7Y8IHMndkwSF4HffPGXkO+wOXRxL4+qKeVISuBYPpgnroGpn+/Z9jIGdvssbj5YYBEVliIuKCsM39/r0fE3f++hmj46OLxNF2VBUDffOVqS5YbPvMo1LhIBlWjEKbNZF6y/74DxmfzQhcBW7A5erIw9HS5rGcLpuO4TjvOFW1VBWNVXdXMzGNjyK88cBX1EblmmFf3E2wEdf2rsy8dePLgD8BFZ5ycPzhGVe4V8EV5cp9A9bMJfB4b3TFXdPYqZxCcCJySirhqHXZjWWWYlnKeZJRW1qQFDUNUkOWV1R1Q09R7NMW5sZLSS1Me1MVQPCtfBU2wAyCdsJCFXVIKyng7mPytp9HvPQzket40lWecnBPMHWCs9S/MKVPvenCeMg5NEi42Ce8b0HM37t+hjTGGxL0vNshoHF4SLj3bOYnmex1XN4OEvxHIueZxE4iqyquDqKmCYl985SDhYpq6xiu+dysiou1ofVXT46vjLYluSd8zVvHsUYA41p2Bu6OEpwmpXc2epx93yNkhC5NraUHC5y1lnJjY2QrKx48yhGa8H5ukBLxXtncSu5SNuRipuRgxCtzRI01E2DkoKmbh4nAKRoteTn6/zx3t9pu7+edAHgx3AwSzhd5rw7TcC0BrObUWv/kparp7R9o8AiekLbd74qUVIy8C3O45yzVUHotlk7rSSzJKdxbcq6xtKCsqlJCjDG0HPtVghcNBjam+Jl6s0ASoIShrSoW8uLwCa0NeNeq5d6MiC7zNqtn9AHhtbnNw/t+RbGgBHmA39Xx9eLw1nC4SxjlZUcLlI8S7JIS25eDQGwLcV3LcUosLEkvDdNCB1FWjRMQptFXLIzcNiKXOZJRVyUJBejsSKnvRQdLzKKpsbRkkwJHi0zrg09Qldj2e83WXXvYceXiQ9LDszWOU3dYCkwRlJUhqpuL/hVZThPcr51ZUDPbS9IjiWJ04prk5CmaagbQy+wuDkOUFKwTkoMNeusRsu2cpSVFaFjMc9a7XndGJK8xHMUPa89RqqmeexYIeCpahB0ZeKvE88tABRCKOAPgQNjzN8UQtwAfhMYAX8E/C1jTPG8nu+ydFrUBnOxMi7LrI6UzJPi8SQCBLxzFqO1xLc0WVGzzNtHj1wLJQQCwTiw2IgsHi1ylJDEeUVZN6yzir2Bx73TmLI2jHyLb10d4NmKumlACE5W7c+zlCB0Wl3IIq0ed/3enASEFwHokwdi5FjUpuF4ntGY9vbnTfzPtbCfvSVKRLdBfE1Z5SVvH69583jJ3dOEh7OYO1sRQ8/ivfMY39GcLDPO1hlHi4SXd/pYWtL3LJZpO7YNAXVleDDN6PmagW+xTCuMFtw9jXllu0dpGrYih7QwjIP2MvPt6wN2+w7LuKKpsy5j0fGl4sOyaRK4f54wS0tcrTiYZzSNYZWVjAIb39HIuCDJSwJH0fcUZ6ucddHgasmNsc+VoccoLDiYZbAWOJbihvbouZqDRYpAcHqa88JmyNk6Z3cQ4FmK7b5H4GoGnoVliQ/YlZ2vSmphHpeILz/fabt//nmeGcC/C/wY6F18/N8C/70x5jeFEP8j8HeA/+F5Pdxl6dRSAiFan7FL3z6lBEq/X3oqq4bTCwNnLNBKkBYNgauJswpbSywp2Br4SAVJURN5ijtbEYu04mieUtYN10Y+nt0u2HFoI6XEsSR52eBZbddx5CmqGmqgxoBpu77isub8tGRdVtRVw1bf5fZm252spbww222bUbRsJ5Zc/js/TQm46wDueJIH5zE/PFwghSAtSrZ6LlpJSgPzuMDLa948XjIJXe5sh/zwYM6NjQjPkghaveArOz3uz1KkgMBV3BwFLLOS1x8uuL3d48EsJasMV4YejqUpKoNrCW6MA87imknvYvsScLrMaeiy0h3Plw/bJ4+WKVlesUxr4rxCSsHOwKGsGqQ0nK9KHswTXt7tYUvJMND8i7dXj5v0dvoeD2YJG7XD0SJnGNgoKagqwywtcLVkt+fz3jRmI3II3ctjvWGz5+Hb7XrwbPX4mZ5EK0FR1I9LxNBpu78uPJcAUAhxBfi3gf8G+E+FEAL4y8B/ePEl/wT4r3iOAeBl6fRJjR2m/XgcWk+lzMu6jQ71RVBo6bb0qwRMfJ+6MdyY+KyzisNpTlrUDHyPs3XBIi2JC0PoKm5FLlq2A8DTomajp+l5Nuu8pKkVvqfQQvL9B3NWaUVSVTS1oarbOcRZ1bQaQVozaSlarV/zhEkutBvAs0bQn5RB6TqAOy45mCWcrQoeTlMsKRh4NloLdnsuR8uUayMPY+B4YVE3DYFj4WgFxhA5Gq0bBoHNW8cr5llJVbc+f9fHIZuRS10blABXS4QSWEqyPw7Ii5qtnktoa4q69c0UAuZJwdm6YF1ULP0Kz5b0vW6kYccXz7P7pBCwTivunqx45zzhPC44X2Vcn4S4tsJzNL7WbA88fveNUyahw2bksNVzOJhlXJ/4vH0Sc3Xo4ec1VdXQNDD0NG6gAMN5UlDWNVoJeq7F0SJDSkGQa8ahS+BYjwcDwGM10WNsLYk89wN2Zd3a+fnneWUA/xHwXwDRxcdjYG6MqS4+fgjsfdg3CiF+Hfh1gP39/Z/ZAz7Z8DDwW42da7ejd54VzdpK0PP0+11WBoa+zaRno4WkMg3rpKSoDPsj97GB7bunMYHXlnk9y2aaFESupjaGRV4Rn9U0JKyzinFoMyztdkPJK6ZJzjItqWpYFyV7fQ+MpMGgRVteO1+VBK7+qRhBdx3AXw1+1uvjMsNh6XZO7zypGPoWJ+uCN07WHM4Ttnoe+yMXLcF3NcssR0lBUtRMk5JpXKClpAQspSjrGgGcLjLWRWub9OokoEbQdzV7w5DNyCHwFFVpSMoKIdrM/OX4xMsDbpYUvH1SsDVwCS3dlYY7PsDPco08u08a0/BgGvPbPz7BGJinBdfGAfenMS9v93j7aMVfurPJg1lC5Fj4tiKrGt6bxtzZ6rHT93CtdhToKLQoa8NbJ0uyYUDdwO0Nj9sbEXFRERcV53FB6FpYSlDVhnlSMPbt1jj9Ym9/tpFv4H90U2PHzzdfeAAohPibwIkx5ntCiL94+ekP+dIPTDADMMb8BvAbAK+99tqHfs1Pi48bHP/sn/WWGeerEq0E9kUGcCvyOJglvHG04nCeMk9KtvouQ88iqxsMAtPAZs+moWGd1gw8m62BzTRpZw+XTUNgtwu2bhrKyuBqwfk6Z5FWSAQboc/pMmeel2ihkAI2+y62FmghP7DgXVui6s9mBN11AH81+Fmvj8sMhxJwYyPg3kmMVhIlJaPQou9q1kXFu2cJ39wb8GCWcL4umQQOniMxxjDyba6OfP7p60csspKt0ObWVggG9sc+nlZcGXg4tkZIgaslG32nNbS9sE+aJgWOlthaPW7QsoTkcJ1hTHvJMVYnU+j4ID/LNfKk8X7VGNKy4N5pwqNlhhRQVIa7p2v2Bh6Vabg2DlikFZuRQ8+1iFxNUpQsEgVCkJcNPzpYsjPwsBeCeVoiUTTG0Bg4iUt812qbDD3FKqsYB4q+b9H3LHquxbhnP3UJ+jgv266a8/XieWQAvwv8O0KIvwG4tBrAfwQMhBD6Igt4BTh8Ds/2AT5uUTxp+XK+KqlMQ1UaIs+l51s8nCbcPVuxTCukEmRVzTtna9RWwNizaUxN1QjivMbVit2hw/7Io6wNaV7TGEPVNMyqnPtnCX3fAgwbkYNnKSK3Nc0VQrAsyrbL11IYoKza7jLbkoxD56kFD/DeafKZs3kfFxB3fD24zHBkdcMsbo3MLS1YZiVJUTMKLeoVzJOSzb5DWhlOVjnLpkIIi6tjl52+yzunCa9e6bO5zLi1EbHIKka+RVrUHK4zpnHJN6/22et7eI4kKSpOL6bZWEqw2XOJi4pRYNFg8C1NWtStRRLvyzE6mULHF40BStMwTwpWWZj05HUAACAASURBVMHhMqGq2xfTYDha5Lx2bcjAd/n/7j1ib+jj2pLTZc4qrwhsxe3NkJ2ew5tHK0JXc7TIqAy8c7rmL7w4Ibpwijhd5TR1uzfbCpKsbjOAUuJq9XiSzrN0wV4HPIcA0BjzD4B/AHCRAfzPjTH/kRDifwH+fdpO4L8N/NYX/Wyfh7dPVvzoYEljIK8rhp7NKl+zTttS1qNZTlK2le26MayyivNla8kyCmzePmk7f8HwqzeGbYv+quRsnTNPc/quzfEyY5FWeLbCdzSrrC2ZZVWFFpKBb+OWDbt9l6YRaCXQqm0g+ajb3efN5nUbx9ebx5ngJMO3FePAQUqIs5raGOoGxoHFZmQTuRbHqxlx3orffxyvmCXhRflWEDoKZ+CzSEtcS/Jnxyt8W3FzMyByLZq6QWtB1cCPHi55bxoz8ByEgEnYHmwD38a1VFuWVgIpIHTfl2N0MoWOL5LHEgkpOY8LpDAII7m9EXL3dM04cLgy8HhxK+TBNOX6xGd34HGyLni0TLm9GWEryVvHK2wtOU9LtGrnZ+9ENk3ls8pK6tqQVwbXkvi2oqHBGMUkcqnqBiUlq6xif9yeAV15t+PD+DL5AP494DeFEP818MfAP37Oz/OJrPKS40VrrzJNcpKs5mSR4Vutxm8zagd4L1eXQnebsW8x8BW+rXmQJOwNPGrTltRmcUmDQArZegNWhnVess5LJqFDVtZkdU3P0VhKMHFshoELGOJCsD9p/deqqsHSrV7x8jmfXPyrvMS1FBv9tkTcbQodn4W9oc/rhzOO5hmzuGCZ1TxaZZyvc0ZeOxt7keb8zhsnHE5TBhcj3QaBYqvv8MajFedxybWRxziyydKG3YHLPG21hfO4JCtrXK3xnJyiNCyzkjircawKT7dzgUNbfyDDHXm6E7N3PDcuJRKrrODdsxgtWueG83XGL18bMfA1dQMHs5TDRcYqrWjIeO9sze2NiJe3Q07XBdNYkJUNVd0wXRfc3gopG0PZNPzocIWlBPsjn91BwMEiJikaitJwYzPg1oZPUho8SzL07cd69WcdIjo6nmsAaIz5HeB3Ln5/D/iV5/k8n5WibFC6LU/FWYUUkqqGBihKQ2katvsuy6xkmZYUZc00LjiPS4qqxnMUoWO3XoBlfVHibY05HSUft+2PQwcp2oDQka1cchI6pFVNz1MgDMMgak09Lf3UNJAnm1WkaE1AlZBPHZDjsEvpdXx6/tXdM37/7SkHi5Rf2h/w+uGKuKy4Ngp4ZSfk4TRjEjmEjoWUknVWMeg5+NpnmpbQGBZpwcEc1nmNvJAxpGWNrduO+0nooGSDlpLjZYZna/q+RVObdtcyrZb12Qz3OHS6bEfHc8O2JKerjCyveetkja0FW5HLnZ0ekWthjMGzFNaFafo6q5iENodT2er6ang0z3C0YhRY2KrHnzyc07/Q+dlast3z6PsWE9/ibF1wFpdUjWnHwQnD0LFYFBW2bDOHdQPHq+wDDhE3N7og8OvOlykD+JXDtiRJVjFPC05WOdBOBBmFmrSqWGeK0Nbc2QgojOEHDxdsRA6WlmRFxdEyZyN0OV6mGAx10yBMwzxWnK4zHk5TfFdzY+JxOM04XKSMIhvPVlQG9voBjpY4WqG1ZJmWlFXN3thjK/I4XqUczjK0ElhaUlQN96cJWwOXwNKdl1/HZ+Z4lfLDwxlJUbMZutw7Tfjh4YKNvk3f0/zx/QV/eH/GTs/lzlbETs/hjbjCt9rLzDpps+HDwMbSioN5yq/dHBOXBa/s9JmnBUK01hSuVqRl65tWNQ2RazEINFrIpzLcz9LJFDqeJw2Q1SV51bAVeq1rw7pgfyzIiobvz+YEdtuwsdP36LuKb+8Pefs05r1pwtsnMftjj9N1zs2xT2CPCV3Ne9OYNx7FXBn5LJKS0Fa8O03wbY2jFMYY3j6N2Rt4nK1LQk8RLBVC8jj4A2hM6xCx0ev2/a87XQD4E+JoyTi0KS/9mXyNb9k8nMWcLDOWWcVO32UUtl5pWkjm6xJEA0BR1cR5yTQuubURUBt4cLbG0hLbEuz1XVZpCQI2I4fNnkdZ1fzJ/TlXhi77o4Bx5FAkDYuknQyipeBonrHOKk5WxWPNlKsVzUWH5KXpZyeS7/g0XGbVHp4nLJOK0FHM0wopBNcmIUNf8/tvnbE7aLt4x4HN2Trnl6+PGAU2edmwzCvivMK1NTfGPghBWdYMfM075zFjH3qOTW0K0rJmnpRkZcU4cHhxK6KoDWPf7Uq7HV9aDmcJVdXgaYtbE59bk4B/cfec41XGtbHHW8dLLC3RUrDMKubJkmvjbWxdYVuS7Z7LX7hj8d5ZzLunMbfGAZaSSNEOJbg+CThd52z1XZSUOEphK4WlJHktWOclrq0Y9wSe1qyzGoT5gDehVqLb9zu6APDzsspLThc5liW5s9lj6NkkZcV8VdLQsDNwmK5Keq5mGDpUZcN0VTJLE7SUjHwL12qnKExCl6HvIIB3ThOubfiPDT+/996MF7dC4qym72tOlimztCQuGka+zZsnS8aJy07Paxe5gaRsOF5m9IMLD0DTpv2vDFykeL9DEjqRfMcncykjOFm1WqVFWrER2ZzFBXnZ8OJWAEbw9mmMlPDa9RFvHC1ojOCP788ZBJrTdcFW5PCdayP+9GDBLCnpeRav7PWQCG5uhlhC8GiWoxQcLjPyoiFyNP2JzVbfYXvgf6C025V7O74srPKS2Tpnus6pqorNnktlDPO0pDFwsMiYZxVJXrE/nrDdN20CICvRUrER2vzo0YLzuERJeO3amEnk8FvfP2Rn4BE5isqCK32PUeRwa9PHcyRnq4K6ASkEL2yEOJYC3t/Td/oud0/XFJXB0oL9oY8UkJQVdt6tm68zXQD4KXj2kLm0fRHCcLLMsS+mFRRJw7oskSs4mKcs0wolBIGTkpcGIQy2FDQYDhcpr+5E3J+llKXhnfM1G6GDkoLjZc61kccyq6hqQ1EZlmXJYtoGlCPfoec2xGXF4WnGdr+i79po1epIzIVHlBaSyNNt+t8ACK5P/A9oALsNoOOjuOxqXJcV07ggLtvRhsu0fRdLyzBdFWwPXa4OPV7ajvhnb52yO/BYJG1n7r2TGITg3smaf/PFDe5sBNQCAqvtIq6Bu0cxfVdzuMjou5qdvkNVQ+BqFmnJg2nG9sB/Sq/6YTNXO9PnjufFMi65dxbzB+/OmCcFedXw11/e4pXdHt9/MGeZVEhgq+eSlQ07fZd3T2OMBMcSrLKKNnAzRK7DeZxz9yRmnpRthq/SDD2HV69EvLgZMQkdHsxTDqYJaWnQilYj27RW1AKIXMXIt8n6HqfrAkcp5klBVjZIKVnEVbduvsZ0AeAn8OQhoySsspKHsxQMKCXQAu6eJsziigezhFGgqes242YaQ1o1lI3icJ6xO/A4jwuuDF2qGpZZxeEsw3MU48hhq+fSYLg+8hiEDgao64Z5VnO17/HWyZr3pm3geX0SMI0LfFthSUlaVAx8m0nYagQvM319zyZw2+6vq5P3tYFxWhN4iq3Ie97/xR1fYi67GququbiMNO3YKSnYG3r87ptnlLUhKRuuDHwOFilXhz6erYlszYN5xiIruTIMmCcl96cJL2yF9B0NCCK/vaDcnvhYWjBNSh4tMnZwScsG39ZEjmaWFCzi8qnM35O+gJaWnZ6147lytk55cJ5w93TNVuSQGsMfPViwP3KpGoNvw8u7Pe5Pk9bov264uREyW1ckVo2W8MJWyCSxWWcl48Bukw91wyKt6AUW07ggcDS3t3tEjoWSEl9ritpgKwGiYZ1VFLXAdzRbkUOcNwwCh8CxyKuGg3nCKPr0U6A6fn7pAsCPYZWXzJN2AkdeNSySnNcPFxyvCkCw2bPpuZqzdXnRjCE5W5Ws84aybggcBaVhlrQavnnSdl+t05p5VuJamu/sD9rxPY7mYJpihOFP4gW/uD/A04ph6HC0XBLYis2eg6M1TWNIy5pVVrHVc9js2xRVxTQ2RK7GseRTmb7Q0gwH708muQxok6Kmqkx3++v4SC6Nn7WWaCWo6gZXKbKywRKCl7ZCHs4vphzUDbaUlNKw13c5XudgDJ6lwRh6rsLWCt/SWFpxf5qQVDUPpym7A6+dLjLxGXoW67zCtWXbTexqlJQY8b6S6eF5wrvTpDV+fsIXsNM1dTwv6ka2nn22Ynfo8c5ZzNk65ZeuRfz5WxOkgqYxOLqd9x46FqfrDEtJDIK4bHDKdg784Sxjo+cyCS32Bh593+bKwMVWkqHXvucrShxLsTNy0UKyTAuOlxnHq5yibBiFNgPPag2oL+bBl7Vp3So6HXgHXQD4sRRlwyIteDjPWMYFd09jZnGO6yiKyvBwnvDCVsAsqRkHFvO0FeA6lsRSAkcphAen64LdnsvpuhW37w99Xt3tscwLTpYpDYLffeuU6+MAYQx9z+ZglvHnXhhha0FtIoqyRgiDloK8NOz2XXZ6Ltt9B9eW5IXB0oqHs4RJ5PCLV4cf6v93GfxBd/vr+GQujZ+JIXDarvbN0MFIWGcVp3HJP3/7nFubAZ4uGXk2QsKbJ2uaxmBb7cVolbZzqR1L8mCWUFaG6xOfqm4Y+BbLrEIKWM0zbkw8XtwKKGqD71i4lqLn6scTDVZ5yTKvHg+LvNS4XvoCdnQ8D8aRxd7A5eXtHlLARuhybexQVK0k6GCech7nfHNvwK3NgEfzlCSruLYRklc1EkPdGKQUuE5b2RkHNsus5HSdoxW8vN0nK1qNtzFtR+/leM80r7g/yzhZ5K03bVxSG8OVvo+Q7bq4NEvvdOAd0AWAH0tlGqZxydE8QQpJbWrissZSbRNH39OMfBtH1pR1w0tbUZuq9yUSyTwt0VKSlTVaSvq+5prrc77OsSzBW0cxNzcCVnlJUjScrDJe2u1RVIa9yGHsOez2PMZBxhvHSw7mGa4lubMZMQxt6qYmKWrePI7xbMV1z8K3beKsZpWXH7DDuCznPUl3++v4JC5HAFq6PXHePFpSAXnRcGPs80v7fUCQ1w2eK7l7EnNnJ6Su4LWtIaer9tL0aJ6hpMCWEuW0midbtWa1b5/E+BedxUIopmnFwNdMQofI01wZeI8vKUXZ4Fv6fX0rfMAXsKPji8a1FaPQwdIJ/+zNExDwb9y8we+9fc7ZMuPOdsQy8zhaZBdl2qZNGFxkBH3HwpLQdzUCh6KseeMoZn/sE9oaS0v+7GhB6CjOkpy9gc/AtzEG3jtL0AqO5glCtMFcbdoL/tVhG+QZWnulTgfecUkXAH4MWkjyquZkVTDwbPLKsM4q6sZgJMzigkVaMfA0odNaWSzSgnHusNf3mAQ2G5HN3sDjj+9PcR2LP3z3nFubPVZpTehoVllBYGvGQbsAm8bg6baM0Hr30WoEQ5tfuzlECglSUNQNfddmmWb0vVYLcrLIuDYOPrLF/7Kc91lnAHd0RI5Fltc8nCcgGkauzRurGCEUr+z0OVlnnK0KTAORozmc5hwtUlZZ6+O3O3A5mKW8sBmyN3AfX1qkaJDKYhzZhLZCS4lv6zZzMfB5YTtk4NtPHVCX7/Fm5BK41Qcm33R0fNGs8pL3TmOWacE/ff2YG5OAvaHH/fOUg1mGEQZbSt49W3O8zHl1t0/kafKi4WDWOkO8dbLi9mbE7U2fh1PDOHDQWvBwlqCV4GSZtzKHpqEo2qx3YGtOVhknq4zAsZjGJZ7TyiwwIKVgELwvj3iyGtR1z3d0AeDHUJkGRylGoYVpGhwtsJRgI7JJyxrPUgxcjVKinWdqS2ztkJc1PzhcMPIdXEfx/YMFDa2PnwKSquZa4BPYmqQsMRiujn3uncTM4oLNnsu1iU9juLilSZTUaMVjI9ysbOh7Fg2QnNQ0F9e5wFXYWn5oUPd4juvnmAHc8fXmTx/M+NfvzjiYZTiW5I8eTpmucxTw7etDeq7NrUlIWtQsspIfHCz4ztUhPzhYcG3kI4VhEjkczBO2+w7XJj6zdc6tjZCsbFChTVY13N4IGQYWUgpGgdNm+p55P598j4NnJt90dHzRHMwS5knJKi2ZpxWnq5xfvjHk9UcLfvFqn2Fg8WdHK75vFkgpEQhqY9gMXf7g3jm2LRl5NpFn83CasDvweP1wxYs77aScsmwY+jZxUTNLYnYHLlnVIAR4WnD3NOZ4mbM9aKdKFUmNG0kiz2Irct+/QD2REOjM0jugCwA/Fi0knqvYCGzeOFpzuGjNPK+OWjPOJC85jTN6TusBqKQkrxriomGelIwDh6Y2pHnNOi8RxJzFBVpI6o2ajcjme/cTJpGNMIa/9uoWtpTsDT1ujkLOkhJodRviUsgr2s5eS1dYUnB1GCAFzOMKSwvGvs3A/+jD8LKc193+Oj4tx6uUuydrsqph4Gv+5b0ZSVnzwmaIEoI4r8nKhtNVTlHVvLQdoUR7yP3S9RGhLTlPSnpKkcmapmm1rH/+hQ0GgU1WVZytSx6ex/iuwrZaI2lLffhFBrr3uOPLwWWj4CJt9d1xXvHKXp/dvsu/ujflYJqxN/R4/XDJMi3xbcWd7QjfUvRdjVYChUBJwcki45tX+8yzEt/RnCxzNnoOb01Tvnm1107fiZyLZILL2Toj9iyOlzl930Kg2O67ZGXNlbHPlaH/lHSio+NZugDwY1imBVXZ0Pdsbm2G7AwcjIGsanjnNObhPAVj+OXrI0JHscobBAZbSfqexci3iYuGuCgJHEWcV/Rc66JJRHE4y7g1CQDItOLds5SBp9gdujTCUNdN296vBZuRzemqoDINy7Rgq+/iW4ppXLI3CBgGFT1Hc2Xsf+KC725/HZ+FOG0DPDCEjkYKaJoGeRHk/en9Obt9D9eSnK1zVmnJd24MaBrBm8drDmYFWghevh3RSzQ3N3rYWrIR2dyfZWwNXF7c8uh7Fqu0Yq/v4tn6Yy8y0L3HHc+fomyo6oaH8wzTVAhh+KsvbeBYCt9WVI0hKSpe3Iro+xa7A4c/ebDgZFVzZVQxCmwMgnVe4bsaTyuWccG9s5irIx8nKbm24bMVufzajRGnqwyFwLEEL2/32rOh57Za7qqdnb0/cnh5J+LqKOiCv46P5QsXfwkhrgoh/l8hxI+FED8SQvzdi8+PhBC/LYR46+LX4Rf9bE+yykuOlhn3p2v+4J0zXj9cUFQNSVHzg4dzNkKHF7dC9oY+67zi5kZIYElspfFtxYtbIZGnkLLhV2+MQEBWGXxb8ddf3WJv5LE/8fFtxetHK+4er0nKEksrlnnJIq2YJgWH85R3zxMA9kcuoWXh25q8bEfJXdvw2R24vLLb4+XdfrfgO37qBJ6iqtsgUEtB3Rheuz7kjZMVjQHfVgSO4miZcmMScrjM8ZTFDw4WKCHIyppBYHG8zPjm1QG2VqRlw7poHo8mNAY2I4/toccocNif+J09UceXHtuSpGXDySJDa8kkdFikJRLDr94csd1rR3nO4pz3zmL++ZtnNI3hL7044cWNiNsbEWVV41qavqO5MvQRAnYHLkq2Xn5Z1TYZxkXJtY2ArZ6Lp1qZxMCzGfga0zr90xhDz7e64K/jU/E8MoAV8J8ZY/5ICBEB3xNC/DbwHwP/jzHmHwoh/j7w94G/9xyeD4BFXPLjoyV/9N6c86RgErr82dGKoW9zti6oaghdzQtbIX/yYEb/zCIrG76x12eZlaRlzeE859E8RSnBwLfZCCWjwMa3NU0tmDetGajAkDcNga0YBprQsYizmo3Ixb8QuZdNQyA0+qIkdtnmH/nWU9MROjp+2iRZhesozh8V9FzJd2+PiYuaceDQ9zSBo3n3LCGvalxb8YtX+wSeYhI6+Jbi5oaPoyVaS4SEaZrjWxrPkh+wpAgtzUbf+djDqxOwd3xZiByLyJMMfQtPadK6pKwa7p4lGNPqxXcHLts9l0fLjGVeM3AspDQ8WqT8+GjBRs9l4FmETtvQoaQkL2sGnk1W1vzK9RHDwCZwNY0BpSQ1hsC2GAc2+0MfJVIa01rRfGN30K2Ljk/FFx4AGmMeAY8ufr8SQvwY2AP+XeAvXnzZPwF+h+cQAF4eLsfLlJNFimNJ9voe1yY+PzxYYEvJTt9lnVW4luSHD5e8d5bSd21cS/F//vARtzdClBIAOJZkkZT0PYujecatjQDXUqzrCs9WCCPY7HnkZc3e0Of6RoglWtNdgMDSYMEiLcgrg2e//6ydhUvHz5pVXnK2KnG04Bev9nAtxR++O2McOuz2He6ex0jaCTmOpSiKmpe2evhaczCLGQUuszjn+iQkrxswhnVS0htqfEd/ZkuKp4zMy08ve+jo+FmR5A1vn67oe5q9vkdWN/zpwzlKSDxbcWcr4s52yM7ARUrJ0SJjlrTNIqPAYZ4UKNl29X5rv8ebhw3fvjZEIAgvRrlt91wCx7oo9bbTb2xLkpQNrqPYG7YTnfaGXpc57/jUPFcNoBDiOvBt4A+ArYvgEGPMIyHE5kd8z68Dvw6wv7//U32ey8PldJ1RVw1aKg5nKdO0ZJmVKCU4XGZIIZklBVfHPts9l+2ew/EqJy1rIs9mb+QhhGCWlKRlxWbocG3Dp+9ZbIYurhY0tuRoXtPzLb6zP6CoakLPxhKSrb5LXrblsUssLbGlePr/gs7CpeNpftrroygbkrLNVM/Tkmpd8ubRmu1+TeBIzpcFniX5xm6fyLdQAg7mCT86WtDzHGZJwV7f4/4s5qXtHmXVcHMzZBLYjCObrci7ENIXCCPo+R+f+bsM/k5WGau04pGAvGzY6DndwdfxqfhprpHjVcq9szVx3mpXHUu2ne49FyEkddPw9skKJSX/xw8f0XM0L26HBK6mwjC/OEeGnoOgISsbjuKMZVpyayPkyjBif+RzbRwyS9p3/zIJUJYNedN6Yrq6PcqTvHnfA7aj4xN4bgGgECIE/lfgPzHGLIUQn/QtABhjfgP4DYDXXnvtWV/jz83l4ZJUFafrgiTLOV6l9HyLtDb0XBtDqwE8W2dEbpuyF6IkyWGWlISORitD5Fo8WmYI4Poo4IWdEGkEj5YJq7yhqQ17Q49+oHG0Ynfg4mhFWRn2N7wPjGwTwJWBh6At+3YWLh0fxU97fVSmYR6XvH64xtWSZVpdKIfNxXxTiaUkWd2QxTlVVXNrElHXBVcHPlrBuqjQlWCVlSAk07TC2e1x9cKwdpmULOLW0HmetHZKQ9/+QIn30sg8LqunDKCL2nQTbTo+NT/NNRKnNQezlPvnKb9yfcijZcajWUZhwBbwnesj8qJiI7L59pUBZW04XeW8sBkhjMCVgrRoGPkNPz5a81dfmvDvfWsHS2lCTzH0bBxL0wvakW5PngmuLVH10wmArirU8Vl4LgGgEMKiDf7+J2PM/3bx6WMhxM5F9m8HOPkin+nycMmLmrNlSmC3HVmxNox8CGxFw4WRcuggERwvM8aBQ2XV3J74BI7NK3sRjpJ8Y7eHb1s4uvUze+N4iWtZJBfC90eLjO2eS17XlLUhsCUbw3ZeL3y0zUXUWV985fkqadjK0nCyylmlFXgKSwt2ei63NiNeP1yy0XNZJCX3Ttf0XYvv3h63Ez2Sgto0pHnbLdyIhsZIzlY52z2P83Xb0f7seMLjVTslYX/kYynJMLAeZ/YuDaCr6v2JNkK0NkndwdfxPFAK0rwhqxqUFNw7idnsu1Q1IAzvncW8utvj9+6eUTcQ2Zr9kY/E0DQNb57EXBv5nCwLRoHNdF3ywrbLyTKnNg6rNOP6pJU4RI711JkA8N5p0hn7d3xuvvAAULSpvn8M/NgY89898Uf/O/C3gX948etvfZHPdXm4CAGNEZjGcLIqOFxkHMwSjGnwbI1rSf7saIUxBkdK/q1vBFwf+SglMMY8dmHf6ju8sjcA4HSRMw5ctCiI8wyAqjYoKbgStfrCZ6cdwIfbXHTWF19tns3sPhngfBlJy4raGKQwhLZgHLj0PZsH52vSsgbTcGc74pWdiKSsUQJ+/+4U32pnYg9czbvnKQPfwrQSQKAh8lpD8yfHEz6Z2Strg1ZPz6q+NICOywoBIGAS2lhagukOvo4vntCxeGU34t1pjG+1kzjuncQkZUVRGb5zbYBrSc5XOfO04tYk4GCe8K2rA86Skpd3Il7d6fH2WczRPMfbUjTAi7t9qqpBa4kS8nFZ99n9vzP27/hJeB4ZwO8Cfwv4gRDi+xef+y9pA7//WQjxd4D7wH/wRT7U5eFSVhVJUZEWpp3E0Rj2xwFaCm6MA378aAEG0rJmPLR55zTG04qKmmVaYSvFne2Qunn/59KH0zhnnVcMfIt5UiIAJQTbA4+rw+Dxc3yVskMdn41ns10GvvSlS8/S2FIwiWw8W2Npxf/9owP2hz5FVWOAP34w5ZXtPiergr5n03MVPc9BAFoprm8GpHmN6whCqbmz02O75z0O2C7HE15m9i6zevDBklabGbfou5qsaA9ITHfwdTwfbEsyjmz+3O0hUrRj2xoa9oY+edVQXsz7PV8XzNOK7chhs+dQNw22EthKcfcsoWoMoavaSU5KP27+g48v63aG6B0/Cc+jC/j3aPf8D+OvfJHP8ix7Q5+sqhl4rUP7ySJHjX1m6wLXtni0SLm5ERD5NnFWUjWGvqfxHMn/9cNTHFuhEESuxtKaRfz+re3KwCPOKqD1TRv6NjcmPjc2osd//1ctO9Tx2Xgy23XJl7102Q8srgxdztc5SgqOFhnbPYfI0wSu5miZMQocpBKErmYRF6yymqLOOFuXfPf2mON5xu2NdgbwVt9jHDr0vfcDtssshtatLcz4IqtnzIeXtCLH4qWdfndZ6vhScL4uOFkUXOn7/MLVAd97d8p7ZwlCwneu9pmvC/aGPhu91g/z4TRp320hOVnHjH0HyxIox2IcuETe08fyJ5V1u6pQx+elmwTyDKfLlNN1gRLg2YofHi1RAiwtuDEJOYtzQssC0872XWQlJ6scKS7yGEJyvi4YhxVGvH/cX2YuLrsdkmutMwAAIABJREFU+89kLH7S7FB3GH75uZQZfJU0O5FjEbqa3aFD4FpUTcYiq/Bdi8NZSlE3uFpSBg1pURE4DrcmAUerjMhVlFXD7c2IqyOfl7ZDti4yf0++o09mMTZDm/RCJ/tJJa3u4Ot43syTAtNA5NtoIRFGcGe7x+3GYID75wmv7vbZ6tm8c5ZwMM24Og54tMpJL4YN3NkM6XkWgtbGxbHa7HZX1u34WdMFgE9wvEp5OEt542jF/tDnythlf+0TZxWrtGSZFuz2PRwtcDNwtaQ/9Hk4TQhcRd0YBp4mr2qUNAx8+6mf/1jD8SH8JNmhLnP41eBSZvBV0uys8pKyMUzXNXXTitq/daVPVhnezJfMk4oXt0LunSYMwtbmKC0qbjghPcdCa4ElJY6W9Fz7I03LL4O5ceh0l5mOrwzCCCpjSIsKENyYePzLewlaS2ypeHWvBxhe3Orh2xolBdOkQAJSSvZ67eQbKSHybNKqARp8p5353q2Bjp8lXQD4BCfzjMNZSs/VBI7keJnT8xSOpRiFNqerDIzg9mbIlZFNaGkMcB4XfGfkc74uaDA4WrETeayST6/t+rzZoa+iruzrzFdNs1OUDVXT+pX1fI+eb/PuWYxWrVXLi1s9GmOIPBh6FpPI4s2jAtuSPJgn7I99tiOHkW/RDz7dv7XL7HV8VegHFtuRw/fvzziLM85WORuhyyIryauauydrXt7tMYsLTpY5L+9G9DyLgaeIXMUiKzmPM5pGkJbt2bE/0iR5w0bvy78/dHy16QLAJ2gEBLZkmVfctBXzZU5gW6RlgUIwCV36nuZHR0s8S/LydsQ4cnlxM2SVl9yYtM0ce0OPjYF7Mart0wVinzc79FXUlX3d+SoFOLOkYLrKOI1zrowdFnFJUtTYyuDZinunMaPApjENW5HN8TxDKbgxdkH4aCG5NvLY7nvdYdbxc0fkWPiuRAmBEpDVhu/dn3GyzHFtyZ3tCGkE+yOPk1WOb2tef7Ti1obP9+8vHt/4m8ZwssiZRDZxWRFYutvDO37mdAHgBau8xFOS0HVwtMRVGkVOXFTM1iUGQ8/VjEKLd85iXGXzcJYCgtDR7A18iqphI3LY6LvUdftzP2kRP1nu+jzZoa+irqzjq8EqL8mKhrwSbEY2WW5IqgopBFdGPofLlMYY6rqm59kcrwqI4Po44NZ2a4FUVQ0bfZfdTpLQ8XOKQqO1oMFw73SNVoprEx9LKRZJhdKKd84SLC2xlOAX9tpysGtJlDS8/mhNz9WMIxdLKqqqQVjdHt7xs6cLAGk1dIu0ZLrK0MqQlRU7A5vDZcq/fuuMRdqOwvrGXo+0rLk69lnnNaPQoWpqhqHPIHA4mmXM0oqe16BV29FYmYbzdf54MT8Z3H2kdu8z3PqezByuy4q6atjqu122peMnpigb1mVFUlZs9TymSY5WilmSMExt0rzm21cHhK4mLSvWWYUlJcPAaW0sAGHxAS1sR8fPFaIBA1UNjq04W61ojGEQ2Ix8G2NqHFswUBpfK+Kq5nCWUtWCeVYihcB3NHVt0EJgafml1wZ3/HzwtQ8A2zmkJcfLlDeOlhwvc25OQs7WBXdP1mDg/2fvzsMkS+sC339/Z481I3LtWrurm+4GGlGxRBTuDIp4m9ER9aKCOoIy04+PuMs4OHpHHfUOzowybqA9yuIdBJTlguggDAo4KEvTbN0N3fRS1bVXbpEZ61nf+8c5mR1VlVWZVZWZkdn5+zxPPHXijZPnvCcyTsUv3+X37m8ExGnG2aUBpSOTDBxD0kuI4pReCN0w5UDDoVZyaPcT4tTgOZBkGbNLEQY4vdTFtWwmKh6ObVHyLHphtilj9/KcU23CWHAci1Y35tHZNjcPpZhR6mp5rsViZ4AYQ+BZjJddHjrfJfBsjs13WOrFpFnGc24ZpzsA2xYOTpSZqOQB326Y5KLU9WiHMScW+nSihE4YYSHcOlOlPUiIkoxq4HCgUeJ8J+TBsx16tZRHzrdxbYt62eNkK2Gm7tMsuxxsVjgwHnDLTE3vGbUt9nwAGMUZUZJxcrHL+XZImGYcn+2wr1EiyQznOwNMG2bG8vV6jTE0Ao8TC32SLF8PNU4N3ThhuhZQDRL2jwW4rqwGfycWuzx6vgvAjRMVmhWXQWQTY1ZbSuDax+61w5h+lNFPUuY6EcbAqVafzMBTpjUIVNem5ruUXYckzfCdPDXFmO9iGUO9VMIYw/G5PvccW8q/wBoBB8dK3LqvhiPWrpjkotT1OLc84NhCG8+2GSv7TFY9jDGMBQ6Rgela/sfQQ2e7zHUioomU5TAlTmImaz6+bfG0mTr7mgHNqq/Bn9pWez4A9FwLjCFwbMbLHr0o5bgIp1s96oHLzVMVzi6FYAw3TZY50Axo9WMONUsYTDG136yO2zjYKHGgWWa+E64uXL/QiciKpr44y5jrRBxsBKRJtprtHa597N5KELsS/AFkBs4tDbQ7WF2XyZrHRM3nwTPLTFSD/A+ahT7n2i32jQXcNFFhup6nsTg8XsG2LMqeo585tSckSYYtNg+fW6RZdpnrRsSZIRVwbKEfpXTjmAONgIPNgKrv0iy7OLYw246I0gwEKr7Lfp0opbbZng8Aa77LUj/miydaHFsccHi8TD1wuO/UMvsbJWZqJfaNlWiUXG4ar9AJY04sDpioeNi2RZoZxiveJev5Di9cb9myus6wIxapyUf9zYwFm5Lw03MtktSsBn8Ux7MdS2eSqetSDVwWOhGPzPexbZuSY+HYgu9YREnG6aU+ji0ErkWj4jFRC/Qzp/aMkmez0I0QC3pRggXMLoeUPAdboNJ0KLkevpfx+FyXh851meuG3DpdY7LqcUMzYLIWcHC8pLlb1bbb8wHguXaf+063ONsJeXi2w8nFHt/ytCky4NRin1umKoyVPQyG2W5I2jE0AhfXsTjdGlDxbXy7WAJuKHgbXri+7DiEpZSK54KABYxXXW6eqm1K0tua7zJRczm91F9dQaFWcqi6js4kU9el6rtUAocwTjjXHrDYi3nGgQbH5jo4js359oCa72DbQqPs6Qx0tWe0w5helDBZ9WmUHEQgTNJ8mUTPxrbyJOiYjCTNaA0Syq6NBWRZxv6Gj+/m3xNVbflTI7DnA8AziwNOLQ2wLIuZmk8/ynjg5DJ3PvMG7ju5jGtZPDrbJUpSSp7DZNWjWrKZKHvUAofDzQrNqr9mzr8LF64vE5mMOM5n6a5M0NisnHA3T9VWu31tx6LqOjoAX103z7XY36hw40SZMM443epjiXDH/jF6UcxM3aNZdqmWPQZxyuHxsn7m1JPeSgaHxV6EbVk88/A4cZSSpIDJW86X+jHdOKWfZHQGKXfsGyPJMvaPlUDghrEyk1Ufx7b0jyY1Ens+ABzEKb1BSjdMWR7EZBnMtlPiJKMWOMzUS3mTHXmizzsO1JiplXFsi6rv4DoWWZYfa62ur+1cuP4p0zVmxoJds8qE2vlqvsuNk2Vum6lzbK7H1x5qcL4T8shsl2rJ4bapKkemK1iWxeHxsnZjqSe94dWXfM+mUfZo9SLGqh5HJiu0+nG+LrbncLhZ4kC9TMlz6BUBYpJmZJlhrORiWxaNsv6hrkZjxwWAInIn8LuADfyJMea1W3WudhhjW/DUfTW+cGqZeuDQHiQ855ZJlvoRUWIYhBGBY4ERbp4qcXi8im1b+JaFbVur4+7W6/rartUfdtMqE2p3eMp0jTjJmKp3COOEJMnIjCHOMkqui2PZ1AOH6bFg1FVVassNr75Uchymah4lx6ZWtqmVXBZ7EUmWtxtMVD1um6myOEg4NtcjM2BJnlrsyFRV/1BXI7WjAkARsYE/BF4InAQ+LSLvM8Y8sBXni+KMkudyy1SVqucw3ynTjhOOjFeZ7wxY6vXpDGL2NQKMQCXwsW2Lg40SAixc5bJtSu1WT9s/hu9aLHbz3H+dQUJiMsbLAY4lTNd9/fyrPeHi1ZcmqwFlP+HAWIk4TVnuJywNYixgX6PE4akah4EbGgHdfkqlZDNTK43uApQq7KgAEHg28LAx5lEAEXk78GJgSwLAPAUM7G+WqZVcqksOj8/3cGxhoRczXvNY7iVM1gIaZY+nTFe4aaq6+kVXu8pl25TazW6eqtGuP/GZB/Tzr/actdZtX0n/BVx2uM9MrQSallXtIDstADwAnBh6fhL4huEdROQu4C6Aw4cPX9fJhm/kqu9y67RL2bM5szhgshaw3Ev42hur3DKVj627OKmydreqnWYz74+1XPKZ18+/2mU24x650rrt+r2gdoudFgDKGmXmgifG3A3cDXD06FGzxv5X5eIb+RkHxzg+36Hdj/Fcm4mKry0catfY7PtDqSebzbpHNNBTu91OCwBPAoeGnh8ETm/1SS++kW+cqG71KZVSSimlRmanJR/6NHCriBwREQ94KfC+EddJKaWUUupJZUe1ABpjEhH5CeBvydPAvNEYc/+Iq6WUUkop9aSyowJAAGPM3wB/M+p6KKWUUko9We20LmCllFJKKbXFNABUSimllNpjNABUSimllNpjNABUSimllNpjxJjdmytWRGaB49dxiElgbpOqs5vsxevezdc8Z4y582p/aBPuD9jd79u10mveXa7p/gD9DrlGes27z5r3yK4OAK+XiNxjjDk66npst7143XvxmjfDXnzf9JrVRu3F902v+clDu4CVUkoppfYYDQCVUkoppfaYvR4A3j3qCozIXrzuvXjNm2Evvm96zWqj9uL7ptf8JLGnxwAqpZRSSu1Fe70FUCmllFJqz9EAUCmllFJqj9EAUCmllLoKInKniDwoIg+LyGtGXZ/tICKHROTvReRLInK/iPz0qOu0XUTEFpHPisj7R12XzaQBoFJKKbVBImIDfwi8CHg68DIRefpoa7UtEuDnjTFPA54DvGqPXDfATwNfGnUlNpsGgEoppdTGPRt42BjzqDEmAt4OvHjEddpyxpgzxph7i+02eUB0YLS12noichD4duBPRl2XzaYBoFJKKbVxB4ATQ89PsgcCoWEichPwtcAnR1uTbfHfgF8AslFXZLNpAKiUUkptnKxRtmfyqYlIFXgX8DPGmOVR12crich3AOeNMZ8ZdV22ggaASiml1MadBA4NPT8InB5RXbaViLjkwd9bjTHvHnV9tsFzge8UkWPkXf3fIiL/Y7RV2jyaCFoppZTaIBFxgIeAFwCngE8DP2CMuX+kFdtiIiLAW4AFY8zPjLo+201Eng+82hjzHaOuy2bRFkCllFJqg4wxCfATwN+ST4T4iyd78Fd4LvCvyFvBPlc8/sWoK6WunbYAKqWUUkrtMdoCqJRSSim1x2gAqJRSSim1x2gAqJRSSim1x2gAqJRSSim1x2gAqJRSSim1x2gAqJRSSqlNJSI3iMjbReQREXlARP5GRG4TkTtE5O9E5CER+YqI/N9FjkG1zTQAVEoppdSmKQK69wAfMcbcYox5OvDvgRngfcBrjTG3AV8NfBPw4yOr7B6mAaBSSimlNtM3A7Ex5o9WCowxnwNuAz5ujPlgUdYjT6r9mpHUco/TAFAppZRSm+kZwGfWKL/j4nJjzCNAVUTq21Ex9QQNAJVSSim1HQS43PJjuizZNtMAUCmllFKb6X7g6y5TfnS4QERuBjrGmPZ2VEw9QQNApZRSSm2mvwN8Efk3KwUi8vXAV4Dnici3FmUl4PeA/zySWu5xGgDuQCLyYyLyw8X2K0Rk/xae6/ki8v6tOv4a5zsmIl8Ukc8V/754k4//ChH5g8085l60XZ9BEamIyLyIjF1U/v+JyPdtwvGv+fMgIjeJyH3XW4erON93i4gRkacOle0XkXdu8OfT4r5aedy0VXW96LyvEJHZ4pz3i8g7RaS8HedWO5MxxgDfDbywSANzP/CrwGngxcAvi8iDwBeBTwP6f/YIOKOugLrU8Mwp4BXAfeQ3zpPFNxtj5kTkduCDwHtHXSF1oe36DBpjuiLyQeC7gLcAFMHg84Af2OzzbScRcYwxyVX8yMuA/w28lPzLEmPMaeAlGzx23xjzNdtQz7W8wxjzE8Xx/hz4fuBN13lMtYsVn93L/RH3/G2siroMbQEcMRH5YRH5goh8XkT+36LsV0Xk1SLyEvLxEm8t/rr+dhF5z9DPvlBE3r1F9XqBiHy2aKV7o4j4RfkxEfk1Ebm3eO2pRfmUiHyoKP9jETkuIpPrnKYOLA6d84dE5FPFtf6xiNhF+RtE5J6ideHXhvb/ehH5x+K9+5SI1IqX9ovIB4oko9q1sI4d8Bl8G3nQs+K7gQ8YY3oi8uzid/zZ4t/bi/O+QkTevdbvWUR+RPIksx8FnjtUPiUi7xKRTxeP5w5d6xtF5CMi8qiI/NRQXRwReUvx/qy2bInI14nIR0XkMyLytyKyryj/iIj8P8W5f1pEbhGRTxTn+48i0lnrDRCRalHXVw6/FzLUCllc81+KyF+R/+G0LhEJRORNxb36WRH55ssdS0R+odjv8yLy2qLsluI9/oyI/IMMtU5e5nwOUKG4r0XkX4rIJ4tz/y8RmSnK/7k80VL52ZV7V0T+bfFefWH4XldKbQFjjD5G9CCfEv8gMFk8Hy/+/VXg1cX2R4CjxbYAXwamiud/DvzLNY77OuBzazxes8a+zwfef1FZAJwAbiue/xnwM8X2MeAni+0fB/6k2P4D4BeL7TvJZ3RNrnG+Y+TN/vcBPeA7ivKnAX8FuMXz1wM/fNH7YhfvxzMBD3gU+PritTp5i/YrivKx4jqOA4dG/bveqY8d8hn0gPPARPH8A8C3D/9ei+1vBd5VbK/5ewb2AY8DU8VxPw78wVBdn1dsHwa+NHSt/wj4wCQwD7jATcXn+LnFfm8EXl289o9D78H3A28ceq9eP3Rt7wdeVmz/GPlg97V+Dz8E/Gmx/Y/As4rtm4D7hq755MrvaI1jpEPv83uKsp8H3lRsP7V4b4KLjwW8qDhv+aLPwYeBW4vtbwD+bo3zvgKYLc57DvgHwC5eawJSbP9r4LeL7b8ael+r5PfutwF3k3/GrOK9+2ejvkf0oY8n60O7gEfrW4B3GmPmAIwxC1fa2RhjihaaHxKRNwHfCPzwGvv97HXW63bgMWPMQ8XztwCvAv5b8XylxeczwPcU288jb7nBGPMBEVlt2VvDShfwLcCHReQjwAvIZ419WvJVgUrkQQHA94nIXeRfEvuAp5N/MZ8xxny6OOcyQPGzHzbGLBXPHwBuJA9o1aVG/hk0xkQi8j7gJSLyLuBreKKFawx4i4jcSv47d4d+dK3f8yT56gOzRfk7yJPPQh5APl2eWHWqPtRq/NfGmBAIReQ8+YoFACeMMR8vtv8H8FPkAeozgA8Vx7KBM0P1esfQ9jeSd29DHoD+18u8DS/jifvr7cXze9fY70NX+B2t1QX8POD3AYwxXxaR4zzxfgwf61vJA8Vese9C0Sr5TcBfDr1n/mXO/Q5jzE9IvuMfAv8WeC1wEHhH0ULqAY8V+38c+B0ReSvwbmPMSRH5NvIg8LPFPlXgVuBjlzmnUuo6aAA4WlfKiXQ5byL/63kA/KVZY+yOiLyOPBP7xd5ujHntBut1JWHxb8oTn6GrXsvRGPOIiJwjD+gEeIsx5hcvqIjIEfJWl683xiyKyJvJWzCu9N6FQ9vDdVSX2imfwbcBv1zU573GmLgo/3Xg740x3y35pIaPDP3M5X7Pl7seC/hGY0z/orpezbFMUcf7jTHfeJnzdC9TviYRmSAPxJ8hIoY8oDQi8gvXe2yufF8OH2utz4EFtNYIKi+r+APhr4CfJA8Afx/4HWPM+0Tk+TwxtvG1IvLXwL8APiH5rFAB/pMx5o83ej6l1LXTMYCj9WHy1q0JABEZX2OfNrDSSoHJB9aeJv+yfPNaBzXG/Kwx5mvWeGwk+IO8i+8mEXlK8fxfAR9d52f+N8WA3+Iv+eZ6JxGRaeAIeffdh8lbgKaL18ZF5EbyLsAusFSMH3rRUB33S55aABGpFeOP1NXZKZ/Bvydv7XkVeTC4Ygw4VWy/YgPX80ng+SIyISIu8L1Dr32QfNkpAERkI4HNYRFZCfRWJmk8CEytlIuIKyJ3XObnPwH8X8X2Sy+zz0uAPzPG3GiMuckYc4i8pex5G6jfej4G/GBRz9vIu74fXGO/DwI/OjTGcbxoVX9MRL63KBMR+eoNnPN5wCPF9vDv7+UrO4jILcaYLxpjfgu4h7x7+m+LOlSLfQ6s/H+glNp8GgCOkDHmfuA3gY+KyOeB31ljtzcDf1QMli4VZW8l75p6YJOq8gIRObnyAL4W+BHyrp8vAhnwR1c8Avwa8G0ici95kHaGPHBYy9+LyOfIv/RfY4w5V1zLLwMfFJEvAB8C9hljPk/eJXQ/+Risj0PebUg+9ur3i/fuQ+Qtg+oq7JTPoDEmA94FTHBhl99/Bv6TiHycvGVsveOcIW9l+ifgf3FhN+pPAUeLCQYPkI/JW8+XgJcXn8lx4A3FZ+8lwG8V79nnyLtK1/IzwM+JyKfIhy8srbHPy4D3XFT2LjZnFvTrAbu4j98BvKLo6r6AMeYDwPuAe4p789XFSz8IvLK4zvvJU3is5fuLz8cXyP//+PWi/FfJ/x/5B2BuaP+fEZH7iuP2gf9p8vVh/xz4p6K+72ToDw+l1OZaGZyrdhHJ85p91hjzp6OuywrJZwmnxpikaBl5w9V0HandZSd+BneiokWtX3SNvpR8Qsim5r5USqlroV1mu4yIfIa8S/TnR12XixwG/kJELCAC/s06+6tdagd/BneirwP+oJgc0QJ+dMT1UUopQFsAlVJKKaX2HB0DqJRSSim1x2gAqJRSSim1x+zqAPDOO+805Lmr9KGPJ/Pjmuj9oY898lBKXYNdHQDOzc2tv5NSe5TeH0oppS5nywJAyRdXPy/FQuYXvfZqETEiMlk8FxH5PRF5uMjR9aytqpdSSiml1F63lS2AbwbuvLhQRA4BLyRflHzFi8hXAbgVuAt4wxbWSymllFJqT9uyANAY8zFgrUXLXwf8AheO3Xgx+VJIxhjzCaBRLB6ulFJKKaU22baOARSR7wROFct7DTsAnBh6frIoU0oppZRSm2zbVgIplkT6JeDb1np5jbI1Z3eJyF3k3cQcPnx40+qn1JOB3h9KKaU2YjtbAG8BjgCfF5FjwEHgXhG5gbzF79DQvgeB02sdxBhztzHmqDHm6NTU1BZXWQ1rhzHznZB2GI+6Kuoy9P5QSim1EdvWAmiM+SIwvfK8CAKPGmPmROR9wE+IyNuBbwCWjDFntqtuan2nFnssdmMMeXNts+JyoFkedbWUUkopdQ22Mg3M24B/Am4XkZMi8sor7P43wKPAw8B/B358q+qlrl47jFeDP8j75he7sbYEKqWUUrvUlrUAGmNets7rNw1tG+BVW1UXdX2iOLtkQKYpyvFHUSOllFJKXY9dvRKI2h6ea10yS0eKcqWUUkrtPvoNrtZV812aFXc1CFwZA1jz3VFWSymllFLXaNsmgajd7UCzTL0cE8UZnmtp8KeUUkrtYhoAqg2r+a6O+VNKKaWeBLQLWCmllFJqj9EAUCmllFJqj9EAUCmllFJqj9EAUCmllFJqj9EAUCmllFJqj9EAUCmllFJqj9EAUCmllFJqj9EAUCmllFJqj9EAUCmllFJqj9myAFBE3igi50XkvqGy/yIiXxaRL4jIe0SkMfTaL4rIwyLyoIj8n1tVL6WUUkqpvW4rWwDfDNx5UdmHgGcYY54JPAT8IoCIPB14KXBH8TOvFxF7C+umlFJKKbVnbVkAaIz5GLBwUdkHjTFJ8fQTwMFi+8XA240xoTHmMeBh4NlbVTellFJKqb1slGMAfxT4n8X2AeDE0Gsni7JLiMhdInKPiNwzOzu7xVVUanfR+0MppdRGjCQAFJFfAhLgrStFa+xm1vpZY8zdxpijxpijU1NTW1VFpXYlvT+UUkpthLPdJxSRlwPfAbzAGLMS5J0EDg3tdhA4vd11U0oppZTaC7a1BVBE7gT+HfCdxpje0EvvA14qIr6IHAFuBT61nXVTSimllNortqwFUETeBjwfmBSRk8CvkM/69YEPiQjAJ4wxP2aMuV9E/gJ4gLxr+FXGmHSr6qaUUkoptZdtWQBojHnZGsV/eoX9fxP4za2qj1JKKaWUyulKIEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe4wGgEoppZRSe8yWBYAi8kYROS8i9w2VjYvIh0TkK8W/zaJcROT3RORhEfmCiDxrq+qllFJKKbXXbWUL4JuBOy8qew3wYWPMrcCHi+cALwJuLR53AW/YwnoppZRSSu1pWxYAGmM+BixcVPxi4C3F9luA7xoq/zOT+wTQEJF9W1U3df3aYcx8J6QdxqOuilJKKaWukrPN55sxxpwBMMacEZHpovwAcGJov5NF2Zltrt+u1w5jojjDcy1qvrsl5zi12GOxG2MAAZoVlwPN8pacSymllFKbb7sDwMuRNcrMmjuK3EXeTczhw4e3sk67znYEZu0wXj0H5L+kxW5MvRxvWcCpNk7vD6WUUhux3bOAz6107Rb/ni/KTwKHhvY7CJxe6wDGmLuNMUeNMUenpqa2tLI72cVdsJcLzDa7izaKs0sic1OUq9HT+0MppdRGbHcA+D7g5cX2y4H3DpX/cDEb+DnA0kpXsbrUqcUex2d7nG4NOD7b49Rib9sCM8+1LmmulaJcKaWUUrvDVqaBeRvwT8DtInJSRF4JvBZ4oYh8BXhh8Rzgb4BHgYeB/w78+FbVa7e7XEtfYrJtCcxqvkuz4q6ea6WrWbt/lVJKqd1jy8YAGmNedpmXXrDGvgZ41VbV5cnkci19jlg0K+4lYwC3IjA70CxTL2/9ZBOllFJKbY3bzsvQAAAgAElEQVSdMglEbdBKF+xwELjS0jdR9bctMKv5LvhbdnillFJKbSENAHeZlS7Yy7X0aWCmlFJKqfVoADhi15K3T7tglVJKKXU9NAAcoevJ26ctfUoppZS6Vpq7Y0S2K2+fUkoppdTFNAAcEU2orJRSSqlR0S7gEbnSbN6dYDvWFFZKKaXUaGgAOCLrzeYdpe1YU1gppZRSo6MB4AjtxNm8lxubWC/Hm1Y/bV1USimlRksDwBG71tm8WxVEXXFs4ibMOtbWRaWUUmr0NADchbYyiNrKsYnb0bqolFJKqfXtjBkHasM2I31MO4yZ74Rr/szK2EQpnm/m2ESd+ayUUkrtDNoCuMtcaxftSpfxYi9iEGVXbD3cqrGJO33ms1JKKbVXjOSbV0R+VkTuF5H7RORtIhKIyBER+aSIfEVE3iEi3ijqttOtBFHD1guiTi32OD7b4/H5HvefWuZcewBcufWw5rtMVP1N7ZrdytZFpZRSSm3ctgeAInIA+CngqDHmGYANvBT4LeB1xphbgUXgldtdt93gaoOo4S7jODVkBtr9hG6cANvfBXugWebGqTL7GwE3TpV1AohSSik1AqPqAnaAkojEQBk4A3wL8APF628BfhV4w0hqt8NdTRftcJexawsi0IsTWp0IqlB1nW3vgl1r5vPwrOaVemuaGKWUUmprbHsAaIw5JSL/FXgc6AMfBD4DtIwxSbHbSeDAWj8vIncBdwEcPnx46yu8ha4nlcvl0sdcfMzhcXeuY+FY0OpEeJZFmGSUJsvXHWRdb0qa4VnNs+0BvmMxVvbAaJqYq/Vkuj+UUkptnW0PAEWkCbwYOAK0gL8EXrTGrhfPdcgLjbkbuBvg6NGja+6zG2xFKpfLHXNlxZFOlADCVx0cI3AdHEtwLIt2eO1pWK73Ooa7qLtxwnI/AYGy5+DYlqaJuUpPlvtDKaXU1hrFJJBvBR4zxswaY2Lg3cA3AQ0RWQlIDwKnR1C3a3al1Cpr7Xu9qVyu5pgr4+6mKz4TVQ/bElIMjm2RmWsfA7gZ1zHcRZ0k+bYx+XjFlWNqmhillFJqc41iDODjwHNEpEzeBfwC4B7g74GXAG8HXg68dwR1uyZX2wq2WattDHe9rnfMmu8yKwPOL4dkJq9nreQwUwuuOAbwSt27m3Edw13UjlPMcJZ8vGKxqWlilFJKqU02ijGAnxSRdwL3AgnwWfIuq78G3i4iv1GU/el21+1aXMvqFuvlw9vImLqLg06sjCg2WJbgOhbGXHrMfpQxUfWY60QYA/0oxbLygK3NpfVdL7DdjLx+K7OaF7sxFdehUc67ppPMIGRM1zc3FY1SSiml1gkARcQG/jV5l+wHjDEfH3rtl40xv3EtJzXG/ArwKxcVPwo8+1qON0rX0go2HPQYwBIoeXkr3qPLbfpRttpKt1Zr4sVB57n2gM4goRrYdAYpE1WPZtmjUc7Tw7TDmNmlkCjJaFY8Kp5Dmhm6YcJiNyLNnqjDWMlbDeDWC2xrvst4xeX8ckiUGjxbrilgG57VXPIs5rsRYZKSOdbaA0GVUkopdV3WawH8Y/I0LZ8Cfk9EPmqM+bnite8BrikAfDK51law4aBnsRfRCzPOdzqcaw2YqHo0yh7GrN2aOBx0duOEdj/BADXfoxIY0iRjsu4xUyuttuJ14uSCY5NktPoxM40AEVjsRTx8PmKmEVB1HWyruJChC1srsDVAmGXEaYaRCwO2q5kdXPNd2sQMooyy60Cxu04CUUoppTbfegHgs40xzwQQkT8AXi8i7wZeBpcsSLEnXdyad7nEzGsFQ8NBjyGfBJEZmOtEVIpZsGsFXcNB58rECSnGzbmOTWxldPsp5+jT6uX1qrgO1cBhvjh2khqqgUPFdYiTbLVbOEkyjAvLYYJvWdj2E4HsxYHtSkvkWgHbci++6tnBmzU2UimllFJXtl4AuLocW5Gj7y4R+Q/A3wHVrazYbrJeYuYrjaUbDnpWJkGszIJ17LVbE4eDTsexsAQmqnnX7WI3Yr6Tt+SlS/mxV1oTp2sBtVJCybWxgycSQ8epWR0z6Dj5ucqug2tDkrJa76Dopl4ZL3i5gK3Vi1jqJlc1LhJ0rWCllFJqu6wXAN4jIncaYz6wUmCM+Y8ichpdpeMCV0rMfKWxdMNBT8V1qJUcOoMkD864/DJvB5plHKdPuW/TCBwyA2GcMd+JVlv2uuTdviutiSIQxxlLJm+1W+hF+I5FxXewBFxHSJKMLgkCHCiXcF3BEYulfkQ/yjjdGqyOF/Rsm16c5C2ABQHEyDW15G20NVUppZRS1+eKAaAx5ocuU/4nwJ9sSY2eZDaSnmU46JmpBdw4YdEse+vOAj7Z6hMnGa5jMVHxKDk2YSMAYKkf4TgW1SDv7nXsvHs3TDLqpbxhd6oW0IsTpqo+SZZxqjVgth2x1A/ZP1ai6juYHpR9i174RFfzynjBfc2AJMmYHQyYqgWrAVu97DLXzieG5N3SFpiNteRdzTJ3SimllLo266aBEZFp4FXAHeSxywPA640x57a4bk8Ka3VrWgKJyZjvhHiudUnQAxcmP754/GA7jHnwbJvlYvKHAN1Bwh0H6/TmkwvKx0oOh6dKOGLRi5MLxvRB3tWbiaHkOhxulmmHMY4IYWpWxySeXoywbaEWuBeMF4zijEbZI0kyGhWHRtmj5rucWuyx0ItWV/WYqnocmaxsOJi7XGuqUkoppTbHemlgngv8OfBm4M/IY4pnAZ8UkR8cTguj1rZWypcky5hdikDyVrnAszgwXmai6l8wa1eyYnJIasiAuu8yXffJMKtBHuTB5XI/YbkX4zvWE7N3BTzHouw5eXdzaF0wNg8u7bJNMoMBbBHmuhHtQUKSZkRJyuGJCoFjXzBe0BiwbYuy66wGp4vdmKlaQDlISJIMx7GolbUlTymllNop1msB/G3gu4wxnx0qe6+IvIc8Rcw3bFnNnkSGW/gS80Tw1+pFzHUiMLA0SJioeIRxxrn2gF6YkhnDA6eXSDJDo+wRuMK+sRKHGgGpybCtPAADQCBNYazsUfYc4tSQmgxjDK1eRM13V4PR4a7jg40S9bLLl8+1ObfUJ84yuoOUmXpAnArGCI5tUfZt5jsRBxoBlrA6zrA49QUtlytVqgzNDtaZvEoppdTOsV4AWL8o+APAGPM5EaltUZ12tcvlvlvp1pzvhKvpW1ZX5EgSFjsRnX5CJbBp9xMsEVq9iFNLAyqeTZoZOlHMo7M9vv5Ik16YYNtC2cvPMVX1aNZcZpciwizj/PKAbpRQch2qXp7qZazkESUpJdtCjBDYQpSkHJ8NOdfq0RqkZKkhI6MXxTTLAakx1AKH6VpAN04Yr/g0Kx7tfkI/SvFsoVZyVmcHr9Xl3Yvzfduh5vNTSimldoL1AkARkaYxZvGiwnFAc3Nc5ErpXlYCw8RkpGlGJ8y7VtuDmG6Y4lkWcZbRSFwsS0iyjCwzhHGKI7A8iGn3ExplF8+yie00H5fn25Q9i6rvEMeGMEk4tdDLZ+sCN0+7dKKEr8x2CIo1g8erPjXfYbEX8+Xzy1hYLPYTAtfC8Sxc22Oq5uHaFiX/iZa+quswNeaz3IuZ60bEacZiP6YXu/TjDAyMVy7s8p5tD/Adi1Y/ptWLN5QPUCmllFJba70A8HXAB0Xk1eRr9wJ8HfBbxWuqcKV0LytJkRFY7kecXR7gis3ji10EYarm49gWjm1hWeBLnnoldC2OTFZYaIeEACLcUPPpJjEPnu0wSFJm6j6BZ+HbDs1Knu+vEbg4ExZ2kav7vlMtlvoJlcBhEGd86Vyb22eqHF/oUfVcJqoey/2Yc0spN4yViNOYwBWetm+MLINOnJAmGTNj+QzjlescxBkL3Zh+lE8icWyLhW7MjVNl6mWXVi8iTb3VsYKgK3sopZRSO8F6aWDuLnL+/Tr5LGCA+4HfMMb81VZXbrdYWWu3EyerrWVwaVLkJMk4346wxGKsanOzqfL4YpfAsRHJA7d8tY4Bx+Y6LEcJcZyxvxkQZ4ZelHJgvMxjs13OtUMONn3aYcqnjreYrLpM10o0Sy63TtVoDyKWenk38WeOLdIou8wQ8MhsF0uEfbWAhXZM10uolRzGApcwzrt+B1GGGKHVC3EsC8+yEM8hjDNOLfQ43x6w3E8YxClz7YhykLJ/rIRjP5HiZqLqE8UZLTt5YpwiurKHUkoptROsmwbGGPN+4P2beVIRaZDnEXwGeUzwo8CDwDuAm4BjwPdd3PW8E610+8ZpxrnWgGoxXg4unWG7suIGgIXF/vEStliMV1wyDK1+wslWn/nugGbZoxK4LPQiap7N4YkKnSjlfLtPJ0zwHIuxssc9x1qEUUqWeXQGMcv9mCNTFQZRRpzlef8GScapxQG2WLR6EWXfITEpSZZRxsFkGb5rc7DpUwtcXMdmrhOx0I+J4pQ79o8xUfNpRwndQcxiJ8RxHBxbQGAQpqQmg6LNcWVCiK7soZRSSu1M66WB+Q9XeNkYY379Gs/7u8AHjDEvEREPKAP/HviwMea1IvIa4DXAv7vG42+L4W5f17GYqHr5WrtBQtV1VpMir6zHu7L0GiZPoVJyHCpBPvbuRGuQJ0u2BcFiqZdwZLKKZQm9MKXs2QSuRbPsUPdsHp3t0erGLPVj0szQHcRkmSEzhm4YUSs7xcoeKYcbZR5v9UlNnsh5puoTxhn1kkOrG7PQjYhSw1TVJ4wN59o9HMum4gphYnh8sUMYJ4QpdMIY2xK6YUwlcBmv5AGjMeaSlTt0ZQ+llFJqZ1qvBbC7RlkFeCUwQd41fFVEpA78M+AVAMaYCIhE5MXA84vd3gJ8hB0eAA6nPDEGmhUPS8AyhlrJXp3ssBIEuY7FVNUjTDIqroMAt99QI8PQL/LlDeKEc8shlgi9OKHdTxgkCbPdkKliBm5m4GRrwGw7pFF26UcpSWZwLIt9jYC672EQ8A2PL/SolRyOWGWm6x4TZZdulPKlsx2MMTzzYJ2xwCUjT/R8ZmnAXDvi1pkK/TjjwTMdaoHDMXfAvobPWNml4rikxjBZ9SiNl7GAZs1bTQQ9TFf2UEoppXae9cYA/vbKdpH25aeBHwHeTp4j8FrcDMwCbxKRrwY+Uxx3xhhzpjjvmWIFkkuIyF3AXQCHDx++xipsjuEuThF4bLbD4/M9pusBZ5ZCWr2Yrz7UvCAIunEyDwpXZgQ7YpGYjEbJW10PeLI2YLkfcqrVZbET47sWpxZ6nFseMFX1GcQptghPvaGGa1ucb4cs9ROm6j6BI5xs9ZmsBfTjvKvYEjgyWSbKMh6dW8KxLAZJxr66z7nlkMBxGSu7NMouluSte4hwbLZLvexisjyf4Mn5PjdOVnBE8vGFlpXPFPbyRNC9KLliChy19XbS/aGUUmrn2shScOPAzwE/SN4y96zrHJvnkK8m8pPGmE+KyO+Sd/duiDHmbuBugKNHj168zO62Gu7ibA9iHp/vUSu5OLZFZuDYXI8bGgEztdIlQdCp3hMrfpg0w3MsbLE41x5QDVxmqj4f/cosc50BGRZRkk8k+T9umSLN4ORSny+d7XDTRImTS30ON8s0fZd2lABQLztMuwHzywP2N8vMLQ94/FyXuU7MeMVjsRvTixK+5uAYtmMQya9nvOKTmpTeIMG2bVxLmBoLyAxgBNcSJioBZT9h/1jAIEnpRxmnW8vMdyKqgcNMLVjt/taWv+21k+4PpZRSO9d6YwD/C/A95F8oX2WM6WzCOU8CJ40xnyyev5M8ADwnIvuK1r99wPlNONeWW2ndO3a+w3Q9wBbohXmw5jsW3X4KtQsTRPeihNOLA5bDiF6YdyPHSYplkc/AFXDKDt0wpdVPcZ0MQciMwbLy8YYWMFPzaPUiOoOEjz00y1cdGiPN4JkHxjAp4OZd03XPwm0EzHdDvuqgcG4ppF5yaA8Syr7DdDWg6rvEJqPVjhgveUxXfRZ7CZaVt3JaFpAZAjef6DFR8RBgvhvhWRZznSjvsh7E2Dacbw8YL3vYtnVJTkSllFJKjdZ6LYA/D4TALwO/JCIr5UI+CaR+tSc0xpwVkRMicrsx5kHgBcADxePlwGuLf997tccelZrvMt0IuO/0Eo8vhyx0IgCaZYc7DtQvSBA92x6QpBmLg5i5pZCpekDZszmzNAAxCBaWJSwPEvaNBSx0IywB37OJ4oyHzneoeQ5CPqFkrhNzfjmiHriUHIevnG8zXfHJiunGWQZRktGJImbbMa1eRL3k4LsWhxoBN09UGC97OHa+5nAvSji1OKBechgrO5xdyruX6yWbW2eqNEouvmPRizIWOjFnWgNKnsVCN6Q7SIv1joVBklL1XUr2hTkRtSVQKaWUGr31xgBuVb6OnwTeWswAfpR8XKEF/IWIvBJ4HPjeLTr3lih7DvXA5cEzHYwBR4RG2WOpH7M8yFsEO/2E2c4AERADqYETi10ONkp0oojAdfBt6AxiFrsRVd/Gsy0OT5ZZ6IRkWUarG1N2bc4sD3javjqObeHZeWDeD2Nc22KQpJxbCpltD3jqvir3nlhgshowUfU4vzxArIybJir4rvDIfJvTyz3STJiqe5xYHLDQjmhWPW6brtILE/Y3Suxr+kxWSiwNEnzLYpBlxEnKIE1IQqEziAGLlb8R+kOpYUDz/ymllFI7ybpjALeCMeZzwNE1XnrBdtflalxunV/Ig5uZeok7DqXEcYbr5qtzDOKU5X5ClsEgTjnV6hO4NocnShiTEcWGrJjBm6SGsUC4/1SXsucwVfOoeA6ZMdiWUHYdxiseli3cNl2lXrKZrLokWUaz4rIUpviOlY8RbPU4vxQyVQuYaye0eh1uv6FK2XeolRxcW/j0Y4t4jkW95GJbFp5j4YqN71qcXxowUXFZGqTcMOYwUS5hDMRJRiuM6EcZliVYWCx0QsYrPkv9mHrJJXAtpsYCzFAGaM3/p5RSSu0cIwkAd6MrrfMLeXDjWEKaGVIDpAZXDCKG+U5IybfpxglhnIIxRHFKmKS0w4jFns2BsRKdMEKMsL/hM0gMjy8MCJOUQ80y4yWXXpzxwJllqr4NIjSrLoeaJbCEpV5E4Fh0BwmODeeXQwZpxmx7QC2wmO1EpMYwVnaoeDZznRARwbHyWcJnlvrcNlMmSpM8gbUFnmXhOYLrrHb9k5qMODEYIC3GBE5UPQ7UAxzHxiC4ttCPEiw7D/g0/59SSim1s2gAuAFXWud3OOmxbYMtFnO9AY4tWGVDmtpUfGd1CTXbymcI33u8xVI/4saJCmGScs/jiwyilJLjYNkwU/c5Pt/n5GKPbpTwVfvHeOzUMiaDTpgxVfW5/3SbmXrAUjfi8ESF/WMB9x5v8eCZDou9CJPBQi/mGTfU8WybqusyXQsoOTafPrZAO4wBQ5gm2Bb0wyxPKzMImah6VAKH8YpPL0w41+4xWQ6YqQW4VsT5doQxkBnDTL1Es+YRJ6wGyDdOVKjpLGCllFJqR9IAcAOGEz6vuHhMWzuMscTitukqN46XaXVDji30cO2IfpjPpp0ZKzHbGWBM3jLXiTIcO1/a7fhcnkKmUXI41erz1H11OoM8ZcvyIObL55Y5tdDlm54yQZoZTrX6jPkuZc8CEe4/3aZZdmkPYgZJwo0TZRa7CWlmGK+6HBwvcWC8hAD9yOBaFhMVHzBEacZ42WOi4jHfDTkyVeK2mTol1+LsUsSZ1oBW3yLNDLdM1WiUPUquQ5waXFvwHIv9zSfyG14Q8OmYP6WUUmrH0QBwAzaypm2rF7HYi3AcC9+2aIcpghCnhkbF51y7T2aE2XbEwWaeKDpKMxqlfEZvs+Jyy2SV1BjSzFD1HSarHveeaBHYNnFiiFLDqdaAW6YqVDyn6Ha26IcZviP0o5hbp6u0BjFV3+ZQA6ZqPp5jc7YTMlb1WO7H1HyHpx2sc0MnptUPyVJhqu5TL/sYS+j2E8quzamlkM8/3iLNDI2qS4rgis3+ZoDnWDh2/j40yu4lAd+VxksqpZRSarQ0ANyA9da0PbXYY345Yq4TgYGqbxOnGWeXQlqDkHrgMt+NKbkWnUFMZ+CwbyzgbHtA4Ng0yjaL3ZBPHV8gywz7x0pkmclTvRhh31hAL0w4MlXh3FKfmusQJRmtfszppT6BZ3ND3cd3HY7NdWhUHJI0DyJdB061+niuzUJ7QD82xElGOXA40ChT8iziJCPNDElqCByHgZMySDLm2mE+zs+zGEQpx7tdyo5NLXBpVl2aZW/NAG+98ZJKKaWUGi0NAIdcqdVqrTVt22GeV2+hHWFbMFZyWOrHhGnG6VaPQRrT7RgePNulWXLwHZun7a8zuxwyWfFplFxumqiw0MvzBtoiLPZjJioZlcDmQD3gbLPERNXldKtPybN51qEmRmB5MeFws4TrWSSxYd9YQJSkNKsOc8sxZzsD6r7DP3/KFMfnlxGBVtcnSTOmxgIOOA5L0YDAzVf7cF0HJA/Ybpuu0Sg7nC05NKsumYGlbpy/LuDYwiDK8MYufZ82Ml5SKaWUUqOlAWBhI61WNd+lTR4EfnlhiflOnvx4rtPH91wcEebaIb6XJ3K2RBiveWCgH6Us9yMyhNtvqFHxLE61QvppSpSm3DhRJnAclgYxi72Y+XZM1XPYX/PwbZupmk/Zz2fvtsOU850BYxWHhuvj+jYlT0iNwRLh8ESZWskhcC0W+hHdKMUYCJMeE5WALM2o+DZV32F/M2AscFjuJwwSg2cL03WfWtllth0hYnFsvgMW1D2bqVqAJfmbtFZev42Ml1RKKaXUaGkAyMZbrVaCxMcXu3zxRIuK77DYzQOsscAhyQwTNZ/AONR8l9RkpAmcWRowuzzgGQcbOBb84yPzPOfIBEmWcXO9Qj9M+KeTyySZIUkz9jVKlDwhy6AXZWRGKDk2i52Ip+8foz1I6UYppxf79MKU8bJPxS/T6sYEdr7E22Ivpll26Q8G7BsLWOrFZMDJxR5Pma7Sj1Imqz4Hm2Umqv6arZ+3ztSoBH3Gqy6zS30CzyVMMh6b7zFV9bhx8tJu3Y2Ml1RKKaXUaOm3Muu0WhVWgsROnHBmqc98N+aR2Q69JGEQp/TjjPluxGPnO0RpSqPs8IlH5/nCqRYnFnqMlT1OLOZJoA9NlABDLXAAg21Z3DJdAWM40CgzFjgIFicXezx4rs2JpT77mwHn2yH3HF/kVKtLO4xY6iU8dLbNfDckcIRm2eX+s8sM4hQwHGqUmO2FYAy3zlQIXIvpmo9jC7Zt0erHJCa/xprvMlH1Lwh4DzTLHJ4os78RMDNWwndsoiTfvxPFLHXjIpXME1bGS65kDtQcgEoppdTOoy2AXLnVaqVlrBfny7klSQYZuLbQCTPGKx6nFzssD2KyDMIkZaLmE8cZxghV36ZR8hgkKbdNVZke8zkx22exF3N8vkc4ZTi3POCO/WM8fX+duufw2EKPJDUM4ozOIMm7ngcJcQo31H2Oz/dIEsO+cR8EFroxc70YAQ41S0zWfNoDl04U8+ybJnh8vsdcJ+9abpRcWv0I1xamagFxnCeqvtJkjlY/ZnmQUgkcGmWHVj+mHxpOtwa0evEl3eVrjZdUSiml1M6hASCXn+Xb7sUsFGVpmrHQi6iWHBJjePh8HvT5roVrCYFn0yi7PHSuw5fPLDNe8YmzlEGccXCixGOzXRxbODbbY6EbcfZ0CGJITYZjCe++9yTPOTJBy3dIsoySZ1PyAjphgmUbMgPjFRfPsQiTjIVBzHSc0onzpefa/QTPEWqBw1jgkGUZtcBjourx+EKPwBUmqi6NwGWhE3FDvcTyIOH+My32j1UuGfc43C3uOBYY6A4Sqp5PFBuQPAi+XHd5zXd1zJ9SSim1Q2kAWLi41Qrg+GxvtVXQcax8nd3UcH5pQC9OONgs4VsWX5zvUQ0c4sQQODYl36HmO3zt4SZL3Yia7zJT87n9hjoPnFkGhGrgcLrVo+w6jJVcAtfhkbkOT72hzlfOdZmoeCz1Yw40S1hAZxBjW0KWGg42S/TjFIMwXfOJE0N3kNAln6H75TNtBrHh5ikbMRHdKKEfWVQDh3PLEfsaAa4tLIcxUZLiuzYT5eCCQG64W7zi5usHt/sJ/TgFgcmqh+tYGKOTPJRSSqndRgPAIcOtVvOdMG8NFIiTjLjIq5dkGTP1EkcPN1nsRSyFMTdNlJmuB4jAl860GSu7BJ7Nl8+2idOUsJjYESbp/9/encdInt53HX8/v/uqq6uv6WN2rt3s6XWcxRA7h5MQnDhW8g8RISgKIYr/gEi2CEpMJKQIgWT4AwwoIjIJkkUiWZESSICIEEgMmIDJ2l4f6z29nqunZ/qs+3f/Hv6o7tnemZ7dmXhmqrvr+5JW0/Wb6q3nN1PP1Kef64ttKJYaLpX2KKqKwDVRhiJ0TRbqHtuDDK3AtQxc2+RGL+GDTy3QG5WU1YDtOKMdujyz3KDSGq2hEdqcnw9QwMXdGNMAxwbQ9JKMyLXYGeaYOTRDmwtzAQ3f5kYvY1CVmMqgLGG+5t0McrdOi8/XPCKvoB05DEYF1l74A9nkIYQQQhw3EwuASikTeB5Y01p/WCl1FvgMMAN8EfgprXU2qfY5toGh4FovYaMbj0OabTETmSRlzpXdEQaKpCjpJ+OSa8oYH9p8bjbk0vaIS1sDTFNRcyL6acH2MKPuO7x0vcds6KKAwDGJs4qiqgBFXhVYe8estAKHYZaxuXcgc5wVrLYCap5Fd5SjUMxEDkVR8fL6gJnQ4evXeizWPQJ7vCu5HxfMRi6+Y2IoRZ5r2pFLVmi01jfP9evHBZFX3Axyh02LrzR9llvBzbWBIJs8hBBCiONokiOAHwVeAup7j/8J8M+11p9RSv0a8LPAv55U4wC6o5QrmwOSQmOZCrQm3c2IXBvXsjjVcPnKlS4L9fEhzJFr45pQ82wGSU6mNU6lsG2Di1tDlFJc78SwF7oeW6hxZTdmqeHRTXLaoc32SGMqg93h+HHNs0n3NiCwjKUAAB23SURBVGpc2h0RFyVzNZteXGGaCtc2+B+vbHJuPmKtF9Md5YyykjOzIXm35ImlGrZpsGIHVJUmdE3qnsXGoGC+4ZEXJZY5Dn1117ptF/Bhmzlkk4cQQghxvE0kACqlVoAfAf4x8HeVUgr4fuAn957yaeBXmFAAXNsdcbUTs9ZJGOXj8/IKXfHFSx2KqmIxcnjXSo0410S+xZWdIU+cajATOWz0EjrDjFzDe1ZbWCY0PZuNfoZtaIZ5yWwwXt93bi4kLyuagc3Ztk8/KWl6Dpv9hMAxGKQljmUwtErW+zHLTZ9KQ8Nz+ebWLqdnAr621iWvKgxAoUiLinbkYisDzzGZCcdn/ZWVunnIs2kpTCPGscabOLK9A6BX2m/u5N2vcqK0onHICJ9s8hD7pO6zEEIcP5MaAfwk8ItAbe9xG+horYu9x1eB5cO+USn1EeAjAKdPn77vDdvf/ZoXFcO0ZGuQMUgL8qrEMsA0TXI0z1/scHY2pB9nPLZQI9yr/3utG48rgAQ2cVZyaScmsE0U4FkWvm3wtWtd6p5NWVbUApvdQUonLgkcE8tQFJXmkXaAa5n8r9c2KXVFw3O5tD3giaU6zcBmJvTYHY2PdilKjWkqAtvkwlzEYsOhEYwrkKzOBDy6WL/tA7oo9M3p3cC5vbbxK9f79OICFMxFDmdnQ5aknu+R96D7x632f1jKiwrbMm4uExBCCHG0PfQAqJT6MLChtf6CUuoD+5cPeeqtZzOPL2r9KeBTAM8999yhz/lW7O9+LXTFqChxbYOrOzGjPGeUVTR8myu7Oa+uDzg/H/DMcpMXrnaZCQvivGJ5JsAzTNqRw4tXO7xrqYltwpWdmM1hRmBbOKZB5JqYpklRaGzH5EuXd3j8VJ21zgitwe+n1FybpKyoSji74LM9GK8FHKYFm/2Elj8ObAsNj2Facm4uYmuQELg2/bhkoeERpyX9UX5beLvTNG4/zbnaienF43MP0bA5yAgdi1oga/2OugfdPw7qp/nNHxT214kOk4K6vE+EEOLIm8QI4PuBH1VKfQjwGK8B/CTQVEpZe6OAK8C1CbTt5u5XSxm4lmKUlQSeSS2weGmtR1ZULLd8zsxUOJZJnOYErkXkWRRlwVcud5iLXEaFz6jUXNwZ0Bll+LbNI6FNUZQ8e7rJ2XbAjX6KbSjyUrNY99nopTwyE6AUnG6NRwCfPlUnzSscU/GeRxrUA5ui2A+iI+brHlrD6ZmAs22Px09FdIcFRaWJPIutUU7YSw8Nb4dN42Z5RV68tTKK1pCVWo56EW/RGWVv/qDA+Ce2XlzQGWUSAIUQ4oh76Gd3aK3/vtZ6RWt9BvgJ4I+11n8D+BPgr+497aeB33vYbYM3d7/alkFo2zQDm9MzAZE7PpKlF2cURcXjS3Wu7iZ87VqPrX5KZFuM8oKtQYZnm4SOyWYvIS80ZQmebYyrb0Q+pjLIipLtXkpSVFSVZjZyma+5hJ7FZj/llRs9nr+8y2zN4+xcyCgtSAsITQvXMinLioWGz0or5InFGpFjEu2dJxh5Nq3QwXcsFIqkqNjspreVbTuMYxvYlvGWIVmlwDGVHPUi3kJpdfvYvdq7LoQQ4kg7Sp/ov8R4Q8jrjNcE/sakGrLcCnhyqc5TyzVO1T0MIMsqnl1tcn6uxqmWz9puTDu0mYkcmoHFxd0YxzI4VfdYqLvUfYvHFmtkZYXrGGz1U+Ksou6bjNKcVzeGXOslxHnFlZ0Y3zV592qDQZKj9fioFtcyWO/EzAQOM5HL9iDhxfUeO4OMJ5YafNtiRFaWDNMSrRS2YdJPcjzLxDQMDDU+pmatM2JjmHJpc8Ta7uht773m2qw0feq+hWIc/uYih/m6K6M64i0aoc1c5KD28t7+e6URyvtECCGOuokeBK21/izw2b2v3wDeO8n2HFRzbc7MRewOc+K0wDIVplJsDMZVQOKsYhCXKBSdYcbpdkTNs7gwGxK5JrZt4lkm33mujaEUX7i0wys3epiGwel2wItrfc7PR6zvxizN+FzcHHG2HRBnJc+sNEnzCssw6CYFvmuwvpFSaeimBVlZojFYnRmv/at7NnORSzNysfdGB8tMo4CiKJlt+IS2dceybbcarw+033YXsBA11+bsbEjoWGSlvrnLXN4rQghx9EklkLcx3hCiaUU2N3oJhqGYq/s0fJMXr/boJDnNwMIgwjQUKy2f9U7C5U5M5JjMRx5r3QSF5hubQ9612uDK7pCk8FnrjPAcA8cxGcQF5+ZCHmn7dOKCQVoyV3cIXYuirGj6HoGboQdgKUUjcNkdpJjKpOk7rLR8VloBoW0R2RZzDYesqBjEBd3UJbTf/Gu+m7Jt+8d6NANHPszF21pqBdQCW46BEUKIY0YC4B3005ydYcr2IONaJ2Y3zvnylQ6WqTjdDoh8i9A10VqRlhUN26YzyMjL8mY94Beu7PLu0zOcmfWZjVwub4+oezZFWXFuPsQyFWVlUGmI85JhmnN+PmRtO6YVOHi2wVLdp11z6Gc+cVaSlRVoxWLD56lTNRqRQ6UhsK2bVTkWav74HoKc8kA9Y3jnsm37VT72d3W2QluO9RBvS86EFEKI40cC4CH2Q9BGP2FtJybybE7PKPpJzu6oYDZ0MZViru6OR9qSHNsyKBX80UubzO6tmSu05mvXuszXHXqjHM8x8SyDUVryyEKdJC3pZTlFVVFzbUY5nGo4LDziUfctAscicC1cy+DZZZuZwKY3ykkKzUrT5/HFGout4I4H8R5Wzu3tyrbtn4F4cFfn3UwZCyGEEOJ4kQB4i/0QhILrvRFfW++QV5pTNY+lZsBMUFLzTTqjgq+u9RgkOdvDjPc80sIyFIbSoDWDpMAAVud9PMegGVokhWZnkNGMHBq+xZm2z5XdFHRFnFf045ymb1PZFvOuhWtZlBXEWcUjcwEr7eDQdXn7IzD9NGd7kP65y7btn4F40N1MGQshhBDieJEAeIv9EDRIci5txYyyin5SEtgFm5sD/uK5GWZ9m+1Bj9AxmI8CZiOXUVpwrh3wA08scKOX0B3l1AKbyLUYxAVbw5zZ0GE+cnl5o896J+ax+RppUWEoiHyLVuCy1PKJs/GZe/7e385+CGtHd15g/3ZTt3c7Rbd/BuK9TBkLIYQQ4viRAHiL/RDUHeUUlSYpSvKiYHeUkxUV6zsjqmbI16/3CRwLz1I0Aod+knOtmwDwxFIN2zB4eb1P4BqkZcV2P6czygldC1MZlBXc6CUM8pIzMwFfvdpjLnRwLfBsm7m6c7NN7xTC7tfU7b1OGQshhBDieJIAeIuaa1PpikGakxUlSV5ydi7EMUy2VMXWqGCtv0NWVMyGBp5j8pXLHd53oY1rGby03mO9Y/A93zZHK3QYpiWXdgaszHhkRUXdt3EMxVLL50YnYaXhkZea+ZqD51iAwjTAUePAdzch7H5O3d7LlLEQQgghjicJgLfopznDtCBwbM7NhfTighuDhHbo0k9KlpoO8aDEtwzSvGJ1JmA9cshLzWdf28A1LZZbPp5lYihIc00zsKgqTeCYKBSWaTIbOZSVpioh8EyagY1jGay2A9qBRzO0xnWD7yKE3e+pW9nVKYQQQpxsEgBv0R3m3OhnJEWB1hWOBastn5VmwPYgpZcUZJUm1xB5FnORy1Ldo6z0Xtm1kqKssAxNpaGX5JimojDgifmIflyQFAX9pODcbIhrmwzSAqUU8zWPduCh4J7O4JOpWyGEEELcCwmAt0jKEkOBpaDSYFsmazsx7cChqqCf5+PRu7KkGxd0kxzLNBimBUWpWWr5PLZQ4+XrQ3ZGORfmI5qexe4oI3QsGr7LajvENQ3Oz4csNn2ubo/opcVbzvK71/AmU7dCCCGEuFsSAA9Y2x3Xyn1jo8fmIGd5L5xFvsXFnRE1z2SQwkJ9XILtscWINC+5tD3g/HydDz61wPVuimeb+K7J6RkfC/BsA9cycSyD+YZHuBf0Fps+NdfmiaXGHc/yuxcydSuEEEKIuyEBcE8/zXn1ep9r3SGbg4zXbwy50UuohzYmBsOs4PWNAe89O0PNs0nLks1+Sl5U1H2HV2/0GaQelmGw3PRp+BadpKQsNZU2WGr6hI59M/zdOson4U0IIYQQD8tDP+BNKbWqlPoTpdRLSqkXlVIf3bs+o5T6I6XUa3u/th5kO/YPTe6nOQCdUcbL13t8cyvm+Ys7KENT9yw2+xmFrjg94/PDT58izUtsU43P7Gt65Htr/x5diHjXSosL8yHnFkIc20ZXAIq8rAg9mwsLIUtNj7mGg2ebN19biOPs1r4khBDi6JvECGAB/ILW+otKqRrwBaXUHwF/E/jvWutPKKU+Dnwc+KUH0YDDDk3uJwWXtkdARVlBI3DoJTm+bfL8N3d5ernO7jDjqeUGO4OMumfRT0pmQ4crOwllqUmyjHetzrDUCNnq53imSa4rbGUQ+SaRa5PkpdTaFSeG1I4WQojj6aEHQK31OrC+93VfKfUSsAz8GPCBvad9GvgsDyAA3unQ5Lwqqfs2VVVyYSFikBQEjsk3N/u0I4fIs8YVPuKM+ZrHF6/scG62xuqMTyOwWW0FfPvpJs+ebtNPc+YiD98tKIoKyzKIbItCV1JrV5wYUjtaCCGOr4muAVRKnQG+Hfg8sLAXDtFaryul5u/wPR8BPgJw+vTpe37NOx2abJuK2dBmLgoJXJthmrPdzzjV9FmsubimSVVp4lwzSAs8y+EbmwNaoUM/LTg9o1g8UHqtFdowBG2/OTJiKUNq7YoH6lvtH/fisL40yAs2uyk0kBAohBBH2MSKvCqlIuB3gI9prXt3+31a609prZ/TWj83Nzd3z6+7f2jyW9oCND2btKj43De2+c3PX6Y7zHh6uYFrKP7fxV1e3ezz6EINx1I4lkFWFPiOidYa2zBYagVYe9U7+mmOZ5vMNRyWmh6PzAUst4I7vrbU2hX3y7faP+7Fre/nK7tD3rjR50Y/4dLmeEe9EEKIo2kiyUMpZTMOf7+ltf7dvcs3lFKn9n7/FLDxIF57f3Ru/4Nrf3TuWjfh/35zB6XAVophXvGnb2zTqjkErkmlYWOQstLwKStN6Fi871yb+ZrLBx6bY7np49gGa7sjLm2OuNZJ2OxmJHl5cyTkTq8tIyXiODr4fl7rDLm4OcQyTbb6GTf6CbvDXDaGCCHEEfXQp4CVUgr4DeAlrfU/O/Bbvw/8NPCJvV9/736+7sFz9g47NPnl9S5xVmAZHs+s1Ik8i9cudZmrOaw0fVzLAK1ZbLgofHzHYDfOWWn5tCOHpj8Oce+0JkoObBYnyXIrwLJiOqOMR9oRGk1WVowSGPmFLG8QQogjahJrAN8P/BTwVaXUC3vXfplx8PttpdTPApeBH79fL3jHnYoHPphmIoelZsDVTsIwKal7Fo/M+qSF5pUbA5SCwDZ4dLEGSvHC5S7n5yPmaz6GaVALbLK8Ii8r8lJjmwrbMtD69jV+cuafOEksZVDzLK71Eja6CZUGQ4FrK5xTsrxBCCGOoknsAv4c3LYUbt8P3O/Xu9udivORz4X5gD99LaWbZNzoWTy9XGOjl7DumESOSTtyaYUOg7RkNnQJbIvQMwlsiyyv2B1lXN4ZUWlQCmYjh1bgyBo/caIN0pxOnDJIsnHP3uts5W1bRIQQQhwVJ74SyJ12/d46KjfKCxzL4INPz7E5zDGA672UVuDw3jMzzNUcruzEKAW7gwzLVISuQVlqRnlBoSuSrCLyLPpxgdawPchYanoyzStOrC9f2eXi9ohhknNlO2ah4dGKHBqBxXIzvKsp4Bv9mGFcEvomwM2vF2r+Q7gDIYSYTic+AO7vVDwYAg/beVtUFZ1Rzs4go5sU+LZJO3SYrTt8+XKXmmfimAaRZbHa8qhKzXo3ZblV0AoqOoMMDczXPELvzfP/Gr7zEO9WiIfnRj/m4tZ4xLvmObRCm1Facm7O5lQjuKsd7l++ssvFrRGWadCNMzZ6Me3Iw7EUjy/WeXb1gRYEEkKIqXXiA+D+TsVb1wDeOio3TDIGSckXLnXoxDlaab7vsXlONccl3x5p+yS1it04ZZiXWJbiQjvi7GxE5FnEWUVaVeNpYdsCW454ESfbKC5RKDQVSimWWyHrnZiqursd7gcDpK40X7y0S5yVlBU4pkmc7bLY9GQkUAghHoATHwDh7nbe9pOKr671sC2T0NVkRcnzF3d4eqlOWmhC12ZnNCLPK1zHJLE0rdDB3dvoYVkGrjIoK942aApxHB3cRb//nh4WOdc6I9KywjYMFhse5+cizs+HLDb9m8877HthPNVb7Q3ND7KcYTpeNTjeRAX9uGR7kEoAFEKIB2AqAiC8885bxzIwDUVZVSR5iaHAMBQazXov4ctXu2z0UuZrLhXQDh1WW8HNnb5oWJkdVwKRI17ESXJwF72hwHcMHNNkbTemqEo2+ymOpbBNzdPLjbeEv7erFRz6JoaCSo8r8dimoqjGO+gBDANc05zMTQshxAk3NQHwnVxYrPHscp0vXOnQTwoCx+CxxRq9uCBybQwFcVZQ90POz9dwLYOaY6H1IaN9csSLOCEO7qJXCnpJxivXEyxDsdaJUShagY2pDK7sJszVPGqbI1qhTT2w33YH/kLN58xswMWtESWKJ5dqbA9yHNvEAB6dj5hveJO7eSGEOMEkAO5ZqPl88JlTuJbFei9GaZhveHzutU1mIo8X12KagUtSVgySgsq1UQYsNT0Z7RMn1v4ueqUgLwpeutblejclcA12hzmvbwxoRy5JVvDUcpNKl/TTHKVAa95xB/6zqy0Wmx7DuKTQJYO4YJhVBLbB0oGRRCGEEPeXBMADnlltkhYlb2wOcUzFdj8l8h2Kcryq3bUNfNPG3tvYUZZI+BMnmmMbGAr6Scb2MGNnkLMzTFHK4dWNARfmIpKsIjEqXtsYEHommhG64dMIrLvagb9Q86E2/vpO6wWFEELcXxIAD6i5NjOhw1eudknSis1hzPm5iFFSYFsGcVbQrlnYhsFsNA6CUupKnFQ3w5gFl3aGXNwYsTFI8GwT37F411KDrWHGbOiA0gyykm9ujsjbFUoZnF+I7moH/kFSJUcIIR4OCYC3mA09vm2hTlVpvrKmsZSBa5m4piL1TKoC1nYTRlmBoRSn28GkmyzEfbe2O+JqJ6YsK673hnz5UgfXNjk94xM6NnlV0Qos6r5FpWGjn6IrTVGWdPsZNduiyDXLM1L7WgghjiIJgLeohzY1z2J7mBG5Npv9FN8xMC0DSxsM8/E5ZTuDnHaUT7q5Qtx3/TTnlet93tgakBYl/TjHtgyeWa4xSAoGWYVSmryA1XZIzbY5PxfSTzIu76YEtkkvyUjKEpBRPSGEOIokAN6i5tqcnQ3xLIO8qFhu+ZgKNIprnZi6b1NpjWkqQseWKWBx4nRGGc9f2ubyVkzgmDiW4kuXO3zXhTav3Bjy+W/s8NJGj9C1+N4Lc7x7tc7nXt/miaUGX1vr8NqNAR96ZonBcARztUnfjhBCiEMcuQColPoh4F8AJvDrWutPPOw2LLUCaoFN4Fr00gINbHVT6r5F6L559IttGVLpQ5w4O/2EjV7Kejfh3afrvL4x5OxcRFkpXl7vM1t3+GunV/mO1Sa+YzHIS378O1YZpSmPL6xyaWfEV9c63Oi36Ke5TPsKIcQRdKQCoFLKBH4V+EHgKvBnSqnf11p//WG3pebaPLHUuLkQfiFyWO8mbPQzFFD3LVbkmApxEml472qd959vg9L4tsnWIEMzrn4zzArKsuTybsyn/88l8rLCMw3+1vec4bvOBvyHL+3y1HIDzzTZ6qbQ4LZ+cq+7fWV3sBBC3F9HKgAC7wVe11q/AaCU+gzwY8BDD4D79tcvtSOX2bpHdziuE9wMHPkgEidS3SsYFpr//KXLPLoYcm03pRvn/ODjC/iuyX97+Tq/8uEn+Uf/5et0hhpTQenAv/mfFzk78zTbo5wXrnR4z2qLr67tci6rv6UCyNtVBznMvT5fCCHEOztq85fLwJUDj6/uXTsSaq7NykzAaiuU8CdOrDc2K/7jV67x0vUepjJZnQl4daPPIMtYqHn4lsUor+gMxyf8VXtLIraGOYO8ZKke8NJ6j25SMEjzmxVA+mn+lsoiwFt+7zD3+nwhhBB356gFQHXItbcUE1BKfUQp9bxS6vnNzc2H1Cwhjof70T+6WUkvrhhmmqKsKIqK+chHKcUgzbgwHxG5JjPheALBYNxJZ0ObyDbxXEWSj0cGXXv8nP0KIPuVRQ66WR3kEPf6fCGEEHfnqAXAq8DqgccrwLWDT9Baf0pr/ZzW+rm5ubmH2jghjrr70T/akUXoGtimohcXtEIb0Gz2YpbqPot1jy9f6fAz33mG2dAmcE0Cy+DnvucMZ9omnVHOX3lygZprstoOgTcrgDi2cdtPeYdVB9l3r88XQghxd47aGsA/Ax5VSp0F1oCfAH5ysk0SYrp872OLvHFjhHphjRfXu6y0HD70zCKFViw3Xb6vPktRalZqHk+farCbpkS2zXLTZK1T8uRijXOzEa6l8Czrtgog91IdpOba91xNRAghxDs7UgFQa10opX4e+EPGx8D8W631ixNulhBT52e++xwXFkN2BgV112C2ptjoakLXINWawaign1XUQ4NhPv5nxHFAGQbvuzDLkytNgEN37i637q06yL0+XwghxDs7UgEQQGv9B8AfTLodQky773504a0XVg9/3kG3fsudDkm/1+ogUk1ECCHuL1lII4QQQggxZSQACiGEEEJMGQmAQgghhBBTRgKgEEIIIcSUkQAohBBCCDFllNa3nrN/fCilNoFL38L/YhbYuk/NOU6m8b6P8z1vaa1/6F6/6T70Dzjef25/XnLPx8ufq38IMe2OdQD8VimlntdaPzfpdjxs03jf03jP98M0/rnJPQshpoFMAQshhBBCTBkJgEIIIYQQU2baA+CnJt2ACZnG+57Ge74fpvHPTe5ZCHHiTfUaQCGEEEKIaTTtI4BCCCGEEFNHAqAQQgghxJSZ2gColPohpdQrSqnXlVIfn3R7HjSl1KpS6k+UUi8ppV5USn100m16WJRSplLqS0qp/zTpthwX0j+kfwghTrapDIBKKRP4VeCHgSeBv66UenKyrXrgCuAXtNZPAH8J+DtTcM/7Pgq8NOlGHBfSP6R/CCFOvqkMgMB7gde11m9orTPgM8CPTbhND5TWel1r/cW9r/uM/8FfnmyrHjyl1ArwI8CvT7otx4j0D+kfQogTbloD4DJw5cDjq0zBP/b7lFJngG8HPj/ZljwUnwR+Eagm3ZBjRPqH9A8hxAk3rQFQHXJtKs7DUUpFwO8AH9Na9ybdngdJKfVhYENr/YVJt+WYkf4h/UMIccJNawC8CqweeLwCXJtQWx4apZTN+MPtt7TWvzvp9jwE7wd+VCl1kfE05vcrpX5zsk06FqR/SP8QQpxwU3kQtFLKAl4FfgBYA/4M+Emt9YsTbdgDpJRSwKeBHa31xybdnodNKfUB4O9prT886bYcddI/pH8IIU6+qRwB1FoXwM8Df8h4sfdvn+QPtz3vB36K8U/5L+z996FJN0ocPdI/pH8IIU6+qRwBFEIIIYSYZlM5AiiEEEIIMc0kAAohhBBCTBkJgEIIIYQQU0YCoBBCCCHElJEAKIQQQggxZSQAikMppRaVUp9RSn1DKfV1pdQfKKUeU0o9pZT6Y6XUq0qp15RS/2DvDDUhpor0ESHEcSYBUNxm78Pq3wOf1Vqf11o/CfwysAD8PvAJrfVjwLPA+4C/PbHGCjEB0keEEMedBEBxmO8Dcq31r+1f0Fq/ADwG/G+t9X/duzZifGDwxyfSSiEmR/qIEOJYkwAoDvM0cFiB+Kduva61/gYQKaXqD6NhQhwR0keEEMeaBEBxLxRwp9IxUlJGCOkjQohjQgKgOMyLwHfc4fpzBy8opc4BA611/2E0TIgjQvqIEOJYkwAoDvPHgKuU+rn9C0qpvwC8BnyXUuov713zgX8J/NOJtFKIyZE+IoQ41pTWMishbqeUWgI+yXiUIwEuAh8DPOBfAacAE/h3wD/U8kYSU0b6iBDiOJMAKIQQQggxZWQKWAghhBBiykgAFEIIIYSYMhIAhRBCCCGmjARAIYQQQogpIwFQCCGEEGLKSAAUQgghhJgyEgCFEEIIIabM/wfHqlMQkJ6JEgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Setup a facet grid to separate the cities apart\n", "g = sns.FacetGrid(data = pollution,\n", " col = 'city',\n", " col_wrap = 3)\n", "\n", "# Map sns.scatterplot to create separate city scatter plots\n", "g.map(sns.scatterplot, 'CO', 'NO2', alpha = 0.2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new faceted plot removes the pretty colors but becomes a whole lot more informative. In certain situations, if you can take something that is encoded in color and encode it in position instead, you often will increase the legibility of your chart. The balance between attractiveness and utility is something you need to balance in every plot you make." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fixing Seaborn's bar charts\n", "Seaborn's default values for the colors of bars in a bar chart are not ideal for the most accurate perception. By drawing each bar as a different color, there is a risk of the viewer seeing two identical sized bars as different sizes as people tend to see some colors as 'larger' than others." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.barplot(y = 'city', x = 'CO', \n", " estimator = np.mean,\n", " ci = False,\n", " data = pollution,\n", " # Add a border to the bars\n", " edgecolor = 'black');" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.barplot(y = 'city', x = 'CO', \n", " estimator = np.mean,\n", " ci = False,\n", " data = pollution,\n", " # Replace border with bar colors\n", " color = 'cadetblue');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding borders is an easy and quick way to improve default bar charts without sacrificing some of the trippy colors. Spending a tiny bit more time to adjust the default colors will result in a more accurate and easy to read chart." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Continuous color palettes\n", "- Continuous \n", " - Ordered\n", " - Lots of possible values \\\n", " (e.g. Distances, Sensor Readings, Volumes)\n", "- Not Continuous\n", " - No order or.\n", " - Few possible values\n", " (e.g. Categories, Relative Scales, Binary Values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Making a custom continuous palette\n", "You are interested in the pollution levels of Cincinnati for the year 2014. Specifically, you're interested in CO and NO2, so you make a simple scatter plot to show the relationship between the two pollutants." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Filter the data\n", "cinci_2014 = pollution.query(\"city == 'Cincinnati' & year == 2014\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='CO', y='NO2', data=cinci_2014);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, there may be some interesting information in how the value of O3 relates to the two plotted pollutants, so you decide to color the points by their O3 levels. To do this, you need to define an appropriate continuous palette and map your O3 column to it in your scatter plot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define a custom continuous color palette\n", "color_palette = sns.light_palette('orangered',\n", " as_cmap = True);\n", "\n", "# Plot mapping the color of the points with custom palette\n", "sns.scatterplot(x = 'CO',\n", " y = 'NO2',\n", " hue = 'O3', \n", " data = cinci_2014,\n", " palette = color_palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Judging by the plot, there doesn't appear to be much of an association of $O_3$ to either $CO$ or $NO_2$. By adding color to this simple scatter plot, you added a large amount of information on a previously un-visualized variable to the chart while still maintaining high precision in your main goal of comparing the $CO$ and $NO_2$ values to each other." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Customizing a diverging palette heatmap\n", "The default color scheme used by Seaborn's `heatmap()` doesn't give the value of 0 any special treatment. This is fine for instances when 0 isn't special for the variable you're visualizing but means you will need to customize the palette when 0 is special, such as when it represents a neutral value.\n", "\n", "For this visualization, you want to compare all the cities against the average pollution value for CO in November 2015. (As is provided in the DataFrame `nov_2015_CO`).\n", "\n", "To do this, use a heat map to encode the number of standard deviations away from the average each city's CO pollution was for the day. You'll need to replace the default palette by creating your own custom diverging palette and passing it to the heatmap and informing the function what your neutral value is." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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city
CincinnatiNaNNaNNaNNaNNaN-0.743307-0.679369-0.449591-0.4026360.166813...-0.493548-0.2567770.2936910.432556-0.114914-0.750300-0.770281-0.674374-0.919137-0.546497
Denver-0.0479790.851152-0.247786-0.047979-0.247786-0.1478830.6513450.6513450.6513451.650379...-0.2477860.2517311.7502820.9510550.751248-0.647400-0.647400-0.547496-0.447593-0.247786
Fairbanks-0.207825-0.4076310.8111900.2817020.171808-0.4875540.071905-0.3776600.0818951.160852...NaNNaNNaN-0.4775640.851152-0.1578730.8611420.6113832.3397122.030012
Houston-0.615430-0.002024-0.304731-0.482559-0.857197-0.597448-0.906149-0.886169-0.2268060.089888...-0.7443060.3876000.167812-0.155875-0.904151-0.959098-0.928128-0.781270-0.842211-0.476565
Indianapolis0.5514411.0509582.0499920.851152-0.647400-0.847206-0.6474000.1518280.0519240.051924...-0.547496-0.647400-0.6474001.150862-0.547496-0.847206-0.847206-0.947110-0.947110-0.647400
Long Beach1.750282-0.247786-0.3476890.3516350.5514411.4505722.6494131.9500890.951055-0.247786...3.1489301.0509582.0499921.650379-0.8472061.1508620.6513450.6513450.5514410.951055
Vandenberg Air Force Base-1.146917-1.246820-1.146917-0.947110-0.947110-0.947110-0.947110-0.947110-0.747303-0.747303...-0.947110-0.847206-0.747303-0.847206-0.947110-0.947110-0.947110-0.947110-0.947110-0.947110
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7 rows × 30 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 \\\n", "city \n", "Cincinnati NaN NaN NaN NaN NaN \n", "Denver -0.047979 0.851152 -0.247786 -0.047979 -0.247786 \n", "Fairbanks -0.207825 -0.407631 0.811190 0.281702 0.171808 \n", "Houston -0.615430 -0.002024 -0.304731 -0.482559 -0.857197 \n", "Indianapolis 0.551441 1.050958 2.049992 0.851152 -0.647400 \n", "Long Beach 1.750282 -0.247786 -0.347689 0.351635 0.551441 \n", "Vandenberg Air Force Base -1.146917 -1.246820 -1.146917 -0.947110 -0.947110 \n", "\n", " 5 6 7 8 9 \\\n", "city \n", "Cincinnati -0.743307 -0.679369 -0.449591 -0.402636 0.166813 \n", "Denver -0.147883 0.651345 0.651345 0.651345 1.650379 \n", "Fairbanks -0.487554 0.071905 -0.377660 0.081895 1.160852 \n", "Houston -0.597448 -0.906149 -0.886169 -0.226806 0.089888 \n", "Indianapolis -0.847206 -0.647400 0.151828 0.051924 0.051924 \n", "Long Beach 1.450572 2.649413 1.950089 0.951055 -0.247786 \n", "Vandenberg Air Force Base -0.947110 -0.947110 -0.947110 -0.747303 -0.747303 \n", "\n", " ... 20 21 22 23 \\\n", "city ... \n", "Cincinnati ... -0.493548 -0.256777 0.293691 0.432556 \n", "Denver ... -0.247786 0.251731 1.750282 0.951055 \n", "Fairbanks ... NaN NaN NaN -0.477564 \n", "Houston ... -0.744306 0.387600 0.167812 -0.155875 \n", "Indianapolis ... -0.547496 -0.647400 -0.647400 1.150862 \n", "Long Beach ... 3.148930 1.050958 2.049992 1.650379 \n", "Vandenberg Air Force Base ... -0.947110 -0.847206 -0.747303 -0.847206 \n", "\n", " 24 25 26 27 28 \\\n", "city \n", "Cincinnati -0.114914 -0.750300 -0.770281 -0.674374 -0.919137 \n", "Denver 0.751248 -0.647400 -0.647400 -0.547496 -0.447593 \n", "Fairbanks 0.851152 -0.157873 0.861142 0.611383 2.339712 \n", "Houston -0.904151 -0.959098 -0.928128 -0.781270 -0.842211 \n", "Indianapolis -0.547496 -0.847206 -0.847206 -0.947110 -0.947110 \n", "Long Beach -0.847206 1.150862 0.651345 0.651345 0.551441 \n", "Vandenberg Air Force Base -0.947110 -0.947110 -0.947110 -0.947110 -0.947110 \n", "\n", " 29 \n", "city \n", "Cincinnati -0.546497 \n", "Denver -0.247786 \n", "Fairbanks 2.030012 \n", "Houston -0.476565 \n", "Indianapolis -0.647400 \n", "Long Beach 0.951055 \n", "Vandenberg Air Force Base -0.947110 \n", "\n", "[7 rows x 30 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nov_2015_CO = pd.read_csv('./dataset/nov_2015_CO.csv', index_col=0)\n", "nov_2015_CO" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define a custom palette\n", "color_palette = sns.diverging_palette(250, 0, as_cmap=True)\n", "\n", "# Pass palette to plot and set axis ranges\n", "sns.heatmap(nov_2015_CO,\n", " cmap=color_palette,\n", " center=0,\n", " vmin=-4,\n", " vmax=4\n", " );\n", "plt.yticks(rotation=0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantly, you can see that Vandenberg Air Force Base always has below average CO values whereas Long Beach, especially towards the end of the month, has much higher than average values. By correctly mapping the zero-point of our values you can immediately pick out patterns in our data in the context of a meaningful data anchor-point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adjusting your palette according to context\n", "You've been asked to make a figure for your company's website. The website has a slick black theme, and it would be pretty jarring if your plot were white. To make your plot match the company aesthetic, you can swap the background to a black one with `plt.style.use(\"dark_background\")`.\n", "\n", "The figure you've been asked to make plots O3 values during October 2015 for various cities (provided as oct_2015_o3). You will plot this as a heatmap with the color of each cell encoding how many standard deviations from the overall average O3 value the measurement falls. Due to the website's dark background, you will want to adjust your color palette to encode null value (or 0 standard deviations from the mean) as dark rather than the default white." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0123456789...21222324252627282930
city
Cincinnati-0.570906-0.648050NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Denver-0.185183-0.185183-0.185183-0.493761-0.262327-1.728075-0.1080380.740553-0.339472-0.030894...-1.959509-0.7251950.3548300.431974-0.648050-0.0308940.123396-1.265207-0.9566290.277685
Des Moines-0.378044-0.185183-0.185183-1.033774-0.725195-0.7251950.3934020.316257-0.0694660.277685...-0.416617-1.188063-0.2623270.123396-0.030894-1.265207NaNNaNNaNNaN
Fairbanks-0.956629-1.573786-1.650931-1.728075-1.728075-2.036654-1.573786-0.725195-0.802340-1.110918...-1.882364-1.728075-2.036654-1.959509-2.422377-2.190943-1.188063-1.188063-0.648050-0.570906
Houston1.0491311.2034201.0491310.8176970.5091191.3577101.8977221.5119991.4348540.971986...-0.262327-0.570906-0.262327-0.262327-0.802340-0.1851830.5091191.8205770.046251-0.879484
\n", "

5 rows × 31 columns

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" ], "text/plain": [ " 0 1 2 3 4 5 \\\n", "city \n", "Cincinnati -0.570906 -0.648050 NaN NaN NaN NaN \n", "Denver -0.185183 -0.185183 -0.185183 -0.493761 -0.262327 -1.728075 \n", "Des Moines -0.378044 -0.185183 -0.185183 -1.033774 -0.725195 -0.725195 \n", "Fairbanks -0.956629 -1.573786 -1.650931 -1.728075 -1.728075 -2.036654 \n", "Houston 1.049131 1.203420 1.049131 0.817697 0.509119 1.357710 \n", "\n", " 6 7 8 9 ... 21 22 \\\n", "city ... \n", "Cincinnati NaN NaN NaN NaN ... NaN NaN \n", "Denver -0.108038 0.740553 -0.339472 -0.030894 ... -1.959509 -0.725195 \n", "Des Moines 0.393402 0.316257 -0.069466 0.277685 ... -0.416617 -1.188063 \n", "Fairbanks -1.573786 -0.725195 -0.802340 -1.110918 ... -1.882364 -1.728075 \n", "Houston 1.897722 1.511999 1.434854 0.971986 ... -0.262327 -0.570906 \n", "\n", " 23 24 25 26 27 28 \\\n", "city \n", "Cincinnati NaN NaN NaN NaN NaN NaN \n", "Denver 0.354830 0.431974 -0.648050 -0.030894 0.123396 -1.265207 \n", "Des Moines -0.262327 0.123396 -0.030894 -1.265207 NaN NaN \n", "Fairbanks -2.036654 -1.959509 -2.422377 -2.190943 -1.188063 -1.188063 \n", "Houston -0.262327 -0.262327 -0.802340 -0.185183 0.509119 1.820577 \n", "\n", " 29 30 \n", "city \n", "Cincinnati NaN NaN \n", "Denver -0.956629 0.277685 \n", "Des Moines NaN NaN \n", "Fairbanks -0.648050 -0.570906 \n", "Houston 0.046251 -0.879484 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "oct_2015_o3 = pd.read_csv('./dataset/oct_2015_O3.csv', index_col=0)\n", "oct_2015_o3.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dark plot background\n", "plt.style.use(\"dark_background\")\n", "\n", "# Modify palette for dark background\n", "color_palette = sns.diverging_palette(250, 0,\n", " center = 'dark',\n", " as_cmap = True)\n", "\n", "# Pass palette to plot and set center\n", "sns.heatmap(oct_2015_o3,\n", " cmap = color_palette,\n", " center = 0);\n", "plt.yticks(rotation = 0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not only does the black background make this chart look very cool, it helps the patterns really pop out. Furthermore, matching the null-value to the background of the chart makes it much more natural to read. You can easily see that Fairbanks has much lower than average O3 pollution values than the rest of the cities and that Houston has much higher values, especially in the earlier days of the month." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Categorical palette\n", "- Ordinal data\n", " - Has order between classes\n", " - A set number of distinct classes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using a custom categorical palette\n", "When you have a line chart with lots of categories choosing your palette carefully is essential. Often default palettes have very similar hues, that are hard to differentiate when spread over the small surface of a line. ColorBrewer palettes are built with this in mind and keep the colors as distinct as possible.\n", "\n", "In this exercise, you will make a line plot of the O3 values over the year of 2013 for all the cities where the color of each line is encoded by city. You will use the ColorBrewer palette `'Set2'` to improve upon the default color scheme." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Dark plot background\n", "plt.style.use(\"seaborn-white\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter our data to Jan 2013\n", "pollution_jan13 = pollution.query('year == 2013 & month == 1')\n", "\n", "# Color lines by the city and use custom Color Brewer palette\n", "sns.lineplot(x='day', y='CO', hue='city', palette='Set2', linewidth=3, data=pollution_jan13);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By carefully choosing your categorical palettes you can increase the speed and accuracy with which your visualization is read. Here, thanks to the well-separated colors, it is easy to determine that the large spike around 23 days belongs to Denver." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dealing with too many categories\n", "Sometimes you may be short on figure space and need to show a lot of data at once. Here you want to show the year-long trajectory of every pollutant for every city in the `pollution` dataset. Each pollutant trajectory will be plotted as a line with the y-value corresponding to standard deviations from year's average. This means you will have a lot of lines on your plot at once -- way more than you could separate clearly with color.\n", "\n", "To deal with this, you have decided to highlight on a small subset of city pollutant combinations (`wanted_combos`). This subset is the most important to you, and the other trajectories will provide valuable context for comparison. To focus attention, you will set all the non-highlighted trajectories lines to of the same 'other' color." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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city_polmonthvalue
0Cincinnati CO2-0.470791
1Cincinnati CO3-0.371744
2Cincinnati CO4-0.555778
3Cincinnati CO5-0.496432
4Cincinnati CO6-0.642432
\n", "
" ], "text/plain": [ " city_pol month value\n", "0 Cincinnati CO 2 -0.470791\n", "1 Cincinnati CO 3 -0.371744\n", "2 Cincinnati CO 4 -0.555778\n", "3 Cincinnati CO 5 -0.496432\n", "4 Cincinnati CO 6 -0.642432" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "city_pol_month = pd.read_csv('./dataset/city_pol_month.csv', index_col=0)\n", "city_pol_month.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Choose the combos that get distinct colors\n", "wanted_combos = ['Vandenberg Air Force Base NO2', 'Long Beach CO', 'Cincinnati SO2']\n", "\n", "# Assign a new column to DataFrame for isolating the desired combos\n", "city_pol_month['color_cats'] = [x if x in wanted_combos else 'other' for x in city_pol_month['city_pol']]\n", "\n", "# Plot lines with color driven by new column and lines driven by original categories\n", "sns.lineplot(x = \"month\",\n", " y = \"value\",\n", " hue = 'color_cats',\n", " units = 'city_pol',\n", " estimator = None,\n", " palette = 'Set2',\n", " data = city_pol_month);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here by subsetting our colors to be those that you care about you can make a bit more sense of the spaghetti of lines. You see that Long Beach has a bathtub shape for its CO values: going from more than four standard deviations above mean CO values to below average and then back up to more than three standard deviations above by the end of the year. Whereas Vandenberg stays way below average for the entire year.\n", "\n", "While the best solution for this plot may be to not plot the other lines at all, they can often provide valuable context for the data of interest." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Coloring ordinal categories\n", "You are working for the Des Moines city council to assess the associations of various pollutant levels in the city. The two most important pollutants are $SO_2$ and $NO_2$ but CO is also of interest. You've only been allowed enough space for a single plot for your part of the report.\n", "\n", "You start with a scatter plot of the $SO_2$ and $NO_2$ values as they are most important and then decide to show the CO values using a color scale corresponding to CO quartiles. By binning the continuous CO values, you have turned CO into an ordinal variable that can illuminate broad patterns without requiring much effort from the viewer to compare subtly different shades." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Divide CO into quartiles\n", "pollution['CO quartile'] = pd.qcut(pollution['CO'], q = 4, labels = False)\n", "\n", "# Filter to just Des Moines\n", "des_moines = pollution.query(\"city == 'Des Moines'\")\n", "\n", "# Color points with by quartile and use ColorBrewer palette\n", "sns.scatterplot(x = 'SO2',\n", " y = 'NO2',\n", " hue = 'CO quartile', \n", " data = des_moines,\n", " palette = 'GnBu');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By simplifying the color encoding to just four distinct values, you get a clear picture of the patterns between $CO$, $SO_2$, and $NO_2$. Here you see the low quartiles of $CO$ seem to relate with $NO_2$ and appear much less related to the $SO_2$ values. By categorizing the continuous color variable, you allow the viewer to investigate patterns along a third variable in a clear and simple way at the expense of some precision: a tradeoff that is often worth it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Choosing the right variable to encode with color\n", "You're tasked with visualizing pollution values for Long Beach and nearby cities over time. The supplied code makes the below (hard-to-read plot), which consists of maximum pollution values (provided as `max_pollutant_values`) with the bars colored by the city." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cityyearpollutantstatevaluemonthday
0Cincinnati2012COOhio1.195260
1Cincinnati2012NO2Ohio43.000260
2Cincinnati2012O3Ohio0.040260
3Cincinnati2012SO2Ohio102.350260
4Cincinnati2013COOhio1.32012365
\n", "
" ], "text/plain": [ " city year pollutant state value month day\n", "0 Cincinnati 2012 CO Ohio 1.195 2 60\n", "1 Cincinnati 2012 NO2 Ohio 43.000 2 60\n", "2 Cincinnati 2012 O3 Ohio 0.040 2 60\n", "3 Cincinnati 2012 SO2 Ohio 102.350 2 60\n", "4 Cincinnati 2013 CO Ohio 1.320 12 365" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_pollutant_values = pd.read_csv('./dataset/max_pollutant_values.csv', index_col=0)\n", "max_pollutant_values.head()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reduce to just cities in the western half of US\n", "cities = ['Fairbanks', 'Long Beach', 'Vandenberg Air Force Base', 'Denver', \n", " 'Indianapolis', 'Des Moines', 'Cincinnati', 'Houston']\n", "\n", "# Filter data to desired cities\n", "city_maxes = max_pollutant_values[max_pollutant_values.city.isin(cities)]\n", "\n", "# Swap city and year encodings\n", "sns.catplot(x = 'year', hue = 'city',\n", " y = 'value', row = 'pollutant', \n", " # Change palette to one appropriate for ordinal categories\n", " data = city_maxes, palette = 'muted',\n", " sharey = False, kind = 'bar', aspect=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can quickly improve this with a few tweaks. By modifying the cities shown to only those in the western half of the country you will avoid clutter. Next, swapping the color-encoding from city to year allows you to use an ordinal palette, saving the reader from continually referring to the legend to check which color corresponds to which city." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reduce to just cities in the western half of US\n", "cities = ['Fairbanks', 'Long Beach', 'Vandenberg Air Force Base', 'Denver']\n", "\n", "# Filter data to desired cities\n", "city_maxes = max_pollutant_values[max_pollutant_values.city.isin(cities)]\n", "\n", "# Swap city and year encodings\n", "sns.catplot(x = 'city', hue = 'year',\n", " y = 'value', row = 'pollutant', \n", " # Change palette to one appropriate for ordinal categories\n", " data = city_maxes, palette = 'BuGn',\n", " sharey = False, kind = 'bar');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wonderful! By simply switching just a few values, the plot is much clearer, and the presentation has more impact. Also, the use of hue as the years go on puts a greater emphasis on the later (more recent) years." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }