{ "cells": [ { "cell_type": "markdown", "id": "3b84ddbc-2079-48c9-a38b-b0a34abd6d27", "metadata": {}, "source": [ "# Introduction to Seaborn" ] }, { "cell_type": "markdown", "id": "bbbcdd64-9f9f-4114-9359-20b24436dd62", "metadata": {}, "source": [ "The definition of seaborn's website is so concise that we replicate it here:\n", "\n", "\"Seaborn is a library for making statistical graphics in Python. It builds on top of matplotlib and integrates closely with pandas data structures.\"\n", "\n", "That's it! The main benefit of using it is that it is a more high-level library, which means we can achieve sophisticated plots with much less lines of code. Most axes style customization are done automatically. It can automatically provide plots with summary statistics." ] }, { "cell_type": "code", "execution_count": 1, "id": "ec137599-b8bd-4666-b5f7-13e94243b50e", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "ee542235-d3e1-485a-aa65-ac410c6d558c", "metadata": {}, "source": [ "We will apply the seaborn default theme, but you can choose others [here](https://seaborn.pydata.org/tutorial/aesthetics.html#seaborn-figure-styles)." ] }, { "cell_type": "code", "execution_count": 2, "id": "4e5f2908-a83c-4342-9690-eb55abdb0e37", "metadata": {}, "outputs": [], "source": [ "sns.set_theme()" ] }, { "cell_type": "markdown", "id": "1e2c1579-8df5-4e70-bd10-8a6095f2d564", "metadata": {}, "source": [ "## Scatter plots with seaborn" ] }, { "cell_type": "markdown", "id": "88932903-b980-42a3-b6e8-3f42327735c6", "metadata": {}, "source": [ "Let's load the same dataframe." ] }, { "cell_type": "code", "execution_count": 3, "id": "c0a502d8-9181-47b4-8e6b-63b37ed3a8d4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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areaintensity_meanmajor_axis_lengthminor_axis_lengthaspect_ratiofile_name
013996.54676317.50410410.2927701.70062120P1_POS0010_D_1UL
136086.61388935.74680814.9831242.38580520P1_POS0010_D_1UL
24391.48837212.9678844.3515732.98004520P1_POS0010_D_1UL
314073.74285718.94050810.3144041.83631620P1_POS0010_D_1UL
414489.37500013.63930813.4585321.01343220P1_POS0010_D_1UL
\n", "
" ], "text/plain": [ " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n", "0 139 96.546763 17.504104 10.292770 1.700621 \n", "1 360 86.613889 35.746808 14.983124 2.385805 \n", "2 43 91.488372 12.967884 4.351573 2.980045 \n", "3 140 73.742857 18.940508 10.314404 1.836316 \n", "4 144 89.375000 13.639308 13.458532 1.013432 \n", "\n", " file_name \n", "0 20P1_POS0010_D_1UL \n", "1 20P1_POS0010_D_1UL \n", "2 20P1_POS0010_D_1UL \n", "3 20P1_POS0010_D_1UL \n", "4 20P1_POS0010_D_1UL " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"../../data/BBBC007_analysis.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "b2bc163b-f517-4828-acdd-d34c84283c36", "metadata": {}, "source": [ "And make a scatter plot of aspect_ratio vs intensity mean." ] }, { "cell_type": "code", "execution_count": 4, "id": "a356baf0-671d-46a4-a182-7cac726cacba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df, x=\"aspect_ratio\", y=\"intensity_mean\")" ] }, { "cell_type": "markdown", "id": "68e01c4b-37a3-4fe4-877b-3bc8218644e1", "metadata": {}, "source": [ "We can already embbed and visualize other features by providing a few extra arguments." ] }, { "cell_type": "code", "execution_count": 5, "id": "4a5d43d7-2f4b-46f0-b938-e72e2689fd6d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df,\n", " x = \"aspect_ratio\",\n", " y = \"intensity_mean\",\n", " size = \"area\",\n", " hue = \"major_axis_length\",\n", " palette = 'magma')" ] }, { "cell_type": "markdown", "id": "62986545-6187-427a-8904-ef281ad16970", "metadata": {}, "source": [ "## Scatter plots with subplots" ] }, { "cell_type": "markdown", "id": "f5ad8619-43c0-4e8a-9dd0-75964c2c3188", "metadata": {}, "source": [ "The `scatterplot` function is an axes-level function. This means, if we want to add subplots, we also need to create figure and axes from matplotlib first and pass the axes handles. That's when knowing some matplotlib syntax may be handy!\n", "\n", "However, seaborn also have figure-level functions, where the subplots are also just an argument.\n", "\n", "In the example below, we use the `relplot` function (from *relationship*) and separate the files by providing 'file_name' to the argument `col`," ] }, { "cell_type": "code", "execution_count": 6, "id": "f4635e5a-93f3-4b0d-9378-094454e69f44", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(data=df,\n", " x = \"aspect_ratio\",\n", " y = \"intensity_mean\",\n", " size = \"area\",\n", " hue = \"major_axis_length\",\n", " col = \"file_name\",\n", " palette = 'magma')" ] }, { "cell_type": "markdown", "id": "eb20ef1a-2ebe-47c7-aff5-99843e4ef409", "metadata": {}, "source": [ "## Adding a line regression model" ] }, { "cell_type": "markdown", "id": "f09a00c2-e4b8-40be-a111-3fb8fa36c62e", "metadata": {}, "source": [ "There are two functions to make a scatter plot with a line regression model: `regplot` and `lmplot`. As before, `regplot` is an axes-level funtion while `lmplot` is a figure-level function.\n", "\n", "Let's plot an example of each of them" ] }, { "cell_type": "code", "execution_count": 7, "id": "970477eb-bb57-4ff7-874f-23139bee3948", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(data = df, x = \"aspect_ratio\", y = \"intensity_mean\")" ] }, { "cell_type": "markdown", "id": "9345a570-d4d6-48c2-a746-7589aad735ce", "metadata": {}, "source": [ "### Line Regression with subplots" ] }, { "cell_type": "code", "execution_count": 8, "id": "62f9f523-9f92-410a-8a36-334aa0c897f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6t2+o2kMTQoiqmKuLqG0b0kVUCFF2EiDXKGknLYQQM83VRTQSsqSLqBCi7CRArlHSTloIIWaaq4toxvGki6gQouwkB7lGtTdFGUtkiYSs6WPSTloIUWtWcq/EI/d28diTp8kQLBhk3Rz4SBdRIUTZyQpyjZJ20kKIWrfSeyV6utt59OE9NNeFSaZdmuvCfOx7emSDnhCi7GQFmdqsFiHtpIUQta54rwQE+cCZ/PHiuaqcc+zsLqIdHQ0MDk4u6+cQQojZ1n2APFfZoMeePA2wrGC0HCcEaScthKhlQ+Np4tGZp5HZeyUqNccKIUQlrfsUi0pUi5ASbUKI9WCuTXOz90pIRR4hxGq07leQS1kBWaxSLzsuRi2mgQgh1qfCfHR5KEE641EfD9EQD5F1c6/bK1GJOVYIISpt3QfIlagWUe4TglyiFELUiuL5qKUhwoSZZSrl4Hk5NrfXve7Du1TkEUKsRus+xaIS1SJKuey4GHKJUghRK2bPR031Edqaomxur+Nnv/+u131ol4o8QojVaN0HyHOVDXr04T3LWpkt9wlBmoYIIWrFYuejSsyxQghRaes+xQLKXy2i3CXa5BKlEKJWLGU+koo8QojVRgLkCinnCWGu7lFyiVIIUQ0yHwkh1gMJkFcBaRoihKgVMh8JIdYDCZBXCblEKYSoFTIfCSHWunW/SU8IIYQQQohiEiALIYQQQghRRFIshBBCVJR0AhVCrDYSIAshhKgY6QQqhFiNJEAWQghRdoVV477L4/mOe2GMkEUkZJEhqIIhAbIQolZJgCyEEKKsileNc76PAYxMZgCIR0PSCVQIUfMkQBZCCFFWj7/Yj2WZREIWIdvC9XwMfCaSDvFoqGY7gUqutBCiQKpYCCGEKKuh8TRhOzi9NNaFAR/fB9fNkXG8muy8V1j1HktkZ+RK9/YNVXtoQogqkBXkEsiqghBClK69KcpYIkskZBGL2LQ2RhmbzOD70FwXrsk5tHjVG5BcaSHWuYoHyEqpRuB54D1a6/P5Y38F/IvW+tP5r7uAzwCdgAYe1VpPVXpsBTcLgGUHthBCLM4j93bx2JOnyQBh28Q0g016jz68p2bnzaHxNPHozFOi5EoLsX5VNMVCKXUv8CywJ//1ZqXUF4EPzLrrHwF/pLXeCxwBfrmS4yq20GW14lUFwzCIhCwsy+TxF/tXaohCCLGq9HS38+jDe2iuC5NMuzTX1XZwDMGqd9bNzThWq7nSQojKq/QK8o8APw78df7rR4F/AoYLd1BKhYA3At+dP/Rp4BvAf67w2ICFL6vJqoIQQixeT3d7TQfEs81e9c66uZrMlRZCrIyKBsha648CKKUKX//X/NdvKLpbOzChtXbzX18FtlZyXMUWCoCLc+kKZFVBCCHWlkIwL/tNhBBQG5v0TMCfdSw31x1vpq2tftFP3NHRwKaOekYnUkSLAuB01mVTRz0dHQ186B17+ZPP9+LlcsHqsuOBDx96x146OhoW/ZyljKnW1OKYoDbHJWMqXS2Oa72NabHzZi2+PlC+cb2to4G33bezLI9Vi69VLY4JanNcMqbS1eK4yjGmWgiQB4AmpZSltfaATcCVxT7I8PAUudzsOHt+HR0NDA5O8rY7N/PYk6dxPX/GZbW33bmZwcFJtrfH+d637X7dqsL29jiDg5OLHWZJY6oltTgmqM1xyZhKV4vjWgtjWuxJYTHzZi2+PlCb45Ixla4WxyVjKl0tjqtc82bVA2SttaOUegb4EPA3wA8BX12p5y/lstpqy6UTQgghhBBLV/UAOe/HgL9USv0S0A9830o+uQTAQgghhBCiYEUCZK31jllff3jW1xeAN6/EWMpNmogIIYTMhUKItaVWVpBXJWkiIoQQMhcKIdaeijYKWeukiYgQQshcKIRYeyRAXoah8TRhe+ZLKE1EhBDrjcyFQoi1RlIs5lFKPp00ERFCCJkLhRBrj6wgz6GQTzeWyM7Ip+vtG5pxv0fu7cLzcmQcD9/3yTietCYVQqw7MhcKIdYaWUGeQ3E+HRB00Msfn10fuXB/2bkthFivZC4UQqw1EiDPYWg8TTw686WZL59OaigLIURpc6GUghNCrBYSIM9B8umEEGL5igPiaMhkIuUSj9pSCk4IUfMkB3kOkk8nhBDLM3svx8BYmkQqSy7nSyk4IUTNkxXkOZQrn04uJwoh1qvZezm8nA8YTCSyxCLBqUdKwQkhapUEyPNYbm6xdJYSQqxns/dy2LaJ5+Vwvdz0MUldE0LUKkmxqBDpLCWEWM/am6Jk3RvBcGM8hO+DaRiSuiaEqHmygryA3r4hPvd0H9dHkoDBhpYoH3jL7gVXgRdTCUMIIVabhVLIHrm3i8eePE2GYO6zLJO6qE1jXZhk2pW0MyFETZMV5Jvo7RviU185xdXhBDkffHyujqT41JdPvq5pyGyzV09ALicKIdaGUpop9XS38+jDe2jOB8S2AY11YdJZT4JjIUTNkwD5Jh5/sZ90xsUwTCzTwDQMDAPSWW/BVAmphCGEWKtKTSHr6W7nZ7//Ln7gHXvIuDncnH/T7qRCCFErJEC+iaHxNF4uh2ncOGYQ7MZeKFWisHpiG3B1KMnwWGpGXWUhhFithsbThO2Zp4+bpZDJngwhxGqz7gNkw5j/tvamKJZpkvNvHPMByzRKTpXIuDnamqNsaq/DzfmyaiKEWPUWm0K22IBaCCGqbd0HyImUQ9rx8Oe47ZF7u4hGbHw/h5fzyfk+vg/RsFVSqoSsmggh1qLFppDJngwhxGqz7qtYeDmYSGYI2SZ1sRAR25peVe7pbucj79o7o4rFxtbXV7GYbzd3cSWLVMZlIpHFcT2Gx1L09g3JBhUhxKq02GZKsytaZN2c7MkQQtS0dR8gFzhujrHJDLZpEIvaRMM2lmks2DDkZg1B2puijCWC1qojE2nAwDCCP9I0RAixmi2mmVK5upMKIcRKkQB5FjfnM5l0SKRdomGLeCREyDbw58rB4PXtVCMhi0z+eGHVZHwqi++DYfj4QFN9eDrVQk4QQoj1YLndSZdioVrNQggxHwmQ55HL+STTLqmMSyRkEY+GiITM1wXKN2sIUpiI//DzJwCwLJPGeIh4NITvL1wJQwghxNwKwe/IVJbW+vDrgt+bXd2TIFkIsRAJkBfg+0Hd44zjEbGDQDkUMikUvyikURSXcCvefNLT3U73lsab3kcIIdaiQhB7ZSiB6/lYlsGW9rplr+QWB78NsbmD35td3ZMAWQixkHVfxaJUvg9px2NkMs3weIpE2sHL+bzr/u0L7uaWpiFCiPWmEMReHw3my4zjkcy4XBtJLrvcZSkVgqS0nBBiOSRAXgLXC/KUhyfSdG1o4Ice2cuGlhjJtEtzXZhHH94zY4VidsvVue4jhBBrSSGITRV1IzWAVNZbdrnLUoJfKS0nhFgOSbFYhkKecntTlB9+ZC/xiE0oZDFX75FqbFARQohqKezPcL0cZr52pgG4bm7ZK7kLpbaBlJYTQiyPBMhLpPtHeebYFUYnM7Q0RHjowGZUVwu2ZRCL2ETCFiHr9Zv6hBBiPSgEsbZl4no+phF0IrXzwepyVnKLg1/bMuZMW5PSckKI5ZAAeQl0/yhfeO4clmUSjdhMpBy+8Nw53georhYmkw5TKYewbRGP2jNWOYQQYj0oBLGxiM1EIoPnG2BALGwteyW3OPgdncrSMkcVi8L9JCAWQiyFBMhL8MyxK1iWSdgOAt+wbZHNH1ddLUCwqS/jBNUvQrZJfSxEeJ70CyGEWG0MA0Ym0sSioWCz3Kzbi4NYz8tNV7HY2Bpnb1czj7/Yz2eeOL3kld1C8NvR0cDg4GSZfiohhAhIgLwEo5MZopGZL13IMhmdzMx5f8fNMTqZmU6/iIYtbEm/EEKscl7ODzqQWgbRiE00ZBGyb8xtc63gSn1iIcRqIAHyAubKNW5piDCRT6EocLwcLQ2Rmz5WofpFIuUSDpk33dQnhBCrhev5TCUdEkYwL9ZFbcLzpJZJfWIhxGogZd5uopBrPJFyZuQa79rciOflyLpBXeOsG2wQeejA5pIeN+f7pLMeI5OZoKZyxsXL5Rb+RiGEqGGF1LLRyQwjkxmyjve6+0h9YiHEaiAryMxfkWK+XOOzVyZ434M75/yexXI9n8lEloRhYIdTZJ3cjE59Qgix2vhA1vEYdTxs26QuFiJiWxhGaSXahBCi2tZ1gJzKuJzqH5m3IsXNco1VV8uSAuL55HyfjOsxOpnGsg3ikRDRsDVdP1QIIVYbn2APRiFPOR4N8Z4HdvDXX9NkHG/O+sSF9tRSmk0IUU0lBchKqfuB3wJa4cbipta6p0LjqrjLg1P8x//+LJ6XI2Sb1EVDYM2sSLHUXOPl8AHX9Zlws0ylgk19sYjUVBZCrG6u5zORyNLZEuP7H97D09+5xMWBBO1N0emqFp/68klSWY+6qE1jXVg28AkhqqbUFeQ/AT4NHCWI4VY92zIJ2yYJN0fGyZFxMhgGRMM2sbDFyESa9z+0iy88d44swcqx4+UWlWu8XLmcTyLlkEw7REIW8WiIsG2AJGAIIVYp1/PpaI7x6Dv20hAP8drFMT7zhAYjaPiRy/lMphxCtkk8GpINfEKIqig1QHa11p+o6EhW2IbWOL/9sfv5/b/9DleGkzhuDt8P0i5SGRfTNDh5YZR7bt3A6f5Rxqayr8s1ni93udx8H9LZoKaybeXz+UImhgTKQogadrM5Mut4jEx4PHnkIq3NMWzTYCqZxfdz5HyfiaSTXxSQDXxCiJVXaoB8Qim1X2t9fDEPrpRqBJ4H3qO1Pq+UejvwCSAGfFZr/Uv5+90B/DnQCHwT+FGttbuY51qK+liI971hJ595QmMYBq6XI5l2cT2fXM7n2ycHAGiIh9i/q42e7ja2ddYDC3fTm60cwbTvF+XzmQbRaFBTWdIvhBC1ppQ50veh/9pkUEM5bNNUHyGX80mmHRLp4BQgG/iEENVQaoC8C3hJKXUBSBUO3iwHWSl1L/BnwJ781zHgU8CbgIvAl5VS36W1/irwGeCjWusXlFJ/AfwI8MdL+HkWbfeW5hkVKbo667lrTwfJjMexviEuDyaYTDo8f+Iaz5+4RnN9mJ7uNvouj2Oaxk276RUsNpguhZvL1x1NOYRsi2jEIhqSTX1CiJU31wJAKR1Hgem9Hobjkc4GV/DqoiE2tUWwbYNM1l9WW2ohhFiKUgPkX1zCY/8I8OPAX+e/vgd4TWt9DkAp9Rngg0qpV4GY1vqF/P0+Dfw6KxQgA/NWpHhDzyaGJ9Ic7xumt2+YayNJxqayfPPYVQAs0yAWyRGL2IRsc95ueqWeKJbC94NLlVnHY8o0iEeDHGrp1CeEWAnzLQBknRyNdeEZ951rjnzowObpvR6RkIXrBVfJso7H9o0NvPf+nezf1baCP5EQQpQYIGutv6GUagXqCHaIWcDuBb7nowBKqcKhzcDVortcBbbe5PiitLXVL/Zb6OhowJ5IE8nMn83R2lrHLTva+J63wZWhKV46OcCRk9e5PpLEy/lMpRym8htKIiGT9uY4ra11Mx5jLOlQF7EwilZ3LdNiPOm87r6zv16KHOBbFrGoRSxsY1nL6wfT0dGw7DFVQi2OS8ZUuloc13ob02LnzcJYfN/n+kiShoYo33p1gHDImq5rHLJNMo5HOhvkEkeKmoJknBwdrXUz5rn7W+toaIjyxIv9DI+n2NhWzzvu7WJf0aY83zSoqwsTj9gz5tHZ46olMqbS1eK4ZEylq8VxlWNMpZZ5+w3g5/NfukAYeBXYv4jnMplZAcMgiOXmO74ow8NT5HKlL5l2dDQwODgZtH5OOyV9T9Q0ePD2DTxwWyffeuUaTx65iOPkyOVzgx03x1Rqgv/3L16gp7ud/btaaaqP0BwPva5cXNb1aIqHGBlJTB9rba2b8XU5mKZBJBSkYIQsc9EpGIXXqdbU4rhkTKWrxXGthTEt9qSwmHmzeCzfPHaFT3/1FHVRG9cLVopd78bjmIaBaQRXt7ycP6MK0P23db5untvcEuPDj6gZx2bfZ3AIQqEbbawLM9la+H9bCbU4JqjNccmYSleL4yrXvFlqisUPAV0EG+x+BngL8O6Snz1wCdhU9PVG4MpNjtcswzB4YN8m2hqjfPPlywyNpzEMA8fLkcp4XBpMcGkwwVdeuMCOjQ1saIkxPBHswl7pcnG5nD+jMkc0bBEN269r9SqEEKVqrg9jGsb0RrrBsaB9dDxqE40EQfOGlth0LnI5Kv0UuvNlHY+QbVAXCxMpWnQQQohyKjVAHtBaX1VKnQQOaK3/Win1c4t8rhcBpZTaDZwDvh/4lNb6glIqrZR6UGv9HPCDwFcX+dhVMTt3OZfzOX9tgt6+YU6cHSGZcTl/bZLz1yYxgGg4h2FAR3OMN9+5pSIl4W4m2B0eBMuWZRCLhIjaJrYt+cprTaEb2chUltb6sHQjE2XV093Of/2x+3ni8EWe7b1KIu2SdXNkp7IYU1nCIZP7b9tQ9o6jBY7rT3fni9WF8fGl7KUQoqxKDZAdpVQ3oIGHlFJfAxZVd0drnVZKfRj4+/z3fgX4XP7mR4E/y5eFOwp8cjGPXStM02DX5iZ2bW7ivQ/uoO9yECy/en6EdNYjlfUAuDSY4MVXr5PKeNy6vYVIeGVXQXw/6NY36WZJGAZh2yQaDVaVLdOQYHmV6+0b4rEnT2NZJg0xW7qRiYpobYzytru38tCBzfz902c4dmaEnO/jE+Qaf/H5Cxw9PcTBvZ0c2N1GNBycbspZP971gnrJY2NpYpFC2UtppiSEWL5SA+TfBv4UeB/wX4AfBr5UyjdqrXcU/fsp4MAc9zlGUOWi5pU6uVumyZ5tzezZ1ozr7eS1i2Mc6xvm5IVRHDfHqf4xTvWPYVsGqquFnu427m9Y+VqfOd8n7XikHS9fts4klg+WZUVmdXr8xX4syyQSCjaGRkKWdCMTFfPaxTHOX5uktSkSpF2kHJIZF9+Hy0MJLj97ji9/6zwHutvpbInxrVeuYttW2UpewsyuozeaKVkygwkhlqzUKhZfIh8Q55t63AL0Vm5YtWmp9Yxty+TWHa3cuqOVrONxqn+M3r4hTl8cw/V8Xjk3wivnRvj8N86yd3szPd3t3LK1CXuZ1ScWK5fzSWc90tkgWI5FbOpK3MAoasfQeJp4dOavtnQjE5Uyu4xlJGyRTLtYJoRDFqmMh+v5vHR6EAjKY9bFDCzTLGvJS5jZTClkG8SjQaAs9eGFEItVahWLeuDjwF7gg8CPAT8FTFVuaLWnHPWMwyGLnu6gK18663Ly/Ci9fcO8dmmcjONx7Mwwx84MEw1b3L6jlZ7dbeza3IRlruwEX1iRGZ3MMD6WIhK2iIaCes9yrqlt7U1RxhLZ6bJbIN3IROWMTmaIRm6cSqZSDoYRBKstDVGa6nwmU1kcJ0fWzeHlfCYSWSYSWaJhi3jEZmSi/B/eHNdnfCp7Y3OyzF9CiEUoNcXikwT1iTcAaYKW0H9KsNFu3Zh9IoC5C9+XKhq2uXNPB3fu6SCZdjg3kOBbvVc4d3WCdNbjpdODvHR6kLqozb58q+vtGxtWfDXEy2/uS6ZdbNMgErGJhKzgZLOiIxGleOTeLh578jQZwLYMMo6H5+WkG5moiEInvMLCgecFm5HN/BUw0zRojIdJZ1w6ojbDExkyjofvM33FyrYM/uXoJe5WnTTNai6yXLmi+cvKdz8Nh4MUJNlzIYSYT6kB8p1a648opd6ltU4qpR4FTlRyYLVo9okAwPFytDRElv3Y8WiIh+7Ywu1dzUwms5w4O0Jv3zAXrk+SSLu8+Op1Xnz1Oo11YfbvaqWnu52tHXVzFs2vJDfn46YckikHqxAs5ythyMmmNhTyjB9/sZ/RqSwtUsVClFlv3xDfePkKw+NpMo5LKhNsQC7UWvdyPvVFaT6FeXLX5kaefvkKvs/0VTEv5+N6Pv985BJPvXQJta2ZQ3s72dPVUvYrZ17OJ5V1SWWZ3nMRj9iEbEtWloUQM5QaIHuzvrZYQjOP1a64JWol6xk3xMPcv28j9+/byNhUZrrV9eWhBBOJLM8dv8Zzx6/R0hCZTtfY2Bpf0WDZ50awnCA42YQsk0jYImybK54/LWbq6W6np7u9Jou4i9WtUCWloS5MJGKRzLrg+1iGQTrj0toYZSrlYFkmvu9Pz5O7Njfy0ulB4lGbVMbF83xMw+D+2zuxLIujpwdJpt3pDcwN8RB37+ng7r2dtDWWPz2oeM+FXBkTQsxWaoD8TaXUx4GYUuqdwE8AX6/csGqT6mrhfVC2EkWlaK4PnuOhA5sZGk9xvG+E3r4hro+mGJ3M8I2Xr/CNl6/Q0RwNuvd1t9HZHKvYeOaTy/lkch4Zx8MwKLqUaREyDam1LMQaUaiSErYtcjk/uKIWhbqozX/4YFCkaK5qP4U9HLGIRX0sSKPIuh7XR1J89L23845D2zh5YZQjpwY4c2mcyaTD0y9f4emXr7BrcyOH9nZy+87Winz4nr4ylnawDINw2CIcsrBNQz7sC7FOlRog/2fg54Bx4DeBrxGUe1t3KlX4vhTtTTHectcW3nLXFq6NJKdXlocn0gyOpXnqpeAS5aa2OD3dbezf1UZrBVZeFuL7QX1S13NJZlxMwyBUVD5OUjGEWL3mqpIyey/GXPPkF549d9M9HLZlsn9XMG+NTqZ5SQ/ykh5kPJHl7JUJzl6ZIBaxufOWdg7u7WRja7zsP5vvg+v7uPmcZcMAyzLy3UdldVmI9aTUMm8OQUC8LoPiWrSxNc7G1jhvP7iVK0MJevPB8ngiy9XhJFeHk3zt2xfZ1llPT3cb+3a1lX3zS6lyvk/GCVaXC3l/QSqGhW3NDJYLHeCGxtO0N0Uld1aIGlOoklIcns61F2P2KnI4ZOF4uZL2cLQ0RHn7wW289a6tnL40xpFTA5y6MEoq4/L8iWs8f+Ia2zrrObS3kzce3FapH3W6qdKU62AYwepysO/CIhQyMA35sC/EWlVqmbc3E6wgtxYf11qviuYea5lhGGzpqGdLRz3vvLeL53qv8Nzxa0ymHHwfLg5McXFgiq986wLbNzUEwfLONupjoaqMd0atZcMgHDKJRWzCIZNXz43wN/98GtM0iUelA5wQtahQJSXrelimQdb1XrcXY66a8am0S2EnXKl7OEzTYG9XC3u7WphMZjl6epAjpwYZnkhPz21ffuECPbvaOLS3ky0V3Lg8vbqcckjgTO+7CIdMQnaw90IIsXaUmmLx5wSl3voqOBaxTK9dHOOFV68TDltsiNokMy7prIdB0Pr1/NVJzl+d5EvPnad7SxP7d7Vx+85WYpFS3wbllfNnNib5+ncu09kSxzQNHDdH2M0xlXKkA5wQNaTwu/iNl68wNpWhpS7MA/s3zUipmKtmPFGwDKiLhpa0h6MhHuZNd2zhjQc2c+7qBEdODXLi3DCZrMfhUwMcPjXAxtY4B/d2cuct7RWf12bsu8DBMA2iIYtIxMJxZ+9rF0KsNqXOINe11p+s6EiqZQ0llM0+KdXHwoRDHg1RmzfesYXjZ4d55dwoGcfjtUvjvHZpnH969hy3bG2mZ3cbt3a1EAlbCzxLZeRyPueuTBCN2IRDwQaZaMSiIRZiIpGdbjwghKi+QpWUV86P8GzvVV589TovnxnibtXB7i3N89aMT2dc/sMHb1/WcxuGwa7NTeza3MR70jt47coE3zh6iWsjSa6NJPnS8+d5/MUL7NvZxsG9nezc1FDxCj8+4Od8kpn8vgvbZnw8NT2XhSwjX7JuDZ1whFjjSg2Qv6iU+jGCzXnTvYe11v0VGdUKiuYDwozjkvOCVc3Var6T0thUdnrTzPvfkOP0xTF6+4Y51T+K4+Y41T/Kqf5RbCu4nNnT3YbqaiG0wpcMC3WmDSNYQU6kwPE82hujjE5kiEQswlZQc1kIUV2Fcm+WZRINWWTcHM8cu0JjXYTtmxoYGEsHkWPe7HzjuSpdLHYDdDxq85aD2+jZ2cKlwQRHTg1wrG+IrJPj5TNDvHxmiLamKIdUJ3fuaachvjL7MHyKNiqng43KphWspEfCFiFLNisLUetKDZDbgN8CEkXHfIKOeqtayDIJxUwa4yFcL4fngZPL4Tgejpsj5/urZhIrpZFJyDa5fWcrt+9sJet4nLwwyvGzw+j+MVzP58S5EU6cGyEcMrlteysP3rGFDU2RFSl1NF+d6Xtu3UDa8UjnS8jZlkkoEibr5gjZslFGiGoolHuLhKzpFdTJjMfXXrzAu+/fwReeO4dtB+kGk0lnRr7xXDnKX3juHO+DJVUJMgyDbZ31bOus5133baf37DBHTg1wcWCK4fE0j3+7nycOX2Tv9qAJyS1bmzHL3ITkZnK+T84F180HzPnycZGwFTRaklJyQtScUgPk9wKbtNbXKzmYago6O5lYJoQxMaI2OT9om+p4ORwnF2xGydVuwLzYRibhkMWB3e0c2N1OOuvy6vlRevuGOXNpbMYKTCxicfuOoHvfzs2NZe9uVVBKnWnfB8fNMZV2GJlIB1UxLJNwJN+gxJQTjRArYa5yb2HbZHAszW07WnG9HE8evkgm67F9QwP33b6BrR11uJ4/Z45yluB3f7llNCNhi0N7Ozm0t5NrI0kOnxrg5dcGSWU8Xj0/yqvnR2mqC3O36uBu1VmWTqiLlcv5ZHMeWcdjKl83PhKWRiVrjVRlWt1KDZAHgMFKDqTW+H6QLWZbwaf7vsvDfP3oJSaTDh3NMQ7u7aRrQwNezieXq42IeTmNTKJhm7v2dHDXng4SaYcTZ0c4fnaYc1cmSGU8juhBjuhB6mIh9u9spWd3G10bGjDLnNu32DrTuZxPOndjdXn6RGObhEImhpxqhKiIQrm3SOjGFausm6O9Kai9XshTniloKx0KWbRYJulssOgAr6+lXA4bW+O894EdPHJPF6+cH+HIqQHOXplgPJHlX45e5l+OXsYAGuvCvPfBHdy2o3XBxyy36brxKYdkygnmsHwpuXBIPvCvVsUpSFKVaXUqNUA+DjyrlPoiMD2Daa0/UZFR1ZjiN3rYNjl3bZLz1yZ59OE97N3eguv6OJ5H1glWm/0yp2UsJlevHI1M6qIh7r1tA/fetgErbPPM0Yv09g3Tf32KRMrhhVev88Kr12mqC7N/V9DqupLllUpVfKIptL+Ohi2iYZuQZVLl4QmxphTKvWUIVo6zbnDF6pF7u4D5V89sy8C2DNK5HG1NUdxcjlTaYzKZrdhqbsg2uWN3O3fsbufwyet86fnzOF4wSfvAeCLLZ544ze07W3jHoS46qtCNtDCWQle/Qim5iB1UxrAtA9s0ZcPyKlGcggQQCVlk8sclQF4dSg2Q44AG9hQdWze/onO+0R2PLz1/ntt2tBIOBfV862P5FAAvh5fzcdwcWcfD8/wlb/4rd67eYjXVR3hg3yYe2LeJ0clM0L3v7DBXhhKMJ7I8e/wqzx6/SmtDhP3dQbC8sTVe9WAZgtXlZNollXaD1tdhi2jYwpYNMkIsW+EkPzsIBviVv3iRK0OJfJ6tydkrE3zyc71sbq/jA2/u5uGD23jsydMkUi71MRvTNGhrjPK2u7dgm0aQylahcR87MwSAaQRlmXO5GyezV86N8sq5UXZsbAhaW+9qnbGnY6Xlcj6prEsqG3T1M4wgdzlk5+svy1xWs+ZLQRoaT1dpRGKxSu2k92/nu00p9b+11t9XviHVnlLf6IVJKmSZhCyIhiyM/OY/x/PJOh5Z11tUtYxK5uotVktDhDfesZk33rGZofHUdPe+gdEUI5MZvvHyFb7x8hU6mmP05IPlaq3EFJtelUnf2CATtkwikSDfrxx5y719Qzz1uV6uDk5JrplYN2anURSuto1PZTEMA9fLkU3msMwguBsYTfHYk6d59OE9PPrwnhnB9Tvv2UZPdzs+wT6DjOORybhlD5ZHJzN4OT8fIAfVJXzfx8vlA2YfzuevEn7x+fPcsTtobb25va6Mo1g83w/GWchdTqS4sQcjnN+DYckKc61YKAVJ1L5yVFJXZXiMmracN3rx5r9oyMIwwPVyuDmfrJNfYb5JHvN8pdvKnau3WO1NMd5611beetdWro0k6T0zRO/ZYUYmMgyOpXjqpUs89dIlNrfF6eluZ393Ky0NtTExvC5v2TCCeqVhi5BpYFmLq1daCAoiYUtyzcS6VrjalvN9LNOYTmPI+RCyjOC4ZfL4i/387PffNefvh0GwABG2TepjoRnBsluG/R4tDRGmUg4535/+LfcxsC3Y2lHHm+/ayuFTA5w8P0o6602nlG1pr+Pg3k4O7G4jGq5Oc6XZZs9lxSvMwYd/A8s0kb3LK2+hFCRR+2rjt7zGzfdG39vVzO/+zdFF7VAtDpgjdrDC7OV8XNenPhoiEbKm85hPXRgllfEYT2Sx8yeLaNh+Xem2atvYGmfjPV08fGgbV4YSHOsb5njfMOOJLFeGk1wZ7ufxb/ezrbOenu429u9qo7FuZeqRLmS6fWy+wL9hgGUZxML2dL3ShVZjCkFBNGzjuDnJNRPrVuFqm22ZuN6NvRi+HwTJdn4fR6mXmYuD5YZYiKyTI+0EHUKXujn6oQOb+dzTfaQyLjlujDEcCfHGO7Zwy9ZmbtnazFTK4TuvDXLk1ACDY2kuDyW4/Ow5vpJvbR1s1K6viXQyeP0KMzAdNFuWgRkKkcy62GaQllGpakQiMF8KkpwTVg8JkEsw1xt9b1czz524tuwdqr4PpmEQDhk0NURwMllyvs+r50f49skBNrTGGJ3KkHVyjE1mqI/nsExj3tJt1WQYBls66tnSUc8j93Zx8foUx/qGOH52hETK4eLAFBcHpvjKty6wY1MDPd3t3L6zlfpYqNpDn+b74Lo+k67DVMoJTuj50kuWGWwuml13WXLNhAgUrrY11oUZmUhjEKQ4BaGYT2NdhKybIxoyS15cmL3Z7133b+e2Ha35VWVv0ZtvVVcLH3hzN4+/eIHh8QyG4dPWFOORe7tmpK3Vx0I81LOZN+zfxIXrkxw5NcDxvhEcN8dLpwd56fQgnS0xDuabkNRFa2ceKygEzYVc5ompLBCcc0wD7MJKs21iGQaWZWJKikbZzF3JRawWEiCXaPYb/Xf/5mhFdqgG5eUMvvz8BcaTWepjYdoaIeMEdedM4Lvu62LX5qaansRMw2D7xga2b2zg3ffv4NyVCXrPDvPKuWFSGY9zVyc5d3WSLz53ju4tTfR0t3HbjlZikdp5SxZqLjtuDihajTGN6aA5ZBls66xjaGJmyovkmon1qHC1zbJMWhoijEyk8XJgWgYtDRFM0yCZcsAwcH0WXFyYq1TWX39N8+jDe+jpbicesWluieNlXdIZl6ybm7GyPF8FoMVU+zEMgx0bG9mxsZH3PODy8pkhjpwc4MpwkoHRFF954QJf+3Y/t+1o5dDeTnZtqf3+WTnfJ+eDm/VIZ2euNhenaFimMV0BqJbPN0JUQu1EI6vMUlcNSy0cXnj84FKZQcg28H0f181x3+2b8oGbRypdnry8SrJMg91bm9i9tYn3PbiDvsvj9PYN8+r5UTKOx2uXxnnt0jj/+Mw59mxrpqe7jb3bW2bkfNeC4tWY4qD50K0b+Jejl6mL2eRyPom0i+UZkmsm1p3ZV9tu2drM3q5mTvWPMTSeprkujG0auDl/zsWF4u9tb4oylXJuuhDh59M2oiGLWNjCy/lkHI9UxuPE2aGyVwCKhm3uu20j9922kctDQWvrl18bIuN4HD87zPGzw0EgfucWbtvWXDOpZKW4WYpGyMpXzbCDcnNSOUOsB+UIkNdlItNSNu4tpnD4fI/fXBeekZcXj4TIuh7JtDvdGruWFVqqjk9liIVNmutCRKMhrgwmcLwcJy+McvLCKCHLRG1vpqe7HbWtmZBdm7tMfB92bGzkwX0eL5wcYHwyTUdzcLl297ZmXC+HZUlnLLF+zHVZ+X35v3v7hvjDzx8n5/uEbIvGujCxiE3YNrkylHjd/DgwkqStKQpF8+B8CxGFdLVY2CYWtjjVP0ZbcwzPDYLmclcA2tJex5Y37OS77uvixNkRDp8c4ML1SUYnM3zhm2f5ogFqW9Daek9Xy6rM+S0EzZmcR8bxIF+b2bZMIiGTkGVh2xIwi7WppABZKfX3wB9rrf95jps/VN4hrQ5L2aG6mMLhpT6+YQSPEw1b0+XkMpl8ObkyNywph+K6zrFoCMfLMZHI8MG3dOPlfHr7hjl9cQzHy3Hi7Agnzo4QCVnctqOFnu42urc0TQfZtUR1tXD/HVsZGUlMH5uYyk5XyQjZFuGwOV1WTi5ZivWmsEBgGEF/S9fzGZlI09oYxTQNXM8nPmt+tC2T8aks8aL83tLSlwzOXBqntTFCPB6iyQyTynikM07ZKwCFbWu6C+nAaIojOlhVnko5nOof41T/GA3xEHfv6eDuvZ20Na7O1Kv50lXMfKm8sGVh2SYh08TKN4OROU6sZqWuIH8e+GWl1B8Bfwp8Sms9AqC1Pl2pwdWypexQXUxaxmIff3Y5OR/wcjncGguY56vr/MIr1/joe2/nwO52UhmXV8+P0Ns3TN/lcTKOx3deG+I7rw0Ri9js29nKg3dsob0+jFnjqzLTVTKyLqks0wHz6zfHvH7znxBrSWGBoKk+zMhkBiNfQWJsMkNTfRjLMgjPulLUWBdiZCKTXwFeXKmswlW4jJPLb4Q2icdCbGyLEw5ZOK5X9t+3zpYY77pvO9/7zr08951LHDk1wJlL40wmHZ5++QpPv3yF7i2NHFSd3L6ztSY/7M9loYZVORdc153us2saBpYF4ZBNJGRimaYEzGLVKbVRyGPAY0qpvcBHgMNKqeeB/661/nYlB1jLFrtDdbFpGcvZAWsAtmliFwLmfIe/VMYlnXWrNlGVUtc5FrG5W3Vyt+pkKuXwyrkgWD5/dYJUxuXwqQEOnxqgPhZi365WDnS3s21DPWaNlFu6mRsB8+s3x1hmcEIpbP6zSygxJ8RqUVggMPLz30TSwXVz+D7TTUNmz4+2bbG5LU59PLzoUlmzr8KNJ9wguD60jbbGCI6XI+PkSKUdXK+8v2i2ZbJ/V1DScnQyzUt6kJf0IOOJLH2XJ+i7PEEsYnPXLUETkg2t8bI+f7kttmFVzvfJueC4TtDQJL8IEA5ZRAoLA5KWIWpcyTnISikTuIWg3bQNDAB/pJT6stb6Vys0vjWlmoXDDSN4zkgojOPZJNPLqyW6VC0NESZSzoz2rTer61wfC3HvbRu497YNTCSyHD8bdO+7ODDFVMrhhVeu88Ir12mqC09379vcXlcztUlLcWPzX3BCAabrMUdCNhE7uGRpSbV/sYoVLxDEoyHi0RAZx6O5Ljwd8M41P35vvmLFYs13FW5/YXOfaWJHTOJhm0xhH4fjlb3FdUtDlLcf3MZb79rKa5fGOHxqIF/j3uW5E9d47sQ1ujbUc1B1sr+7reY2J8PyG1YFAXOwuTnBjYA5EraoSzvTjWUkYBa1pNQc5P8X+LfAWeCPgA9qrR2lVB3QD0iAXIJaKBxeODE0xsPURX3SWXdFK2E8dGAzX3juHFmCCdbxgpNgKXWdG+vCPLh/Ew/u30TONHn26CWO9Q1xdTjJeCLLM71Xeab3Kq2Nkfzqexsba3xlZj6Fesyu60yfUEwzWLmxQ2a+nbnkMovVo5QFgkjI4vpIEjDY0BJdMDheqMV7KVfhDCO4yhYNmWQdn1TGJeOWf/HANI3p8nKTySxHTw9y5NQgwxNp+q9P0X99ii996zwHuts5tLeTLR2180F/sQsbCykOmMOTGcbG0/kFAYuwbPwTNaLUFeRO4F1a62PFB7XWCaXU95V/WGtXLRUOt0yDumiIeNQmlfFIppyKB8qqq4X3wZybPRajvTnGG+/YzBvv2MzgWIrevmF6+4YYHEszMpHh6e9c5unvXKazJUZPdxsHutuD3fCrVM73yXngekGeXyEtI2yZhPId/6T8kqhlN1sgKK7ws6m9jqybI5MvpTif8rd4Dxo2hUNhcn5Q+SKZdoM0kCU82s00xMO86Y4tvPHAZs5eneDIqQFeOTdC1slNp5BtaotzUHVyxy3tVa8Pv5yFjVLkcvnymU6O4koZQWm5/D6NfMtsmd/ESin1t86aHRwrpT6ntf6A1vqJCoxLrCADg3jEJhaxSGWD7lSVLBm3mCL9pehojvG2u7fy1ru2cG0kSW++1fXIZIaB0RT/fOQS/3zkElva69ifT8Norq+dVt1LUUjLSOc80o6HARhFJ5WwZWKtkg1AIjBXjfS3dTRUe1hlNd8CwWIq/Mz+nkq0eL9RLs4m6+RIph0yFdjUZxgG3Zub6N7cRDLt8vKZQQ6fHOD6aIqrw0m++Px5vvriBfbtDFpb79zUUJVV5XItbJQql5u/HnMoZGIXFgQMCZpF5dw0QFZK/TGwBXhIKdVRdFMI2FXJgdWSUpt7rHYGBvGwTV3ExvV8HC9HPGIzaZt4nl/zNZYNw2BTWx2b2up4x6FtXB5MBMHy2WHGE1kuDyW4PJTg8Rf76dpQT093G/t2tdEYXz3F/OfjA/6sk4ppGGBbJJJZwiEryPszwZSTSs2Zr0Z6U1Oc7e2rM01oMZbSeGmlWryHQyaRcATH9UlmHNIZryJzYTxq88C+Tdx/+0YuDU5x+NQgvX1DZJ0cL58Z4uUzQ7Q1RTmUb23dsMLzVrkXNhbj9fWY5+78Z+cXCST1TJTDQivIfwHsAw4Af1903AVeqNSgaslimnusFUHJOAPLtGhpjOJlg13eGccjmXHwXL/slxzLzTAMtnbWs7Wznkfu66L/+iTHzgxz4twIiZQznfP35ecvsHNzIz3dbdy+s5W6onqrq13O9/FyPsm0SzLtUlh4mm6XbQe5foXVGCkzVz3zraB+/ukz/KcP9FR3cCtgKY2XCt8TXsT3LFXQsc/I793Ikc5WroupYRhs62xgW2cD775vO8fPDnP41AAXB6YYHk/z+Lf7eeLwRfZuD5qQ3LK1uebLXVbCzTr/zQ6apYymWIqbBsha6yPAEaXUk1rryys0ppqylEt/a00hYA7SMGwcJ0fG9cg4Lp5X/drKCzENgx0bG9mxsZH3PLCDc1cmONY3xCvnRkhnPc5emeDslQm+8Ox5dm9toqe7jdt2tBANr61O7IX/p7naZc99UjExZSVmRcy3GjowkqzSiFbWUir8FL4nnXUxDWPFqgJZpkldNOhimnE9Eiln+nep3CJhi4N7Ozm4t5NrI0kOnxrg5dcGSWU8Xj0/yqvnR2mqC3O36uDg3s5Vnzq2XDcLmoM621aQ02wasiggFrRQisXfaa3/DfC4Uup1byOt9Zpf2lipy3irhUFwyTEcMmmIhXC9YDNNOhOsMtf6ZGOZBru3NrF7axPvf8NOzlwap7dvmFcvBBtkTl8c4/TFMWzLYM+2Znq629jb1TJjlWqtme+kYhbl/IUsK19qbv2tVK2E+VZQO1dpFZbFWkqFn8JtT33nyrxVLCqpUP0iErLIOB5TqSyuW54JcL6ude99YAeP3NPFK+dHOHJqgLNXJhhPZPmXo5f5+tHL3LKtiYOqk73bW1ZNE5JKu1FGs7AJcGbt+dB00Hxjo7MQsHCKxcfzf/9EpQdSq5Zy6W89CS7Pm9RFLFyPIEevCvWVl8K2TPZub2Hv9hYcN4fuH+VY3zC6fxTX86dXaEK2yd6uFg7sbuOWrc2E7LV/4vF98HwfL78JEJzpUnMhq1BqzsA0gxOKrMQsz3wrqN/z5t3VHtqKWUqFn57udt52304GBycrNKqFGeQDZTs2XU95ORbqWheyTe7Y3c4du9sZHk9zRA9wVA8ymXI4fXGc0xfHqYuFuOuWoFxce3OsLD/nWjKz9nzw/1UImk0TDDtEMuti57vTmqZcTVuPFkqxeCn/9zeUUru01meVUu8G7gI+udQnVUr9HEFd5QzwWa31byql3g58Aojlj/3SUh+/nKrZ3GN1MbAtaIyHqY/5pLJeRTpUVUrINtm3K9i0l8l6nOwfpffMEK9dGsdxcxw/G2z2i4Qsbt/ZQk93O91bGtdV844ZpeaywbHik0rIzNcvtcx8DruUnSvVfCuoB2/dUNXgT5SuuJ5yfWOE5FSajLP4yheL6VrX1hTlnfd08faDW9H9QROS0xfHSKSc6brwOzY1cEh18tDdsqhzM8VBc9pxmZgKJrnZKWjhkJkPnGWlea0rtVHIn+T//v+APwO+BnwK+NeLfcJ8IPz9wCEgAfyDUupR4LeBNwEXgS8rpb5La/3VxT5+udVCc4/VxjQM6iL2zA5VFSiRVCmRsDW9QpPKuNOtrs9eGSfjeBw9PcTR00PEIzb7drWyv7uNnRsbqz3sqig+qbjMETgbwYpzoTRTeB2svi9VLdVIF8thEIuEaGmIkHVzJFLOogLlpXSts/IBm+N4NMZCmGaQk51Iu5y/Osn5q5N86VsXONAdlIvb3F63nB9wXZmdglZonT3japppYlmsqwWT9aDUXUh3A/cAPwf8pdb655VSR5b4nHcCX9NaTwAopR4HPgq8prU+lz/2GeCDQNUDZJAT11LN6FDlBl37Vkv6RUEsYk9vkplKOZw4F7S6vnB1kmTG5dsnB/j2yQEaYiEO3rYBtbWJbZ31NdMBq1qmA2eCFedUlulazdGQRaw+K+1lxZrm+0Fg29IQIePkSKZKq6W8lK51xWkZ8VgIx8sRwufhg1u5OpLk5PmgtfULr17nhVevs6W9joN7Ozmwu23NbUZeCXNdTTPzCwK2bRIKWYTy1TMkaF69Sv3NMLXWOaXUw8Bv5Y8tdffIUeAPlFK/DSSB9wFvAD5bdJ+rwNYlPn5Jjpy8zmefOCWrwivCIGwbhO0g/cLxcmQyQW7ragqW62Mh7rttI/fdtpHxqQzHz47Q2zfEpcEEkymHr790ia+/dInm+jA93W30dLezqS2+7oPlgkKt5mTGZXwqy9h4mrBlEo5Y0jpbrFm+H6TnhRvCZB2fRNohe5NAeSld6+ZKywDouzzOR997O1MpB31pnG8cvcTQeDqoCf/sOb7ywgV6drVx6NZO+WC/TDnfJ+eDm/VIZ29sdrYMI9gIGA5SM0K27NlYLQy/hP8lpdTfAfXA7cBu4NME3fW+dylPqpT6f4APAyPAPwP/BfiM1voH87c/DPyU1vqREh5uB3BuMc9/5OR1/uTzvdi2Mb0D2XV9PvY9PRy8dcNiHkosg+flSGZcUmkXx6tMmaSVMDiW4qWT1zn86nUuD07NuK2zJcbBWzdw8LYNbG6vr9IIVwfDCAKCsF3YBBjk/MlJe1FKfbF2sMh5U5RPKuMwlXTJut6ct5/oG+KJF/sZHk/R1hTjHfd2se8mCzi/8MfPURexZvyu+L5PMuPxm//XgzOOnbk0xnPHrvLSqeszytNtaq/jwZ7N3LdvI/VroHlSrTIMsE2TcMgiZBuEQ/a62Phd4+acN0sNkOuAfwU8q7U+r5T6UeCvtNaLLtKplGoAWrXWF/Jf/wzwLsDTWr89f+wHgbdorT9SwkPuAM4ND0+VvBr5u39zlKm0M+PSR8bxaK4L87Pff9eifp5y6uhoqLkNOSszJh/H84Pi+xm3pP/H1tY6RkYSFR7X4rS21nHq7BDH+4bp7RticGxmKcANLbF8uk4bbStUBaUWXycobVyFPL9CwGwXlWGqxOrLWvj96+hoWFSAvJh5sxZfH6jNcZUyJsOAjJNjMplddh3lP//iK69Ly8i6QT7yR997O/D637l01uXlM0McOTXIlaEbxy3T4LYdrRza28muLY1BR84KqsU5aiXH1BAPldSgqhbf51Cb4yrXvFlSioXWOqGUegZoVUq1At8G9hKkSyzWTuCvlFIHgTrg3+X//K1SajfBqsb3E2wCrIih8TRN9eEZFRbWc23j6jMIWQahmEld1A469qUdnDLVFF1Jnc0x3nb3Vt561xaujSTp7QtylkcnM1wfTfHkkYs8eeQiWzrq6OluY/+utnVf3H8+M/L8MjdymC0TwrYdbPyT1rJilSqkXrQ2RkllXBIpB2+JKWdLScuIhu3plLHLQwkOn7zOsTPDZBxvumpPS0OEg6qTu1UHjXWyqizWl1KrWPwG8NPAAEx3GfaBXYt9Qq11r1Lq74FewAL+QGv9nFLqwwTtrKPAV4DPLfaxS9XeFH3dCrLUNq4NpmEQC9tEwzaO45FIuzfN16tVhmGwqa2OTW11vOPQNi4NTtF7JjjpTCQdLg8muDyY4Ksv9LN9QwM93W3s29VKg1zanFchhzmoXepAemYJpnAoSMmw8l8LsRoYQDxiEw1bJNJuyVfRiqmuFt4HczYXKcWW9jq2PLSLd92/nRNnRzh8aoAL1yYZnczw5JGL/PNLF1HbWji0t4M9XS1S4kysC6Vu0vtBYLfW+ko5nlRr/V8I8o6Ljz0FHCjH4y/kkXu7+NunzuAaXllrG/f2DUk5uDIJOvZZRMIWWTdHMu2SyXrkVlukTBDAbetsYFtnA991/3YuXJukt2+YE2eHSaRdLlyf5ML1Sb70rfPs3NTIge42bt/ZSryEy27r3XxdAC3DKNpNbkoXQFHzTMOgIRaiLmIxlQ+UFzPdqa6WkgPi+YRti7v2dHDXng4GRlNBE5LTgyTTLqf6RznVP0pDPMTde4LW1q2Nsqgk1q5SA+SL5QqOa0FPdztNTfGyVrHo7RvisSdPB2V2ojZjiSyPPXl6+vmW87jrOegulEpqrg/jekFdz3Rm7o0tq4FpGOzc1MjOTY2854EdnL0yTu+ZYV45P0I663H2ygRnr0zwT8+e55atTfR0t3HrjhYpxbQIvg+u78/YTV4owRSyb9Rklt3k5bHe56hyM02TxniYeCTEVCq7pGYj5dDZEuNd923nHYe2cfLCKEdODXDm0jiTSYenX77C0y9foXtLIwdVJ7fvbJWrNmLNKfWs+5RS6neBfwJShYNa66XkINeEg7duYHv7UivVvd7jL/ZjWeZ0S+pIyCKTP77Uk0Wlgu7VyPeDIuyN8TB10RyRiM2YaayqMnGzWabBLVubuWVrM+/3dvLapXF6+4Y4eX6UrJtDXxxDXxzDtgzUthb2d7exd3vzjI04ojQ3SjDlazIXNTIpdMiKpx28XE7qli6CzFGVY1vGdA3lRMoh63hUY7azLZP9u4L9EqOTaY7oQY7qQcYTWfouT9B3eYJYxOauW9o5uLeTDa3lO6+uZbp/lGeOXcG2LWzL4B2HtsnvTI0pNUD+cP7vDxYdW1IO8lo1NJ4mHp35ci53418lgu61wDJNWhqjZNPZYHNLevE5e7XGtkxu3d7CrdtbyLoeun+M3r5hdP8orufzyvkRXjk/Qtg22bu9hZ7uNvZsa5ZVmyWa2cgkWGkOTWYYHU9jmQbh/EpzyDJlE+BNyBxVWcU1lDNOjqlUtqqbl1saojx8cBtvu2srpy+NcfjkALo/aELy3IlrPHfiGl0b6jm0t5P9u9oIh+TD/FyKG7tsbgsxPJGRD5Y1qNQqFjsrPZDVrr0pylgiO32igOVv/KtE0L2WmIZBXTRELGKvmUAZgjzAwopNOuty8sIovX3DvHZxnKybm66MEQ1b3LajlZ7uNrq3NEmObRn4Prief6NyxqxNgLaVLzVnmJimBM0yR62UoGZ/2I6RclySSQe3inOdaRrs7Wphb1cLk8ksR08PcvjUACMTGfqvT9F/fYovPX+Bnu6gCcmW9jqpZ16kuLGLYRiEQxZezpcPljWm1CoW9cDvALcSrCL/NkEjj6mbfuM68si9XTz25GkyULaNf5UIuteitRooQ1CK6c5bOrjzlg6SaZdXz4/Q2zdM35Vx0lmPo6cHOXp6kHjUZt/OVnq629mxsQFTguWymG8TYCFoDtnBn/Vabm41zVFrIVfaMCAetomFLVIZb1ml4cqlIR7mTXds4aEDmzl/dYLDpwZ45dwIGcfj8KkBDp8aYFNbnIOqkztuaScWkf0Uo5MZohH5YFnrSn2nfpKg/fMGIA00An9KUK9YcOOySDkn4EoE3WtZcaCczLgk11CgDBCP2hzc28nBvZ1MJrO8ci4Ils9fmySZdvn2yQG+fXKAhniI/bva6Oluo6VF8gHLTYLmG1bLHLXWcqUNjOnScLWyKGAaBrs2N7FrcxPJtMvLZwY5fHKA66Mprg4n+eLz5/nqixfYt7ONg3s72bmpYd2uKrc0ROZo7FKbHyzXs1ID5Du11h9RSr1La51USj0KnKjkwFajoEta+SbbSgTd64FpGNRHQ8TC9nQr6+WUhytsplhKfdFKaYiHue/2jdx3+0bGpzIcPztCb98QlwYTTCYdnj9xjedPXKP16335leU2NrXF1+0JqdLWa9C8WuaotZorXVgUiJZpriuXeNTmgX2buP/2jVwaTHD41AC9Z4bIujlePjPEy2eGaG+KcnBvJ2+9p7Y+TK2E4sYuvu+Tdbya/GC53pUaIM+uq2UBy+uNKUpS7qB7PbHMG3VFE5nS21gXK95MEY3YTKQcvvDcOd4HVQ+SC5rqI7yhZxNv6NnE8EQ63+p6mGsjSUYm0nzz2BW+eewK7U1Rerrb6Olup7MltujnqcUPCrWslKA5aJ1tYpms2uoZq2GOWuu50oW5Lh6xmEq5pLOLq6FcKUEN+Hq2ddbz7vu203t2mCOnBrg4MMXQeJrHX+znicMXubWrhYN7O7hla/O6SA8rbuySzuZoqgtLFYsaVGqA/E2l1MeBmFLqncBPAE9XbFRClJFpmjTETOL51IvFBMrFmykg2ECXzR+vxeCwrTHKm+/cwpvv3ML10SRnrkzy4omrDI2nGRpP8y9HL/MvRy+zsTWeD5bbSir2vxo+KKwGcwbN5EvOmcH7KxKxiEgpv7JaTbnSy2GZQc34rGuTSDpBDeVqDyovErY4tLeTQ3s7uTqc4Ige5OXXBkllvOkqPU11Ye5WQROS5vpItYdcUYXGLg3xEHXSFKomlRog/2fg54Bx4DeBrwG/UalBCVEJN1ZZbFLZ0nKU59pMEbJMRiczlRxqWWxoiXNrdwcP3NbJ1eFkvvrFEGNTWa6NJLk2kuSJwxfZ2lFHT3c7+3e10jTPSWm1fVBYTXzyJec8cL1g5S9SLwFyOa2WXOlyKDRXammMkMl6TKSyuFUsDTeXTW11vPeBOh65p4sLgwmefukiZ69MMJ7I8i9HL/P1o5e5ZVsTB/du4Nbtzav26opY3UoNkN81uz20UuoHgb+uyKiEqCDLvJGjvFCgPNdmCsfL0dKwelY3DMNgc3sdm9vreOc927g4MMWxfKvryaTDpcEElwYTfOWFC+zY2EBPdxv7drVRH7uxqrGaPygIsVpypcvJ9yEcsmgPxUikHWpx+0HINrnn9o3s3tTA0HiKl/QgL+lBplIOpy+Oc/riOHWxEHfvaeeg6qS9efGpYUIs1U0DZKXUe4EQ8F+VUibB1UDyx34dCZArbi2UJqpVhUA5fpOqF8WbKUKWieMFK08PHdhcnUEvk2EYdG1ooGtDA+++bzvnr03Q2zfMibMjJDMu569Ncv7aJF98/jzdm4NW17ftaF0THxTE+rYacqUrpS4aorEpRmIyXbXW1Qtpb4rxznu6ePvBrej+MQ6fGuD0xTESKYdvHrvKN49dZcemBg6pTvbtaiNkL25VWfZQiMVaaAX5DuCtQCfwk0XHXeAPKjQmkbfWShPVqkLVi3jEJpGemaNcvJlirU2spnmjLNN7H9xB3+UgWH71/AjprMeZy+OcuTzOPz17jk1tcZJph1zEJ2Jbq/6DghDrTSRkBa2rsx6TKQfHrc199pZpctuOVm7b0cr4VIaXTg9y5NQAY1NZzl+d5PzV4AP8HbuD1tab2+sWfEzZQyGW4qYBciGtQin1Y1rrP1qhMYm8tVqaqFaZxo0c5eLNfIXNFGuZZZrs2dbMnm3NuN5OXrs4xrG+YU5eGMVxc1waTACQSnvYlkFLQ4R33rd9zb8uQqwlhbSL1pBFxgkajdRqoAxBhZ633rWVN9+5hb7L4xw+OcDJC6Oksx4vvHqdF169zpaOOg6qTg7sbiManjukkT0UYilKzUH+S6XUDwOt3EizQGv9iYqMSgBrvzRRrSrezLfYqhdrgW2Z3LqjlVt3tJJ1PE71B62uT18cw/V8HM9nYCzN/3m6j1fOjbK/u41btjZhW7KRRojVwACiIYtIyCLreCTS7nRVlVpkGga3bG3mlq3NTKUcvvNa0IRkaDzN5cEElwfP8ZUXLtCzK2hC0rWhfkbNd9lDIZai5AAZ2Akch+mqMesnYqiS9VKaqFYV1xZNLrGO8moXDlnTuZvprMvJ80Gw/NqlcbLOjaL/0bDF7fmGJLs2N2Gtg1qmojYcOXmdzz5xSvZpLIFBcGUyHLJIZV0Syeq3rl5IfSzEQz2becP+TVy4PsmRUwMc7xvBcXO8dHqQl04P0tkS46Dq5M497dRFQ7KHQixJqQHyAeBWrbVbycGImdZTaaJaZk3XUV6/gTJANGxz554O7tzTQTLt8Mq5EY71DXPu6gTprDe9A70uarMv3+p6+8YGzFrcPi/WhN6+If72qTNgIPs0lsEA4mGbaKh2WlcvxDAMdmxsZMfGRt59v8uxviGOnBzgynCSgdEUX3nhAl/7dj+37Wile0sTh09dB9bGZmuxMkoNkC9WdBRiTuuxNFEts5bRcGStiUdDHLp1A4du3cBkMsuJsyMc6xui//oUibTLi69e58VXr9NYF2b/rlZ6utvZ2lEnra7XoGpW2nn8xX5s25iukyv7NJan0Lo6FrGZSjmkMrXRkW8hsYjNfbdt5L7bNnJ5KMHhk9c5dmaYjONx/Owwx88GK88GOZysR1tTdM1sthaVU2qAfBz4ulLqcSBVOCg5yJW3nksT1aqlNBxZyxriYe7ft5H7921kbCoTtLo+O8zlwQQTiSzPHb/Gc8ev0dIQme7e19ISr/awRRlUu9LO0Hiapvowrnfj90/2aSyfaRg0xsNEw0GgXMv5ybNtaa9jy0O7eNf92zlxdoTDJwe4cH2SqZQDgGnApvZ6cjkfL+dLOpiYV6kBciPwGtBdwbEIsaoU11FOpN2aLMS/0prrgzJ4Dx3YzPB4erp73/XRFKOTGb7x8hW+8fIVNrbFuX1HkLPcIcX/V61qV9ppb4oylXZmdFqTfRrlE7ZNWhoipPP5ye4qWggI2xZ37engrj0dDIymOKIHOHp6kGTa5VT/KKf6R2mIh7h7T9DaurVR3jNipoUahfyd1vrfAAfnuHn1/KYIUUGF8nBNTTFSiQzpjEduNVyXrLC2pihvuWsLb7lrC9dHkvSeHaa3b5jh8TTXhpNcG07y1EuX2NQWp6e7jf272uQktcpUu9LOI/d28bdPncE1PNmnUSEGEAvbRMMWqaxHMuXMWLFfDTpbYrzrvu2849A2Tl4Y5fDJAc5cHmcy6fD0y1d4+uUrdG9p5KDq5PadrdUerqgRC60gfzz/909UeiBCrHbhkEVjPExdNEci7UqgXGRDa5yHW+O8/e6tXBlOcvryOIdfucbYVJarw0muDif52rcvsq2znv272tjf3UZTXbjawxYLqHalnZ7udpqa4lLFYgUYGMTDNrGQTcat/RrKc7EtM5hfdrUxMpEONhafHmQikaXv8gR9lyeIR2zu79nEvh0tbJBUsHVtoUYhL+X//sbKDEeI1c8yzelAeT1XvZiLYRhsaa9j/55O3tSziYvXp+g9O8yJvmEmUw4XB6a4ODDFV1+4wPZNDfR0t7FvZxv1sVC1hy7mUAuVdg7euoHt7RLIrBTDyNdQti2SWZdEylmV81trY5SHD23jrXdv5bVLYxw+OYDuHyWZcXnq8EWeOnyRrg31HNrbyf5dbYSLPgSK9aHUHGQhxCIVl4dLZb11v5lvNtMw2L6xge0bG3j3fds5dzVodf3KuRGSGXe6reyXnjtP95YmerrbuG1HK7GITFu1QirtrF+GAXURm1jIZCLlkMl4qzLv0jIN9na1sLerhYlklqN6kO+8NsTgWIr+61P0X5/iS89f4MDuoAnJlnapxrNeyJlGiAqzTJP6aFAeLu14pNIOruuvypNJpZimQfeWJrq3NPG+N+zgzKVxjp8d5pVzo2Qcj9cujfPapXH+8Zlz3LK1mZ7dbdy6vWXGpX1RHVJpZ30zTZOW+gjpsMdkMrvq8pOLNcbDvPnOLXz3W2/hpRNXOaIHeOXcCBnH49snB/j2yQE2tcU5qDq545Z2+bC+xsn/rhArxDSCHL542Cbr5EimHTKutyrqjK4kyzRRXS2orhbe/4Ycr10a49iZYU5dGMXxctM70EOWidreTM+uNlRXCyFbWl0LUQ2+n+/I1xQlkXZJptxVvf/CNG58YE+mXV4+M8iRU4NcGwn2S3zx+fN89cUL7NvZxqFbO9mxsUFWldcgCZCFqIJwyCQSjuB4OVKSpzyvkG1y245WbtvRSsbxOHVhlONnh9H9YzhejhNnRzhxdoRwyOS27UHZuN1bm7AtCZaFWGkGQenLaNhmKpElvQL1k3X/KM8cu8LoZIaWhkjZG4DEozYP7NvE/bdv5NLgFIdPDtDbN0zWzfHymSFePjNEe1N0urV1Q1w2F68VEiALUSW+D3Y+T7kuapPKeqt2w8tKiIQsDuxu58DudtJZl1fPj9LbN8yZS+NknRsnq1jEytdYbmfn5kZpBFBl1ey0J6rDNg2aG8KknRxTiWzF6ifr/lG+8Nw5LMskGrGZSDl84blzvA/K3iXPMAy2dTawrbOBd9+/g96zwxw5NcDFgSmGxtM8/u1+njh8kVu3t3Do1k52b2nClLlnVZMAeQ2QE9DqZxoGdRGbaMgikV49LV6rJRq2p5sAJNIOr5wbobdvmHNXJkhlPI7oQY7oQepiIfbtDFaWt29swJTLoCuq2p32RDUZRIvTLtJO2ee0Z45dwbJMwnawFyFsW2TzxyvZRjoStji0t5NDezu5NpLk8KkBXn5tkFTG45XzI7xyfoSmujB3q6AJSXN9pGJjEZUjAfIqJyegtcUyDZrqwsQiNqmM1FIuRV00xD23buCeWzcwkcxy4uwIvX1D9F+fIpFyePHV67z46nWa6sLs3xW0ut7SITvRV0K1O+2J6is0UoqErLK3rR6dzBCdtVEuZJmMTmbK9hwL2dga570P7OCRe7p45dwIh08NcO7qBOOJLP9y9DJfP3qZW7Y1cVB1cuuOlhldH0VtkwB5lZMT0Nrj+8EkHyqupZxe3ZteVkpjPMwD+zbywL6NjE5mON43TO/ZYa4MJRhPZHn2+FWePX6V1oZI0L2vu42NrXEJliuk2p32RO0I2yatDRHSjsdUKovrLn8+a2mIMJFypleQARwvR0vDyq/YhmyTO25p545b2hkaTwVNSPQgUymH0xfHOX1xnLpYiLv3tHNQddLeHFvxMYrFkQB5FbhZCoWcgNa24lrKkymHTFaqXpSqpSHCG+/YzBvv2MzQWGq61fXAaIqRycx0i9mO5hg93W288e5tSDuS8ip02svlfCYSWVwvh2kYdLZIcLBeBU1GYqSdoMnIcjx0YDNfeO4cWYJFBccLGtU8dGBzeQa7RO1NMd55TxdvP7gV3R80ITl9aYxEyuGbx67yzWNX2bmpgYN7O7nv9g3UycxTkyRArnELpVBUu9WrWBlWvtZoxsmRTEl5uMVqb47x1ru28ta7tnJtJEnvmSF6zw4zMpFhcCzFUy9d4qmXLrG5LU5Pdzv7u1tpaZDfoeV65N4uPvWVUyRSWcDAMMDLB8u9fUNylWudMgyIhW2iYYtoLMS4aeAtYSOf6mrhfVDRKhbLYZk3qvCMTWXyq8oDjE1lOXd1knNXJ3nqyCV+7SP3SLfQGiQBco1bKIWiFlq9ipXh+8H/caQxQtbNkUjLivJSbGyNs/GeLh4+tI3LQ4kgDaNvmPFElivDSa4M9/P4t/vZ1lkfpGHsaqOxTko3LUVPdzuNMZt0xsXL+ViWSWM8hGWZkgYmMDBorI/Q1hRlKrW0zcmFmum1rrk+wtvu3spb7tpC3+VxDp8a4OT5UaZSDo6bq/bwxBwkQK5xC6VQSKvX9aeQo9xSL3WUl8MwDLZ21LO1o5533tvFWMrl2e9c4vjZERIph4sDU1wcmOIr37rAjk2N9HS3sW9XK3VRWelZjLSTY2PbzDxv3/clDUxMM41gc3I0bJd9I1+tMQ2DW7Y2c8vWZlIZl1jEqkrOtFiYBMg1rpQUCmn1uj4V11GOR2zSWZdU2q1YzdG1zDQMdm9tpjUe4j337+Dc1QmO9Q3zyrlhUhmPc1cnOHd1gi8+d47uLU30dLdx245WaTVbAkkDE6UoXCFraYiQyrokks6S0i5Wk1jEpiEuH7hrlczuNU5SKEQpLNOgLhoiHrVJZqThyHKY5o02s+97cAdnLo9zvG+YV8+PknE8Xrs0zmuXxvnHZ86xZ1szPd1t7N3eMiMAFDfIHCYWwwDi4UJNeFcq+IiqqUqArJT6AeDn819+VWv900qptwOfAGLAZ7XWv1SNsdUaSaEQi2EQNByJhUwmU261h7Pq2ZbJ3q4W9na14Lg59MUxjvcNcepC0Or65IVRTl4YJWSZ7N3eTE93O3u2NROypdZpgcxhYikK9ZNjkaB+suy3ECttxQNkpVQc+CSwBxgDnlNKvRf4Q+BNwEXgy0qp79Jaf3Wlx1eLJIVCLJZpmjTXh4nXR5icSOKUoeboeheyTfbtbGXfzlYyjsepC0Gr69MXg2D5+NkRjp8dIRKyuG1HCz3dbeze2iSNAZA5TCydXVTBZ63nJ4vaUo0VZAswgTogAYSACeA1rfU5AKXUZ4APAhIgC7FEvg/xaIjWhhjJrCtpF2UUCVkc2N3Ogd3tpDIur54PWl33XR4n43h857UhvvPaELGIPd3qeuemRkxTGpIIsViF/OTpRiPJLK4nc5moLMOvwjULpdT/DfwukAS+Afwf4N1a6x/I3/524Ge11u8o4eF2AOcqNFQh1oys4zGZdMhkXeTUUhmTySxHTw1w5OR1zlwcm/E6N9aFuXtvJ3ffuoFdW5ow5+neFwlZy+myVWoEvoMamDePnLzO558+w/WRJBta43zPm3dz8NYN1R6WqHGel2Mq6ZDIOKs+7aI+GqJJqlhU25zzZjVSLHqAjwDbgXHgMwTpFsVvcwNYVGHA4eGpRa2OdXQ0MDg4uZinqDgZU+lqcVyrYUyGAXg5ksnqNhtpba1jZCRRnSefR7nGtH9HC/t3tDCRyHI8373v4sAUE4ksX3/pEl9/6RJNdWF6utvo6W5jc3vdjBJosbCN7wT544t9T3V0NCxqrIuZN5f6/p6vE2hxE6RoyGRwNMkffe5lHn14z6LSMVbD710tqMUxwfLGZeZ8Euml1U++mZWcn5x4iGw6u+D91uL/X6WUa96sRorFO4GntNYDAEqpTwM/DRQnFm0Erqz80IRY2wo1lJsbwmQdn6m05PRVSmNdmAf3b+LB/ZsYmUhz/Owwx/uGuTKcZDyR5ZneqzzTe5XWxkg+R7eNja3xag+7rG7WCXShJkhCLMQy10/9ZLHyqhEgHwN+VylVR5Bi8V7gReBRpdRugst+3w98qgpjE2KdMAiHDFpCETKOx1QiK/WTK6i1Mcqb7tjCm+7YwuBYit6+YXr7hhgcSzMykeHp71zm6e9cprMlxr23buD9b9i5JvKVbxYEL9QESYhSSH6yqJQVD5C11k8ope4EXgIc4NvArwFPAn8PRIGvAJ9b6bEJsd4YQDRkEWmOkki7JFNSc7TSOppjvO3urbz1ri1cG0nS2xesLI9MZhgYTfHF58+zfWMDd+3pqPZQl+1mQbA0EKkN86XArEbRkEW0KUYyE2xKXuuNRkRlVaUOstb648DHZx1+CjhQheEIse4ZGNRHQ8TCFpNSc3RFGIbBprY6NrXV8Y5D27g8mKC3b5hU1mXPtuZqD68sbhYESwOR6rtZCsxKBMm9fUM89blerg5OlTU4j0dsomFpNCKWRzrpCSGmWYWao9kck6ksjruovbJiiQzDYGtnPVs764mFbepja6P97M2CYGkgUn3VzAMvBOeRsFWR4FwajYjlkgBZCDGD70M4ZNIaipLKuiSTjuQniyXp6W7n/NUJnjh8iXTWJRq2ecehrdMBkDQQqa5q5oEXgvNo2MZxcxULzu2iD/2yKVkshrR4EkLMyQDiYZvWpih1sdC8dXuFmE9v3xDPnbhGY32YrZ31NNaHee7ENXr7hqo9NEGQApOddZVopfLAh8bThGe1ZK9UcF740N/SEKGpPoy9BjbAisqTAFkIcVOFS5WtTVGiYQuJk0Wpii/hG4ZBJGRhWSaPv9hf7aEJghQYz8uRcTx83yfjeCuWB16N4NwgqDPe1hylIR5aE5ViROVIgCyEKIltGrQ0RGipjxIu2nQlxHxWcpVQLF5PdzuPPryH5rowybRLc1140Y1alqoQnKez7ooH5wYGddEQ7Y0R4lFbPvSLOUkOshCiZDfyk4Oao4lUFseV/GQxNynlVvuqlQdeeM6nvnOl7FUsSmWa5nSjkUTKISP5yaKIBMhCiCWJhiwioRhZxyORdnEcj3KFyrp/lGeOXWF0MkNLQ4SHDmxGdbWU6dFr//nXCinlJm6mp7udt923s6qtiguNRsINYdJOjqnUwm2fxfogAbIQYskMgtJQkZBF1smRSDtk3eWVU9L9o3zhuXPBDveIzUTK4QvPneN9sCJBarWffy1Zy6Xc1lKDDQFgBI1GQjEisRBjpkFOqvesaxIgCyHKIhwyiYQjZJwcybST3/iz+Md55tgVLMskbAeX5cO2RTZ/fCUC1Go//1qzFku5VbvBhqisxvoI7U357qJpR+onr1OySU8IUTaFy5UtDRFaG6PEIovfADM6mSFkzZyaQpbJ6GSmjCOt3ecXtU+qc6x9heo9bY2xoHpPtQckVpwEyEKIsvP9IKhsrg/T1hQlHrVLrqPc0hDB8WaWf3K8HC0NkUoMteaeX9Q+qc6xftiWQXN9mOaGCLYlYfJ6IgGyEKJifD/oZNUYD9PWFAkajixQe/ShA5vxvFw+l9kn6wblnx46sHlFxlzt5xe1r5oNNkQ1BFcJCh/2pSzc+iABshBiRVimSUMsRHtTlPro/IGy6mrhfQ/upDEWIp1xaYyFeN+DO1cs/7fazy9qXzUbbIjqMTBoqgvTUh+RbnzrgGzSE0KsKNMwaGqIkEpGSaQdUhn3dZtgVFdLVQPSaj+/qG1ruTqHuLmgFrxFa1OUqdTc85dYGyRAFkJUhWUaNMbDxCMhppLZYDWu2oMSokRrsTqHKJ1pBKvJ4ZDFVCKLKyXh1hxJsRBCVJVtGTQ35DfB2HLZUgixOvh+0DCptSlKNCKVLtYaCZCFEDUgvwmmMUpDfOGNfEIIUStMw6C5LkxTg+QmryWSYiGEqBkGBnXRELGwxWTKJZ2V/D4hxMpbfKfEoBNfON9gJJV2ycnktapJgCyEqDmmGdRQzjg2U8ns60pqCSFEpRw5eX3JnRILDUZiEfvG3gqJk1clSbEQQtSk6a58jVEa68Ny6VIIsSI+//SZZXdKtE2DloYILfURQraEWquRrCCLNW/xl8pELTGAeNgmFrZIZjySKQdPdowLISrk+kiSaGj5nRKnS8KFLFJZl0RS5q7VRD7WiDWtt2+Ix548zVgiO+NSWW/fULWHJhbJwKAuYtPWJBv5hBCVs6E1XtZOiYUP+W1NUepiIenEt0pIgCzWtMdf7F/2pTJRW0wj2MjX3hSlXgJlIUSZfc+bd1ekU2IhP7mtMUY0JGXhap0EyGJNGxpPE7aXf6lM1B7TMKiPhmhrDFZlJFAWQpTDwVs38OjDe2iuC5NMuzTXhXn04T1lS80r1H5vaYjIvFXDJAdZrGntTVHGElkiIWv62HIulYnaY5nBqkxdxCKR8aS8khBi2SrfKdEgHLIwDKTKRY2SFWSxpj1yb1dFLpWJ2mOaZnD5silCPGpLnp8QouZJcFy7ZAVZrGmFFQCpYrF+WKZJU12YeCTEVErqkAohhFg8CZDFmlf5S2Wi1vh+kOfX0hAh4+SYTGZxpNmIEEKIEkmKhRBizSo0G2ltjNJYF5YNMUIIIUoiK8hCiDXPAOIRm0jIIpF2SGVcSbsQQggxL1lBFkKsG5Zp0FQXpqUhSriosokQQghRTAJkIcS6Uki7aGmI0FgfxpK0CyGEELNIioUQYl0qtH+NhiymUo50tRJCCDFNAmQhxLpmGgaN8TD1jREmJ9NkHa/aQxJCVEBv35CU/BQlkwBZCCGAWCRES0OEdNYlkXRwc7KLT4i1ordviMeePI1lmcSjNmOJLI89eRpAgmQxJ8lBFkKIPAOIhW1am6LUxULSjU+INeLxF/uxLJNIyMIwDCIhC8syefzF/moPTdQoCZCFEGIW0zBoiIVobYwSkWoXQqx6Q+NpwvbMkCdsmwyNp6s0IlHrVjzFQin1UeAnig7tBP4a+EfgE0AM+KzW+pdWemxCCFEsZJm0NIRJOzmmEllJuxBilWpvijKWyM74wJt1c7Q3Ras4KlHLVnwFWWv951rrO7TWdwCPAgPAx4FPAe8HbgUOKaW+a6XHJoQQr2cQDVnTaRem5F0Iseo8cm8Xnpcj43j4vk/G8fC8HI/c21XtoYkaVe1Nen8M/AKwC3hNa30OQCn1GeCDwFerODYhhJhWSLuIhW2mktngRFvtQQkhSlLYiCdVLESpDL9K/VaVUm8HfltrfUgp9X3Au7XWP1B0289qrd9RwkPtAM5VbqRCCDGT7/sk0w5TFah2EQlZtDfHlvrtpS5v70DmTSGEgHnmzWquIH+MIOcYglSP4rOMAeQW82DDw1PkFnGi6uhoYHBwcjFPUXEyptLV4rhkTKWrxXEtZUyGD57jkkg7uG55AuVY2MZ33CWNqaOjYVHPtZh5sxb/z6A2xyVjKl0tjkvGVLpaHFe55s2qBMhKqTDwJuDD+UOXgE1Fd9kIXFnhYQkhxKIYRhDQRsM2WccjmXbJuh5VujAnhBCiTKq1gtwDnNZaJ/JfvwgopdRugst+30+waU8IIWqeQZAaEQ1bZJwcqYxLJuuRk0hZCCFWpWoFyLsIVo0B0FqnlVIfBv4eiAJfAT5XnaEJuNGSc2QqS2t9WDYzCFEC3w9qq0ZCYVwvRzLjkcq4i0r/EkIIUX1VCZC11n8H/N2sY08BB6oxHjFTcUvOhpi05BRisXwfLNOkIWZSF7VJZz2SaQfXk0BZCCFWA+mkJ15HWnIKUT6mYRCP2LQ1xWhuiBAOWdLCWgghaly16yCLGjQ0niYenfnWkJacQiyPAURDFtGQSdYNysQFTQuqPTIhhBCzyQqyeJ32pihZd2aVPWnJKUS5GIRtk5aGCG2F7nymLCkLIUQtkQBZvI605BSi8nwfbNOkIRaivSlKfVwCZSGEqBWSYiFep7gl5+hUlhapYiFERZmGQX00aGPtuF61hyOEEOueBMhiTj3d7fR0t9dklxwh1irLNLDCMi0LIUS1SYqFEEIIIYQQRSRAFkIIIYQQoogEyEIIIYQQQhSRAFkIIYQQQogiEiALIYQQQghRRAJkIYQQQgghikiALIQQQgghRBEJkIUQQgghhCgiAbIQQgghhBBFJEAWQgghhBCiiATIQgghhBBCFLGrPYDVqLdviMdf7GdoPE17U5RH7u2ip7u92sMSQgghhBBlIAHyIvX2DfHYk6exLJN41GYskeWxJ08DSJAshBBCCLEGSIrFIj3+Yj+WZRIJWRiGQSRkYVkmj7/YX+2hCSGEEEKIMpAAeZGGxtOE7ZkvW9g2GRpPV2lEQgghhBCinCRAXqT2pihZNzfjWNbN0d4UrdKIhBBCCCFEOUmAvEiP3NuF5+XIOB6+75NxPDwvxyP3dlV7aEIIIYQQogxkk94iFTbiSRULIYQQQoi1SQLkJejpbpeAWAghhBBijZIUCyGEEEIIIYpIgCyEEEIIIUQRCZCFEEIIIYQoIgGyEEIIIYQQRSRAFkIIIYQQoogEyEIIIYQQQhSRAFkIIYQQQogia6EOsgVgmsaiv3Ep31NpMqbS1eK4ZEylq8VxrYEx7QAuAe4C91vSvFmLrw/U5rhkTKWrxXHJmEpXi+Mqx7xp+L5fxiFVxRuAZ6o9CCGEqBE7gfML3EfmTSGEuOF18+ZaCJAjwCHgKuBVeSxCCFFtpawgy7wphBA3rMkVZCGEEEIIIcpGNukJIYQQQghRRAJkIYQQQgghikiALIQQQgghRBEJkIUQQgghhCgiAbIQQgghhBBFJEAWQgghhBCiiATIQgghhBBCFJEAWQghhBBCiCJ2tQdQCUqpRuB54D1a6/OzbrsD+HOgEfgm8KNaa1cp1QV8BugENPCo1npqBcf1fuDXAQM4B/xbrfWoUuqHgd8Brufv+mWt9S+u0Jh+FfgIMJo/9Gda6z+s9Gs135jy/3efLrprBzCqtd63Aq/TrwL/puixf3bW7Xewwu+rEsa04u+pEsZUrffUvOOq1vtKKfUbwAcAH/gLrfUnZt1+Byv4nqrFeVPmzOWPq4rv75qbM0scl8ybC4ypyufiFZs319wKslLqXuBZYM88d/kM8BNa6z0EvwA/kj/+R8Afaa33AkeAX16pceUntj8G3q21PgD0Ar+Wv/kg8P9ore/I/ynnG22h1+og8L1Fz/2H+eMVe61uNiat9cuFsQAPEEwWP1o01kq9Tm8H3gHcCdwB3K2U+lez7rai76uFxlSN91SJr1M13lM3HVc13ldKqTcBbwV68s/xfyul1Ky7rdh7qhbnTZkzyzOuKr2/a27OLGVcMm+WNqYqnotXdN5ccwEywYvx48CV2TcopbYDMa31C/lDnwY+qJQKAW8EPld8fKXGBYSAH9daX85/3Qt05f99CPhhpdRxpdRnlFItKzQmCN6Av6CU6lVK/Q+lVHQFXquFxlTw88A3tNbP5r+u5Ot0FfgprXVWa+0AJ7nx/1Ot99VNx0R13lMLjQmq854qZVwFK/K+0lp/A3iL1tolWNGwgUTh9iq8p2px3pQ5s3zjKlipebMW58wFx4XMm4sZU8GKnYtXet5ccykWWuuPArz+QwUAmwn+4wuuAluBdmAi/6IXH1+RcWmth4F/yN8eA34O+O9FY/k9gktnvwX8D+DRSo9JKVUPfAf4GeAMwRvql/PPX7HXaoH/v8LYmoB/D+wvOlzJ1+mVoue+heCy04NFd1nx99VCY6rGe2qhMVXxPbXQ/1/htpV+XzlKqV8Hfhr4P8DloptX9D1Vi/OmzJnlGVfR+Fbs/V2Lc2Yp45J5s7QxFd22onNmfmwrNm+uuQB5ASZB3kqBAeTmOE7++IrKv9n+ATimtf5LAK118eWf3wX6VmIsOsjNeVfRc/8+8CmCyxTVfq1+APhHrfVA4cBKvE5KqduBLwM/o7V+reimqr2vbjKmwu0r/p6ab0zVfk8t9FpRhfeV1vpXlVIfB75IsAr4p/mbammuqqWxzCBz5qKs+Pu7FufMBcZVuF3mzZuMqUhVzsUrNW+uxRSLm7kEbCr6eiPBJakBoEkpZeWPb2LhS1VlpZTaBDxDcEmnsBrQpJT6T0V3MwB3jm+vxHi6lFIfmfXcDjXwWgHfDfxt4YuVeJ2UUg8CTwE/V5gwi1TlfbXAmKrynrrZmKr5nlrotcr7blbofaWU2quCzSRorZPA5wny6gpqaa6qpbFMkzlz0b6bFZw3a3HOLGFcMm+WMKYi383KvqdWdN5cVwGy1voCkM7/xwP8IPDVfI7NM8CH8sd/CPjqSo0r/5/2ReDvtNb/UWtd+KQzBfysCjZgAPwE+cs/KyAF/K5SaqdSyiDIb/uHGnitDOBu4FtFhyv6OimltgH/CHy/1vpvZ99ejffVQmOqxntqoTFRpfdUCeOqxvtqF/BnSqmIUioMvJ9gkxVQW3NVLY2lQObMxVnp93ctzpmljEvmzZLHVJVzMSs8b66LFAul1FeAX9FaHyHIhfkzFexWPQp8Mn+3HwP+Uin1S0A/8H0rNS5gG3AXYCulPpC/+YjW+qNKqX8D/LEK8qFOE/zHVnxMWusjSqmPEUwWYYI34e/n77air9Ws/78OIKu1Thdu11p7FX6dfhqIAp9QN3L8/ifwPqr3vrrpmKjOe2rB16lK76lS/v9W9H2ltf6KUuoegtxCD/h7rfXf1tJcVUtjmT0mZM5c1LhY+XmzFufMBceFzJslj4kqnItXet40fH92WoYQQgghhBDr17pKsRBCCCGEEGIhEiALIYQQQghRRAJkIYQQQgghikiALIQQQgghRBEJkIUQQgghhCgiAbIQZaCUekIp1V7GxzuklPqf+X8fVEp9bqHvEUKI1UTmTVHL1kUdZCFWwMNlfrzbyfeKz9d2/MDN7y6EEKuOzJuiZkkdZLEmKKVM4A+A+4AGghaXH83//QnAIujF/tta679XSn2aoEPRHUAn8ATwk1prRyl1K/DfgLb8931Sa/2p/PN8BPgpgiLlQ8APA78BfBg4AbxLa31xnjG+Of+4CaAeOAT87hxj7geeA5oIWmn+JfA/tNb7lFJNwB/mx+0TdAP6Ba31irTTFUKsHTJvyrwp5icpFmKtuBfYDNyvtb6NYHL8OeDXgU9ore8GPgK8ddb3PAzclv/zMaWUDXyOoP/83cCbgJ9WSt2nlDoAfBx4RGvdA3wB+EWt9b/NP95b5pvki+wDvi///XfNNeb8Y/wK8EzRYxd8EhgG9gMHgQMEXY+EEGKxZN4UYh6SYiHWBK31t/ItJD+mlOoG3gxMAn8L/KFS6r3APwO/UPRtn9ZaTwEopf4K+G7gX4Bu4FNFLTZjwJ35v79WmMy11v/fEoZ6Md8v/mZjvpnvAh7UWvtAJp9v9x+B31nCWIQQ65jMmzJvivnJCrJYE5RS7wa+nP/ynwj6xhta6z8hWDV4Engn0KuUiubvV3x5zSS4/GcB41rrOwp/CC7l/a/8/adzkpRSMaXU3kUOdWqhMS/w/WbxGPJfhxY5BiGEkHlTiJuQAFmsFQ8DX9Ra/zFwhGBVw1JKPQ/cqbX+NPDvgWZgY/57PqSUiuQn/h8GvghoIKWU+gEApdQ2ghy5u4GvA29XSm3Kf//HCHLhIDhJLHbCnXPM+dvceR7va8BPKKUMpVQk/zM9ucjnFUIIkHlTiHlJgCzWiv8JvFkpdRw4CvQBOwny6X5DKfUd4Gng17XW5/PfkwSeAY7n//5fWuss8H7go0qpXoJNKL+stX5Oa30c+BngcaXUMeAR4Efzj/V/gG8opfYtd8z5jTMvALuUUp+f9T0/SbA55nj+jwZ+cxHPKYQQBTJvCjEPqWIh1qX8buwTWuvfq/ZYhBBiNZB5U6wnsklPiDJSSn0WUPPc/CGttV7J8QghRK2TeVPUIllBFkIIIYQQoojkIAshhBBCCFFEAmQhhBBCCCGKSIAshBBCCCFEEQmQhRBCCCGEKCIBshBCCCGEEEX+f05DJ9Q4hGpJAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(data = df,\n", " x = \"aspect_ratio\",\n", " y = \"intensity_mean\",\n", " col = \"file_name\")" ] }, { "cell_type": "markdown", "id": "05dd40e3-4b9a-44b8-8bfc-610f79809d06", "metadata": { "tags": [] }, "source": [ "## Exercise" ] }, { "cell_type": "markdown", "id": "4acf97f1-efcb-4f27-851f-643e3bfa0bae", "metadata": {}, "source": [ "Plot a line regression model on a single plot, with points and lines having different colors according to 'file_name'.\n", "\n", "*Hint: use a function that accepts a `hue` argument*" ] }, { "cell_type": "code", "execution_count": null, "id": "9ee0c368-7b49-4f24-86a7-8ab65873f72f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }