From 5900b46019054911918a1e2361e339ed41711b41 Mon Sep 17 00:00:00 2001 From: John Henderson Date: Tue, 26 Dec 2017 12:45:34 -0600 Subject: [PATCH 1/5] minor tweaks to examples; some suggestions to README --- Examples.ipynb | 165 +++++++++++++++++-------------------------------- README.md | 19 +++++- 2 files changed, 74 insertions(+), 110 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 43f10e2..881a407 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -2,15 +2,15 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n" + "The rpy2.ipython extension is already loaded. To reload it, use:\n", + " %reload_ext rpy2.ipython\n" ] } ], @@ -46,71 +46,13 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "trying URL 'http://cran.us.r-project.org/src/contrib/ggplot2_2.2.1.tar.gz'\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "Content type 'application/x-gzip'\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - " length 2213308 bytes (2.1 MB)\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "=\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "downloaded 2.1 MB\n", - "\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "The downloaded source packages are in\n", - "\t‘/private/var/folders/4l/b_gx3vx957g8lw0g__5nz9_h0000gn/T/RtmpBhF83G/downloaded_packages’\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "Updating HTML index of packages in '.Library'\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "Making 'packages.html' ...\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - " done\n", - "\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "%%R\n", - "install.packages(\"ggplot2\", repos='http://cran.us.r-project.org')\n", + "# uncomment the following line if ggplot2 is not installed\n", + "# install.packages('ggplot2', repos='https://cloud.r-project.org/')\n", "library(ggplot2) \n", "theme_set(theme_grey(base_size = 24))" ] @@ -543,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "metadata": { "tags": [ "ex", @@ -554,9 +496,9 @@ "outputs": [ { "data": { - "image/png": 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TkxYtWnDlyhUjbPj5+WVqTorFYuHXX39lyZIlbNu2jbNnzxIZGYmTkxOFCxem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VgsFmP37t2GYahmHdXQvBqGarY+WrPRgqxbtw6A6OhoW6ft5OTE008/jZOTExs3bmzK8JqtsrIy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\nclMAAAAASUVORK5CYII=\n", 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L3V+SJElaW/qQsGzRLU+fZ/lJ4zCu5rotRlsCAW5J6/o1XytpCcu+dAkLMwPY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\nwFeAAl4GHAE8A3gdQFXdmOREYC/gucAPe0+U5JHA3wCLq2p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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -573,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": { "scrolled": false, "tags": [ @@ -585,9 +527,9 @@ "outputs": [ { "data": { - "image/png": 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cVLNmTUVERCg8PLzQx12/fr2mTJmiLl26aODAgZKkzZs3a+nSpUpISJAklS5d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\nzlh27tw5b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p0yZNmjRJERERevzxx2W32/XNN9/o008/1eHDh3XhwgUFBASoZcuWGjlypAzD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\nY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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -596,18 +538,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "\"\"\"plotnine gives an error on `ggplot(data=mpg)`.\n", - "\"\"\"\n", - "(ggplot(mpg) + \n", + "(ggplot(data=mpg) + \n", " aes(x=\"manufacturer\") +\n", " geom_bar(size=20) + \n", " coord_flip() +\n", @@ -617,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": { "tags": [ "ex", @@ -628,7 +568,7 @@ "outputs": [ { "data": { - "image/png": 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Gie5l2a5dO+nTp485r2rVqgaciq6+Fa1IkSLmzyqzKrmffvqpTJ8+3ciubhv1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\n", 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\n", "text/plain": [ "" ] @@ -783,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 6, "metadata": { "scrolled": false, "tags": [ @@ -795,7 +735,7 @@ "outputs": [ { "data": { - "image/png": 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/dH3dDxwAAQIEQgICbwiy1mPSgTL9QE/XV+sc1JURqH3/0vVl1JxCgAABAgJv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\nCBAgQIDAkgT+H5Pjan7+GxnmAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -811,6 +751,7 @@ " 'x' : mpg['cty'],\n", " }],\n", "}\n", + "\n", "py.image.ishow(fig)" ] }, @@ -936,7 +877,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 46, "metadata": { "tags": [ "ex", @@ -947,13 +888,14 @@ "outputs": [ { "data": { - "image/png": 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vCAkyjhl0CMiJl/I97HnfRKeU0M010Nc6nlKYuLFH4QWwa9cu9OrVC71797a+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e4YJ5qAp//WiYewJJ4AhdeGXVwjvLZ4n3nmGXz++efIkSOHsdSO2YvIrvwxS5tWZ2TI7Hyl/3fu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\n", + "image/png": 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\n", "text/plain": [ "" ] }, + "execution_count": 46, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -974,6 +916,7 @@ " }\n", " }\n", "}\n", + "\n", "py.image.ishow(fig)" ] }, @@ -1089,7 +1032,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 7, "metadata": { "tags": [ "ex", @@ -1100,7 +1043,7 @@ "outputs": [ { "data": { - "image/png": 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PmjXL+Merr76K/Pnz46WXXkKjRo1w+eWXY+LEicZd7r333qC+8t2kF154wYjv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\nQIAAgX0CAu++OVERAQIECBAgQIDAoIDAO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\n", "text/plain": [ "" ] @@ -1331,7 +1274,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 8, "metadata": { "tags": [ "ex", @@ -1342,7 +1285,7 @@ "outputs": [ { "data": { - "image/png": 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3oxI6AV3jQmflv2VmC6/XX4pnrtqJuWt3o2yRvLixbhkbtCioxeeeZs2ahQce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\nBAgQIDAp8AdFLRNqfqvoVwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -1374,6 +1317,7 @@ " }\n", " }\n", "}\n", + "\n", "py.image.ishow(fig)" ] }, @@ -1485,7 +1429,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 9, "metadata": { "tags": [ "ex", @@ -1496,7 +1440,7 @@ "outputs": [ { "data": { - "image/png": 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zpmZOPlIaMn6KElYnpSEhsIyHk9KQEWDC6qQ0JASW8XBSGjICTFidlIaEwHJ0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\n", "text/plain": [ "" ] @@ -1530,6 +1474,7 @@ " }\n", " }\n", "}\n", + "\n", "py.image.ishow(fig)" ] }, @@ -1642,7 +1587,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 10, "metadata": { "tags": [ "ex", @@ -1653,7 +1598,7 @@ "outputs": [ { "data": { - "image/png": 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/dzM7RUqDU0/jc4BXRNTh9vT0yKJFiyyLOHz4sHz+85+3cnh1UNTPli5dauVX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\nD+Vwja59/VjWAAAAAElFTkSuQmCC\n", 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wgx/IypUrJ0whfZO2o1iJN5Hu33XgVI00+qrPlHr/qqdqYacV6CCiUVh1fHZE+3vf+54FG3bR79CorTrx++67zwJcjSZr0cFHp+Q1EqPgppFi/XsyA29ie7rRw4Y31UmnNRPzTTU9Rp9ZNVcATmevqcCrmr/tbW+zIpf2Qj4nO5ww4zsDvLlqpnarcJoIZmpPto0lAq/arEKbvpCpjf3iF7+Q//7v/7YePZvdOf3GRGqXCryZ+pb21UTgzdSX9FmfeOIJa1pd++Tll1+eFXjtl1U7pSFb3/ZLJ/U3+qKtPlnXUGhAQ8E3FXg1OqgzUIkpDZr+o4Cf6ou0D6XziXqd9kXtp4l+SAMWCqCa8uHVJ+rv6OzDn/zJn4zdh/6bzkRo8EV/S1PlFAK1aARYgzH6EjcVfGKu7aOzMppCp22qY4MGA6bLOgW/+sq5+l6A91wpnfI7Ck7qSNQha65XupQBzcnSN0eNpOlAqDmA2rF0yjO1aERAp1B1Zb1OmWpn1qkvG3h1uklz3uyIp0bWNL9Mp+7TlcmwNY5GqRXUNSqYGMHWnGL73+3Ir4KrTo1rVFi1TL1/N4CnU4LqyLToC4Omlihc63eq5hqxtaO9+iKg0SYFXgUb1V2dX2LR6cxvfOMbkyalIXGrIzd62NerzSmA2fndCh06aNsRXvuZU+01FXg13USj8jpI2sXJDieoe1o/m4sNJUZ4ddZGB/9EaEkHvPq5Apz2de3Hms+p06SadpPN7hKhOd1vTKR2qcCbqW/pS38i8GbqS/qs6ivVj+lLhKZq2Tmwur5BF/1q9NHuu9pPdXrfBt5Mv68vbn4XBUJtR50JUSDUWbrHH3/cip5q0Z1MNBc2EXg1r1t10aJjhUZ41R4UeNP5RL1OAVn9UOJMU2qE14sPUM01kKIzfXZRgFbQ09QSnalQv/C6173O+lhtXX2w/j0VfKL9TF7b56GHHrJ82Oc+9zlrdyVNlaNMDQUA3gloJ4UpfevWqae/+qu/SroDhQaFAjuyqlCl0/Caw6W5U+qEFBIUxnSw0Gv1jVtzXNUx6uIG/Vujwrr9iw28ulhGUxzsAVijcuqoNMKmOVdaFCx1kYI9xT8Z9oLUiKDCgDoWBVnNhdNBTGFeBxBdwGbn8GqkVp8/V1jRQUWBRKeXNd9ZIzPq3FR7HTB1kFLA1mlpzf/VzxV4v/zlL1sLTzTypNF3hW8dcPUF5Prrrx/Li54AU0uCLS+DXSLs6SINTZ/RqVF9fgVX/WPn8Gay10Tg1WiwaqH5hJrLaBcnO5yqmjnBaOrnmhKjETO1Mf1bdXayO6ffmEjtUoE3U99KzeHN1JcSF62pz1LgVX3snHJdk6DpWFo0z1JhJBF4M/2+Xxqpn1J/pVFXTUNQoNVotv6tfljT1TQ1QH24ArzeayLwasqQRnnVF2k6hgYn1BdpyeQTdXZObccOeui4oT5JI+PpfLrTS69qrvaoL/r6gvub3/zGGj/0PvWZdFGc/p76Y43uKgTr8+k1k90nmrSPvnToy6y+eOhLRmIE3C974nvHRwGAd3x09PQtmqqgDk8XQSUWBVCdHtHUBc1J1ekvdZj6tm9vUaNTnBoF0rdSdaj6xq1wplFPjSLojgsKXZo7qNBrL8rS6IA6MM1v1QFDI70KaXrNnj17LMer4KwwbU/xTwbgPXLkiPUs+hx6j/qioJCrAGZHRVRHjYborgsa3c4VeFU/jXhraofqrTqpo9d8X52GV4DV3R50Ol6nn/X3FHj1BUaj57/85S+t/1YnqDrqoKB5bQrGmkOnA9FEFZNope48oS9U+hzV1dVWhEcX9Kkd6/9nstdE4NX9ZlWzxIMqVDNN2clmhxOlV642lGuEV1OTNJKu06Xan7U42d1UAt5MfSsVeDP1pUTg1X6l0VyFQgWr7u5uq5/pjgb6MqXRRU0L0TUKdoQ30+/7ZV+apqAvxZqTresMNNKqQK6+WRe4an9SmFVfqwCsL5M28OoCO/Vx6vfVF6lftn2R3m8mn6gv/mo7+tz6mxo0UQi2d3fw6gPsCK/6PZ3lUm21z9pbyGlwwV5Yp9+tkWuNCCvwTnafaNI+2gZf+MIXrJcJfVGxd0nyy5b43vFTAOAdPy35pimsgDrsfN37cgo3C7eeBwpMdN+a6N+fqk2owKva6cwMBQXyQQGANx9akWcwVmAy5CwbPwRfgAKTUIGJ7lsT/fuTsElc3VK6GQRXFbkIBSapAgDvJG0YbuvcKsCgeG715temjwIT3bcm+venaksDvFO15bjvTAoAvNgGCqAACqAACqAACqBAXisA8OZ18/JwKIACKIACKIACKIACAC82gAIogAIogAIogAIokNcKALx53bw8HAqgAAqgAAqgAAqgAMCLDaAACqAACqAACqAACuS1AgCvYfPaR97qCWm68bceTOBUdCN/PSzBPhY30/WRSMTaeFw393cqutG3bsium5k7ld7eXqmsrLQOochW9ESZgYEB61qnohus6/PoYRla9JAIvZ9MRTdGt49T1tO2amtrnX7C2ohfv9c+XCJbBdVNtUg8kjjd9fp9eu9VVVWOv69a6D3rZvFOxe0zpdqNtrn+yVS0zex2c/uM+n16ElXiCWeZvt8PO9J+oW2nm+47lVQ7ynZ9osZqa9qW2YptC17sSHXTPq32mq14sSM9mlm/L/XgmXTfr4cpaP9Pd/R44vVe/E+q3Wg/z1bsvurFH2lf0TJR/sitj1W7UX/opm+k2o2XvjrRdpSrP/LDxzr1VbV1u7958blu+4of/siLHXnxsal249RXnfzrdP8c4DW0AIA3JiDAm2xIuQ4wXgZRgDf+ouQ0iGrrALwxGwV4433VC6gAvMk+zq3/SX0ZdOqrAG9cZ4DXENBSqgO8hnoCvABvOhMCeOOq+BFR0W8nwhvXmAhvci8kwjs+L+BEeJNnLjPp4eXFiQivIXQZVAd4DcRLjBp5GXDcOmMvU4heOhEpDfFG9zIV7WV6DeAFeDO5FlIakpXxwx+59bFeQIUILxFegNcQmCa4OsBr2ABEeInwEuHNngtOhDfZQgBegDfTsOPlBdyLHeX6Ak6ElwivISJNquoAr2FzALwAL8AL8PoFKm4X4niZYSKHN95jifAmey8TO3IL8eTwul9gTg6vIaClVAd4DfUEeAFegBfgBXiTewG7NIi1m4q9owq7NMR3wgF4AV5D7Mq5OsCbs3SxigAvwAvwArwAL8Cb6gcA3pgi7NKQbBle1tsQ4TUENCK84ysgwAvwArwAL8AL8AK86cdWgBfgHV/qyv3biPDmrh0R3gTt2Ic32ZByXSTCPrzuFomo2mxLFrc5k9xLp83sOXgipjO7NCT7OPbhjevhJRecCK8hdBlUB3gNxNOqRHiJ8BLhJcJLhJcILxFeIrxuTuwDeA2hy6A6wGsgHsAbF48ILxHeTF2JbcmSlfGynRS7NMS183LUOfvwjo8/yjY8EuElwmuIT+e8OsBrKDkRXiK8RHiJ8BLhJcJLhJcILxFeQ6DyuTrAaygwwAvwArwAL8AL8AK8AC/AawhUPlcHeA0FBngBXoAX4AV4AV6AF+AFeA2ByufqAK+I6Mr4Bx54QO69917RDdMrKyvl+uuvlwsvvNCS/3Of+5zs2LFDAoGA9f9XXnmlXHfdddZ/A7wAL8AL8AK8AC/AC/ACvD4Tq+HXA7wioluK3H///XLppZeKGuzevXvls5/9rPzwhz+0gPamm26S22+/Xaqrq8+SG+AFeAFegBfgBXhzBd6Dhw7L0e5u6RgokFPDEZlVPCp1FcWyfMliKS8vzzjEe1n8mOs2idn4gkVrcXXYlsyQRM9RdYA3g9BXX321fOMb35Da2lq59tpr5bvf/e5YhDexCsAL8AK8AC/AC/DmArxHjhyRHYe75LcdQQlHYsEX3dVkaV2hnF8flQs2rBs7njj1+wHeZEXc7mjix64xAO85IlbDnwF4UwTUznDffffJli1b5NZbb7U+veqqq6S+vl50/7zm5ma54YYbpKGhgZSGBO3YlizZkHKNqHDwBAdPJFqS20GcgyeS+99U2JZMIWnzlq3y0JFCOT0SS5ezgbeoqEguaRiVC5fMGRtrAN7stOO2rwC8htQ4hasDvAmNd/PNN8vBgwdl9uzZ8pnPfEaWLFlifapv0qWlpdaZ4Jr68Mgjj8jXv/516zPtPFr0M4WVUCjkaA46OGlkWM9az1bU+em1xcXFjt9pn5ZkR5yzVdATg9Sh2jnJma7V59Hv1Wudiuqgz6OnMtklmxa2bnqtvkiUlJQ4/cSU0jjXZ9I2z6a32oPdbl7sSNvcjcaT0Y4yGUaqxtnsTW1Z+6jXvuq2r3jpq+n6ittnzHSdif/RPpvNF9l91cszTrQdue0bJv7HS19NZ0caJHhxzyF5sCV5HFBb1faYVx6RyxaUyLLmxWmbfbLZUSbbTGc3bscGL3bk1ueajmumfdXLM6XajRu+cBxIp/EFAG9K42tn2Llzp5Wze9ttt8m8efPOMo8Pf/jDcvfdd1tRX4A3Jg/Am2wmbp1vKqh4GUTdDur6nQAvwGtbaKrdALy5vXB76asAb3LgBuCNL3j3EpwCeM1oHeDNoN8dd9whGzdulDe84Q1nXaH5vffcc49UVFSwS8MZdUhpSDYTUhrievgxhajfnqixwocdwc3kEu3ZD4UPvbasrMzRe/b19VkLhxJnLtJVIoc3WRXd7UaLzow5ld7eXmtnHKcZr3w7aY2UhvSWoTNYdn9TO9L/dzM7RUqDU0/jc4BXRNTh9vT0yKJFiyyLOHz4sHz+85+3cnh1UNTPli5dauVX/exnP5NNmzZZEWAtLFqLdSKAF+DN5E4B3mRlvCw2cjuIk8ObrPFUyOHVO2bR2tleA+CNa5L6wm2nQ4CuuSkA8IpId3e3aES3ra3NAtiqqiq55ppr5JJLLpHOzk4rtUH/1tzKlStXWovW6urqAN4EmwN4AV6At9/yHU4F4E1WaLpGeG0V2JYs2R4AXoDXyYfm+jnAm6tyZ+oR4SXCm86ESGmIq0KElwhvNjc73YFXtdGpe41Ka6ReS7q1I6kaenlxytUfZWs39uGNq8O2ZIYgdY6qA7yGQgO8AC/Ayz685PAm9wJyeMXKSbbzkic6Fxzg9fcFHOA1BKlzVB3gNRQa4AV4AV6AF+AFeFP9AMAbUyS1bzgtMCWlIW5J5PAaAlpKdYDXUE+AF+AFeAFegBfgBXjTD6YAb7IuumWlQr+bHUwAXkNAA3jHV0CAF+AFeAFegBfgBXgB3pqaGkfAAHgdJfLtAiK8htICvAAvwAvwArwAL8AL8AK8hkDlc3WA11BggBfgBXgBXoAX4AV4AV6A1xCofK4O8BoKDPACvAAvwAvwArwAL8AL8BoClc/VAV5DgQFegBfgBXgBXoAX4AV4AV5DoPK5OsBrKDDAC/ACvAAvwAvwArwAL8BrCFQ+Vwd4DQUGeAFegBfgBXgBXoAX4AV4DYHK5+oAr6HAAC/AC/ACvAAvwAvwArwAryFQ+Vwd4DUUGOAFeAFegBfgBXgBXoAX4DUEKp+rA7yGAgO8AC/AC/ACvAAvwAvwAryGQOVzdYDXUGCAF+AFeAFegBfgBXgBXoDXEKh8rg7wGgoM8AK8AC/AC/ACvAAvwAvwGgKVz9UBXkOBAV6AF+AFeAFegBfgBXgBXkOg8rk6wGsoMMAL8AK8AC/AC/ACvAAvwGsIVD5XB3gNBQZ4AV6AF+AFeAFegBfgBXgNgcrn6gCvocAAL8AL8AK8AC/AC/ACvACvIVD5XB3gNRQY4AV4AV6AF+AFeAFegBfgNQQqn6sDvIYCA7z+Au/Ro0el5UiHDIdHJRKJSIFEZeH8Rpk9e3bWljt58qSUlpaK3T6ZLvYCKgMDAxIIBKSkpMTRao4fPy61tbWO1w0PD8vIyIiUl5db1+oz6p9MJRgMiv7R4vYZ9fv6+vpkvJ1xb2+vVFZWjt1PpnvW5xsaGpKKigpHPfr7+76IKtAAACAASURBVCUUCklRUZHjtYkaR6NR0bbMVmxb0HvRa8vKyhx/Q3XTtikoKMh6rRc7On36tPV9xcXFjr9/4sQJqa6utuwuW0m1o2zXptpNOBzO+t16r/r7akdaV+/HqWhf0aJ90Km4tSO9T/1etTmncurUKUtftaVsRe1Gf99N30i1Gy99daLtKFd/5MWO3PpYp76qtmb3Ny8+121f8cMfebGjwcFB0evd9I1Uu3Hqq079Yrp/DvAaWgDAGxMwFVQUALRTZyr2IKqfZ3LG7e3tsrf1qDzTGZDjwwELUipDEXnN3EJpnlMr85uaMn6/Wxj0AipenG+uA4yXQdTtMwK8MTMBeGM6ALxxt+EFVADeZHfr1v+k+liAF+A1xK6cqwO8OUuXPIh6ibC4jT54iah4eWv0I6Iy3sCrem5/8UV5sC0kA+FYdMuG6JKiAnlnY1jWrVmVMdqaqzPOZg4Ab7I6bu3Ij4hK6ouS0yAK8MbbDuAFeDP5OS/jWK4+1qmvEuGNtw4RXkNAS6kO8BrqSYTXnwhvd3e3PL+7TX7XEc8PtYFXNX/VzIhcsnyOzJo1K20L5uqMAV730QeAN24tXmYKSGnI7cWJlIZk3bzYUa4zTtn8Ya4+FuB172MBXkNAA3jHV0CA1x/g7ejokN/u6pQXjqUH3hXVYbl82UxpamoEeAsLsxo1KQ3JszHk8CbntzvlBZLDG7MfUhqS3QzAm9tMgZfZWIB3fHmNCK+hngCvP8Cr0cNtuw/JQy3xxTqJEd43zovKeUsbpa6uDuAFeK18cRatxRc/eonMAbwsWrPthZSG5J7jdhGtl1xwgNcQugyqA7wG4mlVgNcf4NVv3bJtuzzbEZWW/liU1wbepsqgXNwQlY3nrc+4ej3X6AMpDe6n20hpIKUhU39hlwaxdi+xd1Rhl4Z+qaqqsszF6eWUHN54ryLCawhoKdUBXkM9AV7/gFcX9+3ctUcO9QelpT8g4fCozCuLyNKagCxd0px1eySAN27YpDSQ0pDo5li0lttUNCkNpDRkwgUivIYgdY6qA7yGQgO8/gGvfrOu8O/q6pLu473Wf9dUVUhTY6PjPq0AL8Cb2rXZliymCMAL8GYa9khpSFaGlAZDQJpk1QFewwYBeP0F3sTm8bLYCOAFeAHe9M4N4AV4Ad7xPQiHCK8hSJ2j6gCvodAAL8CbzoRy3QaIgyc4aS3RntyeHmUSmWPRGovWbJszsaNMQykHTyQrw6I1Q+gyqA7wGoinVQFegBfgjW8dl04LDp5IVsXL/qkAb1w79uHN3Y5yfQHPNjzmOovGojX3C4NZtGYIaCnVAV5DPQFegBfgBXg5eCK5F7BLA7s02BZBhJcIryFmjVt1gNdQSoAX4AV4AV6AF+BN9QNsSxZTBOAFeA0xa9yqA7yGUgK8AC/AC/ACvAAvwJt+MAV4AV5DzBq36gCvoZQAL8AL8AK8AC/AC/ACvDU1NY5EwaI1R4l8uwDgNZQW4AV4AV6AF+AFeAFegBfgNQQqn6sDvIYCA7wAL8AL8AK8AC/AC/ACvIZA5XN1gNdQYIAX4AV4AV6AF+AFeAFegNcQqHyuDvAaCgzwArwAL8AL8AK8AC/AC/AaApXP1QFeQ4EBXoAX4AV4AV6AF+AFeAFeQ6DyuTrAaygwwAvwArwAL8AL8AK8AC/AawhUPlcHeA0FBngBXoAX4AV4AV6AF+AFeA2ByufqAK+hwAAvwAvwArwAL8AL8AK8AK8hUPlcHeA1FBjgBXgBXoAX4AV4AV6AF+A1BCqfqwO8hgIDvAAvwAvwArwAL8AL8AK8hkDlc3WA11BggBfgBXgBXoAX4AV4AV6A1xCofK4O8BoKDPACvAAvwAvwArwAL8AL8BoClc/VAV5DgQFegBfgBXgBXoAX4AV4AV5DoPK5OsBrKDDAC/ACvAAvwAvwArwAL8BrCFQ+Vwd4DQUGeAFegBfgBXgBXoAX4AV4DYHK5+oAr6HAAC/AC/ACvAAvwAvwArwAryFQ+Vwd4DUUGOAFeAFegBfgBXgBXoAX4DUEKp+rA7yGAgO8AC/AC/ACvAAvwAvwAryGQOVzdYDXUGCAF+AFeAFegBfgBXgBXoDXEKh8rg7wGgoM8AK8AC/AC/ACvAAvwAvwGgKVz9UBXkOBAV6AF+AFeAFegBfgBXgBXkOg8rk6wGsoMMAL8AK8AC/AC/ACvAAvwGsIVD5XB3gNBQZ4AV6AF+AFeAFegBfgBXgNgcrn6gCvocAAL8AL8AK8AC/AC/ACvACvIVD5XB3gNRQY4AV4AV6AF+AFeAFegBfgNQQqn6sDvIYCA7wAL8AL8AK8AC/AC/ACvIZA5XN1gNdQYIAX4AV4AV6AF+AFeAFegNcQqHyuDvCKSCQSkQceeEDuvfdeGRgYkMrKSrn++uvlwgsvtOTfvXu33HXXXXL8+HFZtGiR3HLLLVJXV2d9BvACvAAvwAvwArwAL8AL8PpMrIZfD/CKSDQalfvvv18uvfRSUYPdu3evfPazn5Uf/vCHEgwGLfi9+eab5YILLpD77rtPtm7dKl/84hcB3gTj6+/vl1AoJEVFRda/KgCorplKQUGBBAIB62N9kaitrXU05aGhIet7y8rKHK89efKklJaWjr2QZKrgBVT0ZUjvuaSkxPH33T7T8PCwjIyMSHl5ufWd+vKlfzIVtUf9o8XtM+r39fX1WbbtVAYHB612U+2cSm9vr/VyaN9Ppuv1+bTtKioqnL5SUu0oW4VEjfWetS2zFfvl1IsdqW7aNmqv2YoXOzp9+rT1fcXFxY56nDhxQqqrq8f6SqYKqXaU7YtT7SYcDme9D7uvqh1pXb0fp6J9Rct42pHepx2QcPr9U6dOWfqqT8pW1G7Ujt30jVS78dJXJ9qOcvVHXuzIrY916qvqY+3+5sXnuu0rfvgjL3bkxcem2o1TX3XqF9P9c4A3gwVcffXV8o1vfEOOHj0q3/rWt6wIrxY17A996ENyzz33WAMhEd6YgABvsiHlOsB4GUQB3viLktMgqq0D8MZsFOCN91UvoALwJvs4t/4n9WXQqa8CvHGdAd7xRXSAN0VPffvTKO6WLVvk1ltvlUcffdSK6H7yk58cu/ITn/iEfOxjH5Nly5YBvGdUAXgB3kyuyY+Iiv4WEd644kR4k62PCO/4+CMivMkzl5n08PLiRIR3fCHWy7cBvAlqadrCwYMHZfbs2fKZz3xGlixZIg899JCV4qCf2eXTn/60FeVdv3792L/poK5vsm6mu3WaRqfa7IhTpgbTaJ9ea093Z2tYHfC007mZJlU41alGp6lofR6NarhJIdBOrNNQ9hSi3nu279d7tVMaNFKgU+NOxYvGOm2sWjhNRXvRWLXQe7bTNpwGg1yeyUm3xM+9PKNe6yalwA870mk4bTs309upduRW40R7SlcnUTcvduS2r3ixIy/PqOCm/d/uK9leKtz6n1S7cbI5W1svz6h9RctE+SO3PlafTdvYTd9ItRsn3RI/n2g7mkw+1ktf9eJz3fYVP/yRFzvyw8c6jZ18HlMA4E2xBHVSO3fulNtvv11uu+02a8Hapk2b5FOf+tTYlQq/H//4x2X58uUWkGpRg9e6ToCl1+rApDDoNIjptdo5ncBYr7PzPp0g1st3mjyT3nO2/DlbNy/34+UZ3Wrs5Rm9/L7bdkv3+9nAMFE3t8/ol8Ymz5jJAZs8UzbdtO1sCPPSjm7vZzLakVuNFUqz+Q2/++pks6NsAQj9LFGr8e6rU9mOMunm1cfpi4Wdq+qlr05lO3LbV90EDYDbzAoAvBm0ueOOO2Tjxo0yf/58ufvuu+UrX/mKdaUOgJrf++1vf9uKSpLDGxOQlIZkQyKHN64HKQ3JtsGitWQ93C5+ZNFa7naUqz/KBk/k8MbVIaVhamA2wCtirdLt6emxthzTcvjwYfn85z9v5fA2NjbKDTfcIDfeeOPYLg1PP/20FQHWAvACvOm6eq4DDIvW3OXMqebk8MYtjxze5F5IDu/4vIADvO78EcAL8E4NBUSku7tbNKLb1tZmAWxVVZVcc801cskll1jPcODAAbnzzjulq6tLmpqarH14GxoaAN6EFibCOz4DDMDrboABeJPtDeAFeLMNuLm+gAO87vwRwDs1cI8Ir2E7EeElwkuEl4Mn2Ic3uRewD28s19fO92Uf3n4rkKSFbcnc73XOtmSGgJZSHeA11BPgBXgBXoAX4AV4U/0AwBtThH14ky2DbckMocugOsBrIJ5WBXgBXoAX4AV4AV6AN/1gCvACvIaYNW7VAV5DKQFegBfgBXgBXoAX4AV43RxRTYTXELoMqgO8BuIR4Y2Lx6K1ZEPKdZEIi9bcLRJRtdmlIW5zLFpL7n/s0jA+/ijb8Mi2ZHF1WLRmCFLnqDrAayg0EV4ivER4ifAS4SXCS4SXCC8RXkOg8rk6wGsoMMAL8AK8AC/AC/CaAK9GpHVF/sDQsBQGA9b2l06nZno5wCTXGScivO5mnIjwGoLUOaoO8BoKDfACvAAvwAvwAry5Au+uvful50SfHDgpMjASlVklYZlTGZJlzYvHtvJK52MA3mRVTpw4IdXV1RIIBLKO6n6c/AjwGoLUOaoO8BoKDfACvAAvwAvwAry5AO+hlhZ5uaVHnuyI9SEFJwWyBTWF8upZo7J+7VoJhUJpRymAF+A1xJdpVx3gNWxygBfgBXgBXoAX4PUKvGozW194QX7VGpKh0VhU0gbeoqIiubB+VF69bLbMnj0b4C0pcRypifA6SjTtLwB4DU0A4AV4AV6AF+AFeL0Cr+5y8MKu/fLg4Xj/SQTeOWURecPCUlm9YhnAC/BaNhAOhw2JZXpXB3gN2x/gBXgBXoAX4AV4vQKvLlTb9spe+VVLwVjVROBtLI/I5QvLZeXyJQAvwAvwGrKaVgd4DUUEeAFegBfgBXgBXq/Aq9dv2vKCPNIWlL6Rs1MaXj8nIuc3z5FZs2YBvAAvwGvIagDvOAgI8AK8AC/AC/ACvLkAb2dnp+w83CG/6wjI6ZHAWA7vqvoC2TAzKOevX5dxlGLRWrI05PCOA9Dk+VcQ4TVsYIAX4AV4AV6AF+DNBXi1Tnt7u7QdOSInRgqlfyQiNQUjUltdJcuaF0pJlsgmwAvwGuLLtKsO8Bo2OcAL8AK8AC/AC/DmCrxaT7ci05xe/VvzeBsaGhxHJoAX4HU0Ei5IUgDgNTQIgBfgBXgBXoAX4DUBXruuX3bESWvx1uHgCUPomcLVAV7DxgN4AV6AF+D1C1Tc5iUODw9b0cHy8nJHj6bbYZWWlortu5y2OiooKLBOr4pEIqJ19TQrpzIwMGBdor/jVHp7e6WystLxKF29T/1evdapaLS0uLg446ENdn0vJ2QNDQ2JtnNZWZlVXfXQP5mKHg1sHw+sxwZr26iW2YpfdgTwArxOfWY6fA7wGrYywAvwArwAr1+gAvDGexfAm+xpSGlI1sNtXyHCawg9U7g6wGvYeAAvwAvwArwAb3IvIMIrVnSXCK9YUfH+/n6pqqqyjESj6vpvmYrOJtiRcLUj/f9si/fs7wF4DWFmGlQHeA0bGeAFeAFegBfgBXhT/QDAG1ME4E22jMHBQQv63aT7pKbCOKUfGeJM3lcHeA2bGOD1D3g1X7CtvdNavRwIBq23/Ib6Oqmvr3dstdQ8xUwVvICKl2hDrjlzXvIC3T6jfqc6zpqaGkfdvDhjt7mXfkwh6oMkauwUNdLr7b6amouZTZSJzr10G7Uihze5FSd7Dq+mI7Qe6ZCTp05pyFPKysukcc5sKz84MRqazTZJaUhWx21f8cMfeckF9+JjAV7HIcvTBQCvJ7nOvhjg9Qd4jx07JvsOHJTtxwuk/XRQJCAyu3hE1taMyvJlS6W2tjZry7mFQYA39+gDwBvXzosdeQEVt4M4wDt1gFfbdO++ffLi8UJpOx2QSFRkTmlE1s+IyKL5TdZiO3v6H+AlpSFxsSMRXjNgA3jN9BuLGnkZcNxGH7ysivby1ugWVLwsEtGoRCgUkqKiorFpLH3rzVTsld+pkTp7CuyFbdvksfYC6RmKT5crVMwsHpXLmgpk43kbAN6U1faZBCHCG1OGCG9MB3ZpiPcUL5G58dqlYfPWbfK7dpGjg8mpQDVFEbl8dliaFy+Suro6x5HJy4tTrjNO2W4i16CC02wMObxx1YnwOnYDTxcAvJ7kIsKbSa7xBN7u7m7ZtKdNftuePCAo8KqzfNvCAtmwtClrlDdXZ5zNHEhpSFbH7YuTH1OIqS9KToMowBtvO4B3YoH38ee2y8OtgbSu5jWzR2X13BpZuHCh48gE8CZL5HY2xA9/5OXFyUtwCuB17AaeLgB4PckF8J4L4D3c0iKP7Tomu/qS96y0gff8WQG5bMVsmT17dsbWA3jj0hDhJcKb2FEA3okF3p88sU22Hku/0LO5MiyXNJXJyhXLHUcmgBfgdTQSLkhSAOA1NAhyeGMCjmeEt6urS57d3SZPdaYH3jfPD8oFy5qyTvsBvABvatcmpSGmCMA7scD7yDPb5NEj6YH3opmjsr6JCC/bksVslAivIaClVAd4DfUEeMcfeDUfevv27fJwe5GcGolP/WmEtyo0Klc0iZy3YUPWU4sAXoAX4E3v3ADeiQXeTZu3yGPthXJ8ODmtoSwUlbfMHpLFixa52omGCC8RXkN8mXbVAV7DJgd4xx949Rs7Oztl3+F22dwdkPaBWDREd2m4oH5Uli1eKDNnzszacgAvwAvwAry6kDZb8ZJ7OV6L1qwdaA62yKbugLT2x3zbnLKInK+7NMxrkIqKCnZpOHMEs5d1E+TwGsLMNKgO8Bo2MsDrD/Dqt/b09EhLe4eMDJwWCQQkWFgscxvqs+bu2s0J8AK8AC/AOxmBV1tF4azlSIcMDfRb+/AWFpfK/HlzpLq6mn14OWltrOOS0mAIaCnVAV5DPQFe/4DXbhpNZdCtanR1rf63bs7uVABegBfgBXgnK/Am+jb9bztn1a/9nNmWLN4X2KXBafTM388BXsO2BXj9B167ibyckAXwArwAL8A72YE3tYUAXp3MC4y9AJDS0CccPGEIaQnVAV5DLQFegDedCeUaUeFo4eQDTLJ1T44Wjqvj5eAbFq3FdZuIHN5sNg3wAryJ9kFKgyGgkdIwvgICvAAvwJt+iyVbFz+mEPW7AV6AN5M3d3uaJcCbrKDJi1OmtkiFeKdDYojwxpUEeMeX14jwGuoJ8AK8AC/A61dkzu3KcxNQ0SPEsxX7GHAvR53rVLSW0tJSRw/r9sQ+L0edA7zJsuc645St8XJNGwN4B60TQ930DYDX0X14ugDg9STX2RcDvAAvwAvwArzJvQDgFQkGg9YfLang4jYamm14Yh/eZHXcvhz6MePkZaaAo4UNocugOsBrIJ5WBXgBXoAX4AV4Ad5UPwDwxhQhpSHZMgBeQ+gyqA7wGogH8MbFG8+jhTM1Cbs0JEeN3E4p6lS0Rphqamocrd2LM3Y7Fe1HREUfhBzeeHOS0pBs2qQ0JOtBSkNcDz/8ERFex6FlUlwA8Bo2AxFeIrxEeInwEuElwkuEN/1gSoSXCK8hZo1bdYDXUEqAF+AFeAFegBfgBXgB3vGeRWPRmiGgpVQHeA31BHgBXoAX4AV4AV6AF+AFeA2ByufqAK+hwAAvwAvwArwAL8AL8AK8AK8hUPlcHeA1FBjgBXgBXoAX4AV4AV6AF+A1BCqfqwO8hgIDvAAvwAvwArwAL8AL8AK8hkDlc3WA11BggBfgBXgBXoAX4AV4AV6A1xCofK4O8BoKDPACvAAvwAvwArwAL8AL8BoClc/VAV5DgQFegBfgBXgBXoAX4AV4AV5DoPK5OsBrKDDAC/ACvAAvwAvwArwAL8BrCFQ+Vwd4DQUGeAFegBfgBXgBXoAX4AV4DYHK5+oAr6HAAC/AC/ACvAAvwAvwArwAryFQ+Vwd4DUUGOD1F3gPHTokx/tOSiAQkKryMmloaJCysjLHVjt58qSUlpaK3T6ZKngBlYGBAes+SkpKHH//+PHjUltb63jd8PCwjIyMSHl5uXVtJBKx/mQqwWBQ9I8Wt8+o36dHVI63M+7t7ZXKysqx+8l0z/p8Q0NDUlFR4ahHf3+/hEIhKSoqcrw2UeNoNCraltmKbQt6L3qtGztKPdpzPOzo9OnTUlBQIMXFxY7PeOLECamurrbsLltJtaNs16baTTgczvrdeq/6+2pHWlfvx6loX9GifdCpuLUjvU/9XrU5p3Lq1ClLX7WlbEXtRn/fTd9ItRsvfTWbHWkbn+jrk3B4VKoqyi3bd3M/XuwoV3/kxY7c9g2nvqq2pjanxYvPddtX/PBHXuxocHBQ9Ho3fYOjhZ16urfPAV5vep11NcAbkyQVVBQotFNnKvYgqp+nc8Y6CL2ye6/0jgSltT8gOt7PLQ5LRSgq561dNQaImb7fLQwCvMkKenHGbkHFjwEm1W6cBlG9HuCNtTXAG7d5L6DiB/C+9MouOX5qQPb3igxHAjKvPCo1hcOyZuUKqaqqyjo6AbzJ8gC8hjAzDaoDvIaNDPD6A7zPbNoqL58Iyr6++HS5wumyyrCsri+Qizeel7XlAN64PER4Y1oAvABvqtOYSODds++AbG/rk83dcR+n9zMrNCSvawrJeevWjkU60zk7gBfgNcSXaVcd4DVscoB3/IG3vb1dXjnUIY8cKUxqHTtqfOWCqCxf1CizZs3K2HoAL8CbahwAL8A7WYBXU1C2v/iS/PxwSBInwhR4dUbksqYCedXSuVl9HMAL8Briy7SrDvAaNjnAO/7Au2vXLnm+9bTs6E0PvBtniZzfWClLliwBeF3kKRPhJcKb2FFIaYirMVERXp1+37L7sDzSmpybbQPvktpCuWxxhaxY2pzRxwG8AK8hvky76gCvYZMDvOMPvHv27JEtbadkW0964L1ktsi6xmpZvHgxwAvwWjZADm/y4sdsbg3gnXjg1fz3bbsPyUMt6YF3xYwCuay5RpYsXgjwulwoTA6vIcxMg+oAr2EjA7zjD7zd3d2ye/9h+WVr8grr2Cr8iPzBwoisWLok60pmUhpIaSClIb1zA3gnHnjVl219YZs8fKRQTo3EodeO8L5jcUjWL2mUuro6gBfgHcvldtpRxRBn8r46wGvYxADv+AOvfuOmrdvl8MlR2XyscCzHLRANy8YZYVlYVyrnrVuTteUAXoAX4AV4J/O2ZB0dHbLzcKc82RGQ0+EY9CrwLisflPPmVciGtauy+jhSGkhpMMSXaVcd4DVscoDXH+DVb92y7UUJjwzJsSHdB1SktmBECkNFcsH5GxxbDeAFeAFegHcyA6+2ji7QbT1yRE6OhmR4NCq1oVEJhQpl3epVjnuIA7wAr+NAyAVJCgC8hgYB8PoHvPrNCq6am6WbketBAXrog5sDAwBegBfgBXgnO/BqC2l6g/or/Vv9m/7ttAev1gN4AV5DfJl21QFewyYHeP0F3sTm8XJCFsAL8AK8AO9UAN7EVvJyEA7AC/Aa4su0qw7wGjY5wAvwpjOhXI/y9HJcqVuoZ1uyWAuxD29MBxatxXvsRG1LlmnYAXjFms3jaOGYhXC0sCGgpVQHeA31BHgBXoA3flJUOi04WjhZFS+RObdbLelBBqpzeXm5o0cDeAHeTEZiYkduId5pC0GAN64kwOvozjxdAPB6kuvsiwFegBfgBXj9iswBvPHepVsyDQwMSGVlpaPXPnXqlBQXFwspDTGpcp1xyia02xmm1L4B8A5au3GUlpY62jHA6yiRpwsAXk9yAbyZ5Orv77cGl6KiIusS+xjgTNfrlJW+yXtxxuTwigSDQeuPFrcDDikNMSskpSGmAxHeuFcipSHZQxPhTdYjdVzLNJ55saPBQYDXELtyrg7wnpHu8ccflx/96EfWYFBdXS033XSTrF271vr0c5/7nOzYsWMM0K688kq57rrrkgZRL47CbfRBQcW+H6cW9tKJ9JQfjZLY4JTpu71EVADeZBVzjaiQw5v84pTN7hM1dooaAbxxJQHeiQdeHQNa2jqk/9RJCUcioq/+BcGAFBYVy4yaKmlqanJy+ezSkKKQ29kQP1KsAF5Hc50UFwC8Z5pBYffyyy+XhoYGefHFF+W2226T73//+xbkKvzefvvtFginFlIaYooAvABvJo/mxwCjvwXwxhX38sIN8E4s8Pb09Mi+/Qdk78mgNFdGZMeJoLT0F8hwRKShJCJrqkdk2cJ5Mnfu3KyQ4CUXPNcX8Gw34HaGiZSGZBW9BKdIaRhfTgZ4M+h51VVXyXe+8x2pqKiQa6+9Vr773e+ORXgTqwC8AG86E8p1gCHCS4Q30Z7cRq0A3uRe6HYWzUtkLjWlyktfTQSXTVtfkN+1B2RNzajsPVkgLf3xHHi9n0BkWN6zKChrVq3Iuuc4wJvc5m77ih8v4F7sCOAdX4j18m0Abxq1Dh06JF/60pfknnvusT5V+K2vrxc11ObmZrnhhhusSLAWgBfgBXhZtMaiteReoIvLtLhZmONHitVkBt7Hntsuzx+NyqvqR+XhI6Ek4RScFMjOm1Ugly6fKY3z5mUczwFegNcL7HGtCMCbYgWat6o5u+973/vkoosusj5Vx6KOWwe1+++/Xx555BH5+te/bn2m0zqUsxXQE4OyrZBGt8xWk20Vutqi2iHlbAWy6abROE27oZytgG5lli2fn76a3mp04W22Ux8z6fbUtp3yaHtI3jZvWB5siy3yTS2ra8Ly2jWLZGZF+s+nuh1n66sK/BpconjzcejlrADAm6CRvl1rru7ixYvlgx/8YEb1PvzhD8vdd99tRX2J8MZkIoc32VxIaYjr4ccUon47ObxxjUlpSO5/kznC++iz22Rzd0A2zgjLr7NEeF+/bKY0NRLh1XU0GkBxKqQ0OCnE5wDvGRtQ2L3rrruktrZ2bAeGTOZx9dVXW+kOmt8L8AK86ewE4AV4M/kPL1PRbgdxgHfqAO+mmgyRSwAAIABJREFULVvlifagrK8dlV0nC6QtJYc3Ojos720ulFXLl1hjzHjYUa7+KBsisWgtrg45vFMDpgHeM+30ta99zXqLvP7665Na7tixY6KrapcuXWptFv2zn/1MNm3aZEWCtQC8AC/ASw4vObzJvYAc3uQ9sxMXremYsu/gIdnXF5CllRHZfrxADp8OyvBoQBpKRmVN9bAsWzBXmhobs1KElxcngNffF3CAF+CdGgqISFtbm3z0ox89K+f0Ix/5iLz2ta+1tijr7Oy0DlVYuXKltWitrq4O4E1oYVIaks091wHGy8pvtxEWDp6ItQ0HT8R0YFuy3CJz47VLg90Gh1rbZej0KRmJRCUgUWsf3mBhkdTXVsv8+fMdx0+AN1kit7MhfqRYAbyO5jopLiDCa9gMRHiJ8BLhJcJLhJcIb6ofSDwVMXU/1UzDjl92lOsLeLbh0e0LN/vwJqvItmSG0GVQHeA1EC8xauQlh87tggpOWktuHI4W5mjhRItg0VpcDS/+hwjvxEd4Ad7MO83oIjXdAUOLpsawaK18TA/dRYqSuwIAb+7aWTWJ8BLhJcJLhNevyJzbaVqAN7kXug0qeJmKHs+UBoAX4HWzRzUnrRkCWkp1gNdQT4AX4AV4AV6Al5QGUhrSD6akNJDSYIhZ41Yd4DWUEuAFeAFegBfgBXgBXoC3pqbGkSjI4XWUyLcLAF5DaQFef4FXc7h0WzgtejqP6p3tdCO7OXNdUJHNHLzkk+W6SIRdGvqt3VJ0RxSnQg5vXCFSGqZeSoOmSOgWZfqypFtiqm8rLi4WzdOsqqpyMn/rBFDNddU6TiVXf5Tte3P1sZpGku20SHJ446qT0uBk2d4+B3i96XXW1QCvf8C7/aWXZXhwQI6PxBYwVAWHpbikVDasX+fYark6Y4B30Npv2k1+WW9vr/USku1YWtXTj22A9HsBXoA3U3+d7Dm8O155RU7398tgJCihQEROjwZlOCJSWxSVUFGxrFu9cmyhUqZnBHiTlXGb7+6HP/KSC06E13H49u0CgNdQWoDXH+Dd/MJ2aTs5KpuOFUg4ErB+pFDC1nGcC+vKZN3a1VlbDuCNy8M+vDEt2Ic3pgO7NMT7hhdQGa9Fay++vENaTwzJsaGAzCqJyOZjhXJyJObj9H5WVw7KunmVFvRmKwAvwGuIL9OuOsBr2OQA7/gDr07z7d5/SH7REkpqHZ0GCwai8p4FEVm5fGnWaT+AF+BN7doAL8CbahMTAbzPbdokD7YVyVvmDMvjnUVjsGsDr0Ygr1xcKOuWzreOus9UAF6A1xBfpl11gNewyQHe8QfevXv3ypbWk/JCT+FZwKsD1GvmiKxrrJFFixZlbD2AF+AFeNN3DyK8Exvh/eWTW2XvyaCsrB6VJzqSX+rVvynwrpxRIJctqZXmRQsA3kDAynF2KqQ0OCnE5wCvoQ0AvOMPvLt27ZLnWk/LK73pgXfjLJHzGytlyZIlAG9p6dhUfSYxSGmIKUOElwjvZIjw/uTxrdI5GJSFFRF56miyj7OBd0ltoVy6qFxWLsvs44jwEuE1xJdpVx3gNWxygHf8gbetrU12Hu6U37SfndKgA8I7FkRlxcJ50tDQAPACvJYNOK38BnjjXYUI78RGeH/33BZ5orNQ3jR7RO5vSd6NxAbeS5sK5VVLZmf1cQAvwGuIL9OuOsBr2OQA7/gDr37j089vlpeOF8qBU/E9XjWHt7kyLOvqg3LxxvOzthwpDXF5iPAS4U3sLADvxALvM5u2yisnAlJdFJWhUZEXj8ejvAq8MwqH5PL5Idmwbm3WnRoAXoDXEF+mXXWA17DJAV5/gFf33t2976C1krn1dFAUe+eUjEh1aFQ2rFllbYeVrQC8AG+qfZDSEFME4J1Y4FX9X965R3pHAlIoUdFDdlv6gzISCcicsojMKhqRVSuWS3V1dVYfB/ACvIb4Mu2qA7yGTQ7w+gO8drMcOHBAenpP6aS1VFeUydy5czl4IhiLeruFeiK8RHiJ8KZ39BOxS4N9J4cOHZKe3pMSCYetSG5JWalUV5Rbe2C7ObEL4AV4DfFl2lUHeA2bHOD1F3gTmyd1H0wivCetwdG2wUx6ALwAL8A7+YA33R35dUQ1J63F1ebgCUPomcLVAV7DxgN4Ad50JpTrAMPRwhwtnGhPbrda4mjh5F442U9ayzTsALwiHC0ctw6OFjYEtJTqAK+hngAvwAvwxhcWptPCj4iK/g5HC8fVBngB3mxDWa4v4H7MojntqALwAryGWJaxOsBrqCzAC/ACvACvX5E5Irzx3hUOh2VgYMBxwarWIMKb7JUAXlIaDFEnL6oDvIbNCPACvAAvwAvwJvcCBVMtmmPuVHp7ey2IDZ5ZjJnpeoA3WRkWrSXr4fbl0I8ZJy+LHwcHB619w930DVIanLyHt88BXm96nXU1wAvwTjXg1d0d2tvbpbd/QIpChTKzrtba/UKLF2fsFlT8GGD0XklpiFseKQ3JvXAqRHiPHTsmPcd7JSIiddWVUl9fL5rD39/fL1VVVY4jE8AL8DoaCRckKQDwGhoEwAvwTiXgPXjwoHR3d8v+UwXSNRSUsgKRxZWjUl5UKBvPWwfwpjRmaoQlk7sgwkuEN9U2NGJtR60T7UhfKnfs2ivHBkblQF9UIhKQBZUiM0tEli9ZbEX/AN4CS06dKdCc3pKSEseRmgivo0TT/gKA19AEAF6Ad6oArw6ke/fuk8c6i+TEcCDpti+eGZbmGSXSvHiR6+k2IrxxCQFegNct8G57aYds6RiRPX3JqUDzKyKycabIsuZFAG8BwKv2REqDIaClVAd4DfUEeAHeqQK8h1uPyAudw7KzNzaYJJbSgqhcMXdY1q5Zbf2zm/wygBfgzeQ+yeEVK7qbLsL71KYX5JeHz+6DquUb50VkRWO9zJs3z3FkIqUhWSIivI4mM+0vAHgNTQDgBXinCvC+sne//L6zUHqGkqO79v2/vXFElsyfax1pCvDGVCGlQaxTwHRaWfNLNf/b6chb1Q3gzQy8P//tNnm+O/1Cz+VVYbl4foUsX7bUcWQCeAFeRyPhgiQFAF5DgwB4Ad6pAry79h2UZ48GpGMg/WB7ZdOwLFk4XyoqKgDeM40K8AK8dv9OPenRyyExiXb0wFPb5MmO9H1wQ92oXNBUKc3NzY4jE8AL8DoaCRcAvONpAwAvwDtVgFdXhb98pE+e6So865ZnlUbkovqwnLd2NTm8CeoAvADveAPvps1b5P6WQglHzp5peWfTiDTPnycNDQ2OwxTAC/A6GgkXALzjaQMAL8A7VYBXV34/t3mr7OwNyu6+OPTOKInKq2eGpbGhXmbNmgXwArxJJk1KQ0yO8YrwHmpplT1tx+TpzoAMjMagtzAYlYtmiSyuL5N5s2exaI1Fa5ZdsGhtPGlNhJQGQz0BXoB3qgBvTU2NdQLVjj37JRIelhPDQSktjEpJgcjsmfWyYMECtiVLaUwivER4xzvCq9/X2tYm7R0dcjoSkmhUpLJgROpmzJT5TfPYhzcQsPLGtbAtWZ+Ul5eP6aGHr1ByVwDgzV272Jt5YSxS5mXjd7ebontZJOLHgQFeTjbSzdJDoZAUFRVZeug2TboNVqZiR430c7fHXqZGWLI1nS6u0YVXdvtkutbLdlJenK/bZ0q1Gy95gW6fUb9TwU2B1y76//pH20ujunbxw444eCLZ+rxMRbtdee7F/6TajdMgSoQ31n7jFeG1rUF9j44FWhRq1Fd58Ude7ChXf+SHj9VxQZ8zU9EFkgBvTB0ivIaAllId4DXUE+CNCQjwJhtSrgPMuQLeTGYP8CYrQ4SXCK9tEeMNvOn6IMAr1o4gAC/Aa4hmaav7DrwrV66Uq6++Wq655hpZtmyZH88wod8J8AK86QwQ4I2rQoSXCG82J+12P2cvM05uZ9E02qi/nzj7keleAd5kZdzOMKVCPBHeQdfrJIjwji/e+Q68O3bskB//+Mfyk5/8RMrKyizw/cAHPiCNjY3j+yQT9G0AL8AL8KbfYsnWBeAFeAHe5FzMTHoQ4SXCm2gbAO/4gp3vwJt4uy+++KL89Kc/lV/+8pfW5uUKvxr9raysHN+nOoffBvACvAAvwOsXqJDDG+9dRHhzf3HKdcYp21BKhDeujpeZAi9pYwDv+MLcOQNeXVTx0EMPWcC7ZcsWueKKK6wV4Q8++KB89atflbe//e3j+2Tn6NsA3okFXgUNO98rsclzdcbZzCafFq1prrB97GniM3txxm6noonw5g4qAC/Am8knsWgtWRm3fcUPfwTwniPgMvwZ34H3ySeflB/84Afyi1/8Qi6++GK59tpr5W1ve9vY6vn9+/fLW9/6Vtm9e7fho0xMdYDXf+A9evSoHGw9IpGRYYlGIxIoLJaK0iIZHB4RGQ1LMFQicxvqZfbs2WNGAPDG+0PiLg0dHR1ypLNLIiNDEigISU1NtSxoahzrjwBvsh9h0RqL1myLIIc3uW/k6mPJ4SWHd2Jo7Rzsw3vRRRdZkKupCzNmzEj7nJdddpk8/vjjE6WB0e8CvP4Cb2trq7R3dMoLPYVy8GREwhGRxsqgrK8JW5u2P9EZkrriqKybEZWmunJZuWyJdUO5OuN8jvAq6B7u6ZeXeoLSMxSQssKoNFdGZFltUNasXC7FxcXsw5tiAAAvwAvwpveKufpYgBfgNYIug8q+R3hvueUWueOOO866xRtvvFG++c1vGtz65KgK8PoLvM88v9k6CvfoYHBsb1/VvLQgKlfMG5ZnukLSMRDLIX1LY1TWNs+zXqxydcb5CrwtLS2yv7NXft169nGmK6rDcmFTpfWyQISXCG9qH2Af3pgiRHiJ8GYaH0hpmBw85nQXvgOvRnifffbZpPvQLWPWrl0rBw4ccLq/Sf85wOsf8Or0+ysH2+XXR2KHe9iHWdian1cXtsD3qa6Q9fm8sohctrBUVq9YBvAm9BxNadj8wnZ59mhAjpw+e4FZQTAq724akfPPO886QEWdtx7a4VTI4Y0rxKK1ZGvRfHct42lHLFpL1pgc3mQ9yOF18th87hvw3nvvvXLrrbfKK6+8IosXL05Sur29Xa6//nq57bbbpnwLALz+Aa9+8+PPbJGHj8SANhV4L6gPy+buGAxrqS+JyKVzA3LBhnUAbwrwPvP8Jnmqu8RKZUhXrpwflldvPI8Ib4o4pDSQ0mCbBBHe5M6R6ywaKQ2kNEwU+PkGvPpA+sb1/ve/Pyl1QU9Rqaurc7XR90SJ4uV3AV7/gNeK8B44Ir9uTw+859eFpbggKk+fifA2lo/KZQvLZNVyIryJNmxHeJ87GpC2NBHewmBU3tUUlvPP20CEF+A9y/2R0hCTBOAFeDOxASkNXqhp4q71FXj1sb73ve/Je97znqS9dnXVvS5S0wMopnoBeP0DXv1mzeF9rrvQytNNjPCWh6LyljnD8vujISu/V8sVTRFZs7iRHN6UTqXAqzm8BzpPyMOtZ6c0rK4ZlQvnV8myJYuJ8AK8AG+GQQngBXgB3qlNbL4Dr56opluPFRUVjSml++A1NzfL4cOHp7Z6ImPbOWnuoz5XeXm54zO5PfZSQUWnjfSQDqfix2IjLzlz/f39EgqFxtrZhtNM921HjfTzbJuia/pLW1ubbD9RKAf7otYuDU2VQVlXG5a+kYD8rjMkM0sisr4+IPPqKmT5klj6TK7Tbdl0nur78HZ0HZO2nn7ZfiwqXUNBqSyMytKqiCyqDsq61Sut9vPDjvzY9zLVbpymSfV6++U0FVyytTkpDaQ02PYB8AK8AK8TiUzuz30H3oULF8q+ffuSDgdQGNK83kOHDk1udVzcHRFefyO8+u09PT2y/1CrjAxr7lNECkIlUllWLINDIxIZDUthUbHMmz1LZs6cOdZiAG/ceBP34dXZlbaOLhnVfXiDhVI/o04a580Z658Ab3KnB3gBXoA3/UCYq491ejnVtEf7MCEvQQYWrbkAlml+ie/Ae91111kRyi984QtSW1trRfO+/OUviw68mu4w1QvA6z/wZhpwstlOrs44nyO8NTU1jt0N4AV4U42EHN6YIkR4ifAS4XUcQib1Bb4Dr0ZIdC/en/zkJ9aUvzrP9773vXLnnXdaADzVC8AL8Kaz4VzPrtdorP7JVPQ4YPtIYLdQnxjhdepvAC/AC/Cm7yUAL8AL8DqNIJP7c9+BN/HxNc/TTY7r5JYs+e4AXoAX4D17IVyiJuTwJluIl/1T3U7TellDkPqipLn62QoRXiK86ezD7Qt36h7VpDSwLdlEMd45Bd6Jekg/fxfgBXgBXoCXgyeSewEHT4g1E2PPxkx0LniuM07Zxk6AN64O25L5SVnj990Ar6GWAC/AC/ACvAAvwJvqBwDemCJEeJMtw0vaWOqLktNsjCHO5H11gNewiQFef4FXp2p1GzedBu7u7racZ0VFhRQXF1tH4Krz0IFFDzNhl4bkiIM6S3WQ+sfWqampSXbt2mXl0+tWgcuWLUvqAV6cMUcLx6UDeAFeU+DVXHvdhlEjp5WVlZaPKykpsfxduuIlNYYIb1xBP1KsiPAagtQ5qg7wGgoN8PoHvHv2H5ATPccloluRBUSOno5KOCrSUBYQ3bomEo3KwGjQ2o+3rigihUGRpYsWSH19/bTeh7erq0sOtbTK0KhIMBqRgVGR46fDMqui0NJRS9dgQCpCUakojEpZSbGsXbvW+neAN9khTPRUNDm88fbwsi+4273OvYCKn4vWDhw4IF3HeuTkcEBODAzL7MqQRCQgBYGAlBYXyZJF85MOb1JVAN7kvuq2rwC8htAzhasDvIaNB/D6A7yv7N4re7pOy6yiYTk+HLROWzs9HLGiumtmBGRZVVie6gpJ95lT1vQu5pdH5PwZI7JqxQrrutLS0rHDBjI1s5fInJc9IXONqJju0qCwu+fQEdlxPCqrqkflme5C6RoIjEV0VaP1dWH5TUdITo8EZEZJVF5dPyK1lWWycuVKgDfFUABe9uG1TcIv4NX96Fs6u+WpoyE5PiRjfXVJ1agsrhiVXX2FcsGMsKxZvdqK+NoF4AV4DfFl2lUHeA2bHOAdf+DV6MxLu/bKyz0i62vD8su2IhkeDYwdLXzlgoi8eKJQWvvTHZMblnUNxbJwftO0BN7NL2yTx9pE9LjgA6cKLI0U/u0UBm2t1TVhK9K7/Xih1XhzyiJyQd2IXPKqjQAvwHuWR2SXhpgkfgHvM89vkae7CqRr8Oy+qqB7aiRgzV69enGtLF64AODNMGYT4TWEmWlQHeA1bGSAd/yBt6OjQ57c1SENJRE5GRZ5sjNk/YhGY0sLIvLO+RH538PFaVuuuigqlzaMyOoVy6Yl8D6z+QV5sCUo72wclp+f0SgVeFWjjTPC8pv2mK5a3tM0JEuaF0tZWdlYdNypa5DDG1fIy0yBl8ic20GcbcmSrXWqpDToDMJLO3fLL1tj/iy1rzaURmRp5ahsO14oV8wPyPnrY6lHWrzYUa4zTtl8ALs0xNXxkhrjJW2MRWtOo5C3zwFeb3qddTXAO/7Ae+TIEXls51FZWB6WY8MF8kxXLBKpUKGw9qZ5Ebn3cFHalisLReVNs6cv8P5+0zZ59EhQ3jxnWO5viWmUOoiqRq+dOSIPH4lr+K6mIVk0v8k6FdFOB3HqGgAvwJvJRtiWzN22ZHps+o69B+WB1tjLZ2pfnVEckTU1o1ZK11ubInLh+RsA3gxG5/blkBxeJ8+ev58DvIZtC/COP/AqSG3bfUiODUSkoSQ8Fv1Q4NUB4T2LIvJ0V0iODZ5ZgZXQhosrR2VDfVCWL1k0LSO8mzZvlgdbQ/KahrBs7Sm0NEodRFWjuuKobOqOvUhUF0WsqPjFF5LSkOoOyOElh9e2Cb9SGp7btFl+3R6S/pGz++qq6rAUBEVOjQTltQvKZeXyJQAvwGtILdO3OsBr2PYA7/gDr37j1u0vyZajo7KyalQO9Afl5eMFYzm8r5kjUl4QlSeOhmQ04RTeylBULmsYluaF8y3YnY6L1g63tMpLLcek/bTIvNJR+X1XSMKj8Rxe1ej1s4bluWNF1k4NgYDI62eNSEN5UDZs2EAOb4o/AHgBXr+Bd+fOnbKve0B+f7Qw6eVUF5RqX9WX+4tnRWXlsuaknRpIaUjurER4DWFmGlQHeA0bGeD1B3g1z2nHrj1ycjAsoUBETodFDp4MSDgSlfmVAdGpvtGoWAuzTo4Erf9fVDFq7ce7ePHiab0t2a69+6X7eK+cGo5tO3awPyDH+kdlblWhLCwflZ6hoOzvL5DKwqgsrBiVUEFQXnXBeVZDeskvI6WBlAZSGhLeuFPE8HLwxOYXtsvAcFj294n0Do7KvKpCaSyLSM9QQOpLotLU2CgNDQ1JvwDwAryG+DLtqgO8hk0O8PoDvHazaI7b8d4+6TtxXAaGRyQSiUppUUiiwaAUSFQiUZGRSFSqy0ulsbFxLAKS64KKbOYwFbYls+9fn//4iV45fXpAgoGo9J06LcWhAgmU1shwX5cMjUaluLBAaqqrrBcEuwC8yRZAhJcIr98RXvv7jx49Kl1d3dJ7ql9qKstFgoVSV1MltbW11iEUqQXgBXgN8WXaVQd4DZsc4PUXeBObJzWHLlvTTXfgTdRG9/ZVcKupqXG0doAX4E01ErYliyniVw5vot5+7fbBLg1xlVm05jgM5O0FAK9h0wK8AG86E8p1gDE9eCLdvQC8MVXsvurlxYkILxHecxXh1d8BeMU6RVNfsrR4mVUjh9cQZqZBdYDXsJEBXoAX4D37AJBETfyIqOj3J75U6E4UCgvZCsAbUyd19kOP7M1WiPAS4U1nH7nOojn1VYA3rjb78BoCWkp1gNdQT4AX4AV4AV6/InNuo1YcPJHcC6fKwROpvsMvO8p1xinb8AjwxtXh4AlDkDpH1QFeQ6EBXoAX4AV4/QIVgDfeuzQSrVPclZWVjl4b4E2WCOCN6+HHjBPA69glJ8UFAO+ZZnj88cflRz/6kTXdp6dN3XTTTbJ2bewYx927d8tdd91lTaEuWrRIbrnlFmv7Ky0A77kB3gMHDsjRnl6JjI5KfW2VtSNDe3u7HDvRJ+HRiLUDwexZM2Xu3LnWDeUafcjWK73kk+U6wJDD2y+hUEiKitKfpJfYPqQ0xNUgwjv1I7wtLS3S2d0jpwcGZWZdtcxuaBD1B0c6OuX04LAUhQqlob5uzMexS0Nymye+HKqvbm1tlRMnT0sgGJQZ1RXW2K0F4J0U7DkhNwHwnpFdYffyyy+39jp88cUX5bbbbpPvf//71kbg119/vdx8881ywQUXyH333Sdbt26VL37xiwBvgsn29yeDin0qWiartvMC9fNscKiRmhdf2SXHh4JyoC9qbUHWVBmUuWURGR4V2XeqUPqGRWYUR2Vp1aiUlxRZLyoAb1x5Fq3FtCCHN6YDObzxvuElMufnLg3PbX5BTg1HZG9fUPoGR6w9s5dVjko4GpA9fQVybCggVUUizZWjUlEckgs2rBWANz3wdnZ2yqGWVmk9XSDtA0EpDIjML49IbXFE1q5cbm3xpm1ZUVHhCF2p41qmCl7syMtOOOTwOjaRpwsA3gxyXXXVVfKd73xH2tra5Fvf+pYV4dWihv2hD31I7rnnHikvLyfCe0Y/v4D3mU1bZeeJgOzui5+09vb5UTk9KvJkZ+z8ebuUFETljXPCMndmrdTX10/Lk9bSmTPAC/Am2gXAO7mA98WXd8ieY4OyqTs0dtLahlkFsqgiIr9pL5TB0eQj1F/XEJalDZVWpFcDB+n26E31A7nOOGWjiVyDCn4uWtMxecu27fJcV6EFu4llWdWorKiJygXr1wC8njAxfy4GeNO05aFDh+RLX/qSBbWPPvqoFdH95Cc/OXblJz7xCfnYxz4my5YtA3h9BF49dOKVvQfkV62x6W07avzeRaPyRGdIeofPzh1dUBGRDXURWbV8CcB7pm0AXoAX4E0/aHuJzPkR4dW+uWnzFnnoSJEFtno/OuX+zoUB2dVXIIdOne3jqosi8vpZYVm/ZiXAm9CsmtKgYL+j7YR1THO68o7GYVm6sEnKysqI8OYPx7p+EoA3RSpdGPG5z31O3ve+98lFF10kDz30kOzdu9dKabDLpz/9aSvKu379emsRhRZ1XOqs7P0Ds7WAgpseO6nbr2Qr9puwPRWb7Vovv6/PmJhSkOl7vfy+PpM+jz6XFr1nzcXMVGzd9HN18Omu1Rysl9tPyrNdMeel9zO7NCIXzxyV+1rS53iWFkTlzXOHZc3KFb4/Y7b2yPRMqXVS202fUZ1xpqLTmLbd+NGOftmRfq/bvpFoR140Li0tzXi5/r4Ci9e+6ofGqX0l2zPq7/vd/zVCaPfbdPdi91Wv/kC/y02b+6WxGx+r95irxuPRV/V47j2H2uSB1piv1O/UP+9ZEJZfHwnJQEp0126fdzcNS/OiBZavyNZ29vW5+iMn28x1HMnWV/Ve7a3yvPaVPfsPyJajEdnXl34h7UUzw7JqdsVYdDzrAHwmyOLWH+VqR140zqab07PwuQjAm2AF6mhuv/1266jVD37wg9Ynjz32mGzatEk+9alPjV2p8Pvxj39cli9fPvZvauz6p6SkxNGudABRwHMayPR+FHB0msap6KIVLW4W+2j6gTpKJ+BWZ6Pf66aTaV6SPo/9TAoY2RyxPpv9+5qnmy6fStNJdrR0yxMdMeDV76woEnnr3BH535ZikejZqtQWReW1DSOybtUKSwunAVe/U+89G2Tav+JF40zPlHrHqXaTqEu6Nk/8XO3IzTNqHW1zNzlrXp7RrR3pM+oglosdZbP7RI2ddEu0R70X/X83U8Ha/7RPO0GFFztS8Nbvy/ZCaD+3PqP2f6e+6tX/JNqN2746lfyRFx/rtm+k2o2TzSV+nsmOtH1f3rlbftEaPzpY2/LdCyPy1NGQHB9OExQJiLy3aUhWrFhh2ZBbO3LT/03sKFNfTe0bTrr2g/eAAAAgAElEQVQl2qMXf6Ratra1yZYjg7KjN32E99LZYVkxr24s5c1pXE0d1zJd75ePdet/nJ6Dz2MKALxnLEENVvN09dzy6667bsw+NLp79913y1e+8hXr3xQCr776avn2t79tbY/DLg0xqfzI4VUw0AWEOt13OhwYS2l494KIvNSr032x03gSy4a6sCyvK5TFixaS0nBGGFIaYkKwaC2mAzm8cY8x0SkNeifPbNoiz3UVSMdAcCyl4S3zA3JiOCAv9JwNbgsqRmX9jKisW7mclIYE568pDQqoew9rxPzsGcCywqi8de6w9aKgxc0LAIvW8guVAd4z7fm1r33NiuTojgyJRR3iDTfcIDfeeOPYLg1PP/20FQlOHES9bAvkdo9IBRV7mzQns/Oy8lOn0RTWnaJWXva99AN49Zl1S7jWY6fkuWOFcnwgljaycZbIoopRea47JG2n41NXS6oisqo6LOtWr7TgWCOKTlF0L/unsi1ZshW6tSM/tgHSO2Fbsnh7ePE/AO/kAl5N3Wpt75Rnugul83TAmg2pKy+SN8wetiKVunODXeaVReRV9SOyYP58C9hYtBZvS3tbsk0vbJcjpyKytafQ2slHS1VRVF41IyyNM2Lbk7FLgxNR5OfnAK+ItRPDRz/60bOmhj7ykY9Yuby6B+ydd94pXV1d0tTUZO3Dq9uXAbzxTuEX8OovaJS950SvtW1POBKVupKgFBQUymA4IpFIVPpHA1IdikpEArJkYZPMnDmTbckS/BUR3pgYRHhjOgC8kwt49W50D962ji5r28W+gRGZVRGSaCAgUQmKREalbyQg5YVRCQYDsrBxrsyePZttyVKYLHEf3u0v7ZDhwdPSFw5KQUBE13bU1VTLkiVL2Ic3P1nW1VMBvK5kynwRKQ0xbfwEXv1+jezqQRMaddaXDTv/sqOjw3L8NTU1Y4eBpBvUM7UgEd5kZfyYKSDCm6yxl/1TOWktrp2XGSe3s2iTIaUh0Tq6u7tF23zOnDljazf0BcV+SdGUO7t4saPpsi2ZHhpl57trFFe11JlM3abS/nc//JEXO/LiY9mH1xDQUqoDvIZ6ArznBnj1V1K3BcrWdLnuEZntO0lpSFaHlIa4Hl5enLyACsA7vYDXLzuajsCbyZcDvIbQM4WrA7yGjQfwArzpTCjXAYajhTlaONGeAF6AN9MQ5eXFKVd/5EdQwc+DJxIjvACvIdzkYXWA17BRAV6AF+BNv+elrYsfERX9bhatxS2PRWvJvXCqpjQQ4RUr9cDeTtLLrJrbl0M//BEpDYYgdY6qA7yGQgO8AC/AC/D6BSpuB3GAF+DNNpQR4Y2rA/AaQs8Urg7wGjYewHvugFcXxuk0nu7CkBg91P9O3XydHN64YWuahB7TrAs37KKAlO6QEtVYoxW65ZHWU5BTbY8dOyYzZsxI6i3k8MblAHiTHal9Opubw0bc2tF0WLSmdtTZ2WmdBJZYtF+mHkBESkOyzaV7OVSb0UVriVtwAryG0DOFqwO8ho0H8PoPvAcPHpT2rh4JRkYkEo2KFISkpLBAhkcjItGINQUWCARldsMsaWqcZ90QwCvWKXkHW9qk98Rxa8FfcUmpVJSVSv/AoLXVkQQCUlVVLQua5lkvEoda22Xo9MlYgxYWS4GMWvtYhoJ6pF1ARqMipUWF1pHaWtyCih8DjP4+KQ1x50WEd2pHeHXLy32HWiUQCctIeEQKQ8VSGNTdaUQi+mj6H3qSZnGJLGteZMEvwJsZeHW3i5YjHRIeHrTGh6LSclkwb45ojq8f/oiUBkOQOkfVAV5DoQFef4FXD57o6e2TrT0hOXgyKtFIVOZWBGVD3agEJSqPdYZkaDQgFaGorK6NyKLaYuvgiekOvApA217aITuPR2XfyaCcGgxLXXlIVlaPSllBVJ7oDElRgcjiilFZVRORkWhQNnUFpPVU1IrwnjdTpLlyVF4+USAHThVIOBKQ6qKorK4Oy4ySqLz6wgsA3gTfQYSXCG/qUJIYWUzdXirxWt1usaW1TV7uDcn+kyIDQ2GZWRGSNTVhKS8UeaqrUE6NBKS4IGr112VVEVmzasVYrqubI7KnU0rDkSNHZP+RbtncJXJ0MKjv6tJUFpEL6keleeECqaqq4uAJQ+6ZqtUBXsOWA3j9A16dUn9+81Z5sqtQjg0Gx44WVs2LCqLytrnD8vyxkBxJOG3tdbNH5fzmOVJWVjatT1rbtXefPHfopLzSWzB2XKmdwnDRzLAcGwrI3r4CS8d3zBuW33QUSd9w/Pjmd86PyO6TBbL/5NnHN79h9ojMqS6WxsZGVyf2+RFRIcKb7LiI8E7dCO9Tz22Wl08UyoFT8aOF7b76+oYR64WzpT+eJ68vravqC2Tl0mZOWktodk1p0PSrHTt3ya9a9ZS1QJJRzCiJyKVzorJu9Spr9oujhQ3hZwpWB3gNGw3g9Q949YS7fe098mhH7Fx0jaJp9NHWfENdWCpCIk92xs+bn1USkcvnh2TxgqZpC7yq0eYtW+QXLSEZiQTOAl7VSAdNjfLOL4/InLJRebYrNKZxVSgib2mMyM8PF6ftHU3lEVlfG5bVy5cAvGcUIsJLhDeXCK+mBe3avUfubYn1Ne27+oJoA+/8iojMKY3Is11xH6cpRvqSunLFcus6Irwx5RV4NXf897s7Zcuxs1/U9ZorGiOyprnR0gzgNYSfKVgd4DVsNIDXP+B95ZVXZMfRQdl8LObsU4F3UUVEFleOym/aY7CmRQH4LY2jsnxJ87QFXtXhuc1b5d5DMd1SB1HV6HWzhuXBtiJZWR3WGT/Z0Zus8TvmR+X/jsR1Tewmc3R6cEZYVi8DeG1dAF6ANxfg1TqPP7NZHj4Se6lP7avzyiKyvGpUHu1I7ovvahqyIpW6fRfAGwfermM98vi+k1a0PF25eFZULmyeab2oA7yG8DMFqwO8ho0G8PoHvIcPH7ZysR4+A16pwLtxRlgKg1F55kx0Uu9EoyGXzi+WRfPnTWvg3bRlqzzYUiADo2dHeFUjzc998mhIGssjsqB8VH5/NB7hLS2IiKY0/LylSKLR5GlB1VhfNNbWjVpTqjpwJK6ATtedSGlIVsXLYiO2JYtrl4+7NKgt7NixQ37eUmytS0sFXu1rM4ojsunMS7+qUVoQlSvmjciaVSsB3oSupX1Fj+19dk+nPNuVHnjf1hSRNUvmW6kPAK8h/Px/9t7rOY4ku/f/lmkH7xreWxKGBN34HbOzZnZ2Z7Wz0o1QhCL0oAdF6D+4od8vQo/Sq170pBe9/W7EXSvNzqyfmR1PEgRBgrCE9963qa6qX5xsFtC+0SiAJBonIxAk0JXVVSdPZn7y5MlzzmF1Bl6bjcbAe3bAS3f+8vZd9K2rmD+I9uEtcJj4TrWGT5ZUrAeOBrfv1ujoebJlRSGRrPZJ1syZWOYyCYJ+0kMip5VpbXJqGn0zW7i7Fu8X+K0KDTP7Mqb3FMgy8MOagFg0rEb4Sf+g3sTcvoShJ5ZfS36SBHy/SkN5UQ6qqqoYeJ8IJhM9YuCN7o3HjfaRjcBLkvjqTh9Gt2UMx/jbSzLw7QoNj7YVLEacU7hWEkJ7qRNtLU0MvDHAS2P+gwcP8IdFJ3a06MU6WctfrpLR03mJD63Z5J7zWp2B12bLMfCeLfBSSLLVtTUBXtO7JkIGUJsno7tIg2ZK+GZNxY4mo8xloKvIQE1ZAS61tVz4KA1kKaIoDXM7IQxtmlg/0FGdr+JyIUVkAL5aVZCvmugoklCbZ8LQQxjYVDBLkTAQ/jtZl+iwDB2a2Q8BXreJriJdnBx/4eZ1jtIQMXYw8EYPpByHF1HxX1NFaSDL5PDYY9HXJnZlbPk01BY40FmkQ5WAexsK1gIyyLe+rcBEucfArd4r4uAVuzQc6Z21G0IhySam5zCwIWPJL0ORTNTmGEKe7W1tYuePwjSyhdcm/JzD6gy8NhuNgfdsgZfuTjEqJ2fnoQWDME1DxKgszHXDFwgioIWgSIDqdKG+uvIwucJFD0tmqTWFPFpaXcfB/h7yCwqRn+PG7oEfQb8fisOJirJiVFZWisMec4tL2NzcEjE/Kd4nTB2GrkPTTcgSxQOVUJDjQldXl7j9cS1z7NLALg2phtnj6lG2WnhJNrQVPzw6igN/ELqmQXU6BewS0FL/k2DAhIzigly0t7cLcWayU3DSHadU7XbSMZYW47RATFZOI7UwPdvcwjL29/fEwqMgPx+1NVVwu90ch9cm85zn6gy8NluPgffsgddqIlqV00BJIcfSlZMOxqnue55cGiLfg9wkyMJUVFSUTmxi4qUJ6TQzZDHwMvAy8O6IZBEEsKnKWe0UXDTgTSXjsxiPOPFE2qnlubiAgddmMzDwMvAmUqGTTjCn5cPLwBvfKlZfzWThlGorOvIbzgpU+NDakZSz2cJrveVZ6dFJx6PzauFl4LUJNllanYHXZsMy8DLwMvAmPhFtyeUsLCp0b04tfKR5nHgiuhfu7e2JcF10Gj9VycQyF7tQymRx+qwXTgy8R1pwFuNRJnqUyS5arN7Qoo/LySXAwHty2YmaDLwMvAy8DLxnZZljCy9beJNNUezDGy2Z4/YVBl6b0HOOqzPw2mw8Bl4GXgZeBl4G3uhewFEajh+lIVJyZ6VHbOFlC69N1MmK6gy8NpuRgfdsgZdW7fRDhcLI0IG1ZIfW6KAaTbS0ZWTlVafECLStSe1E9WOzEmUywZynQ2u09UXbYfQvnUym7Vfr0Nry8jLW19fF4bSCggIRS5esHvv7+0JudC3VoTi79DnJlT637lNYWCgiNFDhxBNh/c9EjzKxzB3XasUuDdED+UV3aaB+v7KyIsZCGi9p3CsuLk4729nRo2Q3j+0bTyNKAz3LwsKCGAMpSkNZWRlKSkrEI7KFN60aZO0FDLw2m5aB92yAlwbJewODCIWCWPEroIQHpaoG1aHihRvXo1qNgGxsYkqEKDMNHZohYWVfhzdHglORsBpQxL9el4HS0lI0NTYc1s8EVM4L8FIosvmFBWxqKg40oMxtQIGJ+ppKzM4vQDclhAwJG0EJJS4DqmRi1a/AIZsodoSwFzSR71ZgmIAiS9gNKTAMU8QB3Q9JIkSZLKtQdB8ut7cKmaYqZzHB0Pc9LR9eAoaxx1PY3dvDij8skzKnjpLiErQ0NzLwJmh8tvA+OwsvxS5fWVvHdlDGdhAo8wCS5kNHa7MIQZiqZAPwkq91/4NHMEwTK35ZjG8Uu1hWVNy81svAa5N5znN1Bl6brcfAezbA+01fP6Z3TNzbUA9byDB03CjR0Fzixo3eHvF3smA8GBxE/6aKnkINDzZVkSjhxZIDbGsqhnfDOeqpqDLwSoWOS9UlaGyozxhUzgPwklVndGYJnywC+08yDZFFpc4dwPVyGZR76P6mgqk9Ba9VaNjwS3gUkU1NMnVcLw5CkxxCXhVuHQchGUVOE1+uqmICsUqR7MdbtTIuX+pIGcT9vAPv1OwCRtb8uLd+FFKKFmAvl+u4VFWE1uZGtvDGjKMMvM8GeOfm5jC7uIzPlh3YDB5lGitTffhWtYyO9naxa5OsZAPwfnm7D5N7Mga3juYOGsteKNVQmSvhak83J56wyT3ntToDr82WY+A9feClRBMjk7P4zVz0CWuyxhK8vd9k4FJrs9iiG5+YxBeTWyhzA/4QRM75Ko+Bphw/Plt1i+2syKLKJn5cF8LNJ1bibLPw3u7rx58XJGwFj96bZEbQ+Vq1JLKk/XnJIWTUXqjjk6V4GSuSgfcbTXy04BCpTWXJxMOt8EIistDk2F4s47XGPHR2tCXtSecZeMla/nhuGb+ZjY+fKkkmflKvo6frsnCbIZeQVDBhCYhdGqJVhRNPHMkjk/EokR5RmuI7awoWIlIR093J6tlboeJKuQNXu8OJYxKV8w68GxsbmF7Zwu8X4qNzEPS+VxtAY0ODiDPOmdZsws85rM7Aa7PRGHhPH3jHxsZwd24PA5tHK3T6Fgt4X6ow0VtXhObmZvTdf4Dfzph4tVwT1uBln4ye4hD2/Boe77vigJfu81a1ge++dDUrLbxf3unHf89Ew5kFvA1FKtrzdXyy7BAyCujA6E5iGX+rCpg9CKdsbsrT8cG8E0E9Ojc9TY65bhXv1Ru4ef1aVgLv+Pg4vprejbKCR77oa5UGXmivEYsvBt4jybCF9+lbeAlqHzx4gJ/PuOL6In3mzXPizUoNL926kbXAOzE1jQfrJka2Eyf4oHmiudSDuro6Bl6b7HMeqzPw2mw1Bt7TB97R0VHcnj/A4Gb0oGUB761y4FptPlpbW3G3/z4+nJXwRrmGO+sOrPolXC0JYcsXwuS+MyHwvl5l4J2XsxN4P7/djw9irJEW8NYWqOgs1PHxskPIiPxxx3cSy/iVSmDJJ6HQaaKtwMCvZp3QjejOQsDrdjnwk3oNN28kn0TPs4V3ZGQUX83uYyRmYWBJ4sVyAy+3Vwk/ZgZeBt7IHkK7S9YO09OIw0v6Nzg0hF8mAd6SPCfeznLgfTw5jYF1YGwnceSYl70aWssYeG1iz7mtzsBrs+kYeE8feOl07ejsMn43n9j6+ONGEx1NdfB6vRgZn8BnkzuozTHEISzy4a3LNVDp9OPr9XiXBnranzRohwffMtlCPA8+vHf67uGjeQUHT/x36X0t4H2hUkahwxQWXpJRXa6OL1YSu438pNEQ173sDcGlhH2p5/ajJxEC3qYiBa/Xu9HTeSkrLbzz8/MYm1/D7+YST6A/rg+h53K7iGDBwMvA+yyBl777y9t3ha/9WoSvPf2dLLxdXgeulkm40Xslay28FIFmam1fjF2Jyo/rgqirrgRFmmGXBpvwcw6rM/DabDQG3tMHXrrjV7f7MLQtYSzCskZweqkghM4yFS/e6BVfTOGHhkZG0b+h4FpxCJ/RwSqfjDe8B5jad2L6IBqar5fq6K7Ox6W2FlE/24CXAG1wdh0fL9DbhV0QCHhL1QDeqJHEXz5bdQgZfadaw+MdRRzwsArJo6dIQ65LxY4moTVPh2aGP/1i1YG9CJB2mgF8v0HB5damw5BnibrTebbwkmVufHIa/asGxmOsRt3FOq5W5aDrUntGesQ+vNFawj68R/LIZDxKpEcTExPCh/WTZTXKBSkHfny3TkJzY4MwFCQr592Hl0CW/JgfisPL0YvUK8UhNOabuHG1hw+t2eSe81qdgddmyzHwng3wEsg+HB7DvgbMHYRBrdoTglumAatbHDqwCsWUnZyawn5IhlsxsOqTsH4QQmOBhIAZPsChSCaaC2UU5nrQdakNEh2zz0LgpXcan5jC2sYmZvZk7IVMVOWYyJcCqCgrxdb2tgg3tuqXBdCSpdevS5g/CIfvqXSHoBumCP/mkU0RgmzhQIJDBio9BuYOFNEWkizDKx+gubkpbaij8w68iqKIsHdbPh3TuwZoGm0qlFDgcQldos/tgkqyYYjj8B5JhmLL0i4LxX5OVy5yHN6h4RHs7O5hZl/GtibB6zZRKh+gtqYGjY3hMHrZDLwUqWZiZg67moTFA3IrAepyDLgU4OaT6D5k8WYLb7pelH2fM/DabFMG3rMBXqtZKMzONgUPl2Tk5HiEdSJR4gmCKorLur27By3gx/bePtwOB9xuF1SnEzkeDwry8+Mmy0xA5Ty4NFhyowmf4hP7Axrycj0CyijwOoVxIyvw9s6uANtcj0sM/KYkY29nG3v7ByLmrtvlhNcbDtZOVk6fP+yvSwuFvOJS7G9tHN4zNhJGbJc678Cbm5sr3pX0a2d3V+hiQUG+2Ba1SiZ6xBZetvAmm3ZOS49oobS2toY9nx8FuTnCQECJZNKVbLDwWsYMOvy8u38ARZZRVFiAhoZw/PWzGI9oF412KqzkPqnkTGMwXR9ptEl2fazvNy36uJxcAgy8J5edqMnAe7bAG9k8tCqnCSFZprXIawn2aECx2uc0JpjzBLyR70uZ02jgPO3B+Lhb0WcxwdD7Pa3EExbwphoqTgtUYr+DLbxHEmELb7R2ZLJw4tTCR7I7i/GIgdcmSD2l6gy8NgXNwMvAm0iFTjrBEJzST7ISefL7uFDPwBuWptVXM1k4PY3T9amGIAZeBt5k+sHAGy2Z4/YVBl6b0HOOqzPw2mw8Bl4GXgbexBEMLLmcxQTDFt5orbOzFZ1um5TcOWibmBZOtMiKdOVINnxyHN6nH4c31VR20gV4qnsed8Edu/tB1lD6W7JCukY6RyWTXTUGXpswcwGqM/DabGQGXgZeBl4GXnZpiO4FDLwMvJZGMPBG9w324bUJXTaqM/DaEF7kNmkmFpbjniDOxKKSSSc6ru9lJj5zFIOU0qs6nU4hUStJRDLxWlajWEtdqubIZCv6pNaHVN+fibXhpBYVdmmI1qPjWq3SWY0i+2omesQuDRDWNrbwhmPZRp4hyKSvPms9Oul4xBbe441H7MNrE6SeUnUGXpuCZgvv82HhnZmZwfLqOkK6AUmWoMCEw+UWAO4tKUoaezITy1y2Ay8N2hTBYXVjGw6HipLCfCG3paUlrKxvQQtp4sSzq6AUbgSR43ahuro6YTa7yG6V7S4NFBaPdG9vf19EvfAFNPjyapB7sIhKb6mQUWTJxPfyuNu0mSy4YxeDT9OlgcBrdX0DPn8Aebm58JYWixPrFGosXbSPTBbgxzUqZAIqzxJ4NzY2ML+4hH1fQPRBb0khysvLxWLE5YpPJWzpGxk3SN67pgu5oNCEJSldUuzoUbKp9Hmy8FLkiqXVdRGtprysFN6y0pTREmINOcneMRM9ysQ4xVEabAJaTHUGXpvyZOB99sDbPzCAfZ+G0V0FGwEJBQ4TDZ4AHKqCoR0H2gsBb54D3Zc7Dn3Dkm23XVQLL0HY0OgY5nZCmNgBZEVFbW449rGPUhDvKtgNSSh1GmjL17GlyciRNNRVedHa3JSyF2Uz8D54NIK1vQCGNw20eHxwOZ0Y21VErGNFAtoLDeR7XOjt6TqU0UUF3qHRcazvHGBow8ROSEKJ08TlYhNF+Tlob21l4E0SF/zx48dY29zC6LaC1YCEHMVEc76JXDmEG709IstfojIxOY3FtU2MbAP7viA8bicuFwEVZUVobUocjzdbgZcWSw+HRrCyH8LopoGDoI6afBUdhToaGxpQVlaWUIYMvDYB6TmrzsBrs0EYeJ8t8I6Pj2NhbRt/XHZCizgHQZD1epUJRZHw2bIDPcU6rtcVoKO1OarF2cIbFse9gUHcWdIwvh3OzEZ6/XqFBs0AvlyNTtPpVEy8WRHC3RUdNyqc6G6pSTph0L2zFXgnp6Zxf3YL36zKuFWqwWEG8cVGbpR+UX6Tb1dqaK4sRlNTeGFwEYF3cXERD6ZX8PFCtL+3Kpt40+tH7+VWEfM5VbmIFl7aPaBEMn9cis5ySHLqKfCjvcyVMFUw1RucmMdv5ySYZtgdw7IEf7fWRFdjpbAQx5ZsBd7hsXHcnd3D4JYiDl/SuE8ueEVOA29XhdDV1ZVw4cDAaxOQnrPqDLw2G4SB99kC75ff3EX/porZ/eiJlCCrxCPjrSodv551gsDjJ/VB9F65IgY6tvAeKT5t/94fHscHM+GMYRbwUt75Py85RMai2NKQp6NYDmA+6MKbtQ5cu3JkwYy9NhuBlybNvnv9+GBORUCX8G51AJ8vmdg24q1tFR4DL3oNvHTz2oUF3rv3BvDHeWArGK9L5Q4/3m7JR0/nJQZeXQdBVkFBgZDFwMNB9C9rGN4ORy2ILJIZwo9rg7h+/XrUmEbX9D94hE/nNCz5wuNiJPBS5rW36pSoXQfrvtkIvPRO9wce4hcz4XE/Enjp92ulBl5t88a5HtFnDLw2Aek5q87Aa7NBGHifLfB+ffsuPlpwCOiILARZ5N/2foOGv6w4havD9+tMXOtoPJxM6Hq28AKUivOLkUVhqbSAtypPxsvekFgsJCo5qokXig7w59Uc/HWjhps3biTtSdkIvDQR9j8awwezYRB5v86P//NYPjy0GQUmtNiqC+DWzZsXFnjv3O3Dz6ejdwoOZaQH8H6LglvXwwuCZOUiWni/utOHz5cVrAfiI6GQPN6p1dDT1hR3RoHkTYBH1t1Y4KXf/7ohiGvXrsW5kWQj8JIfc9/IFH4/F5ZhLPBWeQy81ehB9+X2ONVj4LUJSM9ZdQZemw3CwPtsgffL23eFy8JmjOWIIEtVZfy0IYQP5l0I6sB79TquXG4DZc6yCgMvQAdi7ozOiu1mC3gLPCreqQrg5zOJD8SUug105PjQt+3Bu3Umbl7vvVDAK6xGDwbxi2lVvPePawP4YBrQlXh50eLgu1UaXrwVXhRcRJcGArBfzTqgJ8ipkoMAftBMW/M9DLwxFt5v+vpxZ1XCXMwOFgmKgPfH9RqudF6KWsTTZ3f7B/DRLLD/ZHcm0sLrUky8W6cnXGBkI/CKHayh8cPFaSzwNuUZeKOlAO0t8WcRGHhtAtJzVp2B12aDMPA+W+C9PzCA0Q0d9zbC4GEVAt62Ijo0ZOJ3C0543QbeqJZwvfdK1HUMvGEf24GBAXy44MCu3zh0aXinJryVOrUXb126VhrC9oEGp8OBl5uL0Jbi4Fo2WnhJifofDOLz+RDmD2R8uyqIqa0QJnw5cSPK5SId3WUqrl3pvrDA+2hkFF/O+vB4J16XuvN9eLWjCg31dQy8McA7OTmJ4YUt/GU5enwjQXkdQbzgNfDqS7fi5DY+MYmvp7aFzyqVSOClg1qvNBaiLQHgZSPwigXAvfv4eBFY98txFt7v1xroaa1L6EPOwGsTkJ6z6gy8NhuEgffZAi9ZywYGhzCyrWBk58jPrcoVEH6T9zZd8OnAyxUG2poa4gY1Bt5w+9GhorG5FXy2YGArEE7D21EYQlehjm/WHVEWpkuFIdTlmhjZCOFGhYor3V0pQyNlK/DSVuno+GN8taogpJu4WXSA4f1cTEYsEJrzdVwpNtB1ueNwZ+EiWngJHIaHR3BnXWKbsf4AACAASURBVMF0hHzaC3S05wXFDoEVwzvZkHwRXRpIFuTWMLUrYXBbPbSQV3oMXC/yoaay4vAwZKTcrB2IgQ0Jj3eVQ+BtytPRW2ok7bPZCrzi8N/ULL5YlrB8EHZly3E70FtsoL3cg65L8e4MJE8GXpuA9JxVZ+C12SAMvM8WeOnbaUt+dGJKxN7d0STkqiYCQQ2qQ4UiKyI8WVN9bcIVPAPvUQdYXl7G5MyscP9QVAdcko6C/Dys7+xBMg0chCTkO0xopgSnLMGUZFxub0VeXl7KXpStwEsvTdA7MT2HQDCIgBaCQ5GhSE8cJ+kCWUVHSyOKiooOZXQRgZdenraWxydnEAz44TdVeKQQcvLyUF5ajNLSUg5LluRMAYH+/YePYIaC2NVkuBRDJAKpKC1GTU1N0sUmxQ0neft9+yLuLIUvc7k9aGmsj3LrigVl6q+Rbl/JOvdJk/ukSxJzVqmFaZ6YnJmDP6ghqJvIdwBFJaUpwyoy8NoEpOesOgOvzQZh4H32wGs1IcEHBbanwdqyFtG/Ho8naSsz8EaLhiZGGuRpcszJyRETKxUKgE4TKP29sLAQZAmi34+TMCCbgdeSHsmMAIDAjbaPaRFAv5N8YstFBV5LDqRjpD+kS9Q/zyLzY7YlniDZkV5RIhKrDx5Xj0jWpJ/Un1MlqaDvyFYLb2QfpH5JYxf1VTrYnKow8NoEpOesOgOvzQZh4H1+gDd2UCPQtdonWTMz8MYDL1lgUi0SIhcYDLxhaWSiR8cFFbpvtmVaS9QPGXiPpHJWesSphY9kfBYLcM60ZhOknlJ1Bl6bgmbgZeBNpEInnWDoBDH9JCuUftVKwXrcLUW6H1loI7fVk90/k7SXxwWVs5hg6PkjZZxum5Sut/pqbIrYVENAbGrP01g4MfBGS/G4enRRfXiT6VwmenTS8ShV3zju+PM8pRam9zmL8YiB1yZIPaXqDLw2Bc3Ay8DLwBt/8j5SJmcxwTDwRmudna1oAslUhbZ9ybWFFk4EOeTSkq7QljGV09wpYOCNljoDb7Q8jrsbchbjEQNvuhHh+ficgddmOzDwMvAy8DLwntVW9HEncQbe6F6YjT68seMMAy8Dr018uXDVGXhtNjkD79kDL63IqVgBw+nwRbJCFig6tEaHDdiHNyyl47g0EDCRqwRZ0TL14Q0n+VCTHgCJtKjQs1guGYna8LiHRJ5nC6/1jiRH69AfPS+5UpCc6B1JBumiW1CdbATeWB04rksDudsQ5JWUlKQdtbMVeC0dIqt7psBLLk2R+phIiHYWTska5XlwabDGNUorn4mFl/ofHfRLt1PBFt60XfK5uICB12YzZAvwko/X9NwCtIBfDIqy6oC3pAjrmzvQND9MyKAD++VlXjTU18ZJLRZUrIxdycRrbZPGgkvk9Wtra5hdWIIugNcEZAXVFfE5z2kwGxwaQSDgh24CqgRouonOjta0fquZWOZom5ZkQ6ek05WT+sw9bR9eSitMMjb0ECSYkBQHaqsqUFFREfWKNElMz85ja3MDIl+pRFfTPxIM0xQh4Vw5eSL8W2xII6pLC5GV9U3sbW9BB4Xugjgl3dhQFzUJn2fgpVif80vL0AIByJKEkAkRhYDCbi2vrcMI6dBNMyxrSYInJw8NtVUoLi5Oqk7ZBLwEaxQWKlYHiosKRKawZAsh0p2p2Xn49nagGSbcLjeqK8tRVVWVVG7ZBrwLCwtYWFqBYRpP+lo+Kr0lIgpIssgLNC5OTc9ic2sT/oAm4s7mFxaLPkrgdxGAl/rkzPwidC0ohi3V6UJVealYbKZacC4tLQl5+/0+qIoM95OxLVHUFZIjA2+6GfH5+JyB12Y7ZAPwrq6u4vHMPG6vSFj0hben6/MM9BZpGFg3Met3QTclUIrU7mITTcVOXO2+HCW50wZeSoTweG4Ft1eBVX/4mbxODTdKDXQ010UB2Zd3+jC3J2F4R4EvJEGVgXq3H90lQHfn5ZQD20UG3umZOUwtrQsZbwTCMq50abhZZqCjtUkAKRWSEcUBHdkwMLojI6ADLgVocB2goVDBxysuaAbQlGvgWomGjo6OqHBcpBsDg48wuquKIPghQ4JHMXG5yEBriQO9PV2HunRegZesbXfu3cds0IOxHRlBXYJTMfGqNyQWYXtaOIYxJQ9Y2tMF8NbmS7hVZqCloRZerzfhSJQtwEuWQ9KBwQ0zTgfqcg3cut6bEHjJ+js2Po676yomd8K6WJar4lqZiYayfHS0NieUWzYB79DoGCbXDnB/XcKuJgnDQ2OugZ5CP9paWw/7aaQgaOF8/+Eghtd10Wd3DoLI9zjRVmDgUrGMqz2dCSPYZJOFl+KKj88s4s6ahOUn81q528CNUh013iI0NyfWnfHJKUyv7ODuKrB2oAu9bCyAqNfa3JRwgcrAaxOknlJ1Bl6bgs4G4L3b14c/LKjYDoZjrlJ50RvCmg8Y3jTjrAGvV+m41lwVBZ2nCbxkCXrwcBAfzqnw6UfPRJNdnmrgnXoT165eFQP22NgYhpb28NVqfGrhzhITV7xO3OjtSdrKFxV4qb0Gh0fx37MKdCNaxiUuA2/XSrh5/ZqQ29TMDO5MbqBvPTpmJU2ON8olYe19sBmWP8HLy9VqFMSKtLKT23h8EG8Zf6VCx82WSlRWVor65xV4+wceYmBxH8P7R+42FR4D3UU67qyr+Fa5ht8tOBA0JOE2YgXXL3IaeLvGxI1rvVkNvCPjj/H19K5IVR1bbhb78PKluoQW23sDg/h8IYSFg/iUsO/WGehpb0x4iC5bgJeSJTwYn8Vv5+L95KvdQbxc7cCNmHTpJN+Z2TncnlzD3bX41MK9JQZuNRajqbE+ri2yBXhFso77A/jtgioWm5HFrej4brkPN27ciMvuR7sJD0Ye439mwnKj+1iRcag/v1YlJZQ3A69NkHpK1Rl4bQo6G4D3j18P4I/zR4MCWUjfqw3g59MOhEJ6HPBSx3+r3okrXUdW3tMEXtpm/3psEV8uRw/ylpvEd+pl3GwP5z7/6s49fL4iixzpkYW20d1OBe/Varh543rS7dKLCrxkQf/LyAr6NxLL+IeNMno7wjBxt/8+fjsrxU0cNDkW56h4tTyE3y04D8X/k4aQ0A3L9ePr23fw62kZphy/jVrqMvBWrYLrV7vPNfB++c0d/HYWCEquQzlcLQmJ7HTUs8iiff/JoiASeOni18o1vPva9awG3tt3+/DBnENk8Yst+ZIf32tyxy1MyYVo4NEIfjUdhg/Lh9/ajm8t0PF6UyFaW5ri7pktwDs8No6PJ/cxE5GO2XpZ0qP3G0O4fvVKnFvD3f4B/H4WIvMkFTIiWK4PuQ4T368xRDrn2JItwEuuDLdHZ/HpYvwCi/ToxTINr3U1xO2sTE3P4JPxDZGqPhZ46fcf1um4ejk+uyQDr02QekrVGXhtCjobgPdnn97H3bUj8KGtV5qEP5hVxRZirL+XRzXxbr2JG71XD6V3msBL1ok/j64dDjrWl1jAe71cwhsdFcIi9M2du/jNvDNuIiXgJT/h9xtC6LrckdSt4aIC7+jjSXz8eAdTMROpJePXqmW8cqkGZWVluHP3Ln4+fQS0VnvQ5Ei68dOGIH4xcwR679QZ6O1oEn6ZdM29+wP4vxNyQr9BhwK8V6cfTr7n0cJL4HHv3j38n8dylMXoZa+GyT0FlR5DgMfE7tEkGpk+9VaZjvdfz24LLwHvL6YT+42aehA/bZZx60Z4R8Eq5M7RNzqNPzyxbsYCb7nHxNsNTvR0Xspa4O1/MIjfz+jYDERbKS0Yo3H4Znd73Ph2++5d/CKiz0YCL9X964Ygent74w6aZgvw0oL+4+FlPNhMDLxteUF8r6sKdXXR51FoN+pPkz6xo5AIeN+sNnCroz7OrYGB1yZIPaXqDLw2BZ0NwPvp7fv4aDbC0icBP6oJ4nfzCvaDRhyo1ObqeLMxF50dbWcCvLQ6vzs2h48XElsf322Uce2J9fHrO/fwzZqMxScDlPVABLwFbhnfq9Hx4s0bSVv5ogIv+bd9PbaMr1aiJ1ILeP+qWcKVjhbhi9t3/wH+NGdiI2bSpcmxIk/FtRIdf1o6gpn364O4eqXnEP6+udOHD2dMBBAPzVUeA282uA6h5TwCLykXWXhJRvs4ctvoKqKIF4DfkFHiNIRrgzWJRgLvu/UGXrt5tHiMhT6ysp/l6fqnEYf3Tl8/fjcvx+0S0LuWKn58tzUvaseI/k6QRn6ov3wCyrHAe7kwhNfbEh+izRYL79jEJP4ysY3xnXhw0/UQflqv4fr1a3Fj9L2Bh/jTnH648xUJvMUuU7gsXb8a7+qVLcBLh4b7x2bx+7n4hQLp0esVGl7sPDqnYPU5Ohz46cgKBp6AcqRLA13zVw06rnR2xEVtYOC1CVJPqToDr01BZwPw9vU/wBdLxuGqlkRC27E0MPStSnGDKVkVOptro8IDnaaFV3xv/318uiRjLcJVgWCswq3jjbojv7WpqSk8XtzAHxejrUcEvC9WmLhcnouuBBagSKsxPTtZI9OVbIrSQBPbgwcP8IdFR5TvNsm4LkfHq3VuXLsSPkxGJ5b7J5fitgfpHq9VAZuajLGdMMx1FOq4VRu9GJqcmkbf5Crubh5ZgS1Zf6/WRE9LzeHBm/MKvKOjoxic28TtrSMf3iJneKfks1UH3igP4tMVp7DURbo01OYaeKlSTggfJKNsObRGuzb90+v4aiXeF/UNrx/XLzUmPLhHfubfzPnEQcBI4CUXke/XhNDdeQmJwhRmC/BSpr9HYxP4cE6BFuMO0pYbwM26XPR0Rh8gJr2hBe3A5BL+/MRoEAm8r1cZuNqYOMpFtgAvyeB2Xz++XJaw9OTAmjXmlDpDeMWr4cVbN+Nc3WiMH3w0JHx/97VwX7V8eJvzdbxQ7caVrvgdBQbedLPn8/E5A6/NdsgG4CVH/eHRUQxvyZj3KTBMoCbHQFuehhUfMHngFKeDy9wmekolVJcWoqWpIUpypwm8dGM6rDExOYnBTQULPln4QVa4NJBV5/KlS1EHVchfbcsXEgdi1gISCh0mGjwBVOQqePnW9ZTWsYtq4SUZU3SOqZlZPNiQseQPhwqrcYfQkh9CT1dn1DYpgcfStl+cst8PSchVTTR7/HA4VHyz7hA+qq0FQF2+JKy1FI7LKrT4oCgPa34Tw1uSiKRBbjM9JUBlSR46WlsOrz2vwEt69OU3d7FnOjC6LQsZ5TlM9BbrUGQTSwcyqnMMPNpWMLdrQJUlNORLuFRoor29NSqqRTZaeOmdBgaHsLATiNOBQo+CK12dCf3sKfYu6d7UjonH2yb2NR01eQqulAKNNUeHHWOH8WwBXnqv2dk5zCyt4uGmjBVfOFoO9bVKj46uS/HuDJYsHo2MYWnbh8F1E+v7QZTkOnG5GKgq9KD7cnvCmS+bgJcifIyPj2NwS8aCTxG7LVUeHZ0FIdTUVKOmpiahDGixMDW3iIF1CfP7OjyKjOZCoKkA6LoUb92lmzDw2gSpp1SdgdemoLMBeEkENLEsLC5ja2dHdF7ayq70lgrw3NrdF8G6Kfg2xcFNFPj9tIGXnolCPVFc093dPRGHNzcnB+VlpQnDwszMzGBxdQMwdJiShDy3E5cuXUoYeieyyS8y8JIcCAwWlpaxt7cPSDIK8nJQ7i1LaPEmQF5cWUMwrxLOvSU4ZMCU1ScB8FVUlBWLaAux8VStQO+kI0ur69CCQbjcpEtlcSGVzjPw0rOTO87KxjZmzDLUS2soLykU/WVheQUH+/vQDQqtFRJ6WVZSjKrKipRxnbPFwmv1OYKJWB0gWdB4kywOL/XRxaUlLK+uIxgMoKiwGNWV3pQpjrMJeC1LP+mQz+cXfrcU25lcXUh2yeLwUj2KZb6wvIrdnR3kFxSIMb28vDzprJdNwEsvSRZbGt+2d3YoajgKCvJRXlqSNvELWdYpDu/W9hZU1YkKbwmqKiuTzicMvDZB6ilVZ+C1KehsAd5EYsgkd/1ZAG/sM9G2HE1+qTKtWXXIas2Z1sLSOE6mNUtutPDJNNNaqsxpdN9MMhudd+A9jmtMJhmysg14E40zx820lsl4lG3Am0humejRSRPhpJoeTzrG0vhC43iyEunfnokb2XH7ylmMRwy8NkHqKVVn4LUpaAbesAAZeKMV6aQTzNPOtBar/gy80RIhSw9ljiOrWqqSyU5BJqBy3EncjmXuaRxaSyU7Bt4j6ZyVHp10PGLg3RdnWCJdtBLJhIHXJkg9peoMvDYFzcDLwJtIhU46wTDwHm+CIZlHyjid1Yiut/pqJjsFDLwQsC9SSBuGSBFNW+npClnmqNAuS7rCwMvAG6kjbOE9kkbs+JNucZqur130zxl4bWoAAy8DLwNv/Mn7SJmcxRYiA2+01rGFN1oe7NIQLY+TLsDZwnu8BThbeG2C1FOqzsBrU9AMvAy8DLwMvGe1Fc0uDUe9i314o0eaTFxjGHiPZHcWC3AGXpsg9ZSqM/BGCJqCTv/Lv/wLfvjDH+InP/nJ4Sf//M//jEePHh2Gt3rvvffwD//wD+LzbAJeGkDJF5c6L/kt0ulfspTQViZZkChVbFFRUZxq0jYnRXMgXyc6kU7XWQkMkumxtU0aa6lLpffptqIJDsgHlfytaEuVDlPRM9FBomQ+WJmASiYHKE46wTwLlwZqY2p3ahPLX+00t6LPYoI5bxZeik5A/YTGC+pbpJOpTtdb/SDbgJf6G7kwRI4nkS4NFAmEfiddJDnR9vav7y/gpzfqxeHHX96dwd++2p42bjZbeNNbeCcmJoROkqyLi4tFmC47OwXJxu7YMTad+9FpuzTQvEb6QPelA880F9BcQvMUjdMUWcWKTJSXlyfmEBoHSd9oXqPrKyoqkoYOpPdm4H1KxGrzaxh4nwjw/v37+I//+A80Njbi8uXLUcD7T//0T/i3f/u3hL5r2QK8I+OPsbW1g2W/DN0wUZULuFUFPt8+duHBdgAoz6H4qUBrc+Nh2tjhscfYPQhgbicEj1NBZY6JstJSNNTVikHgaQCviLc4OY3dILAVMFDm1OELatgMOZHnUlDuCqGiohJ1tfFxFy8y8NKAHm4/P5Z9EhyyiVKHhsKCQnReShynM7I9j+t7eZGBl2Q0NDaBgG6KGKouBfA6gvDk5KD3Snymq9j+kk3ASzA7PTOLLU3BBo0nHojxpMJbKmCC5KTpJpZ8EpyyKVIyh0wJPp1iaxtYPJBE5kdvjoKyfBc6WpuT+ggz8CYHXoI8krVuQoz3qkTxaQ1AknDtSrcAPVpspCvnIUrD8Og4tnf3xHvSfFTuNpCX40F+jluALs1160EZW0EJpS4TBQ4DPp1kYsKEhPldHR4HxdA2kZObi+4EST4YeNNpyvPzOQPvk7aYnp4Wq7+PPvpIDL6RFt6///u/x3/9138lTGCQDcA79ngSQ4s7UVmQ6nMNdOQH8ZclGf6IlLAUPP8lr47urk4MjT7GwIqGkR3lMCONqkh4rdLE2ze7aPw8c+AlqytZ3z9fUbHsl/DdKk1k/Rrd1IXlgqy8BBnfqjLRWV8u4sRGlosMvPcHH+H+UgDD2+EsaVQMQ8cr1L4NZWhujE4uEtuYDLxHEkmmR1/dvovBLQWPd4+iPEhmCK+W62gpL0BHR+qFRbYAL0HW8OMpfLqkRGX2q/AYuFW4D8nhwsi2gtGIFLqKDLxdGUTAkPDlqgN+zRA7R2R9o6xX170yrl3tSTguM/AmB94vvrmL8V05qt/TWP1CqYYKjykSx2QD8A6NjmFo+QB3VqNdrnqKNNR5gpBVBz5fdmAzeDRRERC/Wq5h/kDBN2vq4bzmVCW87NXRWOoRiY9iC1t4nx+oTfUkDLwx0iGwpVPIkcD7N3/zNygrKxNbHS0tLfjHf/xHscVBJRuA95s7ffjlTHRq3m9XahjYkLC4b8alFu4q0nGzJgcL2/7DXOWRKRidCvC/3+mASjNWknJaLg3jE1P4fHJLTJatBTqKnSZur6nCSmEBLz0CZb36Xk0IN69fZ+B9EuFgYGwGv52LbiMCClky8NdNwJWe7pTheBh4UwPv5OQkHs1vicVYZKG+kusE3q3V0Xv1alz/irw2W4C3/8EjfDavRaUvt97zleJ9qA6HSL0cWQjC3qsN4k9LDuxp4SgRFvDSdS+UhfDq5dqEKYkZeBMD79DQEOY3fUKmsYUyAv6o2o/qqirU1dWlJZjn2cJLLloPhkbx65novhde1Bv4QbUfg7tuzO3Hz1E0jzTlGfj9giMqtbBHBd6pDqCnuzsuWQwDb1p1eS4uYOA9BvCSDxD5NNJg++tf/xp/+MMfhPsDFStMCH1GP+ni9VEd8pMiGEsX25M6keVrlE5b6DnoerJ+pCsE7uQ/SD5NVH53ewifLx2tcilN7HerNfxqxiEGh9jnLHKaeKvKwINNYPyJRUaAkiwf3vP/+UEbctyupI9CQGp9P1lpj+MzmugdKWXt7+YkMSG+6A1h/kAWg1js89CDvFtnoLutIcp6EemfnE5u1jNbi5xU1x/3nWL1Jl0bRsqNdIPaO13iB7ontXmkjGfn5/Hp+FaURc2aDOjfb9cC11qqE/psW+8dq0fJ5HEWfYO+K1LG6eQW6RudaV+hPp1Oxon0iCDv7iowEzOp0rVUvl9roL2uPGXmK3pH8jW0+sppyDhWb+jdUr2fpXOZjEdUh4o1Hg0MDOBn09FAa73Lt8v9mDxQMbkXDSelbgNXinT8+Qmc0fdHjke1uQaqPTp++HK8a0gmY2xs30gm41i9SadzkX3VOltwEj1K9jwnGY/6Bx5gcFOO6/fWd7zqDaK+KJylMl057vgT2zcykVum72j1Fcow9/X4Cr6Jse4KnZRN/KDKh/9eyE3odhee/4L49awrbh55u0pDR135ocHLklGiMfa4epRKzrF6c5y5J127XeTPGXhjWj+RhTdWQf7u7/4O//7v/y6svtbATpM6dezjACcNxqS46QY/6kR07XEOt1jgfZwOQQMVTeLWJPrh14P4auVoy9Wjmni7UsP/zDnFO8U+Z6EAXl1YgCeebNXSdXQ/654EvLked0rgjQQnGqjSlUQyHnj4CB/NSdjXJLzkDQm4WDiQEz73u/UGulrqQQcTIgcqasPjLFQykTENVCd5J2rzVM9C+mDJ2I4ezczO45OJrcMFS6Q86P9vVBu40VqTEnhj9ShZ+5FukOyOI2NqC9K3dItB+q5YGafqe5Z1kOpl2lfpvumAk9otVo8IeO+sArMJgJfu953qUMLJM1KOJOPj9P9M3yly/IncCUnUhtYYZ2c86r9/H7+YSbwAfrsygIk9At7o5B5etwHaTfo4whoZOR7V5Bh4s9GD9pamuMc+bt+giieVcaZ99aR6lAp4M+0r9wYe4uGmFNfvre94uSyIxuLjAe9xZZyob6Tqq5a+0TNlMuZGtiP5i385voK7a/EJY8jFjYD3l3OJY0S7FBPffwK8sfPaW1UaLicA3kz0KJN3IhlH6s1x+CLdPHqRP2fgPQHw/u3f/i3+8z//U4BTNrg0fH33Hn41HW1d+U61hrtrElYSuDR0FOp4sdaDuU0//rQQ3hKKdGmQJRP/77uXnopLw+j4BD6b2hEDeFuBjnzVRN9GvEsDQfy7NTquXbsaBfAX1YeXTh/3j8/hD3PRjtbh6BoG/lcLcKW7KyVssUvD0eCRSI8eP36MwYUdfLUa79LgUoG/qjfQ09OdUsbZ4tJwb2AQn86HsOyL30J+tWQfUBz4fDXaAqzKwA9rAvjtghN+Pd6l4eUKAy+0VsZZ26hV2KUhemKzosYMDg5ibiuAT5YT7QSaeK/Gj+rKCjQ0pPbfp7s/zy4N1P4Phsfx3zPxwCtcGqoOMLCbg8WDeH1syjfQlq/jdzEuDWQZJhebbnZpOLfMzMCbBnjpJCfBQVtbm9j++NnPfoY7d+6IqA1UsgF4H42MYXDpAPfWjzp/U56OxpwQPlmSYMhHExFZXb5VEUJXJx1aG8fdZQOTe3IU8L5UYeLdFztTdorT8uElX61HQyP4dFnBjhY+tDawpWJy6+jQGnluvF5loKu2DLUxkRouKvBS45C1595KKMraQ/K4WRrClbpidLS1pGxDBt7UwEuLwLv37uPehhrl1kB/f0UcWstBT2fqfpItwEtj6PDELP60IOEgdLTIKnGZeKXkAJBVDG7HW3nfrgrCr8vCDzrSh7cu18CtchPXr15JuFPGwJsYeOmvX96+i6FtJc7Ke70khCpPCL3dnVlxaO3h0AgGlnx4uBkNve35QbTmaTBlJ/6yogp3OKsUu0y8Xq5h0SdHHVojSzrtIDYUOXG1pytuXGQf3vPBwAy8aYCX4mf+67/+K+hf2pKlkGV0aI3izWYL8FJnHRwexfaeD7N7QMg00VAgwyMbCAYCWNM92PSbqMqTUeLU0dLUKOI2kn/h8NgEdvwhTGwGkeNURL2igny0NTc+tbBkNJlOTE5hLahgJ2CgNsfApi+E1aCKfJeKulwTpSXFaGmKt1pcZOAllwBatOwEdMzsGHApkvCJLMjLwZWuy2lHMAbe1MBLn5Iv4fjkDHY1CYs+CW7FRJUrCI/bhZvXetPKOFuAl150aWkJs3NzWAo4sO4zUZkrwevSRRhD2i0bm5jGfkjCwgFAB1+pHxsiLFk4fNnMnom9gI7mEjcKnRLaW5ui3JMihcnAmxx45+fnMb2wBJ+QNYUjBMg9RJUl3LiaPWHJaGx/NDKOnX0fpvcoWC5Qly+JUJUFuR5sbm1RAF3MHSgiUkOZi0Lh6QKASSa0qzCzqyPHIaM+X4LL4cCN3sShBBl40w5lz8UFDLw2myEbLLyWCGiSoG0qK/EEhaahCZcsKz6/H/l5ecKnM9anl8BnbX0dLqdTfE6T19NOPEHfR9t2+wd+5HhcIpECJBlul1PEDKaQc4nKRQZeSx7UftT21K60qCNZHecQIQNveuC1rpibqhNSpgAAIABJREFUm8Pu3h4cqipkS/7/x/HNzSbgJVmQn+XOzg4OfAHk5rjFwpl0j0JBkv6F5bQv3KHIB57GVxqP6F/y7dzfP4DXWybqpSoMvMmB1/pkZGREyFOWJTFGNjc3Z2XiCZrTSB9Ij2huov5Hekg6RQtS6mOabqAwP0+MfUFNg9vlEgadre1tMa9Rf6WfZIWB1yZIPaXqDLw2BZ1NwBsrikxSeRJgWlm66D5PG3hjn/2k/mWp1CFbM61FvjNZfWnwZuANS4XgjBZ+6Q7RZbJwyiQlbLYBb6L+ddyFUybjEQNveuBN1BbZmGkt9j3PIhEOA69NkHpK1Rl4bQqagTcsQAbe05lgnkVqYQbe5IMAAy8E7FNUCdJNWkhSnPJ0hRaHVE5z4cTAGy31TBZOJ011nqqdT2pUIDikBWKyctqphRl40/XWi/M5A6/NtmbgZeBNpEInnWAYeKN3ClJ1z0gZp5tE6T5WX6XtTJpwk7m5RH4nAy8Dr6UPsXqTSV991np00vGIgfd44xFbeG2C1FOqzsBrU9AMvAy8DLzJM+qRbM5iC5Huy8B7pHl2tqKtuKDJhkK28IYlw8AbrSFs4T2SBwOvTZB6StUZeG0KmoGXgZeBl4GXfXijewG7NEAcwrMO+LKFd18cjKOSbjeGXRqO+lKs3qRbnNrEmayvzsBrs4kZeBl4GXgZeBl4Txd4aWJfWVnByvoWTCME3TAhSTJMPYgQFMA04HQ4UFNZLtxTFlfWoIVCWPUB3bXF8Hq9IgpGusxUmVjmLpqFlyIYLK9tIBjURESNCm9ZlP/2ebfw0gHdlfVNEZmCfM0rvaWH7zc9PY2l1TUEghoURUWuSxUJJ6z5/tGjR9je94tYZ6qiiLoUaYQOmS6vb8AwTIp4htLCPHR0dER1jtiDwZQVLvwcGvJyPKgoLztcHDDw2gS0mOoMvDblycDLwMvAy8DLwHt6wEsRFoZHxjB/IKHYaWAtIIn0zL1FQWwHDMwG3CJWapnLwKVCHapk4sGWivWAhDwVaMjVUaSG8OLNawy8T5olUx/eqdl5LO/4MbxpihjSpS4TnUUmaitLUV9XJ+56noF3YHAYO0ETQ0/er8RporPYRG1FGXa2N+ELBDC8rWJ+z4BHldCYD1S4ddTXVGFmYQnrAVkkXKJYxl63jsuFOvRgEIbqwshOWBfzHSZa8nQUOIGXb10/7CCRwEvPsboXFHLeC0HIubsEqK30oramJi5KDFt47QEbA689+WVFprVkIsjkVDRHaYiWYqYTDIW+opLJQZjjTjh0T7IUUIzkdIXDkkVL6FlvRV/EsGT3Bh7gq0UD9bk6VvwKxnZkfLtSw4bfxO1VKQpiKUHFdyqDmNhTMLx9lFGrO9+HzgoPeq8kThRgtTJbeKP1naydM7NzGFrcwZcr0RnKKNXzO7UGLrfUizjIxx1/YheDz9qlYWZmBn2Tq/hmPTqVtULvV63BJRv445ID28HoDKLtBTraC0KY3FcxGJO9Lc9h4lsle5gJ5mJwM9oA8EJZCI2FCnqvXhHCtsbY5dVV9E9v4pvV6Oudionv1xjobGsS0VEiwyIy8KabwVJ/zsBrT34MvE/kx8DLwJusK/GhtWjJZBJO6qIBLy0w7o9O4fNF4NVyDR/OOyHLwI9rAvjNnIr9oBFntW3KM9CaH8LvF48ARjWD+F6NgVdfvCmgIVlh4I0H3r7++/jjsgv7ESl3ravqcw280ZSDy+1t5xZ4v7nThw9nTAQQDbz0ji+WaQgYEvo3VPHKBJiWL7ZLAd6tCeCXM06YiNepFo8P7SWK0NnIkusw8Z1KDS/eunEIvGSEeDQ8jA/nVGElji2k099qykN1hZeB1yajRVZn4LUpTHZpCAuQgZeBl4H36GBOqmGFgTdaOpGJJyj98F9GlrDql0Rq4a9WVVTnGOgtDuF/ZlXhrxvrl0tbx29UaPifuSPQoEXWD+t0fLXhwv/+Udiylqgw8EZLhay29x8O4TeLnoTy8qgm3q0zcePa1XMJvGTB7usfwM8m5YTuLi97NczsK5g/CFtdI4HX6zZwpVjHHxcdCWVTKPvxWrWMDyL00LrwvdoAOlqbUVJSIiy8dKhz5PEUfj0TBuvYQhbjd+oltDY1MPDaZDQG3lMUIAMvA28idWKXhiOpsIU3WkMYeJMD7/r6Om6PzmJoU0J3kY4/LzmEL+R3qoL42ZQjIfBWegiINXy04Dq8Menc3zSFcPXKFZGimIF3M206ZpIRgdjAwAB+vZAjDl3FljK3gbfrHbja3XkugZcsq3fu3MH/nVKgqgksvN4QNgISxnbC7hyRwFtAbgvlQXwwf6RnkfKpcvpxzSvjNzEWXtpgeL8uIA69kS4S8BJ4j46N4efT8c9A96zwGHir3onGuhoG3lPkNbbw2hQmAy8DLwMvH1rjQ2vRveCkYckIVAm4Ppx3CKvt12sqNgIyflCj4eGmhIltM84y90p5CIZp4qvVI8tbjSuAa14Jr7wQ3kZm4D0e8BKIPRwaRd9KCBO70T68JMNXKgzcaC5HVVXVuQReeoeBwSF8MbOPGV88uL5RGYJbNvHbhbAuRQJvqdvAK94Q7qypWPTFj3mvluxDUp34bCXaAtycr6OryDg8uGb58I5PTuPLuQCm9uLv9VqlgRstlSJ6BPvw2oS0iOoMvDZlycDLwMvAy8DLwHs6wEt3IbeG8bllTO0YqM8x0LepiugLVwoD+HpFxmIwDCqqTJEDdNTlGAJQQkbYF5IOu10t9KOxoUGAGQNvdJKWVPIg4CU/6qnpafStK5jaC0MvHVijSASXSh3o7ekUftHn9dAavd/DR48wuOMRkRao0IG1SwUhXC51IBAMCJeagU0VO35d+PBW5wI3S0PwOGQEQzrubDgwvx+u61JM9BTpKFH8WNDcIrpDyAhLuTFPx7WSkIi4YOmiBbw0ZoyMjOD2miLcKCyd7i4y0C7k3MVRGmzyWWx1Bl6bAmXgZeBl4GXgZeA9PeClO1Fs0pm5BRG1JKQbkGTA0On/OlwOFUFDhlsxoDrcMEwdRkiD31DECXsDMqq8JaiuruawZE+aJVMXK/JtnpieRcDnQ9CU4ZJ1FBQWo6WpAZR5j8p5BV7aRaDDoIsr6wj49qFBhVMKoaCwCE0N9UJn7t7rhx4KYT+ow0W0L8soyvWgs7MTk5OTWFrdgCSZ0AwJLtmErKiora7E9NwiFBg4CAFu1RSLsIaaStTU1Bx2kMhIOCTDyZl5BP0HCJrK4XO0NDUKOXMcXpuAFlOdgdemPBl4GXgZeBl4GXhPF3itu1muEWRRJOsj/UsWN4KGwsLCwyg5tPVMEJOTkyN+KJYvJ544apNMgdcKk5hqejzPwEtJRPLy8oROEQCT64CVFc96Z+rTExMTQp8igdX6nGRKekhJTghO6fAlhX6kv21sbAhXBNLR2JIo9CM9B+kw+fhGPgcDr01AY+A9XQEy8DLwMvAy8DLwng3wRt41k7jgDLzR7cHAeySPszhEm0m0j0xinTPwni6vsYXXpjwZeBl4GXgZeBl4GXhjxwErfiv9/VknMGHgZeC1iTpZUZ2B12YzMvAy8DLwMvAy8DLwMvAmnkyft0xrbOG1CT3nuDoDr83GY+Bl4GXgZeBl4GXgZeBl4D3t9O3s0mAT0GKqM/DalCcDLwMvAy8DLwPv2QIvHeqhg0ZU8vPzo76MLHZra2viQBsBBx38ifXhterSQTa6nvyB6aBSJr6XdA9qZzrERIUiSNBPssIuDWHJnFcLLx2YpEQodLgtFmQpeQwd2iN9sg6qkW8uXWsxQaReLCwsiL+Xl5eLQ22kd6R/6QoDbzoJZfY5A29m8oq7moGXgZeBl4GXgfdsgJd8TylsU0gLQjdNmIaOpvo6EdOU0plTkgQZOvy6BI9iImhIUCSgqsIrriFgoFBRVN+UANMwRUxZHQoUyYS3rBSFBQVxQJOoTzPwRkslG6I0JGrnmdk5rKwsQzcAv6bBpSqApKC+plJcPj2/BBkGdJN0zYRuAk4Z2PFryHc7IKtOdF1qFwuv/v5+BDRdXCOuhYQ8lwNtbW0MvDbZ6yTVGXhPIrWIOgy8DLwMvAy8DLynD7xkXXs8NYuvVySR2YqsqTlyCC9Vq2gozcPG1jYm9ySM7KjQ9PD3txboIiUxAa63rAyr2/v4ZkXCij+so0VOE93FIWwHJYzvKugtNVHpAW5dv5p2JmDgzX7gfTQyio3tXWwFJAxsqdjyhRNP1OQBL5RqoGzLd9YdWDiQkecw8WaFhuEdBeM7ighxluN2oKNAR0t+2PK/GZTRv6FgVwsnRRFpsIv8KPC40Nvbm1bn2MKbVkQZXcDAm5G44i9m4GXgZeBl4GXgPX3gvd3Xj0+XJKw/gVUCXpIzJQb4aUMQs/sybq+pcd2vrUBHs8cvEgZ8suoWcBtZFNnEO1UaPl91YCso4Q2vH7e6WlBSUpJyNmDgzW7gpdi5IxPTCIYSpxZ+p0YT2eesxdPNspAA2ZHtcCIOAl6n0yn+/2q5hkKHid/Mh3+PLIVqCK95A3j15ZfS0gcDb1oRZXQBA29G4mLgTSYu2l6kicjq8DQxkZ9SskKBusnnjspxQ+bETjipmu6k222p7kk+XfTMtFWVrhz3nazA51ag90z8Ao/7jnRPGjhP+0AFBVonf8rYgO2xsjmLU9GxekO6RjqXqliL00z06FmHk6JkChS83uoryd4vVo8y6Rvkz5qqWH2V9Ih0LlEw/dj6VsKI4/gpJtIj+p7+4Ql8OHu0mIoE3h/VBfHlqgPr/miYpecgoH234gDbIRWfrobTEMeWK8UhBIwwrFQ5/fhOezEut7emlAMDb7R4jjv+nBcf3pHxx1ha38bkrozRnTDEUt+g8a3MA1wv1fGHBcehEH5cF8RHCw4E9bAORgLvjZIQDnRgaDt+QUbyeLsyiKbKYuHakKow8KabaTP7nIE3M3nFXc0W3rBIGHijVYOB90geDLzRukEHXggi6cBLunJRgZesbbdHZ/HJQmLg/au6AD5ccB7CRqwcf1S5h4WAE32b8RY2urYlX0eeauL+pooCOYAftObgancnA++TzGMXJdNaZIMPDA5ha/cAD7ZUzB+E9c4C3to8oDFXxxerYeB1Kya+V63h17NH+hUJvC+UhbDklzGzF7/7RcD7UpmGNq8H3d3dDLzpBsFT/JyB16YwGXgZeBOpEAMvA2+yoYWBN1oyiSy8JKMHQyP41fSRhSzSwvvD2iD6N1XM78cDBflWvl56AA0qfr+UeFFBQLLqlzG5J6PJ48N3LleiqbGegfcCA+/07Cym5leEv/jAZljvLOAtcEl4o0LDB3NHgPu96iC+XnMcusxEWXhLw7smd9cTW3jfrQmgsaYSDQ0NDLw2GSyT6gy8mUgrwbUMvAy8DLzsw8s+vNG9wK5LA92NLG53FgPiQBAVC3jLclV8p0rDjibh94sOiJNEEeXFshBK1ABUhwP3N1TMxEBxqdvAq96Q2I6mO7/pPcC1K90ipFSqwi4N0dLJNpcG2qUcGh6lUB74w5IDO0HpEHjJreHblRpmD2SMPdHHy4Uh5Dlw6EceCbzfq9GQpxj405JT+IlHloacIDqLdHzrpRfS0ge7NKQVUUYXMPBmJK74ixl4GXgZeBl4GXhPH3gpXung8Chmd01M7gL+kIkyh4becgVNDfWYnJnDflDH8I6KjYCEAoeJ1nwdBQ5AD2novtyOxxNTIpIDQS+Fmar06OgsNPBgS4EBCd3FBkoL89Hamtp/l96OgTe7gZfebnl5GRSWzDBNPNpWsbBnwK1KaCoAanIM0LEUitAwvS+LEHjkq0vxGAiC9/xBFHqcuFSko8DlgCqbCAQ1DG7JWPYrcMhAXY6OGreGCm8pWlpa0tIHA29aEWV0AQNvRuJi4E0mLvbhjZYMuzQcyYN9eKN1g10aouWR6vAjLSRWVlawvLYJXQ/B5XAI1wPLx3R8fBxrmzsgM69hQkBFSXERKioqDn2kqf7qxjZM04DLqUILhaM95OXmCvCgA4/HOdDJwJv9wEtvSElLCHq39/YR0kJQVAVlRQVobm4WujIxMYGNnT3xf0WWoUqAZkoI+P3w5OSgurwUtbW1Qlizs7OYX1qFYRIWS8hxKuIz0t/jHOhk4LUJaDHVGXhtypMtvGzhZQsvW3jZwnv6Ft7YfkX+lOQqEZtpLVH/i820lmyY50xr0ZKxE+0jmYzPS5SGRM8fa8g5DT3iTGs2octGdQZeG8Kjqgy8DLwMvAy8DLwMvLHjAKcWDkuEgTdaMxh4bUKXjeoMvDaEx8B7JDx2aYhWJHZpOJIHuzRE6wa7NETL47jxnNnCe3I9Oul4lGp6zLZDa2zhtQlD56A6A6/NRmILL1t42cLLFl628LKFly28iSdTtvCyhdcmZp1adQZem6Jk4GXgZeBl4GXgZeBl4GXgPc7hR3ZpsAldNqoz8NoQHrs0sEtDMvU56RYipxaOTlGdqntGyphTCwdBriMnyZD1PKYWTtTuqVwa5ubmRLZHSm1eXl4uTtBTJjtKd56q8KG1aOnwobVoeZBOkUwoQgf1LyqkU9TPIg9PxuqRpY+UEpz0kCIy0PU0vlMWQbq+uLg47QFMjtJgE9BiqjPw2pQnW3jZwssWXrbwsoX32Vh4FxYWMLuwiO2gjBUfUOAEqj26gIxLly4x8D5plpMuwFNNj9nuw0sLrHsDg/BrOjQDcMqmSBesm0Btnox8jxOX21uFjlnAS2A8RfGhQzJU2YCmAysBBR4VqHSFAInSDQMhw0BDgYqCXA8ut7ccHn6PlTcDr01AY+A9XQEy8DLwMvAy8DLwPn3gJeAaGRnFl2sqFg+OdNCjmHip1IemytK0CSXYwssW3mREcH9wCHfn9lDgkmFARv9GdJrgS4UhXK1w4Wp3pwDexcVFzC8s4ps1FV1FIYztqCJ1tVVkycQLZTq2/DoebioCcruKdHSX0z0uJ3wMBt7T5TW28NqUJwMvAy8DLwMvA+/TB96Hj4ZwfymAwa1w6uHIUqAE8Hol8MqLN1OO8Ay8DLyJFIQihzwYm8bHsyG8Uanjw0V3Qj36QZ2BnrYGFBYWor//Pka2TOyFJJS5TAG+scWtmPhuhQ//PecA5LC7zbt1Bq5eak7o3sDAaxPQ2MJ7ugJk4GXgZeBl4GXgffrA+9Wde/jLkoLNoBTXBcnf8v3GEHo6L6f0k2TgZeBNNH7Pzy/gT8Mr2A3oKPcAfZvOhOBAVt5vd5SjpqYan375Ne5sedCcZ2DZJ4t01onKa14/Hm3K2AiF79ldrOPNjnJUV1fHXc7Ae7q8xhZem/Jk4GXgZeBl4GXgZeCNHQc48URYIucxLBkDr00wek6rM/DabBgGXgZeBl4GXgbepw+87NJwAEVRxAG9dIUPrR1J6DiJcNilIZ1Gnc/PGXhtthsDLwMvAy8DLwPv0wdePrTGwBupdVtbW8KXlkKBpSrHAV6qz4fWbMLRc1idgddmozDwMvAy8DLwMvA+feClb+SwZGzhtTTvtIH31MOSuXUAEocls8lcdqoz8NqRHnAYPy+TgN17e3vHCopOQarJikGr1nQlk+wtZ5G7ngJ0UzxCCvxOhQCADoQkK7QVZ63Ej7vdRjEO6b45OTnpxCHkRsG+rQVJsgqZgIrP5xPP7HYnPrEb+R3HfadYveHEE5x44iRWq0zGn9i+wYkntnGcDFmx408mfTX28NFpjEcHB2zhPUlfOa6Fl+7NiSfSTrXn6gIGXpvNxRZetvCyhZctvJksnDIBleNarS468Mb2weMaFThKQ7Tk7OjRcSE+XVZEMiqQQYRKJkaG4/aVTIE30pCT7B0z0aNMjFMcpcEmoMVUZ+C1KU8GXgZeBl4GXgbe6F5AoEKFdlnSlbPYcWLgjZb6SXecUrXdSXfRGHj9YvfzOH2DgTfd6JHZ5wy8mckr7moGXgZeBl4GXgZeBt7YcYDDkoUlch7DklltGeuqxxZem8D0jKsz8NpsAAZeBl4GXgZeBl4GXgbexJMpA2+0XNilwSZ02ajOwGtDeFSVgZeBl4GXgZeBl4GXgZeB9ziHHxl4bUKXjeoMvDaEx8B7JDyO0hCtSCf1mcvk5PdxfejonuQLdtqD8XF9L8/ikAhJO1LG6fwCI/tqJtE+Mj1dT4d+llY3YORXQN5dQlV5GUpLS6OUgw+tRfeV4+oRRZMg3+D8/Py0o/bjx4+xurElrpNgwjAlEUWmpLgQVRXlIB/fpdV1UHtRaW6oQ3Fxccr7cpSGaPEcd/w5jxZe0o+F5RVsbm4Joxb144qKCtBYOjk5ia3tXVCQMSq5Hg8a6mpAh+bWt3aga0FohglZIs2T4HHIMKDAMA3ANKGHQqKuy+lEUWEhKsvLkJubm1D32Ic3bVfP6AIG3ozEFX8xW3jZwssWXrbw0qQ+MDiEbb+OwQ3Ab0jwKCa6iiVUFOfiUlvLoZow8J4t8A4NDQn4mPM7UZtrYnpfwdyBAt00UeUx0VmkYz8kY2BDxm5IQp4UwI1KJ6rLitHUWJ90RmDgvRjAu7KygqnZOTzclLGwa8DtkNFSANTnA6GQDs0AVvwyZvZl+HQJXreBriIDpB8UllM3geFtFasBCbmqieY8A6UuHSsBBeUuA5O7Jub2JEBxoNITrtvU2BC3MCZpM/DaBLSY6gy8NuXJwMvAy8DLwLu4uIi+sTl8vhYfo/ntWhM9jZUoLy8XqsLAe3bAS9DRP/AQny6YuFoKTOw7BJhEllK3gVe9IXy04ERQh7DyulwOvFNroKulHiUlJQlnBQbe7Ade2kEYfPQIv19wYFeTQLsK1uHDtys1YZld9skY2g6HTbMKLW7fKNuH6nDiowUHQkZ0trcrxSE05BkY2FQxsW2KKA0WOxQ7DbxZFcLVnp7DOPbWfRl4bQIaA+/pCpCBl4GXgZeB927/AH43FcSu4YpThzK3ibdqZVy70s3Am6CznKZLw+DgIKa3Ani4ZqC3FPh4Jb496BFulYWw5pcwuacI4CXLXF2ugdcbPOi61M7Am2SLPVIw2ejSQJn7Ph9bxb318JhmAW+BS8Ib5RpU2cSvZhPrVJPnADUFTny2rMbpj0M28aPaIH4z78JBMJyUKTIp0kvlBl5qrzpcFDPwni6nWXdjC69NuTLwMvAy8DLw3rlzB//fuBRnobF046cNQdy8cYOB94yB907fPQxuSPBpIRS7JNzfCmd+jC0t+TryVBP3N9VD4CUr3Q/qTdy8dpWB94IC76ORMfxp8gALB9HAW5sHtBcQqAKfLDsS6keB7Mf1cgUfLyX+/Ac1QQxuqZjcibbw0s2a8gy82VKAtpamqHuzhdcmoMVUZ+C1KU8GXgZeBl4G3tt37+G/J3WE5HjrT57DxPfrTNzoDYMUuzRE95jTtPAODAxgfEvH9LaOtkLgi7XE1jjaYvbrwOjOEfCSL+ZbdQ709nQy8F5Q4J2cmsYn45sY3Qm7LFgW3jIPcLNUhyKZ+HA+8SKq2ulDc5GKz1YSA+/79UH8acmBDZ8RZ+HtKdbxRkc5qqurGXhtMlmq6gy8NoXLwMvAy8DLwDs+MSm2Qkf24zOL9ZboeKGpBI0N4QNRDLxnB7xLS0uYmZ3DBzMSvl9r4C+rLmwHo/0pFdnEO9UaPltRsR2UDy28r1UauN5cgcrKSgbeCwq8tPh6ODqJD2ajgZf8eN+pCUI3JTzaUjD/xAIcqSjfKtmD2+0S/r+xhfx3e4pC+HzVgbWDaOCVJBM/rjfQfaktLloDW3htAhpbeE9XgAy8DLwMvAy8dKCp7/4DjO0qGNuhiAASVBloy9fRWSLhak/Xoc8eA+/ZAS/due9eP1b2AlgPqqjJldC/qWLFF4beIqeBG6UGArp5ZInTA7hWrqKthKy7XUknCD60Fi2abPThpTccGX+MqdU99K1J2PTp4tBaXT5wqyQEE6YQQt+GA7NPDkPmqCZox8BhBFHgdmDJLwsopggOVMhd4VqJhs2gDKdsivsuHkhiPCh0GrhVLqHRW4jmpoY43WPgPV1eYwuvTXky8DLwMvAy8FJYMgqFRbFf93e2YZgmJAnILyxGU31tlG8vA+/ZAi/dnXyqg7oJRZZgQIJMoCKFIaOirBRbu/sIHOxBgwI9cIDKqmo01tdBUaJP30c+KQPvxQBeekuKujK/uAx/UINTkeB056CpvgYUb35ucRkhw4BDMkWIMlWWUOH1YmN7W8TgDVEMXgCaKQnA1QxJ3IPC4hECB0O60EdFdUJVFdRUlifdVWDgtQlobOE9XQEy8DLwMvAy8HKmteheQOGdqHg88S4esf3lNH14rXtT4gCXy4WNjQ1IkoTCwkLhN+l2H4WNozYjiKWfdEkn6L4MvBcHeK03Jf0hPYpNDEGLVvrJy8sTOkW6RXpcUFAgqtL/KaMa/U516f9kKaZC/yedpMggdO9UhYH3dHmNLbw25cnAy8DLwMvAy8D7fAIvZVdLVSxQOU4WQgbeiwe8sRlEk+lSJnrEqYVtQpeN6gy8NoRHVRl4GXgZeBl4GXgZeGPHASthAf090xTVlqUw1fSUiWvMSVOdp/r+bPXhjXxnBl6bgPScVWfgtdkgDLwMvAy8DLwMvAy8DLyJJ9PYvvH/t3cm0FZVZRz/5AEq8gJ8iBMgyOQzFRCBRBRNXbUkU9QUtWyglBDUMrFsQCsLhxwiB4pMLbM5Tc2hxFboMmUQ1JgDUVEBZRAes4/Wf+N57777znzu5XHv+521WAr3nHPP+Z397f073/7OucqG6t+CFk33e7XUKo3R33NLUYK2Uw29Sle0ftiybds2V56icoSoBeGNIlRanyO8Ga8XwovwIrwIL8KL8CK8CG+c0hhKGjJKV4bNEd4M8LQpwovwIrwIL8KL8CK8CC/Cm1Goirw5wpsDWL+jPWHCBBs+fLideeaZdZ8sXLjQbrnlFlMdVPfu3W38+PG27777us8RXoQX4UXa3iRdAAAgAElEQVR4EV6EF+FFeBHeIhtrxt0jvB8CnDNnjt15553WrVs3q66urhPe2tpaGzVqlI0dO9YGDBhgDz/8sL300kt27bXXIrw5jS+/1kkCoFqtoEU1Wl6tVdwHKvKfkg5r+2kfqAjbZ5J6srjntHXrVlNNmffaG7U3/Qlach+EiXuO2p8emil0Zxz3dVLFqJkTn1zGUXWBuTenSdpRUz9sFLcuMb8dJYkN/Xxq2OLFqtqR2pzqJKOW3eW1ZLylYeeVStsfJWlHQetSw9uQDCUNUb1H8T5HeD9ku2zZMmvTpo098cQTVllZWSe8CxYssMmTJ7sMrxYNrBdccIFNmTLFSQoZ3p0AEd6GQZp2gEF4a0ySondURi0Ibz0hhLdha/Hew4vwIrz5/UgxbsB5LVlUb717fI7w5l2H++67z2UwvJKGqVOnuozulVdeWbfmFVdcYWPGjLHevXvXZSkVRMqUxHnRul4nowHdk+WgpiD58V5uHdVcNOAp6KJeZK39aDCQ3Hsvwg67M1c2TOtGLcro6Hy8AUbHHvW0rPe5smhxXsOjc9R+4zyxK25iEfbLSTon7U/Hnv9icb/zFQvvheFRPOKeU367ieKma+xdtyTnqBsS3chFLcVoR4oL7TdNOwo73lzGYbMJ3nX22kKSdiRuiumoWEnSjryX0MeRemVU9TR5VCwl7X9yY0MZuKjz0/cn6Y8UK1qaqj+K28eq3ag/jBsbuf1Pklht6naUtj8Ki78k/U9uHxsVq7l9XJI+N26sFKM/StqO4o7V+e0mil1U/97cP0d4I4RXGd/Fixe7kgZvufrqq12Wt2/fvk5Itagh5gZqWMPyOsqoQUz70GAUJW3egK7/Rg1cSfap89Gxxv1+nY93ThLfsOyKxy3p8cRl7A3iUYyTnmMxGOefU5gY5nPT9Y46xySMvXKKQrejuNctS2yEcdN+JZpJY7VY7Sg3VsL6irjxn6T/yT8n3UCGXe80sVqsdpS2PyoW40LHatL+aHdqR0GM/c4pjJtu3vSnmOParuiPgngkjY3cPj5O0qC5S23Y+SO8EcL7zDPPuN9lv+qqq+rWlPyOGzfO+vTpQ0nDh1QoaWjYkChpqOdRjClE7Z2ShnrGlDQ0jD9KGgrTH4XJQ9xnCKjhbUiRGt6mU3KEN0J4ld29/fbbbdKkSW5NBe/IkSPtnnvucdNg1PDuBIjwFmaAoYaXGt7clsRDa/U0NBWtqfE45QcIb2H6I4Q3Xn9EDW/TSWySb0Z4I4RXDfniiy+20aNH172l4fnnn7eJEye6LRFehNcv4MjwkuEN6oiT/CQswovwFqIdpe2PEF6EN4lQ7u7rIrwRwquPly5dajfffLOtWrXKunTp4t7Du//++yO8OezI8BYmo0KGN94AI9qUNNS3OUoaGsYfGd7C9EcIb7z+iAzv7q66O48P4c14ncjwkuElw8sPT/DDEw2jgPfw7nyA2HsYsKnf50yGt7gzTghvRpHaRZsjvBlBI7wIL8KL8CK8CG9+P4Dw7iTCQ2sNWwYPrWWUrgybI7wZ4GlThBfhRXgRXoQX4UV4/QdThBfhzahZBdsc4c2IEuFFeBFehBfhRXgRXoS30D/fnl8KE/Uz4Bl1puw3R3gzXmKEF+FFeBFehBfhRXgRXoQ3o1AVeXOENyNghBfhRXgRXoS36YRXb6hYsmSJbdy8xfZs1dI6derkfg5aP2sc9muPOuIkDxvpZ251nb1fu0ryRhUeWqup+/l4MRfHoEW/Huf9uqceftTf4/ycfNxX+BXih3BWr15t+vPiG+ttaI8q69y5s+kaI7wZharImyO8GQEjvAgvwovwIrxNI7yLFi2y1WvX2btbWtjKzXtYZUuzrm1rpbLWv29fhPfDy8JbGurbZ1bhnf3yq7Zx82Z7c2OFbfpgD6tqXWv77b3DOnZobz169Ig0Ch5ai0RUtBUQ3oxoEV6EF+FFeBHeXS+8K1eutNdff92mrWxlqzbXt8HWFWaD29dYl6q2dsQRR4T28GR4G+LJ8j7nINDl9NDa/Pnzbel7m+zZlS1tx476Mz64Ta0dVVljAwccHZmNRngzSleGzRHeDPC0KcKL8CK8CC/Cu+uFd8as2TZvjdm8dRWNQrCyxVYbduAHNmTwIIQ370dawoAgvA3p5P6gkkpYZsycZU+93do2bt+jEcbD2260Qd06WO/evUPbHMKbUboybI7wZoCH8NbD45fWGjaktFOISeoC169f72oVvZuuoKasfRajvmzdunVWWVlZ93L9oO/POoUYtF9+aa2eTBZRiXryW/WUqqNUO1Kba9euXWSvuSt+eOL56bNs2oqWtnZrY/lQmxvR7QPr0/NQq6qqCjxeMrxkeMMac+64pl9anbvkTXtyeUvfTapabrbeHSrs9OOPRngje4imWQHhzcidDC8ZXjK8ZHjJ8O76DO/z02facytb2eotQcK73ap797IOHTogvGvWhHLwAGW5cQqCXC4lDRLe+UvesMeXt/I91Y4tN9vQg1vZoAH9EN6MXlWszRHejGQRXoQX4UV4Ed5dL7yzZs+xBWtq7ZU1jTNu7Su22NADzIYMPia0hyfDS4Y3boZX6704Y6ZNfbuVvb+t8U1W/3Ybrf8hVdazZ0+EN6NXFWtzhDcjWYQX4UV4EV6Ed9cLr15DtXDRYpuxupW9WVPfBtu22mGD22+0gzq2s+rqaoSXGt4GbSBLidXixYtt2ar19tzKCtv8Qb30dm9ba3322WjHDjom8s0g1PBmlK4MmyO8GeBpU4QX4UV4EV6Ed9cLr75Rb2l4a8Uqq9lu9t6WFibZ3W/PWmtZUeHe0MB7eHdel7TPFIQNj3GfISiXkgaPhd7UsGFDja3Y3MI2bjfrtPcO27PC7KBOHa1r166RRoHwRiIq2goIb0a0CC/Ci/AivAhv0whvUPe9YcMGfngiBw7CWw8jS4Y3qL0lKY1BeDNKV4bNEd4M8Mjw1sPjLQ0NG1LaAYa3NNS4rFzr1q0jI5O3NNQjyvKwUam+pSGsgSC8hemPyPDG648Q3sjuerdYAeHNeBnI8JLhJcNLhpcMLxne/H6gRYsWda/s46eFy+unhfOvNcKbUaR20eYIb0bQCC/Ci/AivAgvwovw+g+m5VbD63eWCG9GkdpFmyO8GUEjvAgvwovwIrwIL8KL8LZv3z7SKKjhjURUtBUQ3oxoEV6EF+FFeBFehBfhRXgR3oxCVeTNEd6MgBFehBfhRXgRXoQX4UV4Ed6MQlXkzRHejIARXoQX4UV4EV6EF+FFeBHejEJV5M0R3oyAEV6EF+FFeBFehBfhRXgR3oxCVeTNEd6MgBFehBfhRXgRXoQX4UV4Ed6MQlXkzRHejIARXoQX4UV4EV6EF+FFeBHejEJV5M0R3oyAEV6EF+FFeBFehBfhRXgR3oxCVeTNEd6MgBFehBfhRXgRXoQX4UV4Ed6MQlXkzRHejIARXoQX4UV4EV6EF+FFeBHejEJV5M0R3oyAEV6EF+FFeBFehBfhRXgR3oxCVeTNEd4iA2b3EIAABCAAAQhAAAJNSwDhbVr+fDsEIAABCEAAAhCAQJEJILxFBszuIQABCEAAAhCAAASalgDC27T8+XYIQAACEIAABCAAgSITQHgLAHjTpk128803244dO+x73/te4B7/9a9/2e9+9ztbv369tWvXzr761a/akUce2Wj95cuX23333WevvPKKtWrVyo466igbN26c7bnnnqFHe++999pzzz1nv/jFL3zXu+aaa2zu3Lm2xx57uM9PP/10+9KXvuS77ubNm+2ee+6xF154wa1/8cUX25AhQxqs+7///c++8Y1vNPi37du32/nnn28XXHBBLLIvvvii3XDDDXbTTTfZoYce6rvN4sWL7Ze//KW99tprjsE555xjn/rUpxqtW1tba3//+9/toYceMl2TyspKGzVqlA0cODD0WGbNmmXf/va37YEHHrB999230bq6Zr/97W+toqLCfda9e3e75ZZbAvf58MMP26OPPmrbtm2z448/3h1D/iI+OkZv0bFXV1fbxIkTY3F76623bMKECTZ8+HA788wzfbdZs2aNu4YzZ840PVw5YMAAu/TSS93/5y9ioPPXflu3bu34fuYznwk9ltWrV9vo0aNtzJgxduKJJzZaV/Hw6U9/usH3ffOb37TBgwf77vell15y7V773X///V2byF/EVu08d9myZYvdeOONdsQRR0Sy2x1iVVyuuuoqO+SQQ1xc+y1JYvXtt992Mb9w4ULXRm+99dZG7ThrrOqYH3zwQfvrX/9qf/zjHwM5x43VDRs2uP39+9//dvs66KCD7PLLL3f/DVtKMVbj9HFxYzVtHxcVqxoXxo8f78Ybb/nNb35j++yzT+pY/dGPfmTTp09vFKvqo+MscWJV443653/84x+mB0cVU1dccYXtt99+jb4izbgaFatJ+7g4sZq1j4vDtrmug/BmvPKrVq2y6667zsnKe++9Fyq8CsyTTjrJDeaS2R//+MdOMjwB9Q7l1VdfNQ3iRx99tAtiDeY9e/a0c889N/BoNdjdf//9tmLFikDhlWBLqCTbUYvOSQIqefUTpKDtv/71r9sll1xiffr0ifoK+8tf/mL/+c9/THKtTipIeP/5z3+6gfDwww93MqSB8Yc//KHr3HIXdT5/+9vfbNiwYaanZTX4futb33IDa9A51NTUuHW2bt1q6qD9hPeuu+5yMiV5jVp0Ti+//LJ97Wtfi8XZ258kToNLlGRq/Tlz5tidd95p3bp1c+0uSHjnzZtnb775pn384x83DZTf//73nWz63SxMnTrVevTo4Zi+//777npoADzssMMCT1n727hxo33yk5/0FV7d2OmGaPLkyVHYbMGCBU7UJMQ6r7iLxEkS//Of/zzyhnB3iVW1EYmA2nSQ8MaNVfG/7LLL3I3rscce26gvCeMYN1YlFbopVWzopv33v/994G7jxqriWDfTapu6idUgLyaK66ClFGM1bh8XN1bT9HHiGRWrSpTMnj3bxVLUkjZWdbOiZISOJWqJG6vqYx577DF3Y92mTRuXmFBiRDeM+UuacTUqVpP0cWljNUkfF8W1uX+O8GZsAWrECjBl89Rph2V4879KmUqJTtu2bUOPQtnCpUuXBg6O+u4rr7zSfS45DsrwXnTRRS6Dli/Y+V+u77r99tvttttuS0RHHeHdd9/txCXOInGTxKpz0gAfJLz5+1KHecoppzTKOPt958iRI03C2qFDB99D0rH279/f/vCHP7jB1k94dZMgSYzKIEoqJR4//elP7SMf+UgcBG4d3dx85StfsTvuuMNlpaOWZcuWuc79iSeecOsHCW/+fjTYvPPOOy4rG7VI/o877jh38+C3PP300/bf//7XZYMlxX4ZXsn2z372s1hZ6x/84AdOnKOy8fnHomyjBp2gmYrc9XeHWFWWSZnrs846y924BAlv3FhVn6Mb7Tjnn8siaazOmDHDzRDohuxPf/pTVPOp+zxurKpNK/6C+i7tsBRjNW0flyRWo/q4OLGqrOvatWtjzcyljdXvfve7dsYZZ9gxxxwT2X7SxuqSJUvcbKsSAlFL1LgaJ1aT9HFpYzVJHxd1zs39c4S3QC1A07GPPPJIbOFVB6+OY8qUKaFHoIBSJlglBX379vVdV9PWmsI54YQTXEYtaNCQYHfs2NFlVJXN0z6Vbc5flCVVdlTrvfHGGy4TJSHVtmGLskCDBg1yWewki2RdmYU4wqtsk0oE1Kn5TVt53+vdgCirIHnzW5RReuqpp1w5gyQwKMOr0gFxkNBWVVWZZMTvWujG5yc/+Yn169fP9L177bWXE5GPfvSjoTg02CxatMhlrpMsunlRtj6u8Or8lAUMuz7KIKktS1QlGH6zARIsMdHN1a9+9St3fn7Cq3NS9lw3G5qpUNv4whe+4LjkL+edd559/vOfd9dD106lGqeddlooDu1TfCWQnTp1io2uqWJVbJU1V1tT6YgyakHCGzdWJYmKG80qrFu3zrVLxUfu1LQfmDSxKt66TnGFN26s6rglKCoVkryVY6wm6eN0/nFiNU4fFzdW//znP7tyFbUbxafiz28mSMeWJlY1jmnWUDMxUQmX3OufNFYlsSrfiepLo8bVuLGapI9LE6tp+7jYnWEzWxHhLdAFTxKYGgiU1Tz77LMD6xmfeeYZNwhoGk/rSQb8puWVqZH4XH/99W4qOkx4dde89957O/mQ1Gr60e9OWAKt2joJeZcuXVw9qqYf9fegRVNQ6tS1bZISCO0vyWAgwRI/ZUSDlrFjx7qs+wEHHOCmyFUOkr+I69VXX+24SerChFcZWNVG6o9KUTQYTZo0qZFwKwumTk31mcqO6qZBnbxuQPwkT8ekjlUlIGoPSabytW0S4dWxqXxGNwpeLXI+E2WYVQun66e6XE03+y3XXnutjRgxwsmVtgkSXm2rNqdstKbltK4y37p5yl1UTiJpV8mObiaUsRVDtYuw0hhNrz/77LP2ne98J1EUN1WsSipUl/jZz37Wpk2bFiq8cWNVpSeaIdKNhdqYrq8EOKw0Jm2sJhXeqFhV+ZXERMKrrJ/6Lr8brHKI1SR9XJxYjdPHKSjixqpu5hWHakOqM1W/9bnPfc71Y4WIVfWXKpdS6UGSJUmsql2rH1X/HJQMiTuuJo3VqD5O55wmVtP2cUkYN6d1Ed4CXe24gSnB0RS5BiXdKUctkthf//rXLtuqTjO/85EYKMiVqdXAESa8+d914YUXutKF/MytREpT1arf1aLO0JvKDLo7l+iqFk/7TLrEHQyUQVdWVtnFIGnzvlvHPH/+fMdaGfKDDz64wWEpE6t61qFDh7p/DxPe/PNRdkxT7/lCqDag0gh9n7dIuJXVDKqF1fkoY6Z9Jl3iCq84qDxFcq8MddSiAU98PvGJT9ipp57aYHXdJKleXEKsJUp4czfWFKGmNdVWchfdwGiKX1N+XvtSLZ7EO6xuXQOIspl+D36GnWNTxKoySnrQUVlxnVeU8MaNVcVO7iyC6hT1rEBYLWzaWE0ivEliVaKlG2zV2isDmB/b5RCrcfu4JLEa1cdlidXHH3/c1dUrxrLGqsYw3eTqxl9imGSJG6sa+zQOhs2E5n5v2LiaJVaD+jh9d5pYTdvHJWHcnNZFeAt0teMEpmRXg56meJPU3Gn6U1msfFHQ4KZ/9zKq2r8ySOpUlLmNmubV9KFKKvJriJ988knX2elhGC3emxeCns6WjOt8JD9BtbJhmOMMBso8qhZNmYeot1XkfpcEQ9mjfDlVLVnutK+XUVPmJKokQxkETeHnv7VCoiihyy1T0blJDlVC4reonELTh/n7itMs4wivpvc05a+bhAMPPDDObt06qg/W4Js/4Ol49e+emHrZb9VUi13Y8vrrr7sbEL9ZBWV2JeVeDbXOTdlgZZL9Fj1VrrKLOLV6+ds3RaxKQnUz1KLFzp9hVkxJIDt37uxqzKOWoFjVtdXNl1dSonPT7I2ut9+SJVbjCm/aWFXmW20g/wa8HGI1Th+XNlaD+rgssapZPYmfX71/0ljVQ456C0WcZwfSxKpmjzQOKkY+9rGPRYVS3edB42qWWA3r45LGapY+LjaEZrYiwlugCx5nEJUQasrI7zVVuYch2ezatasrP9DAqKlBPVCgbG7YEpbhVS2Xnozu1auXm0bXlI2mzvxeg6UORNPsKmFQJlqiq1olvydfdTzqHPWUcdTxBR171GCgaR0JWJTs6vx1jqoF1KLOR52+BFWlGWFLWIZX5RySZq+kQR1X0ANmyrBL/vQAljosZW4lwH41larj1kOOur6eCCVpjlHC63W+GgyiXvekmyc9QKjjUPZDzCT+yvKGLWEZXpV0aIpa04sSLd3sqWzD75V1esOIpiT1dgu1dXGUtOW/icM7Fh2fHqKKOj6/Y98dYjUsw5skVlUHrAdFVcqgvkVZfHEJqr/MEqtxhDdurEqm1L95Mw4qTVEGUA/xRtV4lmKsRvVxcWM1Sx8XFqtqR71793bJEpWaqM9QwsNv9iRJrGr8+uIXv+j6wag+KE2sKlGhPlQzRFFJg7TjalisJunjksZqlj4uyTjSnNZFeAt0taMGUU11fPnLX24kPqrNVY1u7qIndPUAgQYYSZYeglLNatTbHMKEV52Yptr1X5Ur6HVWmv7xeyuBjkUyrNdJKWOsGljV2vllbyXPOi89jBPnVWR+uKMGA5VJSMJyB0K9sk31abnLu+++66aMxVpZb2UIVZYR1RFqH2GDqMRf8ippVdZc1yLoXL1yAP1XbJX1DFpX2SyVWsR5FZkftyjh1SCjqeLcKWJde7+HjiTx6pC1rtaRtKvkJko+wgZRtSFlLyW72qceqlRdoF+NtzLFqvNTHCmDLynWMfgtasPKPEuOkmT7vX3tDrEaNogmjVXdkKqEQItKdHRD7VfykzVW4whv3FhVW1P/orhWe9ANqfqROHXspRirUX1c3FjN0seFxapmHzQzoEXjjPqkk08+2Tf+ksSqXneom6A4ryJLI7wqvVC/kd+nqD/L73fTjqthsZqkj9P5xY3VrH1cgbSm7HaD8JbdJeWEIAABCEAAAhCAAARyCSC8tAcIQAACEIAABCAAgbImgPCW9eXl5CAAAQhAAAIQgAAEEF7aAAQgAAEIQAACEIBAWRNAeMv68nJyEIAABCAAAQhAAAIIL20AAhCAAAQgAAEIQKCsCSC8ZX15OTkIQAACEIAABCAAAYSXNgABCEAAAhCAAAQgUNYEEN6yvrycHAQgAAEIQAACEIAAwksbgAAEIAABCEAAAhAoawIIb1lfXk4OAhCAAAQgAAEIQADhpQ1AAAIQgAAEIAABCJQ1AYS3rC8vJwcBCEAAAhCAAAQggPDSBiAAAQhAAAIQgAAEypoAwlvWl5eTgwAEIAABCEAAAhBAeGkDEIAABCAAAQhAAAJlTQDhLevLy8lBAAIQgAAEIAABCCC8tAEIQAACEIAABCAAgbImgPCW9eXl5CAAAQhAAAIQgAAEEF7aAAQgAAEIQAACEIBAWRNAeMv68nJyEIAABCAAAQhAAAIIL20AAhCAAAQgAAEIQKCsCSC8ZX15OTkIQAACEIAABCAAAYSXNgABCEAAAhCAAAQgUNYEEN6yvrycHAQg0BQELrzwQjvrrLPs7LPPzvz1w4cPt/Hjx9uwYcMy74sdQAACEGiuBBDe5nrlOW8IQKBoBHKFd+TIkXbZZZfZkCFDUn0fwpsKGxtBAAIQaEAA4aVBQAACECgwgVzhnT59uh122GFWWVmZ6lsQ3lTY2AgCEIAAwksbgAAEIFBIAjNmzLDRo0dbTU2NHXnkkbZ9+3aT9KqkIVdY77rrLrvjjjtsy5Yt1q5dO3vooYesc+fO1qdPHxs1apRNmzbNVqxYYeecc44rY9CC8BbySrEvCECguRIgw9tcrzznDQEIFITAtm3bXAZ38uTJdsopp9jMmTPtuOOOswceeKCB8Pbr18/69+9vc+fOtb322stee+0169atmzuGtm3b2sSJE23s2LG2adMmV697ww032EknnYTwFuQqsRMIQKC5E0B4m3sL4PwhAIFMBJTdveSSS5zoesuJJ55o48aNayC8Q4cOterqape5veiii6x169Z160t4ly1bZlVVVe7fJk2aZEuWLLFbb70V4c10ddgYAhCAwE4CCC8tAQIQgEAGAo899pjdfffd9sgjj9Tt5bzzzrNzzz23UUmDpPb666+3p59+2i6//HL3MJuX4V27dq21bNnS/f3BBx+0Rx991GWJKWnIcHHYFAIQgMCHBBBemgIEIACBDASU4b300kvthRdeqNvLqaee6mp682t4vRXeeecdO+OMM2zChAl22mmnuZKGefPmWZcuXdwqKmfQOmR4M1wYNoUABCCQQwDhpTlAAAIQyEBg69atrob33nvvtRNOOMFmz57tanjvv//+BsI7cOBAW758ufXq1ctqa2vt/PPPN72ybMSIEU54Jcg33XSTrVq1ylT+oJpgangzXBg2hQAEIIDw0gYgAAEIFI6AsrtjxoyxDRs22IABA1wtrup4czO8ffv2ddnclStXutIFZYFvu+02q6iosE6dOtk111xjU6ZMcQ+tqSaYtzQU7vqwJwhAAAJkeGkDEIAABJqYgN7Ru379+iY+Cr4eAhCAQPkSQHjL99pyZhCAQIkQUEmDssMsEIAABCBQHAIIb3G4slcIQAACsQkgvLFRsSIEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIAuRrGkAAAAxSURBVACBVAQQ3lTY2AgCEIAABCAAAQhAoFQIILylcqU4TghAAAIQgAAEIACBVAT+D+Vwja59/VjWAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] @@ -1667,6 +1612,7 @@ " x ='displ',\n", " y = 'cty',\n", " facet_col = 'class')\n", + "\n", "py.image.ishow(fig)" ] }, @@ -1779,7 +1725,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 12, "metadata": { "tags": [ "ex", @@ -1790,7 +1736,7 @@ "outputs": [ { "data": { - "image/png": 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e9AmHTr0VkUCf8o/Z8vLbksKj4Et9ok26AmTB7TTS6y/aSR3M3gIg+okeZhco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\nx3um4M9+9jPz3vJZ4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AJSQApIgcRXQICV+G2sGkoBKSAFpIAUkAIjrIAAa4QF1+2kgBSQ\nAlJACkiBxFdAgJX4bawaSgEpIAWkgBSQAiOsgABrhAXX7aSAFJACUkAKSIHEV0CAlfhtrBpKASkg\nBaSAFJACI6yAAGuEBdftpIAUkAJSQApIgcRXQICV+G2sGkoBKSAFpIAUkAIjrMD/B4VwAPYnVMnX\nAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -1805,6 +1751,7 @@ " y = 'cty',\n", " facet_col = 'cyl',\n", " facet_row = 'drv')\n", + "\n", "py.image.ishow(fig)" ] }, @@ -1812,7 +1759,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Stacked Scatter and Smoothed Line Plot" + "#### Stacked Scatter and Smoothed Line Plot" ] }, { @@ -1890,7 +1837,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 13, "metadata": { "tags": [ "ex", @@ -1901,7 +1848,7 @@ "outputs": [ { "data": { - "image/png": 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A4kUYtA3ChugNIudIW7DyRNF2/O6ZN2i111c2sfUlhNczWuoZ1USuLKJjSOVwL4jOgRna\njlxMz2istawlvGirdTOVWOH1jOxZwovHxLENe+dP4U0Id4zugNxOzxLfseW5PIQWMoht4ziEaOGG\nw/0Re0LXGd93xJccXtzYQi4hpfjO79mzR15//XUjsIj8xvb9t9qH7wjSf6zoJm7EcR6BaOIzPIGB\nTOMYhhhD8PF3LGONWgC5hnzu2LHDfE8hmEijwnHhnj+LJzYQX0TG8S8kNrZ0Dmv/3IUX0Xq0y0pF\nQLoFbjbwE5fwImqN1CGM1OAtRxfbQF48zpvuBSk1KN5uPHw723MpErCHAIXXHs7cSgIJxHeRs1bn\nq/BieUTc8OgfEVC8nIRcOjzitCQpMcIL2UN9iJlngSRa44N6fhZfOxFxxCNwyCVeRorrTXJEZpC3\nimgXLlyI9FjCi0gn2u5e3HMjvUV48RgaET7ksCJChosgIk2ImiNP2hJeiAMea+KGwlvxlU1ihBdC\nhZdpcIPjbUgmRI7xyNhJwptY7u59Gdux5a2/ETFFmhHyrLEPuIHwdjPk6zrj+474IryINGMfILq4\nKcX3EQLonnIS13fLU3hxLkFuMqLoSHvBUw+kcuA4RMoDJB+RbXwnIMBYN6KluOmCNCNHGsKLlx1x\nE+4uvLhRR4QXkVLciOFFTNzM4fiNrbgLL5aB8OKFOIg40kusG464hDeusZ+xTgg0nhTh5T/3/GBr\nn7z1QwJP+1ycBAJKgMIbULxcuZZAfBe5hAovokp4qxpvYCPq4q0kRngRuUGOHXJDY5swwNs242on\nXnDC/mJ83rfeestU92XoJCtaiYgv3gS38latx//WfiAqDCnGPru/JW5FJhHthNzipTH3yDWkHi80\nWcKLCyB+MP6ntxxDX9kkRngRgUaOMwTDc0gmd+4JEV5EKhHldX8M7q0PY8vhtSvCi5QZRPGs4aOs\nfUwsd29t9Ty2vC0DEXzttdfMzQdEEY/+cQzHVuJbZ3znAl+EF9FHiCWO59hGGEiI8CJajBs9SCye\nHlnfBbwAifMMoroQVnyHIKq4eQQL3Ay4s0DeO5bzlE30JyLPEGKM8oInPHEVT+FFCg+eaiAdDNvH\nvqIkRngxaoMV2UaahaeAU3i1VzvWs4sAhdcu0txOgghYFzmc+BEhcS+IXiJSguJrhPfkyZNmBAGk\nL1jRFTy6syJ/scmkr+uHUEO4EM3FUFzYPzz6x4tKkEAMyRSX8Fq5ynjEiUefuHggxxgvNyF3D/vq\nbR+Rp4yLOR63YjvW8GDYH/cILy6oSDvARRf7Zj1+RJTbSunwTGlApAnCjT5APiFeKIMkYzlEeKyL\nPP6OCzL2EcMYgSnaAIHA2+6+skmM8IINxAqRZwxHZ70Uhn7HY2ErJzMhwouLOkabwONkPAWAKHmm\nrGC7gRBe9z63jhs8TsbIF57bwzGDt/ghNxAtRNvRx4nl7sux5e2YtkYbwL7iOIDQWVF3zTr9Ibx4\nQRVRWBzrOH9gfzAyhfXUIr6bSc8IL45tHFM45jGyC6K8VkEfIE0BIxtYL7+hL5CagJttSDJSbfA9\ngpjiGPMUXuSY40U23MwgmoynOwkRXmwfN2zYT6RGWOfQxAgvto+UG0g7bpAxlB3y55Hji+3hJT08\nkWIOb4IudVzYRgIUXhthc1O+E4jrzWz3qYV9FVI8YsXjR0QC3QuisS+99JLJqUxMhBfrxD4jYoMX\nWCCeuBDgooe0idiijp7thDDjgoy8Ycgi3rx2f+vZcx8xFBSiVoggWVN8QnwQZbIiWRAk5A0iFxYR\nJ1xgsQ087kSuYVzj8CINAnWQcwiBefzxx83FF+u0hBdtxzBNyKNF5Av7AfnGBdca0ssXNokVXkgE\nXpaC3KCNkBqIH8YftvYjIcKL8WjxYhNyFPECFh7pehuFIhDC6+2bYr1M5a0NGI4NLymh3TjmrJcn\nE8Pdl2Mrtm80pAffBRz7uAmyimad/hBe9CGizhAz94J8XkR+kY6QkAgv1oEUCUir58uJiKziiQeO\nZ+u4w/L4buA7A4nFDRTOORBl3CDjuHV/MoT9hCDju+bLlNWeEV5sDy8hIoXDfdSTxAov1oubeAi6\nNTY3bnCQJobv2t133236nJNS+H6t45L2EaDw2seaW0oiApBPRFAhYJAfyAtO0ohM4uK0fv36GCMY\nJNGuBmSzECRIOISUhQScRgBSiug/IvV4EoJH8YiCWy+uIp/XShkKFjZWRBjnLZyzWEiABBJPgMKb\neIZcQ5ATwMxbGJQfuaiexRpTE48P3WeHCvImJWj3YotqJmglXJgEkikBDJeHJzzWmNzuzcDjfqRd\nxPbCZVI1GZOjIDKLSDGjpUnVC9xuSiNA4U1pPcr2xCCAgeGRY4rH/EgRwAUEL10hRxWPGB966CEz\njFJKLRTelNqzbJcvBHCji+8ARj645557zI0tUnTWrVtnRkBAqgPSe5K6II0BT50wrBhSafCyZGwz\nqyX1vnL7JJAcCVB4k2OvcZ8TTADDdeGteeS64sKCl02QHwcBxssX3oaySvBGgrQChTdIO4a7ZRsB\nREwxNB9eYsQQZciXxYuNGIXDc2Ib23bKY0MYrQIvhOGGHMOlIfc5JZ+Xkoozt+tcAhRe5/Y9W04C\nJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7OR\nJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9\nW04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVE\nN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe\n5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA\n4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBc\nAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEAC\njiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEAC\nJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEAC\nJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEAC\nJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEAC\nJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEAC\nJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04C\nJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7OR\nJEACJEACJEACJOBcAhRe5/Y9W04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/Y9\nW04CJEACJEACJEACjiBA4XVEN7ORJEACJEACJEACJOBcAhRe5/a9uuVXr16VqKgoSZ8+vXodTqx4\n48YNiYiIkMyZMzux+Ylq899//y1Zs2aVkJCQRK3HaZX/+ecfSZs2rYSGhjqt6YlqL89xOnw4x4Fd\npkyZdCtgLRIIIAEKbwDhptRV82Kg61kKr44balF4dewovDpuPMfpuFF4ddxYyx4CFF57OKeorfBi\noOtOCq+OG4VXz43Cq2PHc5yOG4VXx4217CFA4bWHc4raCi8Guu6k8Oq4UXj13Ci8OnY8x+m4UXh1\n3FjLHgIUXns4p6it8GKg604Kr44bhVfPjcKrY8dznI4bhVfHjbXsIUDhtYdzitoKLwa67qTw6rhR\nePXcKLw6djzH6bhReHXcWMseAhReD84YfaB3795StGhR6dmzp/n0tddek507d7reEG/cuLF07NjR\nnh4Kwq3wYqDrFAqvjhuFV8+Nwqtjx3OcjhuFV8eNtewhQOH14Dxv3jzZtGmTFCxY0CW8nTt3luHD\nh5thkVjEDDvDYckSfiRQeBPOzKrBURp07Ci8Om48x+m4UXh13FjLHgIUXjfOR48elWHDhkmLFi1k\n+/btLuF96qmnZMaMGRwD9F9WvBjovpwUXh03Rnj13Ci8OnY8x+m4UXh13FjLHgIU3n85I2LZp08f\n6datmxw/fly2bdvmEt4mTZpI7ty5zaQBJUqUkC5duki+fPns6aEg3AovBrpOofDquFF49dwovDp2\nPMfpuFF4ddxYyx4CFN5/Oc+dO9cIbbt27eSHH36IJrxXrlwxs4rdvHlTFi5cKKtWrZLPPvvM1EQd\npxWc1FDSpEnjtKYnqr23bt0SsAsLC0vUepxYGQKSLl06JzY9UW2OjIw039NUqVIlaj1Oq8xznK7H\nk/ocx9k/df2W2FrXr183zlS1atXEriqg9Sm8InLkyBH54IMPZMSIEebi4Cm8nj3QqlUrGTNmjOTK\nlcvkszqt4GKAiDinK01Yz+NigBMDpnplSRgBfM/AjVMLJ4wbhDd16tTmh8V3AjzH+c7KfcmkFl67\nb4o3HDwnWw6HS8HsGaRJxQI6aCmgFt572rhxo7zwwgtB3RoKr4jMnDlTZs+e7YqC4GSHaG7hwoVl\n/PjxMToQOb5ffPGFY+cL5+M+3XeaKQ06bqjFl9Z07JjSoOPGc5yOm5NSGoYs3S2f/XDQBap8oazy\nZecHJH1Y4m8uEVCCkyxbtsw8Ra5du7ZJt8TTZgTbduzYYXylYcOG8uSTT5p9wPKXLl2SP//8Uy5e\nvCi4+cAT6/nz5wtufBEs6N+/vwnU7d69W+bMmSOZM2eWU6dOCc4THTp0kPvuu8+sa8WKFebza9eu\nSfbs2U09K40TYjtx4kRzTsbfXnrpJXn33XfNNvPkySMtW7Y0+xuMhcLrpVfcI7znzp0T/JQqVcpE\nNZH6sHnzZjNqg1MLLwa6nqfw6rhRePXcKLw6djzH6bg5RXj/PHdZag3/PgakV+qVlu61S+jgudVa\nvXq1LF682IhkxowZjUxilKgPP/zQSCqGRYUI9+vXT5o1ayY1a9Y0wrt06VIZN26cZMiQQUaPHi1r\n166VSZMmmbp48R51UBfCi2FXP/30U/Ne0smTJ83vWDZTpkxy8OBBI6/4P+QW9RC9hRxjObzcX6RI\nEblw4YJZN8R8//79jPAmuueTYAXuwosOxkGHAwK5l+XKlZOuXbtKjhw5kmDPgmOTvBjo+oHCq+NG\n4dVzo/Dq2PEcp+PmFOFd/vtJ6TJ9SwxI9e/OJ+OerqyD51brrbfeknr16kmNGjWirQtzAEBcIaIo\n69evN+8Uvf3220Z4z549Kz169DCfLV++XLZu3WqkGAVpB/gb1g3hhTxPmDDBtf6BAwfKo48+GmOb\nW7ZsMe8uDRo0yESL4USINrsXCm+iu5wrCFYCvBjoeobCq+NG4dVzo/Dq2PEcp+PmFOENdIS3e/fu\nJlpapkwZV0cgnQHpC0uWLHH9bc+ePSaSizQHCC9SENq3b28+X7lypSuSi9/xZBp1IccQXrx4/9FH\nH7nWNXLkSClZsqQ0atTIRIoh03iqjTSJbNmymcAfUjwR0cV7TBRe3XeEtYKMwOF95+Xi3xFyT5WC\nXveMFwNdh1F4ddwovHpuFF4dO57jdNycIrygE8gc3jfeeEMee+yxaNFWyCcivHjnKLYIL3J1kbfr\ni/AOGTJEpk6d6urovn37yuOPP25e3J8yZYpJ20Q6xYYNG4woQ3iR0nnmzBlGeHVfD9YKNgLfDv1Z\nyvx9e9ix8FRRcrlWIalWt1i03eTFQNdrFLyf/+AAACAASURBVF4dNwqvnhuFV8eO5zgdNycJLwgF\napQGvDSGH0gm8nGRqoCXzZCGAAnF7K9WDi/mCahVq5aJ8CZEeF988UUT7a1evbogUozUBwjwjz/+\naEaqwraxvqFDh5rRhfD7sWPHzHwFGNWqUKFCrv1CHeQcI7c3mAtfWgvm3rF531ZN3C5l91+SyJDb\nwhsWlUbOhkRJxSE1Kbx+6AsKrx4iR2nQsaPw6rhReHXcnCa8Okrx10I0F1HWb7/91qQp1KlTx0x4\nhbSGUaNGmZlgMUxjgwYNTJoDRmBIqPDiBbX8+fObER8wbCHycjFKA0QaIozhWvGCHNIXvvvuOyO8\nKJBhjFKFVAeM0oCUCggxotIQ4jZt2pjodDAWCm8w9koS7dPageul+NUoWRW2Q06EhEuzyPslU1Q6\nudiqpJSr9N/McrwY6DqIwqvjxgivnhuFV8eO5zgdNwqvjpvdtZDDC+FFpNZJhcLrpN6Op62rhm2Q\nsuHX5ZuwrXIiVbg8fL2clLyZX1L3qCj5C2V21ebFQHfQUHh13Ci8em4UXh07nuN03Ci8Om5214Lw\nYrgxTLblpELhdVJvx9PWbeuOSO5v/nQJ7703iknarKWk3ivVotXkxUB30FB4ddwovHpuFF4dO57j\ndNwovDpudtei8NpNnNsLSgLb1x+R1WsWyMWb56VIjnLS4cXbs7i4F14MdF1H4dVxo/DquVF4dex4\njtNxo/DquLGWPQQY4bWHc7LaChLSMT1htWrVpH79+hReP/UehVcPki+t6dhReHXcKLw6bhReHTfW\nsocAhdcezslqK5bwFi1aVJ555hkKr596j8KrB0nh1bGj8Oq4UXh13Ci8Om6sZQ8BCq89nJPVVii8\ngekuCq+eK4VXx47Cq+NG4dVxo/DquLGWPQQovPZwTlZbofAGprsovHquFF4dOwqvjhuFV8eNwqvj\nxlr2EKDw2sM5WW1l+fLlZjpBDCqNwa49Cy8Guu6k8Oq4oRaFV8eOwqvjxnOcjhuFV8eNtewhQOG1\nh3Oy2sr3338v+EEZOHAghddPvUfh1YOk8OrYUXh13Ci8Om4UXh23QNbCTGwTJkyQrFmzBnIzyWLd\nFN5k0U327iSFNzC8Kbx6rhReHTsKr44bhVfHjcKr45aYWvv27TPTEFtT/3quKz7hja9+YvYt2OpS\neIOtR4Jgfyi8gekECq+eK4VXx47Cq+NG4dVxc5zw/rle5MhGkWyFRe6JOWa9jmLCal27dk0OHjwo\nZcuW9VoxPuGNr37C9ia4l6bwBnf/JMneUXgDg53Cq+dK4dWxo/DquFF4ddwcJbyr3hL58eP/QBWo\nJNJhmUhoeh08t1qzZ8+WS5cumfHwL168KLdu3ZJ27drJ/PnzJTIyUkJCQqR///6SK1cu8Zw1De/g\nzJo1S0JDQ81Y+qtXr5axY8dKpkyZZNSoUfLrr7+adZQoUULeeeedaPUXLFggq1atMnuCcwfSIEaP\nHm1+xzrxGfalcePG0rRp00S30+4VUHjtJp4MtucuvBiHF+PxuhdeDHSdSOHVcUMtCq+OHYVXx43n\nOB03xwjv+YMioyrFhFTnLZGH+ujgeQjv0qVLZdy4cZIhQwYjnWvXrpVJkyYZCZ0xY4ZERERIx44d\nownrkSNH5OWXX5ZPPvlEcufObQQZ65g3b55ZDsL65ptvmi2dPHnSvJge2zTD/fr1k0cffVRq165t\ntv3111/L4MGDBX3cs2dP6d27d6xR5UQDCNAKKLwBApucV0vhDUzvUXj1XCm8OnYUXh03Cq+Om2OE\nd/dikS/bxoRU9gmRVtN08DyE9+zZs9KjRw/zV0Rtt27dKpBQlE2bNpm/vfXWW9GEdc6cOYJ63bp1\nM8uhPxo2bCj4e3h4uFn+pZdekkqV/pN1b8KLqDB+rLzgAQMGSL169aR69epmvVOnTpWoqChp3759\nottq5woovHbSTibbovAGpqMovHquFF4dOwqvjhuFV8fNMcJrQ4QXubWWUK5cudKILSKrKJs3b5Yl\nS5bI22+/HU14P/vsM8mWLZu0atXK1YHNmzeXyZMnm8jwzp07Zfr06XLu3Dnp3Lmz3HfffTEivEih\ngGiPGDHCRIlRunfvLhcuXJCwsDDzO1IiHnzwQa/DluqOHHtqUXjt4ZystkLhDUx3UXj1XCm8OnYU\nXh03Cq+Om2OEF3gCnMMLqUTeLoqvwmtFcp9//nlTD/m2iPAiJ9h9WDKMzIBoMUT46NGjMnHiRCO4\nKO+//76ULl3a5OlaBZHhRo0aSdWqVXUHRpDUovAGSUcE0264C2/r1q2lTJky0XaPFwNdb1F4ddxQ\ni8KrY0fh1XHjOU7HzVHCC0QBGqUBgqoRXrzkBpFFzm/OnDll8eLF5v/I4cX60qZNK1myZDH5v506\ndZIxY8bI8ePHXcK7ZcsWmTZtmowcOdK8GGcV5PAuWrTIjMuP+ogCI6UhuY3tS+HVfa9TdC134a1V\nq5bgx73wYqDrfgqvjhuFV8+Nwqtjx3OcjpvjhFeHKd5aWuHFipctW2ZGVEiTJo08/PDD8ssvv5hc\nXERyEcVFH+GzFi1aSIMGDaKlNLzyyity7NgxyZw5s9nH7Nmzy9ChQ83/8QIcBBqyDOl99dVXpVSp\nUvG2JZgWoPAGU28Eyb5QeAPTERRePVdGeHXsKLw6bhReHTcKr44ba9lDgMJrD+dktRUKb2C6i8Kr\n50rh1bGj8Oq4UXh13Ci8Om6sZQ8BCq89nJPVVii8gekuCq+eK4VXx47Cq+NG4dVxo/DquLGWPQQo\nvPZwTlZbcRfeihUrSpMmTaLtPy8Guu6k8Oq4oRaFV8eOwqvjxnOcjhuFV8eNtewhQOG1h3Oy2srC\nhQtl+/btZp8xyxpmW3MvvBjoupPCq+NG4dVzo/Dq2PEcp+NG4dVxYy17CFB47eGcbLbyz88nZOZ3\n8+T4jXO3hbdwEXnmuQ4UXj/0IIVXD5ERXh07Cq+OG4VXx43Cq+PGWvYQoPDawzlZbOXK9jNyfvYe\n+SZsq5xIFW72uWDa3NLp9e4UXj/0IIVXD5HCq2NH4dVxo/DquFF4ddxYyx4CFF57OCeLrZybuksi\ndp2LJrz5b2WXZ1/oJKG5M7jawIuBrjspvDpuqEXh1bGj8Oq48Ryn40bh1XFjLXsIUHjt4ZwstnJ2\n8u9ydW94NOHNeSuzdOneVULzUngT24kUXj1BCq+OHYVXx43Cq+NG4dVxYy17CFB47eGcLLZyedNJ\nCf9qn0xNu1YiQ2649hnTCboXXgx03Unh1XFjhFfPjcKrY8dznI4bhVfHjbXsIUDhtYdzstnKxW//\nkg/XT462vxRe/3QfhVfPkRFeHTsKr44bhVfHjcKr48Za9hCg8NrDOVltxVNwKbz+6T4Kr54jhVfH\njsKr40bh1XFzmvBuPrlZtp/ZLgUyFpCGxRrqoLGWbQQovB6oo6KipHfv3mb82Z49e5pP//jjD/ng\ngw/k/PnzUqxYMXn99dclR44ctnWSnRvCiX7o0KGSLl06wf9RKLz+6QEKr54jhVfHjsKr40bh1XFz\nkvB+uOVD+fz3z12g7sp5l3xR/wtJlyadDp5brR07dsi4cePk8uXLEhISIt26dZOqVavKCy+8YH5K\nlSplll62bJns379fnn76aenYsaN8+eWXkiZNGvPZvHnz5NixYy6PSfROpYAVUHg9OhEHyaZNm6Rg\nwYLmQLl165aZeOHFF1+U++67TxYsWCBbt26VQYMGpYDuj9mEP//8U7744gsj/Pg/hdd/3Uzh1bOk\n8OrYUXh13Ci8Om5OEd6/Lv4lDRfEjOi+eO+L0umeTjp4brUguK+++qq5DuM7jJIpU6ZYhRcS3Ldv\nX2nWrJkRYxQ4S6dOneSee+5J9P6klBVQeN168ujRozJs2DBp0aKFmWkMwrtnzx4ZO3asfPzxx2ZJ\nRICffPJJI4UZM2ZMKceBqx3uwos/4ncIP754VuHFQNftFF4dN9Si8OrYUXh13HiO03FzivB+e/hb\neen7l2JAeqTIIzKy1kgdPLdagwcPlixZskjbtm0la9asrk9ii/Di7ytWrBBEhl955RU5c+aM9OrV\nS6ZPn24ixCy3CVB4/z0SILJ9+vQxjw6OHz8u27ZtM8L73XffmYguDiKr4ODq0aOHlC5dOsUdRxD8\n2bNnS5kyZUxKA4XXf11M4dWzpPDq2FF4ddwovDpuThHeWCO8lV6UTuUTH+HF8Td37lxZvny5VKtW\nzaQrpE+fPkaEd+nSpXLgwAHzd6Q/PPvsszJjxgxZvHixnD17Vjp37qzryBRai8L7b8fi4IqIiJB2\n7drJDz/84BJeHFDIkcHjAau8/PLLJmemYsWKrscNKeX4+OmnnwQ/1atXlyNHjpifVq1aSeHChV1N\nRJoHbhBSp06dUpptSzvA7ObNm64cK1s2mkI2cv36dQkNDU0hrbGvGRCQVKlSmR8W3wnwHOc7K/cl\nk/och8f+dpVA5vBabcB5b/To0SadAfKKqG2XLl1MQApl1qxZRmwhvCh436ZRo0ZGehG8K1mypF04\nksV2KLwiRurwUtqIESOMjLgL7+rVq01OL/JjrNK1a1cT/cVBhwMyJZV169aZ9tesWVMOHz5sfiD3\nRYoUcTUzMjLS/D8sLCwlNT3gbYHsgh3u1FkSRgDRiwwZMvDxXMKwmac0uFHgzWnCwPEclzBe1tI4\nx+GaiJeek6LYfVMcqFEaELUtXry4QYj3hvDUuXv37jJ8+HDzZPmJJ56Qa9euGQEuV66cS3jXrl0r\n69evl4MHD8qkSZOSoguCepsUXhGZOXOmeYxvRUEQFcEXF1FNpDKMHDlSPv30U9OR+DtyfKdOnSqZ\nM2cO6s7V7NzChQtN/nKTJk3Mv0xp0FD0XocpDXqWTGnQsWNKg44bUxp03JyS0qCj43stiC3SKhFU\nyp8/v/EQjAwF8X3//feNqyBwUrZsWQkPD3cJLyQY7xg1b97cPK1miU6AwuvliHCP8OIRzXPPPWce\nD1ijNOCRPw7IlFjwMp4lucjn3bBhg9SvX9/kEVmFFwNdz1N4ddxQi8KrY0fh1XHjOU7HjcKr48Za\n9hCg8MYjvPgYjwdwV3X69Gm54447THpDvnz57Okhm7fiLrwQ3++//15q1aplfii8iesMCq+eH4VX\nx47Cq+NG4dVxo/DquLGWPQQovPZwTjZbwaQTONlD6hHdpfD6r+sovHqWFF4dOwqvjhuFV8eNwqvj\nxlr2EKDw2sM52WzFmlUN/0J2Kbz+6zoKr54lhVfHjsKr40bh1XGj8Oq4sZY9BCi89nBOFltxn1YY\nEV4Kr3+7jcKr50nh1bGj8Oq4UXh13Ci8Om6sZQ8BCq89nJPFVtxnWcPsakhpwMDXGG8YozZYhRcD\nXXdSeHXcUIvCq2NH4dVx4zlOx43Cq+PGWvYQoPDawzlZbMVTeD1/p/AmrhspvHp+FF4dOwqvjhuF\nV8eNwqvjxlr2EKDw2sM5WWzFiuhiCDIMRUbh9W+3UXj1PCm8OnYUXh03Cq+OG4VXx4217CFA4bWH\nc7LYimfOLoXXv91G4dXzpPDq2FF4ddwovDpuFF4dN9ayhwCF1x7OyWIr1ixr1kQTFF7/dhuFV8+T\nwqtjR+HVcaPw6rhReHXcWMseAhReezgni624TzpRtGhRpjT4udcovHqgFF4dOwqvjhuFV8eNwqvj\n5llr3759MmHCBDl06JCkS5dOWrZsKU888YR/Vu62luvXr5spjKtWrer3dQfjCim8wdgrSbRP48aN\nk5MnTwpGaIDworiPy2vtFi8Gug6i8Oq4oRaFV8eOwqvjxnOcjpvThPfKpk0SsW2bhBYoIFkef1wH\nzUutlStXSsGCBeWuu+6S8+fPS/fu3WXIkCGu67K/NrRp0ybZuHGjvPDCC/5aZVCvh8Ib1N1j7855\nk1sKr//6gMKrZ0nh1bGj8Oq4UXh13JwkvKeHfyDnJk1ygUp3991SZNo0SZU+nQ5eHLUGDBggdevW\nlRo1asiOHTsEwanLly9LSEiIdOvWzURoIyIiZNSoUbJr1y4TFYYkly9f3qx1zJgxArlF/5QpU0Ze\nf/11OXLkiAwaNEguXrwoefLkMVHk2rVrm+UmTpwo165dkwoVKhgZDg0NldmzZ0uGDBlky5Ytsn37\ndvnkk0+kcOHCfm9rIFdI4Q0k3WS2bgpvYDuMwqvnS+HVsaPw6rhReHXcnCK8kYf/kgP16sWAlPul\nXpLr+ed18GKpBabt27eXjz76SHLnzm0E99VXXzXRXny/UTJlymRkF0LasWNH+euvv+S1116TyZMn\nS/r06WXnzp1GdFH69OkjzZo1k5o1a8qyZctk//79rgjvmTNnpGfPnq5tDR8+XIoUKSKtWrUywrtg\nwQJ5+eWXpUqVKn5to10ro/DaRTrIt4NUBtw15suXT7p06eLaW0Z4/ddxFF49Swqvjh2FV8eNwqvj\n5hThvbRylRx98cUYkDI/+qgUGj1KBy+WWpMmTTKR2ef/FenBgwdLlixZpG3btpI1a1ZXraZNm8q0\nadOM/Fpii2UwcZR7gQSjfosWLWII71dffSWnTp2Srl27miq//vqrTJkyRT788EMjvMgpRnQ4uRYK\nb3LtOT/vd2wjMlB4/QeawqtnSeHVsaPw6rhReHXcnCK8dkV4Fy1aZFIM3nnnHUmdOrXpFBybc+fO\nNbOgYsx8RHSR2oCX2goVKuTquCtXrpi0BqQ7zJgxQ/bu3WuWO378uDRq1MikMHhGeMePHy/IH4YQ\no9y8edP8f/To0UZ4keaAaHNyLRTe5Npzft5vz0knrNXjMQpko1evXpItWzbXFy4qKso8KmHxnQCF\n13dWnktSeHXsKLw6bhReHTenCC/oBDqHd8WKFfLtt9/Ku+++K2nTpo3RIRhhASKKiG7nzp0FEd5Z\ns2aZ/F33AolFfm+PHj2MNH/22WeSI0cOr8I7f/58CQ8PNxLtWSC8kZGR0q5dO93BEQS1KLxB0AnB\nsAuek05Y++Q5VJl1h0nhTXivUXgTzsyqQeHVsaPw6rhReHXcnCS8IBSoURrWrFkjS5cu9Sq7Bw4c\nkOLFi5sOQk4tIraI5CKHFy+XderUSdKkSWP+jpfRkI5g5eGeO3dOevfu7Yrw/vjjj7J48WIZNmyY\nWR/SGZDjC8lGjjAEF6NEINWRwqv7TrBWEBKwJp1o0qRJtJwfCq//OovCq2dJ4dWxo/DquFF4ddyc\nJrw6SvHXwktiGD0BKQhWqVy5shlVAS+SYezcsLAwyZ8/v7zyyismYosoLqK5GGYM0V+kN2AosxMn\nTgjyfpGOgOWxHqwXKQ1Y7o033pBjx45JmzZt5LHHHpOtW7ea9UB0IdDIA8ZkVBTe+PuNSyQTAt7E\nFrtO4fVfB1J49SwpvDp2FF4dNwqvjhuFV8eNtewhwJQGezgH/VasXF2M0IDHF1ah8Pqv6yi8epYU\nXh07Cq+OG4VXx43Cq+PGWvYQoPDawzlotrJ+/1mZtP6Q7D11SaoUySE9Hykpd+bK6HVGNUZ4/dtt\nFF49Twqvjh2FV8eNwqvjRuHVcWMtewhQeO3hHBRbgeTWHflDtH2B7C7oWNEMNI23O/v27Rvtc28v\ns/FioOtOCq+OG2pReHXsKLw6bjzH6bhReHXcWMseAhReezgHxVZGrtorH3+3L8a+fPBYAfl9zSLz\nVuYzzzxD4Q1Qb1F49WApvDp2FF4dNwqvjhuFV8eNtewhQOG1h3NQbOW9b3bLhHUHY+zLgOoZ5PDW\ntWbqwdatW1N4A9RbFF49WAqvjh2FV8eNwqvjRuHVcWMtewhQeO3hHBRb+XH/WWkzcWO0fQlLk0o+\nfjhMNv64TmrVqmV+3AtTGvzXdRRePUsKr44dhVfHjcKr40bh1XFjLXsIUHjt4Rw0W8ELa2PW7Jfz\nlyOlWO5M8lr90hKxb4Ns377djLWHqQopvIHpLgqvniuFV8eOwqvjRuHVcaPw6rixlj0EKLz2cA66\nrRz/O0IKZLs9NXBsY/DiM2vK4YoVKwompUDhxUDXnRReHTfUovDq2FF4ddx4jtNxo/DquLGWPQQo\nvPZwDuqtxDYGL3b6zz//NELs/kIbLwa67qTw6rhRePXcKLw6djzH6bhReHXcWMseAhReezgH3VYi\n/7wkYUUzm/0aOHBgtH/dd5bC67+uo/DqWTLCq2NH4dVxo/DquFF4ddwSU2vfvn0yZcoUeffdd+Nc\nTVRUlLRv314mT54sadKkScwmk21dCm+y7Trdjp+dukuu7j4nEiUSkipEblXJKpN+nS/ZsmWTXr16\nxVgphVfH2VstCq+eJYVXx47Cq+NG4dVxc5rwHtsbLicPXJTMOdNJqap5ddASWevatWty8OBBKVu2\nbLxr2rZtm1SqVCne5VLqAhTelNqzXtr1zw9H5e+lh6J9cjxVuCwN2+p1DF4sSOH13wFC4dWzpPDq\n2FF4ddwovDpuThLen77aL9tW/uUCladIZmna515JE5ZaB8+t1uzZs+XSpUvm+nvx4kW5deuWtGvX\nTubPny+RkZESEhIi/fv3l1y5csnu3btl4sSJMmLECPP/mTNnmr+j7pUrV6R58+ZSt25ds/YGDRrI\n0qVL5ZNPPpHcuXNLq1atzN/RbxiSdPz48XL69GkZM2aMXLhwQVKlSiXdu3eXKlWqxLvuRDfahhVQ\neG2AHCybOD16u0QeuySHU5+Ra3JDit7KLXtTn5ANafaK+0tp7vtL4fVf71F49SwpvDp2FF4dNwqv\njptThPfC6QiZ/tbPMSBVa1xMKj9WVAfPQ3ghpuPGjZMMGTLI6NGjZe3atTJp0iTJmjWrzJgxQyIi\nIqRjx44xhLdnz54yatQoM64+zpvPPvusfPnllxIaGuoS3p07d8rYsWON+KL88ssvZpnhw4fLuXPn\nBFHjAgUKyKZNm2TChAnmBzId17oT3WgbVkDhtQFysGzizPjf5NyhkzI77Y9mlx6+Xk4uhVyVrWkO\neh2DF8vgxD906NBo0w7zYqDrUQqvjhtqUXh17Ci8Om48x+m4OUV4D2w7I8s/+y0GpOKVckv95+/R\nwfMQ3rNnz0qPHj3MX5cvXy5bt26Vfv36md8hovjbW2+9FUN4EelFxNcqEF7k90JgrQgv8nnbtm1r\nosJ58+aVDz/80KREPPbYY9H2Hf2JCPGiRYvMduJad6IbbcMKKLw2QA6WTUTsOS9TZ06TE6nCzS41\njLxXtoYekhMh4eZxBu4IvRXPl9p4MdD1KIVXx43Cq+dG4dWx4zlOx80pwmtHhBdRVrxkhrJy5UpX\nhBW/b968WZYsWSJvv/12DOFFNBYCa5VOnToZMS5cuLBLePEZpBjR4mbNmkmbNm3M75kyZTJj8i9c\nuNBEeVF+//13+frrr8124lq37oixtxaF117eSbo1Kz3B2onG6R6QDen3y6nwM/LMM8+YPF4Kb+C6\niMKrZ8sIr44dhVfHjcKr4+YU4QWdQOfwIlcXebsJFV4rnzc+4cWLbhiStEOHDvLVV1/JoEGDTN4w\nJPvjjz82goy0iSeffNIlvHGtW3fE2FuLwmsv7yTdmjXerrUTkFyMsYtiRXEpvIHrIgqvni2FV8eO\nwqvjRuHVcXOS8IJQoEZpwEtrgRZe7D+ivwh0Va9eXWrXri0nT540aRTTp083aYzI60W+8OLFi6NF\nkr3JtO6IsbcWhVfEvAGJxwMLFiwwbzVmyZLFHAhVq1Y1vfHaa68JkrzxZiRK48aNTbJ4cirWjGkY\nfgw/iPZi5jQ8usCB3bdv31ibw5QG//Q0hVfPkcKrY0fh1XGj8Oq4OU14dZTir2WX8EJsIbVz5841\nHoDy2Wefyffffy/p06eXpk2bGjfC39xHg6Dwxt+HQbsEErghfrjDgQxiIOdXX33VHAQYoLlz587m\n7UXkuyTHgpM3orv4F7m6X3+7Vi6fPSHFyleVgzs2xTokmdVWvLSGupBifCl4MdAdBRReHTfUovDq\n2FF4ddx4jtNxo/DquLGWPQQY4Y2Fc4sWLUyCdvbs2eWpp54yYX0rwmtP1/hvK7hbww8eXUw6XUTu\n/mer5E11SY7cyi6FU4XHOiSZtQdIe0BE2Mrz5cVA1zcUXh03Cq+eG4VXx47nOB03Cq+OG2vZQ4DC\n68H5+vXrJrVhy5YtMmzYMPMpHv1jkGYkcJcoUUK6dOki+fLls6eHErkV9+jureIPy9SdV+SxsD1G\neE/dymz+LVzuPnnuyUaxbonCm8hO+Lc6hVfPkRFeHTsKr44bhVfHjcKr48Za9hCg8Lpx7tq1qxw6\ndEjy589vxrsrWbKk+RR5vchnuXnzpkl9WLVqlclpQcEsKMFcVqxYYfKPIepfnC4o+0//J7zWfl8q\n9IAMePKBWJuB1I4jR46YtzULFSokSAFBSa4R76TqL3DDD2avYUkYAeTZk1vCmGFpcMP3lN/VhLHj\nOS5hvKylk/och/dvWEggNgIUXg8yuEAgOfu9996T999/3wieZ8F0fJh6D9P3QYKDtSAqhhlaUF54\n4QXpu+SQrNp9yhXhtfY7T5VG8nz92OfXnjp1qhw+fNgMkVKkSBEzPh9ObFaSe7C2P9j2C8cKIkcZ\nM2YMtl0L+v3BjWXmzJkpbgnsKdysh4WFmXcRWHwnwHOc76zcl8Q5DuwwO1hSlNSpEz+tb1LsN7dp\nDwEKbyychwwZYkZpqFOnTowlkN+Lx/wYpDmYC6LRGETamjb4zD9XpcbQNVIn1S6TymCVuIYkwzJM\nafBPLzOlQc+RKQ06dkxp0HFjSoOOG1MadNxYyx4CFF4RuXDhgpk/ulixYoY6opkYkQA5vIjG4bNS\npUqZqCYe72OWE4zaEMwFgoCRGVB69eplRp9AOfH3VRk7aoSkunXd/I5cZOQkx1UwhSGGNatfv75U\nq1aNozQoO57CqwTHURrU4Ci8OnQUXh03Cq+OG2vZQ4DCKyKYsxoR3aNHj5pHfxh+DFPt1ahRQ06d\nOmXmocaAzHg0WK5cOUGub44cOezpy2dzMQAAIABJREFUIeVWPKO77qtxj+hiOmEMVRZXsUZ5qFWr\nluCHFwNdp1B4ddxQixFeHTsKr44bz3E6bhReHTfWsocAhdcezrZuJbborrUT48aNMwKPYkkshTfw\nXUTh1TOm8OrYUXh13Ci8Om4UXh031rKHAIXXHs62biWu6K7cipJJn0yQI+ePm32yxtal8Aa+iyi8\nesYUXh07Cq+OG4VXx43Cq+Pm71reZkXz9zaS4/oovMmx1+LY5zijuzej5PSn22XBmR/kRKpws5bn\nSzaX/G3uiZMCUxr8c5BQePUcKbw6dhReHTcKr44bhVfHLSG18C5R+/btZfLkybGOvkLh9U6UwpuQ\nIy0ZLBtXdPefn47L34sPyDdhW43w5ozKLE2vVZXcXSpI2qKxj19I4fVPx1N49RwpvDp2FF4dNwqv\njpvThPfIrt/k+B+7JUvuPFL2wVo6aIpa27Ztk0qVYh9KlMJL4VUcVsmrCk7SQ4cONTvtPjKD1Yrw\nBfvl8sYTsipshxxOdUbuvVFM7r1xp2RvXlIyVol95jhMK4yhyTA1MVIgeDHQHRcUXh031KLw6thR\neHXceI7TcXOS8P4w43PZvHi+C1TeYiWl1cChEpo2rQ6eW63Zs2fL5cuXzYRPGIMc4wv37t3bTIqF\n0qBBA1m6dKn5P5YZNWqU/PXXXxIaGmpGl0KdiRMnyogRI8y4yKj71FNPSZUqVaR58+by9ddfu7YG\nZ6hevbrUrFlTXn/9dbn//vvNSFSXLl2SggULGpdI64c2JRqKH1bACK8fIAbLKqxIbGwjL1zZclrO\nz/1DIkNumAhvkZu5za7nfbGShBaIfUxhCq9/epjCq+dI4dWxo/DquFF4ddycIrx/nzwhk3p2igHp\nwdbt5P6mT+rgeQjvkiVLzIyuGBp17dq1smjRIvnwww+jCS8myurUqZNJcYCwQlIxP8CePXuM8H7w\nwQfy9ttvm9GlMFNqZGRkvMKLWWXffPNNM8kPRBqjVmH9KaFQeFNCL/7bBtyp4UQd14to56bvlojf\nz7panfnhQpL1sTvjpEDh9c9BQuHVc6Tw6thReHXcKLw6bk4R3n2bfpLFIwbHgFSyanV5ok8/HTwP\n4cVwqT169DB/Rd5us2bNZNq0aUZorQjv/v37zZwAEGP3gpQG5PiWLVvWPB1DhBfFF+HFuh966CGz\n/MGDB03E2HP9iW5gEq2AwptE4P29WcyohvxdXyaSuHbwgtw4GyFhhTJLaIH4p7ml8Pqntyi8eo4U\nXh07Cq+OG4VXx80pwmtHhDciIkI6dOjg6ggEsgYNGiSFCxd2Ce/GjRtl8eLF8t5778UQ3gEDBhjB\nRSoDoruxCS/mIMCcA1ZKQ8uWLeXee+81y2PSLcw7MGfOHN0BEWS1KLxB1iHa3bHG1m3SpImZStif\nhcLrH5oUXj1HCq+OHYVXx43Cq+PmFOEFnUDn8B47dkz69OljOgJcEeGdOXNmtAjv3r17TZ6utwgv\n0h8GDx4sPXv2NJNnYSZZrAeOgHQJq2BWWUR1LeGtU6eOPPLII+bjXbt2yccff8wIr+7rwFqBIIBJ\nJCC86dKlM1Mi+7tY67eix7wY6AhTeHXcUIvCq2NH4dVx4zlOx81JwgtCgRqlAS+tzZ07Vz755BPz\notq8efPkp59+ipHDC97PPfecdO7c2URpr1y5YnJvEaSyXlr7+eefTXrDmDFjzGyxTz/9tIkIFylS\nxExA1bFjR3n11VddwotjH1FfvACHiPKdd97JHF7d14G1Ek0gKkourDgs1/aFS+qsaSVj1XyyfM8P\ngpSGatWqSf369ePcxPYjf8vkHw/J3pOXpMqdOaRH7RKSN0u6eHfLmo4Y//JiEC8urwtQeHXcKLx6\nbhReHTue43TcnCa8Okrx14Lwnjlzxoy8cPz4ccmbN6+88sorXkdpQJ4tXi7Dcgh6IaqLl9cs4cXW\nRo4caUZa6NatmyAN4vPPP5fMmTNL9uzZjdhiZAYrwlu+fHnBC/BYR4UKFThKQ/zdxSUCReDslJ1y\ndfd51+ox4sLUtGvN796GInPfjz/PXZZ6I9fJtRs3XX8umz+LLOt5O0E9rkLhjY9Q/J9TeONnFNsS\njPDq2FF4ddwovDpuFF4dN89aEN7r169L27Zt/bNCH9eCYcn+97//CaQ3JZYkz+HFeHG400AYHuWb\nb74xeSbupXTp0oKhtpxebpy5IidHbImGYV/qE7I2dJfh07p16zgRjfpun3y4am+MZSY9U0XqlMlD\n4Q3wAUbh1QOm8OrYUXh13Ci8Om4UXh03b8KLF87atWvnnxX6uBYILzwCkd2UWJJceDGkBmTt8ccf\nN3zxLyY4QK4JCoS4QIECZiw5p5fII5fk9Jjtci7VJdmQZp/kjMokJ0L+Nr/78rLaoCW7ZNL6QzEw\njmxVUZpWKkjhDfABRuHVA6bw6thReHXcKLw6bhReHTcKr3+4xbeWJBdeJFD369fPDIxsCS/eOITk\nohw4cEDeeOMNmTVrVnxtccTnJ4ZtlqMXTpjpgTNFpZN/Qq5K2tAwealPb5O/E1f5/o8z8sznm2Is\nsqFfHckXTx4vUxoSf3hRePUMKbw6dhReHTcKr44bhVfHjbXsIZDkwovhMJBAjaRsFEQqP/30U5fw\n4kKHnJJly5bZQyTIt3J1/9+ye8EmWXT5J9eeYhgycPOlIK1h1Op9cuNmlOTOnFb6NSgbb3QX6/3o\no4/Mm/JdunSRbNmymYGwMSMLi+8EKLy+s/JcksKrY0fh1XGj8Oq4UXh13FjLHgJJLryY1xkyhcGU\nvRUMr9G9e3eT28tym4A1Lq7FAzk3CclxjrxxS/ACW6m8mX1G+sUXX5jtYvBrDE9G4fUZnWtBCm/C\nmVk1KLw6dhReHTcKr44bhVfHjbXsIZDkwouhNjAchpXD69ns5cuXy/z582XChAn2EEkGW3EX3kCN\nveuJgcKb+AODwqtnSOHVsaPw6rhReHXcKLw6bqxlD4EkF941a9aYSRMQ5cUAy+4F09ohutu4cWOT\n1sASM8Lry+gM/uCWrIT3xlWRNPGPLewPLglZB4U3IbSiL0vh1bGj8Oq4UXh13Ci8Om6sZQ+BJBde\nNBNT161evVrq1asnpUqVkmvXrsnhw4dlxYoV5lE9ZgVJkyaNPUSCfCv//HBMdq/cKt+kuT08Wa2w\nClKrX9OA73WyEN5vB4hsniRy7ZJIyXoiDT8QyXZHwNn4ugEKr6+kYi5H4dWxo/DquFF4ddwovDpu\nrGUPgaAQXjR1w4YNgvSFI0eOmHF4MUoDUh0gwalSpbKHRjLYytG+6+REqnAzSgNK62s1JFfRvJLr\n+cAOFB30wvvzJyIr+kfvwaIPijwTPLnfFF79F4zCq2NH4dVxo/DquFF4ddz8UWv37t3RZlfzxzpT\n2jqCRnhTGthAtOfC6r/k0srDLuHNHJVeWl2rLpImlRR6t0YgNulaJ6YaxE+tWrXMFMZB99La5Hoi\nf22IyaDXb0ET5aXw6g9RCq+OHYVXx43Cq+NG4dVx80etlCa8P/74o9So4V+vCQrhXbt2rfz8889y\n69YtqV27tjzwwAP+6P8Utw6kM/y99KBYs6vlv5VdGkbeK6nCUkuBd6oHtL1BL7xTHhc59ENMBn32\niGSOnhseUFBxrJzCqydP4dWxo/DquFF4ddycJrzXDl6QyMMXJXX2dJKhYm4dND/VgvBOnjxZMJlX\nci84b7366qtmiFp/liQXXuTpjh492qQuoHz77bfSu3dvefjhh/3ZzhSzriP91snG1Hvl99RHxBLe\n9OVySc52ZQPaxqAX3q1TRRa/EJ1BmUYirWcElEtCVk7hTQit6MtSeHXsKLw6bhReHTcnCe+FpYfk\n0g9HXaDCCmWS3J3LS0hYah08t1o7duwwL/NfvnxZQkJCpFu3blK1alV54YUXzA/edULB/AT79+83\nf4PwYjQrDBu6c+dO895T165d5b777jPLIl101KhR8tdff0loaKgMGzZMChYsKBs3bjSijG0hlbRX\nr16ueRDatGkjTzzxhGzatEkwiMCjjz4q169fF+wfzi3169eXZs2amfW3b99eHnvsMfntt98kPDzc\npKRiyFQUzJiL7Vkpq1in9dmVK1dkzJgxsnXrVhP07Nixo6xcuVJ27dolRYoUMdMcP//884lmihUk\nufCiQzAKA8ChINIL+ByGzHv/Rh66KJ9P+VxOSLjkj8ouTfM9LHm6VvTLwRDXSoJeeLHzG8aKQHyv\nnBMp00Ck3hCR0OCZHIPCqz9MKbw6dhReHTcKr46bU4T3xrkIOTn8lxiQstYrKplre59TICFEIbiI\ncBYtWtSIJUqmTJniFd4XX3xRhg4dKpUrVzYv/mMdkyZNkgwZMkinTp2MlEJEL126ZNZ36tQpE2D8\n4IMPjOSuW7dOpk2bJpjtFqKNicEw2RQE9fz58wIBfuqpp6Rt27YCUW3Xrp1MnTrVrB/LYhtNmzY1\nAw+89NJL0rlzZ8HEWEiBhITffffdRoafffZZwXtBWbNmlZEjR0pYWJjZDoQXQo3z/YABA/zugUku\nvJDdiRMnSu7ctx8H3Lx5Uxo2bChLlizhyAyxfENw53fy5EnzZcBEEHaUZCG8doBIxDYovHp4FF4d\nOwqvjhuFV8fNKcIb8ftZOTd9dwxI6e/OJTmfTvzT1sGDB0uWLFmMWEIKrRJfhPf99983M9daBdJY\nt25dM5MtUh0gsu5l3rx5cvr0aRNBtgok9bXXXpPixYsbiZ09e7bZFxTILiK11kRhPXr0kJdfftm4\niOeyCxYskBMnTkRbt7UNRJEx5GzJkiVNwHPGjBlGwK1y/PjxlCm8CJEvXrw42jS1uEOABOfMmVP3\nrUvhtQYOHGhaaKfwbt++XRYuXGju1hCND7qX1pJBn1N49Z1E4dWxo/DquFF4ddycIryBjvDi+Js7\nd64ZuQovieMxf/r06WNEeJcuXSoHDhxwpTRAaDGngVUQPYVUIqAIz8IQr+4Fy2fLlk1atWrl+nO/\nfv2MhN5///1GYjHLLaK9KE8//bRJi8iRI4f5HQIOebXk+Ouvv5bUqW+ndGCoWTyx79+/vxHfmTNn\nypkzZ8y69uzZY8T5jjvukBYtWpgAp3tJ0cKLBluQ0GiIFXJ60cFWQYez3CaQFMJrze4GyS5d4zG5\nfuOm1CxbwPYu2bPkQ5HDmyVzre5S8K4HY27/+DaRaxdFitQQSRVcYzdTePWHC4VXx47Cq+NG4dVx\nc4rwgo7XHN7ny0tIaOJzeC36eLyPd5wQ/UTkFXKJR/+YnwBl1qxZcvbsWZfwIp1hypQprs578803\nTYAKwjtixIgYEd45c+aY+nFFeCHVVolPeLFt62k99g3pC1g3ornI9a1Tp45ZFf6GtiAXGekSkGFH\nRHh9faMQUxCziEllQEoDip0RXkt4/wnNLvMulTDbvzNXRvmodUWpUCibLV1zZWA+ySARrm0dSVda\nCvfddPv36xEis1qLHPz+9u8Zc4k0/lSk1O2XIYOhUHj1vUDh1bGj8Oq4UXh13JwkvCAUqFEaELVF\n1BQFqQGIeEIa4UulS5c2kog8WUhjuXLlXMKLHN5BgwaZqDCu2fAmpDikS5dOnnvuOSPNGOoL+beI\ntEJIkZKA9eIFtvXr1xthHj9+vCuHNyHCi/3CC2YXLlwQ7Avyg/FUGLm/kG+IOl5qQ8oEItEQXqRh\nIG0D+b/I4cU5Cy/cIZ0DIuwe+NQdlf/VSvIc3sQ2wGn1LfFMKuE9dSuzLIu8fXeJcv+dOeTL5wM/\njNyf71eXold2xujuww1mSJGqjURWviHy0+jon2e/U6Tn9qA5RCi8+q6g8OrYUXh13Ci8Om5OE14d\npfhrQUC3bdtmXubKnz+/EVekEUB8IYiYjAsiWLZsWSOt1igNSD9AH2AUBUguIqnWKA0HDx406QhY\nBz5DnnChQoVM2gEGCYBAW6M0QH5RkNLgq/AiFRVii+Wxrscff9w1EsOaNWvMy3N4kg8Bxj4ibQLC\nixfosF/YZxQMZIDx/pHW+t1335nRKfACnD8KhdcfFG1cR7AJL5q+6536ksEPQ7HEhTFiYF5JL1dj\nLLI3e00p1fNrkXEPipz8LeYqemwWyXV7CJekLhRefQ9QeHXsKLw6bhReHTcKr45bSqiFwQYg3MFc\nklx43d8ojAtUhw4dgpmjbfsWbMKbN0ta2djvkYC3/9yg4pLz5tkY29ldsouUbTNM5MunRXZ/HXM/\nXj8qkjZzwPfPlw1QeH2h5H0ZCq+OHYVXx43Cq+NG4dVxSwm1PKPBwdimJBdejNKAIS4wPhsStPH2\nv7fSt2/fYORn+z4llfDiAoCEeJQvrlZxtbtfg7LSuWaxgHPY/90UKbHuxWjbiZQwCRt45vbfDq4R\nmdok+n480EOkXvS3UgO+o3FsgMKrp0/h1bGj8Oq4UXh13Ci8Om4poRaF14dexFAZmC0ESc4YmQFv\nFGLMOBbvBDCcB8bFQ7HzpTVszxod4lLZxnLjVpTUuzu/NLjHvml7966aILl/HiwZo/6RM2kKSsH+\nHvm5RzaK7PhSJCJcpMQjIhXbBNVhROHVdweFV8eOwqvjRuHVcaPw6rixlj0EkjzCazVz3759JtkZ\nExzgLUSIL94mxBR4LP8RsMbDTUrhRbSd4/Am/Kik8CacmVWDwqtjR+HVcaPw6rhReHXcWMseAkEj\nvFZz8Xbf2rVrTdQXcz5j3DbMz3znnXcGjAiGwsDAxxj+A8N1YFYRDJGBtwNR/vjjDzP1HqbWK1as\nmLz++uuugZcDtlOxrDipUhrcI7wUXl2vU3h13FCLwqtjR+HVcaPw6rhReHXcWMseAkEnvFazIaEQ\nUAyXgemGV61aFTAiiFZisovatWubWUcQbcYc1JjpBMN/YPpejCmH4T2wT1u3bjVj3SVF8YfwfrXt\nmBw8c1kqFMoqj5bzPX3ESmnIW/MpuXHrljx6d0Epk8/mF8IWdxc5e0Ck+P+JPPxqUnSBepsUXjU6\nCq8SHYVXB47Cq+NG4dVxYy17CASd8GJiBUynt3LlSiO6eKkN6Q0YL87OgtnfINunTp2SsWPHyscf\nf2w2Dzl+8skn5YsvvpCMGTPauUtmW4kV3pbjfpLNf4a79rvlfYVleIvyPrXj3cFD5EbkNZl3rbz8\nE5XW1Pm4dSVpXNGGGdeunBcZWe72BBNWyXuXSNeffNr3YFiIwqvvBUZ4dewovDpuFF4dNwqvjhtr\n2UMgKIQXozNghg+kMWAWDszhDMlFSgEirHYW7AuiuFu2bDFzPWPgY0R03Wd6wyDPPXr0MLnGsY0q\nEah9hvBaUwfipbX27dv7vKnpGw7Lm4tiTt4wv+sDcu8d2eNdT9+hoyX9tfOyPLKMnLx1O7JbIk8m\nWfVSzXjrJnqB6S0l5EDMKH9UqxkiZRomevV2rIDCq6dM4dWxo/DquFF4ddySWngxexgLCcRGIMmF\n99NPP5Vvv/1WsmfPbiQXEV2kFSRFwQwfhw4dMjOb9OvXT0qWLGlepNu/f79JabAKpuLDnNKYMQQX\nYjvL0aNHZd68eWaTiHojEu1reXfFAZm37WSMxd+oV1xaVMoX72r6fzRZcsvFaMKLSj/1rhbwiSey\nTKomqS6diLGP1yo+KxG1BsS771wgeRPAjSUvZsm7D7n3JBBoAknlDoFuV1KvH+8ttW7dWipUqJDU\nu5Ko7Se58EJwMY0dXkrD3WFsEdN33303UQ31tTJyh3fv3i3vvfeemcJv7969smnTJnEfBxhi3LNn\nTzMvtN0FKR/jxo0zm03osGSzNx+RvvNvT9/nXhb1qCEVCsV/k9F36ChJdzV6hBc5vMt72RDhndlK\nZO/ymLjbfiVSvI7d3aDaHiO8KmymEiO8OnaM8Oq4McKr45bUEV7dXrOWJ4FffvlF7rnnHkmb9nbq\nYlzCi/ef8H2BEAd7SXLhRa6uL6Vu3bq+LOa3ZYYMGWJSKu644w4ZOXKkIBKNgrxiRFWnTp0qmTPb\n/MLWv62zXh5LqPCievvPN8naP/6drEFE2j1QRN5pfLdP3EaPmyjnTh6NFuH9rG1lqXdX/NFhnzYQ\n50K3RIYUEbl28b+lClYW6bQ68au2aQ0UXj1oCq+OHYVXx43Cq+NG4dVxC6ZaCDriiTaCjFmzZo1X\nePGeE7yoQAEb3uVJJKgkF95E7r9fqmPSi3Pnzpkhx1AOHz5sIrrI4cUscM8995x069bNNUrDTz/9\nJMOHD/fLtjUrSYzwYnurdp2Sg2dvj9JQrVhOn3cBL+ohh7hAlboSmiWP1L2noBTMlt7n+n5ZcOWb\nImf/EClZT6TKc35ZpV0rofDqSVN4dewovDpuFF4dNwqvjptnrR07dpgnuZcvXzapXPAPBOAQaa1S\npYrAQeAtCMg9+OCDsmjRIvOEHE/L4S6oA3HFJFUrVqwwn1WqVMmsJ33629fsjRs3yuTJk802IKu9\nevUy/3722Wdm1CqsG0E9DMmK7SLiu2bNGrM8nsjjb5kyZTLbiIyMlHbt2pn/45wDh8K/eCcK8lyq\nVCmzTQxIgCFgMfwsXCJHjhwyYMAAKVeunH/AxbMWCq+InD17VhDRRX5smjRpzF1NmzZtzMQXKAcP\nHjTpDadPnzYHAQ6ofPnsiGp6772PPvrIPOLVRHgTc1ThYN2wYYM88sgjUrlyZdcXJzHrdFJdCq++\ntym8OnYUXh03Cq+OW3IV3p07d8qZM/89+dS1XlerVq1aMSpCTDE0Kq7x+A6jQC4hmRgdqn///kZo\nkV6JvOXBgwdL6tSp5bXXXpPmzZsbOcYL93gHCemZSE3AaFOIxOKle6RG9u7d28gsJHfdunUybdo0\nI7uQ5f/9739GuN0jvJBaRH3TpUtn6uFdJ7zL5Cm8mD0X64Eswxfmz59vAoTh4eFm2xMnTjTrwNCu\nGAoWwm5XofDaRdqP27EirXYLL2bBww8OUNwMWHeKfmxail4VhVffvRReHTsKr44bhVfHLbkKL97b\n+fLLL3WNTkStsmXLSqtWrWKsAQKLCbDatm3rkk4sBOFt0KCBPPTQQ6YOnkLfdddd0qhRI/M7hlLN\nkyePNG7cWN58803XjLX47NKlS2Z9iN7ixXcE8CDWVuncubMR5uLFi3sVXqSVQlBREOlFhBjBP0/h\nxY0DxBYFktu9e3eZOXOm4KZi+vTpJriIgnqQdsi1XYXCaxdpP25n+iefy/6zh6VQxjzStnkbSVvs\ndp6NL2X7qumSfcNQyXnjnBwLvUNydZwjOfMV8aWqkV383HuzqFS6XlROp7oglQc39qmutdCGya9I\nlpMb5HLGwpL1wU5SqvLtL5Av5bdjFwRDq/157orcXzS79HyklKRO9d8wNF9+uVPk97OS4VaUnM6d\nXp7rdb8vq7VtmaAVXqSIbBgncmaPSOGqIg/2EUmXxTYuvmyIwusLpZjLUHh13Ci8Om7JWXiRi5oU\nxVuEF8cfJr7CU9Vq1apJx44dTYAJwgtBxghRKIicYkIsS0QRPUWaQLNmzYzMIp3A/eX6hg0bmogr\nhjZFZNhdtjEyFUQZw8J6i/C6b/eHH34wUWFEmj2FF+kK1nCpSLvArLVz5swxT6WxT4g0Q+bfeOMN\ns594WmxXCRrhxctriBomxWQOdsH2x3bOzdwjP+7aJFvTHJT8t7JLw8h7JU+XChJWNH5B2fvL91Jy\nSRMJkSjXrlyW9JJxYMyhyrzt6+w3x8ue1Mfl3hvF5N4bt6d6vhzyj5Qe8phPTdvxfl0pf2Wja9ko\nCZFDLZZLsburxVt/36lL0nD0eom8ccu17EMlc8m0525L7cwZO6Tmbxeiref7DCJPv3X7TjgYSlAK\nL4Z6G1tD5Mq5/xAVuk+k43fBgMy1DxReXXdQeHXcKLw6bslVeHWtDXwt5MCOHj3apDMgAus5WkJc\nwgsZRTTYSs10j/BCQJHKGVuE96mnnjJiGttLa3EJr5XPCzruwovfZ82aZeZbQK4x0i6aNm0aeIhu\nWwga4cWLYcePHzcJ2bhbwV0NH5lHPxZunI2Qkx/8IvtSn5C1obtcwpuhcl7J0fJ2Unhc5feh/yd3\nX90SY5ENdzwv1Z59P77qsviNKbI1zaFowotKhYbGL5X7t6+XEgtjThCxMU8rub/b+Hi3PXTZbhm3\n9mCM5eZ3rS6Vi2SXBf2/lyo3U8f4/GaPe6SID0OuxbsDflggKIV3/Uci33oZx/ipOSKl6vmh1f5Z\nBYVXx5HCq+NG4dVxo/DquHnWOnDggEktQMFEWHAjpAYkRHiRw/vNN9+YHF7kzEJgIdAYUhXrw3wC\nEGbIJyb+QtR3/PjxJof3+eefN2kJd999ewQnz+1qhRfrxftQlkj7h5bvawka4cUu480+hMkBHy+Q\nIbT+8MMPm3+t8eB8b1rKWzLyr0ty+tPt8k/IVbkUEiFhkkZy3sos6Upll1zPxj+02MFBFaXYzUMx\nwGzK8YRUfXFavMCWvzFTNqTZa5bLFJVOWl+7/VLfxXbFpFy5gnHW/23tfLlnzbMxltmaqbbc+/LC\neLfdZ+6vMn/L0RjLjW9bWerelU/W9FsrJW+lkqlp1xouj14vb9gcbVlcqlUOjuFSglJ4V/QT+XlM\nTP6Nx4hUejrefrFrAQqvjjSFV8eNwqvjRuHVcfOsBRHdtm2bhIWFmZfDMNMrUhUSIrxYJ3JnMSoC\nZqzFpBGQ5gwZMpjN/fzzzybnFykI1igNkF8UeBgEGS+e4QU0fwgv8nURdd6+fbtpF57mIy84IbPF\nJpZuUAmve2NOnDghP/74o0mMxuQPiPjWqVPHRICdPOPSifc2ys1LkdH6PVvDYpLpobiFExU2TOgp\n1Y59EeOY2V13tpStHn9awsZ+82VZ2G+u+h2vYsKHm1JoaMy3TD03cuWfCxIyvKSkD7kW7aPN5QdK\nlWYvxXscf7X1mPSesz3acsjf/eWNRyR7hjCZPGS91Lp43QgvClI9rkVllQeHPBzvuu1aICiF949l\nIrO8DBj+4naRHLfTVoKhUHhV8a8pAAAgAElEQVR1vUDh1XGj8Oq4UXh13JxQC9FjCHTLli3NaFg4\npyPajJfY7BrDNyiFF0NnbNmyxUR6N2/eLLly5RK8zYg7EoTm33rrLTM+rhPL1d3nJXzBPrl58bb0\nZrg3j+R4srTPKPa9e7+UvLHHtfyWLI9I5d7zfao/Z9py2XVgQzTh/TnvZWn5Un2f6m/9ZqIU2/y2\nZJPbk0dsytlEqr4wxae6WGjAop0y5ec/zfJZ04fKgCfukmaV/hP9qW8uloOpt5rPq16vJNerlpbG\nje2fDS+2BgWl8GJnkdKA1AaUNOlE6r0nUqWjz/1ix4IUXh1lCq+OG4VXx43Cq+PmhFrwtvr160v1\n6tVNc/GS4EsvvWSGKbOizoHmEDTCi3A3BlvGcBcIpyNJGxFdjPlq2T+WmTFjhhnb7ZNPPgk0m6Be\nf+TRS5IqY6ikyZ4uwft5ZN92OfHrd1KubgfJlCWHz/UxUDSGRLOKNQGGzyv4d8G9W9ZI9vxFJXeB\nhEcQT1+6JsfCI6R8oazRRmjAqt3375lnnjFjGAZTCVrhBaTLZ0XOHxDJX+G29AZZofDqOoTCq+NG\n4dVxo/DquDmh1qFDh8wLeEihQIoF0howji8mxLCrBI3wYh5mJFRjiA6IbmwzbwAWBlZGXgqLvQT8\nJbyB2msKb6DIJv16Kby6PqDw6rhReHXcKLw6bqxlD4GgEV6kKyA/F7kdcRVIMVIdrHHn7MHErXhG\nUPG7NsIbKJoU3kSSjbolEpIqkSsJTHUKr44rhVfHjcKr40bh1XFjLXsIBI3worl4OQ3SgnHcPIs1\nk4g9WLiV2Ai4S+7/UheQ0m92DhpYuxZskjm/LjX707zw/8ldrR8waR/BUgKW0hB+WGRFf5H9K0Uy\n5xep2knkgR6+N/u3eSI/fiRyepfIHQ+I1O4vUuR2nlWiS+RlkaUvi+xcIJIum8i9bW+vP4GFwptA\nYP8uTuHVcaPw6rhReHXcWMseAkEjvMjNxWDImBVkz549UqpUKTl27JhcvnxZnnjiCcE4vSxJS2D3\nsAnyZcQx105glIaI9Lul5ICkl95/fjoup7/+I9ooDXeWLCa5OsQ/XJtdVAMmvBMfETm6OXozmo0X\nKR9zysoYbT2+VWS8x2x3GXKK9NwhkjZT4tHMaSuya3H09TzytsiDvRK0bgpvgnC5Fqbw6rhReHXc\nKLw6bqxlD4GgEV5MW4fhKYoVK2YGPcbYb3hJDf9ikGI751u2B33y28rRvgtkYrpfowkvfvFl4olA\nt/bMZzvk2qELMjXdWomUG2ZYMsxEl//1qpI6a9pAb96n9QdEeE/tFBnrJRpbppFI6xnx79fqQSI/\nfBBzuZafi9zVLP76cS0R8bfIMC/TVucrL9JlXYLWTeFNEC4Krw6XqxaFVweQwqvjxlr2EAga4UXK\nwsKFC00OryW8QIAIxbPPPmuivyxJS8BTeB++Xk5K3swfVML7TdhWOZEqXKx9o/DGc8xQeJP2SxXg\nrTPCqwNM4dVxo/DquLGWPQSCRni7dOkiffr0kZIlS8prr70mHTt2NP8/f/68dOjQQRYtWmQPEW4l\nVgK7h46XL68ed32O2dYeS5VN7hrQJcmpIaXh78UHxBLeUjfzS91iNZjSEF/PMKUhPkLJ+nMKr677\nKLw6bhReHTfWsodA0Ajv6tWrJXfu3HLPPffI2rVrzTi7VatWld27d0uJEiWkX79+9hDhVuIk8PE7\n70n4reuuZTADHgaTDoZycfVfMnv9Ijl+65xkCc0ovXr14ktrvnQMX1rzhVKyXIbCq+s2Cq+OG4VX\nx4217CEQNMLr2VwMU4Y5l/PlyycNGzY0gxSzJD0BTDyBkTTcSzBN8uC+f3hqgOMnWEpAcnj92TgO\nS+ZPmkGxLgqvrhsovDpuFF4dN9ayh0DQCO/IkSOlYsWK5id79uz2tJ5bSTABd6HEJCHff/+9me4Z\n0VT8m9TFff+CKfoMLkEvvEndeXFsny+t6TqHwqvjRuHVcaPw6rixlj0EgkZ4x44dK7/99pscOHBA\n7rjjDpf8VqhQwUwzzBIcBNyFEmPyWr8jkoqIqi8lMVMLnz+4Rf45uFkK1uwgqcNijr7wwZgx8s+Z\nM2Y3IOB9+/b1ZZdsWSY+4T109rJERN6UcgWyqPbn16N/S65MaaVgtvQJrx/oqYVP/iYSml4kZ4mE\n75uIUHhV2MxLv2nTppXQ0OAZj1rXEntrUXh1vCm8Om6sZQ+BoBFeq7lXrlyR33//3fxYAlyoUCH5\n9NNP7SHCrcRK4OypyzJ97ET5W8LNMnVvPSLZW94pK76ba4QE0fkmTZrEWn/rNxOl2Oa3JZtcNMts\nytlEqr4wxWfip4ZVlrwR+83yUSEh8mfRlnJn+wmu+pXGtZUaF7JKrohcrr9hymqM7RwMJTbhjbh+\nU7rN2Cpr9pw2u1k6b2YZ3rKClC+U1afd/m73KXlj4e9y4sL/s3ceUFEdXRz/00E6omBDEXvvvUVj\nib33GkvsMXZNjDGaWBP1izVqNIq9m9hb1NjFXlBRUUQRRAQFpH9nHtmF5QH7dnb37bLcOWePws6d\nufObx8x/Z2fufBLyd65WCL92ryLJVsh0Yibw75LU/Ja2QMufgJpDpNtnlzPYD9g/Cgh9kJqrVEug\n+8bUejRIJHg1gJUuKwlePm4kePm4keDl40ZW8hAwOsHLms0iM1y5cgV+fn6C6GVxeFk8XkqGJXBs\nwSVEfbiHuxZBgiPs4onH9uYoO9RHWOllk0RWojfmYyTMFpaEnVmcSiOuVvoBNTt/o7Zhz9YPhfdz\ncWi6yCGX4Vy4DBqvnYx3VofROKSxIHhf279GgegCakW42op1mCErwTvzwD38eUF1X3Q1L1fsGSnt\ntrM6P59ESFSq2FWkaV+UwVeNfdR7//AwsLWnON/Ym4Cbt3p7dTnWNgNeXlPNVXs48MV8dZYq75Pg\n1QiXMjMJXj5uJHj5uJHg5eNGVvIQMBrBe//+fUHksldQUJAgVGrXri28WPQGSoYncH/aOQRYPMN1\ny6dKwcv+k/f7OoiMCseqVauE37O9veyVPt05sxsVT38pasR1h89QbeI+tY17+3M5uMen3fKmMHhW\nZhi8ey5EhTWtYGYdrBS8Fz0uou6bukI2tr/YxcVFbR36zpCV4G288DSeh8eIqr/2XXO4O2R/WPNm\n0Ht0XH5eZNuwpDs2Da6tvklHpwMXl4vzdVgOVO2r3j67HB9eA79ksrru5gOMva5R2SR4NcJFgpcP\nl9KKBC8fQBK8fNzISh4CRiN4mzdvjoIFC4LduMb+T3vO5HkANKnl0nfnEApVwRtploLycxsJxbCo\nGuzyEJbY1gb2oUWRAm7+ixL72oiqu5y/B2qP/F2tG68W1kXB6PuifC/q/QSvFqNReVUPJNvdVwre\nswXOoujHoij6oWimAlxthXrIkJXg7b7qIq4EvlOp0crCHP5zWsHCzCxbT168i0GjBadFebpUK4xf\nuldW3wq2lYFtaciYeu9I3X6gTUqKB+Z4AilJqqUUawgM/FujkknwaoRLmZlWePm4keDl40aCl48b\nWclDwGgELwtDxl5shZeFIGMn7OvWrSvE5WW3r1EyPIFTW+/h4z0/lRXe+z4OaDG0qtK57ETv7QUt\nUCnmsjJvCszwrOsRFK9QR23jXl3ZjYKHBrPdu2mTuYUjHGa8FH4eu98Xp9/PVxG8NgmVUPuti7C6\ny1Z5DZ2yErx7bwTjm+03Vdwb1qg4prcuK8nlsVtv4MCttAtBmNG2YXVQp3he9fZsFXZlfSAmPC1v\n4RrAkJPqbaXkOPotcHGZas4ua4GK3aRYK/OQ4NUIFwlePlxKKxK8fABJ8PJxIyt5CBiN4FU0NyUl\nBY8fP8bly5cF8fv69WuwSA0zZsyQhwjVki2Bjat34+nrO0KeJuW7o0m3cqL82YneS39MglPIJUTb\nF4Fzg6EoVf0zycSD/tkA24u/wD7hHSIcSsBz9BFYWKdFJJh0cAc+3bqOvPG2eFjQCluHfYslS5YI\nB+oyrjhLrlSHGbOL0nD0Xgj233yF6LhEfF7OA/3qFNWo5pX/PMHZx2HwdLJFj5pFpIldRQ1vHwKX\nVgFh/kCRWkCDCYAtX6SITJ2+sgZ4dASwtgcqdQfKtNWobSwzCV6NkQkGtMLLx40ELx83Erx83MhK\nHgJGKXifPn0qHFa7d++e8IqPj8euXbvkIUK1ZEuAXTrBDqixxMKSZZXSi1510Rt0iVwRJk1xGYbC\nj2LFioH9zpBJXVgyQ/pm7HWT4OXrIRK8fNxI8PJxI8HLx42s5CFgNIJ3+/btuH37tiBwzczMhK0M\niosovL29hd9RMjwBqYKXeWoI0ZtR8DI/5s2bJ0SQMPSNcCR4+Z9fErx87Ejw8nEjwcvHjQQvHzey\nkoeA0Qje6dOnC1sXqlatipIlS5LA1WP/H7//Bk/fRqNyYWfNvvoGcOHcLRw7uVfwrkubYahYs2C2\nnvr7+wsH2RQhyxrlr4bkRx9gkS8PXNtwhL26fwB4HwgUrgV4qe79/fQ+FGuXrcXbxHi0LFMMdXum\nruiy2+DYi8XjZXF5edPlHQtgG3gCn1xLofbQDPtSJRT6ePEXyBMTjKhiX6BsnwxhuaJeA6fnAPHR\nQI0BgLf0rR4Sqlaf5eEh4O0joFANoFgDcf5DEwG237dcZ6BiF/XlpcuRGOCPT1fvwNzWCnbNmsLM\nSbPtEnGP3yPySRgci7rBrqyEfckaeWfamU1V8EZfuIhP9+7BplQpODROPTSry6SN4I25fh2xN2/C\nunBhOLZooUu3jL4sErxG30W52kGjEby5uhdkbPyA9Vdw5mHqTWQs9a9bFD92qCDJg5O+d+B0/xkO\nWqeGlGJxeO972aHFyBrZ2oeEhCjj9OZNdkSbhGqwTrGEmY05Ck2rC9iaS6g/BfijNfDiQlre+l8D\nzX8Ufn5x+i+kHHXCEeubeG0egTbx1WDlEoIqk4cJYput8rLEG6IsYE4NlEh8rKw7ysweTjNVD4pl\n1Yh3QQ/hsq42zNMduAuz8ES+GQ9TTe7tAXYNBlKS04qo+SXQZrEELjrI4tsVCDieVlCNwUDbX1N/\nfnMXWNMUSEwXP5lFb2BRHCSkmH0H8O5S2lXh5uaRyNfHC1blK0mwBiJ2PkK03xtlXruK7sjbR9ph\nPkkVmHgmUxS8r6ZNR+Te1A/dLDk2b47Cv/1Ppz3JK3hDFy1C+Np1Sl/y1KiOops2AbnkG0oSvDp9\nDKkwHRMwGsEbFxcnrAQ+evQI7La1jGnu3Lk6bnruK27b1SBM3X1b1PD9o+ujcmH1cWrvTz0DJ5hj\nrW3qCX4meONTgOLzG6qFGXTzCXbs3YUPZrFgordocuptaBZudrCvll+tPYIuA09OifPV+grI44bQ\n0/dhm2SPRxav8dHskyB4PZNdUGRe6uoPe7bYFgue/cQ3j/uiyvlRorpvODRC1Yl/qfU9bHYp5EtK\nE20Kg8AWG1CsXidgcVkgMoN4NrcEvk8XOUFtLZwZbmwC9o8WG7MoDSxaw+omwOsbqu+z3UUTAgAH\n9fGxX08/gKRkV6Ff4pGIUskF4OwShLxT+qt1mK3shq27g3izRNy1eIHX5u+RN9kBpRpVRKUWtdTa\nUwbTO7QWffEiXgwSx/MutPhXOH3xhc66nEfwxgcG4kkrsQ/5p0xG3kGDdOabMRdEgteYe4d8MxrB\nO3/+fAQEBKBp06bIkyePqGc6dOhAvaUlgel772DL5ReiUn7uVBG9a3upLf3l1HNCnuPWt/HcPEwQ\nvCxZja0Cj4KO2dpHHg1E+D+pq8PhZh/U1qVtBiZ4CyS7Ir5uMIp36Cmc8mcRG1iaOnUqbG2lX217\nZdkA1HorvhzjlbknCn7/3yptNg4nzHKHVUqCKId//lYoM3I7MMtNHKuW5R72D1AwLeSbtkwytT84\nHriatiKlzNN2MVDjS2BuESAu9SpoldTuV6A6CxOXdUoKCsTr5UF4bhGG41apH7QcUmzxRVIxlJ+j\nfmvJhzMvEXbkMQ5aXUe4ueozw0LNsctN0sd61gufHF6oqa3whq9bh9CFi0S9knfIYOSfOFFnvcUj\neKMOHUbw+PEiH5zatEahX37RmW/GXBAJXmPuHfLNaARv586dheuD6VY1/T2Uvpee47t9d0UVsCts\n2VW26pL/tHNw+C8MLhMxRZPyIRFAsXnqV3jjnkQgbM1dYbVOsdrH6rN0tUGe6h7qqgZeXAKe/iPO\nV3MIYO+OsNMPYJNkr3y/VFIB2KfYwHNmdVjZpf5escqb2U1w2Tlw48gGVL30tSjLLbs6qDzlqFrf\nw2f7IG/SW1G+J01WwadJL2BRaeBjiOr7ZhbATNXLKNRWxJPh2nrg70xiFA8+ChSpA6yqD4SInxl8\nfRtwVR867fX0v3HLPAqXLB8pvbOBOb6ZOlnth45P/u9wcdMJnLG6j7wpjqiTUBLh5h/xwOk1ImNS\nBbCnpydatWoFFoWDkpiAqQne6H//xYshQ0UNLbRoIZzaah7uLqtnhkfwxgUE4GnbdqIi80+YgLxD\nh+SKx5MEb67o5hzbSKMRvGwFl0Vq0GTlLcdSN6Dj3VZdwNXACKUH3WoUwcKu0vZTHlt/E+Ueqq60\n3fO0RctxNSW1KPS3G4gP/qjMa2ZpDo8J1WHpKmG1NSEW+KMl8PpWWl21hgGtFwo/Pz2wDVYXCsIM\nadE8wpweoer0tFVIRYQJ9oyxvbyaPGvPf6yAoslByrpjU2yQMukR8jio3woSfPcsCu5sDzOztEsz\nIszzwvX71Cua4bce+CuD6KzUA+is/gY6SeDVZVrfGnie7nriKr2BjitTrQIvAH+2VV2B9m4EDFC/\nlYOZR+/YjYCbdthrfUUoLm+KPcLNogWhOnz4cHWeYeOiNXj6MRiNE8qhZFIB2JZ2g/ug8mCHIY8c\nOSKs3LOk6YcYtRWbSAZTE7ysW4K/GY+ow4eVPWTfoAG81q7RaY/xCF7mQMjsOYjYvFnpi225cii6\neTPM7SSMcTptgWEKI8FrGO5UqzQCRiN4f/nlF5QuXRptdfgpXRqC3Jdrz41gPA1LjdLQvJyE1dV0\niK6fD8K7k89hbmYGmxr5Uf+LkhoBjPonCJ8eRsDSzQ5uXUoCUs6rpa/hpi/wLhAoUhso2Vyl7nf+\n1/Fi7zUgwRp2JZJQurf4K3dF2DIegXRp/WS4vDqPD47FUHNs2qQmBUBMZChCV3aEfXwY3hZogLJD\n16uaMSF/ZiGQEA1U6gVU7i6lWN3lubXtvygN1YEyGa6A/vgGYDemfQhJfa/OCI3qjb/hh2UHjyAq\nMQHdWzTHsStXBaHKblNkq7PZJUV/dSzZFCXLl4F9FdX93ooIHKwMJqJZFA623YFSKgFTFLysXVHH\njiHuvygNTm3EV5Zr2/+8gldgfvYsYm/chHWRwnDu3FlbV3KUPQneHNVduc5ZgwrepUuXKoEnJSXh\n5MmTKF68OIoUKQIbGxuVzvj6a/FXyrmut4ykwdpMBoZugjarvNr6npvj8LLV2EuXLgkil+27XbVq\nlYCTCVQWLi6rpBC8Xbt2Rfny5TMNV8iigGzbtk0Q0WzVnpVJWxxMW/Bq+7eozj4nj3Hq2qbP90nw\n6pMula0tAYMKXrZnV2r66quvpGblynf69Gls2bIFUVFRwgrRqFGjUKlS6lf9U6ZMUV6IwX5m2y+G\nDMkde7Iyg5nTJwNtVnm5Hq7/jHKz4FV80FDceMfELxPB6raXKIRy48aNhW0LWV1Aw55JtkebbXVg\nia0cM3Gd25OprvDqu19z+hinbz5ZlU+C11DkqV4pBAwqeKU4KFceJnabNWsGDw8P4ca3OXPmCHuK\n2QQ7bNgwLFy4EM7OznK5o7d6Xkd+wsaLgQgI/YjqRV0xvLGPxnUZ62Qw6ehqnAjejSR8QhG7KjjY\nK/PYnLyrvEM2XsXtl5Eo4GSLb9uWR61i6g/6KeGGPkCy359IjngOyxKfAWz/cbp06K8dwJ2dsEr6\nhMgiTdF14Dca9wu3QdQr4OoaIOxh6oUeLL6xDuOGxtwMRYCfP/YEnYKXZ2F8OTz1wyJblWUCNbtr\nnxVbFph4bdmypdoLadJvceAJQcfN0EgN9SZ4X98G2PYits3F5zOgummF3dJmjHu34U/E+F2DdREv\nuPTsAWsv9RFwjPTx0dgtErwaIyMDGQkYjeAdPXo0li3L/Paq169fY+vWrYiNjUXDhg3RqJHub9bJ\nyLxjx47w9fWFg4MDevfujc2bN6udbGXsN66q3kXHo+1v/+LV+1ilfYMS7vAdUluj8rSZDDSqSIPM\nQ/cvwKX3m1QsrBO94Df4YKalaLrKW+On43j7IV5ZFtvDvHcUi18s4UNQ6P3UyxvYwTtFqtgN6LJW\n+GnP5lXo/HiKip+7HPuh6wTNb3PTAFlq1tgIYHUj4H26cHUaHEpTV1/U8eeIOsli6EYIIelYqLj+\nPfrCrnxe4UIQFiqO/ZvViiwTxEwY+/j4oG/fvpL+Blm8ZbYyzMpl+3rZldKaHFBU16ac9L5eBG+w\nH7C2GZCSdggT1QYA7XV7+YMhOfOOcS9Hj8aHE6lxylmycHFBsV07hVvXckMiwZsbejnnttFoBG/z\n5s3x2Wef4cGDB7CwsEC9evUwYMAAYS8vO83NJjx25fDu3bvx5ZdfCnn1ldgK4KxZs7B+ferBIiZ+\nWbg0JrhLlCgh+MMmUpbY3uOckn4/9wzzj4jjxm78sibq+0i/sjU+Ph4pKSmifdaG5FD1z0ZIsRDH\ni/VtdgAVCohXWJ4/f46NGzcKQmjMmDHZCqLNl4Pw/YF7oubV9nbDliHqL0AwPzYdZpdT96ymT0nD\nLwD5ysBvdiPUgmror5gUG9h8/1rvSM0uLoP5ie9F9ST33oUUn6ba1Z+SgpBZlxGXGC/E4WWit05i\nKVQvVhFug8oJZT98+BA7duwQ+A8dOlR04OzNmzf4/fff4eTkhLFjx0oSvKxcZsf6lwkX9q1N9+7d\nc+VhNnaJj7W1NSwtLbXry3TW5n+NhRlb3c34PI+9DTibhrDjGeM+3bmDFz17ibjk/eor5B07Rmf8\njbkgNh+yS6Qyi6Uvh99MO1AiAlkRMCrBy76ybNGihTCpHTx4UJigBg0aJERu2L9/v/BHxFZ8Vq5c\nifQH3nTZvewTKtuz261bN+UeQDZp2NnZCeKW7RM8fvy4EDOYJbbnN6ekuceeYOs18XW4P7YpiY6V\nUwW8lJScnHoFrrm5piEWpJTOl6f+niaAmfhyh0HeMzGkSub32e/cuRNBQUGoW7eu8MoqLTjxBL5X\nxNyKutnhr+HZX6vMysxzYAgsA8TxemO6bkGiV0NE/VINhc3SrntW+HGj0z/w8dZ8y4kmBG1Pz4T1\njT9EJrHNFyChonjy1qTslA8JeL3suiB22cURjil26BRfC7Yu9nAYkXZQ7cCBA8KlM4ULFxaEacb0\n66+p1xyzffUZD7Nm5w+beJmYDgsLE+xY2bktzjf7W2XjaVZ7nzXpT0XePDt7wDIo3RXf/70R3Wsf\nkgpU5ynS6Gx4xrjY06fxbspUUVvsvmgFt1mzjK6N+nCILYSwl6HmBvbBmBIRyIqA0QjeLl26YNeu\nXcqBmYlLtpK6aNEisBPaTGQqEjuFzb7m1HVif6g//fSTsJrcq1fWk32PHj2wfPlyuLunXo+bU9Lf\nt19h9JYM18QCODWhMYrnc5DcDN6v+yRXwJGxxh9tEWfxXNUyxQJ3Bt7MsjSpe3lvvYxEh2X/isrp\nVbMI5naREMP40grgyDRVewsbYMpTwNoBh37uhtbxx1Tev59SDOVmpYs5zMFEksn9A8COfuKso64A\n+UpLKiKzTCxyAjuYxrYXsMTE7ucJFYVrpe1re8K1U1o4O/Y8sagNLMpCZuHiFNtP2Dc+3t7eGvnE\nymZjBetrtorMtjcovp3RqKAcmlkvWxrOLgJOzVYlkscNmPQEMDOeD8HadBnPGJcYFobHDcXb7QrM\nng2Xbl21cSfH2NKWhhzTVbnSUaMRvGwi+u233+DomHpF7bt374TDYkxYsr17bE+e4usKJjjZgTJd\nJiZ2mbh2dXVVG4GBCXA2CbP9vTktfbv3LjZfThOG01qXxVeNimvUDJ7JQKMKODIHRoSh3d62gEXM\nf9ZmqOrYDRs7z8i2NKl7eYdvuo4j99K2GHi72+P0xCbSPd05ELi3NzW/hTXAru6t2lf48VngM7zf\n0BNVkRph4DXy4maN+fiibTfp5WuT8+AE4GrqfmIhfT4LaJDJ7Wtq6mAilwlLJnLZ/xWpokUxVI0p\nCusUS9h4OyNv37Iwt7dSKU3x4YP9Mv2WIfazIlIDT+xkRSWKW/bYz2yLUm65klgvgpdB3NYb8P9v\nf7y1PdD+N6BCF22eQqOy5R3jIrZsRciPPyrb4tyxAwrOm2dUbdOnMyR49UmXytaWgNEIXrYKc/jw\nYeFQGvs65MyZM/Dy8hK+6mRidMSIEWChifz8/ASxycSxLhMrT7GPMH254eHhYK9SpUoJfrCvwa9e\nvSpEbcip6dnbaLBXxULOyOeoGu9YSpt4JwMpZWub5/tTGxEaHY4FLUfAyVr97UZSV3mZX0/CP+Lv\nG69QsbALmpZRvQBBit9Jr24jPvw57Eo2BmzFX72dPH4QcbHRaN1e5ksnmPPvngBvA4CCVQAHaZeR\nKAQuY8j+r7j1jBXHtiMxUcle7P+fnryHuZUFrL1SP9BmlhTCluVnoldx0IwJaCZYWbxe9u0Ob8qN\noldvgpd1QsgdIDoM8KoLWNnxdotR2mkzxiW9f4/Y27dhVbAQbErod0uSscEjwWtsPUL+pCdgNIKX\nOXXlyhVB0LIDA1WrVhWiMbDDJ+zQxcSJE4Vbg9hANHPmTFSrVk1nPfny5Uthr7CVleqqE/sd84GF\nKGMTOvOjXLlygvh2c3PTWf05rSBtJgNjbKvUVV5tfc+pcXjZs8/6nP2rELZM5GZMTKgyUcrCjGV3\nmUR2HNnWBlZH+pBi7LtkKDcAACAASURBVGf2e6nXEWdXviL+L8uTG2L16lXwavsHYcT2pjbGyYWa\nBK9cpKkeHgJGJXizawD7Q2In69mJ65y4lYCnc4zVxtQmA01WebXpE2MVvGxllr0Uolbxr+L3WbWZ\nCVD2YgKXvXRxpS+rk4nbjKHKfvjhB8ENxb/a9INixZiVYeqxeknw8j0ppjbG8VHQ3IoEr+bMyEI+\nAgYXvBcuXBAmSxaeKLukzzBk8uE2jZoMNRk8vvYGt0+9RGRoDAqVdkXt9sXh4pFHCdX3vi92P96N\n93Hv8VmRzzC55mTYWqrf1sAK2LpxMx4+fYySSQXQOLEcrArYw2Ns2rcIl69cRMyRH1Al6S6emxXC\nkxID0KXvKMkd+vBSCG6dDsKH8E/wKueGOh194OgmzTd1lYS/jsbh5bcQFR4Hc0szeFd1RemmafGB\nFSu0rJys/p9dHUzIshcTt4p/9Xl1ryL2LvOpbYOWKBbkhK3PjyAcH/Blmz7wqpl24E0dm6zezy2i\nlwQv3xNiqDGOz1vjsHq/cxfebdmCxDdv4NCoIfJPmgTLvNLDXRpHK8gLUyZgcME7efJk4YYzFnYs\nu7RixQpT7occ1TZDTAavHr/H3l+uq3ByK2CPXjNTL81gQveHC6mrgIrU1Kspln62VBJb/xknsM0i\nNRJDz7j6cEixhbW3M/J/lRqF4dkPZeEN1dBkx+puQouW7dWW//zuW/y97LZKPo9iTmgwsLCwkplV\nSi9O0+fJ+PvXAZGIs4xQ60dWGRSClr2vELLsX7aH1lARDdLfmNY4oRweWbwW4vi2SayOquObw1IH\nHxbYyj47O8D6wFRXeknw8v1ZGGKM4/PUOKw+HD+Ol2PGqjhjX7MmvDZtNA4HyQsiAMDggpd6IecR\nMMRkcHbbI9z556UIVodxVVG4jCsGHx2MKyFXRO+f6nYK+fLkyxbyp/vv8HbjPZy1ui8IK1NIdsmu\n8CieusqbXtCm/z8Ts8Z8A9mutVtx96XqNz/94xojf+tScGhYSCfdxD48sD3cCtHL9vUaMxNNG02C\nV1NiqfkNMcbxeWocVsHfjEfU4cMiZ7z374Ntaf7whsbROvLCVAiQ4DWVnpSxHYaYDP7Z7I9758SX\nP7QdXRlFK+RF/8P9cSNUHGP4SJcjKOSQvTiKuRGGd9v98dHsE7bZnJeNZF7XfHB0ts+yvqwEafrf\nBz96j6t/P4NVvOoVx3ZO1vhyQQPZ2qKPij5eeo2rf53DRatHiEciqiUWR7VEbzi3KgbHJkV0VmV6\n0WtqVxGT4OV7TAwxxvF5ahxWQaNG4+PJtCuVFV55794F2/LljcNJ8iLXEzC44J02LUNA/iy6ZO7c\nubm+s4wFgCEmg8A7b3Fwueq2AAcXG/T/uR7MzM2w8f5GLLyqGiqupmdN/NFSfItYZhxfTvsXSElR\necvK0wEe46riY3Q04haURV6zSJX3/6q4DO26ZHJpQ4YKAq6F4uha1auDnfPboe+PWd/upklfrx7z\nDxITUm+/U6TSdT3x+YDU63tzakqKiMPr+eJVe4+vqwl7rHWZTFX0kuDle0oMMcbxeWocVpF79+LV\ntOkqztiULo3i+/cZh4PkBREwhi0NLK5t+vTHH38IN6tlvCKQXfVLyTgIGGoyuHUyCDeOv0D0+zh4\nFndGvc4+KFDCRQllyfUl2O6/HR8TPqJR4Ub4tva3KOhQUBK0mBshiNgVgJSkFMAMsHC0QYHptZS2\nhw7sQOHr81EJAcLFEOfy9Ub3UXMklc0yXT/6ArdOvkBMVDwKlnRB/S4lkL+Ybq7BfHbzLU5uuo+4\n6ETmOgqUckGn8boL2ye5kXrIGHv3LaJOvEBCSDQs3e3g1MwLeapqHgNZimtM9LJYvexfU1npJcEr\npefFeQw1xvF5axxWb1esxLtNm5AUEYE8derAc9pUMNFLiQgYCwGDr/BmBNGuXTusXr0aBQtKEyrG\nAjI3+WHoySA+NhHWdpZZIo9LioMNu7qXIyVFxsPC2TpLy5DQUHjm5xNcLGTPh/fRcHVX3X7A4Wam\nJkxM53HK2ndd1WOIciLehMMlv5vy6nF9+cCebban11RELwlevifF0GMcn9eGtxJCL0ZEwDFf9ucm\nDO8peZAbCZDgzY29rmWbaTLgA2iscXj5WiOvFYvP6+zsrHfBy1qVXvSyA2zs2nNDRavQljIJXj6C\nNMbxcaM4vHzcyEoeAiR45eFsUrUY82QQ8SkCH+I/wMvJSy/MH4d+RGFXO9hZWWhcfm4WvFFvY2Fl\nbQF2mI4nBfq/hldJD5hbmGtuHhMOfIoE3IpLttWV6E1JTkFiaAysPHW751hqQ0xZ8H569Ai2JUoA\n5hzPhBqAxjzGSe17Q+QjwWsI6lSnVAIkeKWSonxKAsY6GXz373fY/yQ1nnNZt7KYWW8myufVzQnh\nv2+/ws+H/PHqfaywT3Z005KY0KKURk9FbhS8715F49SmB3jzLEpgVbKGB1oMkd4nd88G49K+J4iL\nSYSltblw2UiVzzX4MLN/FHDDN7WfClQC2i4BClWX1G/sOWd7etlFGDwrvR/OBePDiedIjkuCuZ2l\nEF3CvnYBSXXrKpMpCt6I7dsR9utiJEVGwtzODu5jRiPvl1/qCplQjrGOcTptpB4KI8GrB6hUpM4I\nGFzwXr16VaUx7OrQsWPHws3NTeX3NWvW1FmjqSDtCBjjZLDy5kqsuKV6OQkTvTva7dCusQDexySg\n1s8nEJ+oGglhZd9q+KKCdAGTGwUvuyyEXRqSPlVt4YV6nUuo7Rcmlrf+eFmUr8vk6sKhRbXp7ELg\nVIaDhZ4VgeGpF4xITUz0spvZmOhlcXrZJRXqUvyLKISuuCXK5vFNdVilux1QXTnavm9qgjfuyRM8\nbdNWhKXYls2wq6a7g5rGOMZp+yzIYU+CVw7KVAcvAYML3r59+0ry3df3v1UaSbkpkz4JGONk0PNg\nT9x7e0/U7IOdDmq9veHI3RAM9/UTld2ndlH81KmCZNS5TfCyQ3TrJ4vFJbsOus+sOmq53T4VhHM7\nHovy1WrnjZptvNXaY+3nwEvVD9SC0Rg/IK96wZ2+AoXoZb/r2LGjWtEbdfIFoo4/F2I7fzCLFYoq\nkOwKl3bF4VBfN5dmqAcAmJrgjdi8BSGzZ4uanm/0aLiPln7Vtzp2xjjGqfPZGN4nwWsMvUA+ZEXA\n4IKXuibnETDGyWDEiRH4N1gsrs72OAtXW1etIF94Eo7eay6JyhjRxAdTWpWRXHZuE7wsNjCLEZwx\nsVBynSeqX417eDkEJ9bfF9k36lkKFZsUVs99S3fg0VFxvkmPAXvNI22kv+6YrfTWqZO1aP944RXe\nH3iC65bPcN3yKYom50Pz+Epw61Fab2HVMgNiaoI38q+/8GrSZFFTPaZPg1v//uqfCYk5jHGMk+i6\nQbOR4DUofqpcDQESvPSIaEzAGCeDI8+OYNLZSSpt6eDTAXMaSI+Vmx2ITisu4MaLCJUsR8Y1QhlP\nR8n8cpvgZWDObn2EO2dUr4Ru2q8MytZXH3YwKTEZW364hKi3n5SM7Rys0PuHOrB1sFLP/f5+YEcG\nEVS5J9BptXrbLHKwrQ1stZcltrWBrfZmlpJjEhHyyzVci3skCF6HFFv0ydMMnhOqw8xS94essmqQ\nqQnelMREPGndGgkvgpRNtnBxQfG//4ale17ufs1oaIxjnM4ap8eCSPDqES4VrTUBErxaI8x9BRjr\nZMBELzu0FhkXiYaFGmJElRE665yImAQsPfEIl5+9g08+B/SvWxS1vFX3maurLDcKXsbE78hzPLsV\nBmtbS5Su44nStT3VoVK+HxkWC78jgXgVEAFPbxdUbe6FvIUcJNvj3j7gpi/wMQwo3QpoIu1mx+wq\nYKL3yJEjwsGmYsWKoWfPnsL+3oyJXZZxYvcRXA67I7w1cdg4OBRMuyhFeiP4c5qa4GUk4l+8QPia\nNYi9cRO25cvBbdAg2JaR/k2LFJrGOsZJ8d2QeUjwGpI+1a2OAAledYTofREBmgz4HorcKnj5aKla\nyRmHV4q/Ga8iZqLXxUUsZtNvg2DxfJlAljOZouCVgx+NcXyUSfDycSMreQiQ4JWHs0nVQpMBX3eS\n4OXjxqyMTfAqfNq2bZtwKxtb4WWiN6OgTS942ftldLwSqY4oCV51hDJ/n8Y4Pm4kePm4kZU8BEjw\nysPZpGox1ckg6m0ogu7dgZ2DI4pXr6XzPjvz4gyCI4NR16suvJ0lRBnQwIOXDyLw6Oob2Ltao3Y7\n6RcsaFAFd9boyDgw/6xsLVC8Ct+Vo8YoeBmQ9LF62c9NmjQRXop0fPPfOP/4mvBjxve4gWpgSIJX\nA1jpsprqGMdHQ7oVCV7prCin/ARI8MrPPMfXaIqTwd3Tx3F01VJl3+T39kGXabOQx1n7PZdJKUkY\ndmwYroRcUZY/vvp4DKowSCfPwtE19xDg90ZZlpWNBXrPqgsHF75bzXTi1H+FBPiF4ti6e2A3jrHE\nQpK1HVUZzvntNKrGWAWvohHpV3LZNcTsMFvKppe4GnlfOLTGUg3b0mg7tZdG7dY2MwlePoKmOMbx\nkdDMigSvZrwot7wESPDKy9skajPFyWDFkN6I/ZB6G5giVW3VDk0HfaV1n625vQb/u/E/UTlnepyB\nm61mB98yFvLpYyLWTTwrKtuzuBO6TK6hte/aFuA74yLYwbP0iR1c+3xgOY2KNnbByxoTGBgoRHBg\nvrJUMqkA4pGI5xZhws9t4quhbJsacJAQoUIjONlkJsHLR9IUxzg+EppZkeDVjBfllpcACV55eZtE\nbaY2GYQGPsWmKWNFfeNRvAT6zl2idZ+NPjkaZ16eEZWz8vOVaFCogVbl3/3nFc5s8xeVYWNnhSGL\nG2pVtrbGH959wsbpF0TFOLnbot+cehoVnxMEL2sQ+9u4dOkS2Ipv+uSYYocecfVgW9oF7oMqatR2\nbTKT4OWjZ2pjHB8Fza1I8GrOjCzkI0CCVz7WJlOTqU0GCXGf8L8B3YCU1K/dFalco6b4YtR4rftt\nid8SrLu7TlTOoc6HUMSxiFblhwdHY9ts8fW7LHRXzxm634esqbNrJ5xDXHSCilmxSu5oM7KSRkXl\nFMGraFTgthvwv/tA2M7AVnkbJ5QTVnwdPysC55byRWogwavRY6bMbGpjHB8Fza1I8GrOjCzkI0CC\nVz7WJlOTKU4GF3ZuwcVdW5R9ZG1nh+4z58HD20frfguJDkH/w/3xOvq1sqxeZXpheu3pWpfNCtg5\n7ypCAz8oyzID0HZsFXiV0267hC6cu3niBc7vClApquP4aihUSrO90TlN8LIGv/rhInYnX0C4+Qdh\nO0Mhu3woOKOuLrBKLoMEr2RUKhlNcYzjI6GZFQlezXhRbnkJkOCVl7dJ1Gaqk8Gzm9fw/PZN2Dk6\noWzDJnBy1/z62aw6+H3ce+x9tBcvo16ibpG6+Nzrc50+C5f2PcWL++Gwc7RCvY4lkbeIvU7L16aw\nlw8j8OJeONhhuhLV88PVU3PfcqLgZT4vWZK6JWZshV5w61paG4xctiR4ubAJW1NSUlJgZ6fZ4Uq+\n2kzHigSv6fSlKbaEBK8p9qqe20STAR9gisPLx41Z5UTBq7iGmMXeZTF4DZFI8PJRpzGOjxsJXj5u\nZCUPARK88nA2qVpoMuDrThK8fNxyquBlERuY6G3VqhXq1KnD33gtLEnw8sGjMY6PGwlePm5kJQ8B\nErzycDapWmgy4OvO3Cp4A2+/xXPFloYaHsjv5agxwJy4wrth/QYEPg9El2LN4F3SR9ZwZArAJHg1\nftQEAxrj+LiR4OXjRlbyECDBKw9nk6qFJgO+7syNgtfvyHNc2vdEBVi7MZXhVT6vRhBzouDdOu8P\nPPz0AnUSS6FCYhHY+Lgg31D5QpIxwCR4NXrMlJlpjOPjRoKXjxtZyUOABK88nE2qFpoM+LozNwre\nNePOIv5TogqwouXzou2YyhpBzGmCN9rvDe7vvoyD1tdhnWKJNgnVkDfZEe79ysFWQ7GvEagMmUnw\n8tGjMY6PGwlePm5kJQ8BErzycDapWmgy4OvO3CZ4s754wg795mgWniunCd6oY88RdeoFjlvfxnPz\nMKXoLd6qEhwbFeZ7gDisSPByQKMtDXzQAJDg5UZHhjIQIMErA2RTq4IEL1+P5jbByyht+eESIkJi\nVICVqVcAzfqX1QhiThO8nx5G4O36u4g3S8Rxq9t4bR4htLdhlbqo36oxbG1tNWo/b2YSvHzkaIzj\n40aCl48bWclDgASvPJxNqhaaDPi6MzcK3sA7b3F83X3ltgb3Ig5oM7IyHFxtNIKY0wQva1zE3gBE\nX069bOS65TPh1jWWmNitUqWK8PL09NSIg6aZSfBqSiw1P41xfNxI8PJxIyt5CJDglYezSdVCkwFf\nd+ZGwctIJXxKwkv/CFjamKNIWb7b33Ki4BXa/joaCSHRsCrogGibePzzzz9CqDJFcnFxAYvTy17F\niun+ymESvHx/qzTG8XEjwcvHjazkIUCC9z/Op0+fxpYtWxAVFQU2CY0aNQqVKlUS3n348CEWLVqE\nd+/eoXjx4pg2bRrc3Pgmbnm6Vb+10GTAxze3Cl4+WqpWOVXwZtZ21hYmetmL/T99YqKXvdjKL3ux\nsUibRIKXjx6NcXzcSPDycSMreQiQ4P2PMxO7zZo1g4eHB27fvo05c+Zg+/btwvWSAwcOxNixY1Gj\nRg3s3bsX169fx+zZs+XpISOshSYDvk4hwcvHjVmZkuBNTyEkJAT+/v7Ci/0/Y2LbHxTil/2fiWEm\ngqUKYRK8fM8cjXF83Ejw8nEjK3kIkODNgnPHjh3h6+uLly9fYuXKlVi6dKmQkwng7t27Y8OGDbC3\nt5enl4ysFlOdDGaP7gjb8AQkWqTArIwHpn63XqfkSfBqjvPPsytwff9euL2zQIRLInxaNcWYltM1\nLygHWLC/KyZ6AwMDhRf7P/tdVkkhfBWimOVj4lhxII6JY30J3gVXF2D/k/2ITYhFCdcSWNtiLZys\nnZSufrzwCjE3QoGkFNhWyAunpl45oAfSXDTVMU7fnUCCV9+EqXxtCJDgzYQem2xmzZqF9evX4+TJ\nk8KK7qRJk5Q5x4wZg9GjR6N06dLasM+xtqY4GcwZ2AZ2sWYqfZJSrRAmTlmts34iwasZyqehj7F5\n0ljk+WShNEywTEG978ehUenmmhWWQ3OzlW32YuI3/b8Zt0Koa17G/cGZ7RfOag9xekHN6ll+czlW\n3VqlUqWbrRvO9Dgj/O7D2ZeIPPRM5X2HBoXg0ra4OjeN5n1THOPkgEuCVw7KVAcvARK8GcixP9gp\nU6agW7duqFOnDg4dOoSAgABhS4MiTZw4EX379hVOWcfHx/Oyz7F2CQkJwkq3tbV1jm1DescvXj+G\na4tVJ3D2fpxNCiau3auzNiYlJYGxkysklc4cN1BBk1b1g9f5aFHtgdUt8cu4HQbyyniqjYyMBHsx\ncfbmzRvBsRcvXigdfP78uUGdZRdu9I9rLPhgZm2OfN/VNKg/mlRuamOcJm3XJq+hxzhTmZO06QOy\nzZoACd50bJiI++mnn+Dj44NevXoJ75w6dQpXrlzB1KlTlTlHjBiBr7/+WjhZHR0tnpBN/YFjgxpL\nFhZpK285uc3Hz23Hk/V7RE1ItErB6NW6E1bs+WIfqKysrHIyLtl8n7K8L7z9EkT1PamQjIXjd8rm\nR06uiD1v5ubmCA4OVmlGUFCQqFnpxXL6N9lBXiasedKQT82UZi7TqsDM0pynGNltTG2MkwsgG+MY\nO0tLS7mqVKknt24zNAjsHFgpCd7/Oo39obJIDK6urhgyZIiyKx8/fozFixdjxYoVwu/YH3PXrl2x\nceNGODo65sAu195lU/y6b37vNrBMUt3SEFPEDjMW6U5Y0ZYGzZ69HZc2IGjxLpGR9YB6GNPaNPfx\nakZIfW597OGddHYSjjw7olK5lbkVrve7LvwuYn8Aoi++Fi7dYKu8LNmVz4u8/cqpd9hIcpjiGCcH\nWtrSIAdlqoOXAAne/8j99ttvwlfNQ4cOVWHJhPDgwYMxcuRIZZSGCxcuYOHChbzMc7ydKU4G2/Yu\nwfNdx2GZmCp6Y5zNMOP3v3TaVyR4Ncc5flkvuF59L+zj/WSdjJCqtvhtvHg1XvOSc4eFPgQvI9fj\nYA/cf3tfgGhraYuptaaiS8kuqVCTUxC+/SFib4Wlvl/aDa5dS8LCMedsgTLFMU6OJ54ErxyUqQ5e\nAiR4ASESw6BBg0RfNbPfsb28T58+xYIFCxAaGgovLy9he4O+b0ji7VA57Ex5Mrh44xh8CpdD/nyF\ndY6SBC8/0h3nN6JbvX4wM1NdhecvMXdY6kvwMnpR8VF4HvkcFfNVzBRmcmyiEKXB3CHnbeEx5TFO\nn08+CV590qWytSVAgldbgrnQniYDvk4nwcvHjVmZahxefiLSLPUpeKV5kDNz0RjH128kePm4kZU8\nBEjwysPZpGqhyYCvOw0teJ8GPUDxImX5nFdjFfnxHeIT4pDPtYBeyj/sfxitSrfKkSu898LuoXy+\n8llyeeB/DWXL1NALN30K3qSUJER8ioC7nbtefDdkoTTG8dEnwcvHjazkIUCCVx7OJlULTQZ83Wko\nwbvrr5Xw338Qdh9SQ625N62OYQN/5GtEJlY/z+wHG/8I4Z3Yonnw5cQFKJi/mE7KH3JsCK68voIU\npMAMZqjkXgm+bXx1Ura+C5l+bjoOPTsEJgwtzS3RuWRnzKgzQ1nt4kkDkPwiXPg52cIMJTq0QKce\nY3Tqlr4E72K/xfB94Iv4pHhUyldJ2MNb0T3zrQ06bZBMhdEYxweaBC8fN7KShwAJXnk4m1QtNBnw\ndachBG/gq0fY9c03glhMnyqPGYjPG3Tla0g6q4Xzh8H8+iuVcmK9HfDdvG1al703YC++P/+9qJzR\nVUfjq0pfaV2+Pgv4++nfmHZumqiK1c1Xo17Beli/ZBreXbyj8n6KmRkmbtPtQUl9CN4dD3dg9iXV\nq9V9XHywr8M+fSKVtWwa4/hwk+Dl40ZW8hAgwSsPZ5OqhSYDvu40hODdtGMhQnen3oCVPpnVLobx\n45fxNSSd1U8D28A2ww117O2RG7fDzka7q7e7/dUN/u/8RT56OXvhYMeDWvuuzwKGnRiGi8EXRVW0\nKNYCvzT+BQuHdoZ5lPjSGp9OLdCxZ9olN9r6qA/BO+rkKJx9eVbk2va221Eub84JPZYdWxrj+J48\nErx83MhKHgIkeOXhbFK10GTA152GELxsO8NzX7E4tG5cGmNG/sLXkHRWc4a2g11Uiko5SRYpmLxF\ne0E64MgAXH+TGts1fSrlVgq72+3W2nd9FjDun3E4+fykqIpOJTvhx3o/YsHwrrCI+CR6v3zfLmjV\nbpDOXNOH4J14ZiKOBh4V+bi/w34Ud8k51weT4NXZY6YsiASv7plSibojQIJXdyxzTUkkePm62hCC\nNykpEXOHdoRdugsB2X7Ylj9+j4qla/M1JJ3Vit+nIvbkXVXBW60gJk/5Xeuyn0Y9RYe9HVTLMQNW\nNluJBoUaaF2+Pgu4H34fPQ/2FK7gViRzM3Mc63oMHnk8sG/b//Bk7zEVF5KtzDHJ94BO3dKH4D39\n4jTGnlZdhWb9sfLzlTr13ZCF0RjHR58ELx83spKHAAleeTibVC00GfB1pyEEL/P0pv8FHPRdDrx8\nj+R8eVCnfTc0b9idrxGZWK1a+y1C/e7ALDkFThVK4Osxi3VW9h93/sCK2ysQlxQHa3Nr9CnTB+Nr\njNdZ+fosaOfDnVh5eyXexb6Dex53TKw+Ea28Wymr3LRqJkIu3IBZQjLgbIvOk2aiuI9uD37pQ/Cy\nBrDDeGwvb2hMqPDhY1y1cchjlUefOGUtm8Y4PtwkePm4kZU8BEjwysPZpGqhyYCvOw0lePm8NS4r\nisPL1x/6Erx83uQcKxrj+PqKBC8fN7KShwAJXnk4m1QtNBnwdScJXj5uzIoELx87Erx83GiM4+NG\ngpePG1nJQ4AErzycTaoWmgz4utOUBe+Lu7eQlJiAYpWqwczcnA9QFlYRr4Px7O5tFCldDvm8impc\nNjv4FhkfiZqeNeFg5aCR/ceEj7gachXO1s6o5lFNI1tjyGxIwbvh3gZhK8qgCoOE7SiapLexb3Ez\n9Cby58kvxPnNmPYE7BEOBdYrVE/Y5qLrRGMcH1ESvHzcyEoeAiR45eFsUrXQZMDXnaYoeJkY3b/o\nJ4S/fCFAcXDLi7ZfT0ahMlnfLKYJvbOb1+PqgbSIDFVbtUXTQcMlFcHEKguhpYj0YGdph58a/ITm\nRZtLsj/+/Di+/fdbxCbGCvmZ4F3ebLnGollSZXrKZAjBe/HVRYw+NVq4lIIldlhvWs1p6Fm2p6RW\n7ni0A7MvpsX5bVKkCX5r+pvStunOpgiLCVP+7GLtgnO9zkkqW2omGuOkklLNR4KXjxtZyUOABK88\nnE2qFpoM+LrTFAXvX4vn4dGlf1WAFCxVBr1mL+KDlM4q+OF9bPt+sqicztN+gHcV9VfxLry2EBvv\nbVSxZxESTnQ7Icm3z3d+jjcxb1Ty9i/fH5NqTJJkbwyZDCF4P9/1Od5Eq3LLY5kHl/tcVovkQ/wH\nNNzWULidLn2aWGMiBpQfgP9d/x/W3FkjKqe1d2vMbzRfbflSM9AYJ5UUCV4+UmRlCAIkeA1BPYfX\nSZMBXweaouBdMaQ3Yj9EiYCMXr8dNnm0u3ji6l97cNb3D1HZdTr3QP0e/dR2Qve/u+NB+ANRvr3t\n96KEa4ls7QMiAtDpQCdRnrJ5y2JH2x1q6zaWDIYQvJU3VkZySrIIwYkuJ+Dh4JEtmvPB5zH8hHgF\n/7Min+F/Tf+Hzgc643HEY1EZrFxWvq4SjXF8JGmFl48bWclDgASvPJxNqhaaDPi60xQF79YZE/Hq\nkeptaGxbw1cr/+SDlM7q0eXz+OvXuaJyWo4YhwpNPldbflYXJFzqfQn2VtmL8eiEaNTZUkdcd7GW\nWNRY+9Vrtc7rJ8cgEAAAIABJREFUKIMhBG/tzbURkxij0gK2reFW/1tqW/Us8hna72svyqdYWR9/\nejyOvzguer9y/srw/cJXbflSM9AYJ5WUaj4SvHzcyEoeAiR45eFsUrXQZMDXnaYoeB9eOIe/l6p+\nldxkwFBUb53hwgg+ZNg2cwqC/e8prT28fdB33lJJpfm98cPAIwNV8n5Z4Ut8U/0bSfaL/Rbjj7uq\nK8wbWm1AdY/qkuyNIZMhBO/8q/Phe19VfDYt0hRLm0rrt+/Of4f9AfuV+JysnbClzRYUdUo9sFhl\nYxWVLQ9MTF/tcxXWFpodjMuuf2iM43t6SfDycSMreQiQ4JWHs0nVQpMBX3eaouBlJF4+uIuHF/9F\ncmIifGrUQvFqtfgAZWaVkoJrB/ch6ME9FCpZGlW/aA8rGxvJ5fu/88ffT/9GZFwk6hWshy+8v5Bs\nyzIefnYYF15dgLONM9oWb4sybmU0sjd0ZkMIXtbmLf5bsOvRLiQmJ6JlsZYYVWWURij2PN6Da2+u\nwTOPJzqX7IzCjoVV7Dvt64Tg6GB42HlgdYvVKOhQUKPy1WWmMU4doczfJ8HLx42s5CFAglceziZV\nC00GfN1pqoKXj4ZmVhSHVzNeityGErx83hqPFY1xfH1BgpePG1nJQ4AErzycTaoWmgz4upMELx83\nZkWCl48dCV4+bjTG8XEjwcvHjazkIUCCVx7OJlULTQZ83alPwbti/0YEPXoHKwcz9GjbCuWLlFZx\ncuueJQh6dA/uhYviy77f8TVAT1YbV81C2H1/2Lo6o8uI6fD09FKpaeDRgXj87jG8Xbw1PpgU8sgf\n53dtQdzHD/CpWRe1O3XXUysyL/bPbXPxJvAJCviURr9uquHMrj25gB3LZ8P6Ywriithj4Yy0eMO6\ncHLV7VU4GXgS7nbu+KbGNyjlWkqjYm8dPyzEVy5QsjTKNmiike3Bqztw9uRuIDkZVWo3Q69m0mIn\nS61k046FeP30IfJ5Fceg3tOlmknKxyJ7HHt2DClIQXPv5iifVzcxpSVVribTiw8vcOTZEbBDlfUL\n1UctTx1uH9KBgyR4dQCRitAbARK8ekNrugWT4OXrW30J3umLlqBQQNptVDFWH1BjmDs+q1hfcHTO\n9J6we/JR6XS0uwW+X552KIivNbqxWjiqG8zfpl7sICRzoN3MWShVJvVgWLVN1ZCQnKB828LcAjf7\n3ZRUuf+/Z3Bw2UIgJS27V8XK6PbdT5Lstc3049edYB+S5nuMlx1mLNwpFLvvwiYE/LYNZslmymre\nOyVg9pqj2lYr2Pc91Be3wtKiIpjBTLg0o2HhhpLK3/LtBLwOeKjMW6pOfbT7Zpok2992/YD4nddU\n8kY3K4zvh62SZK8u05zJ3WH3PC0KRLSHFb7/3151ZpLePxp4FCy6R/o0r+E8tCneRpK9PjOxQ5hD\njg0R9kUr0qSak9C/XH99VqtR2SR4NcJFmWUmQIJXZuCmUB0JXr5e1Ifg9Q8OwMnZqbecpU8vi97G\n3GnjcPzcDtxepnr5Asvn2q6OwVd6L188in+XpN2gpfDfrJALxv/qi4lnJ+LoM7EArF2gNta2WKu2\nE9aOHYLINyGifGPWb4N1Hs2uGFZbWYYMm3f/ipAdp0RmPl92QseWgzFtREu4v7MSvW/fuz6Gd5Am\nLLPy6dmHZ2i/Rxzaq4RLCeztoF4YspXdE2uXi4rv/v3PKFJefM1vxoxTR7VEvreqbftgn4gf/jii\nKUZR/gPH1uPxOvFKuGe3z9Cn6wSty+/xdw/cD7+vUg5bGd/dXrer7zyOfn36a5x6ofpMOdk44XzP\n8zzF6cWGBK9esFKhOiJAgldHIHNTMSR4+XpbH4J344ld+LDLTeTQG+dn+HH+YPzhOxsRf4lvuEqq\nUgCTp4lvrOJrGZ/V1nVz8eqYeLJOzmOJSev3od3edgiMChQVLvW2tKX9uiAxPk5k3278dJSqXY/P\naYlWi5eMQfLFZ6Lcds0qYOSweZjT/wvYxVmI3g+tYo/507ZLrCXzbDsf78SPF34Ui2lre1zqdUlt\n2afWr8aNI3+J8n0+ZCQqN2+t1n5un9awTjQX5ev822J45y+p1j67DKvWfovo45nE861dFBPGi0W6\nppVV+rOSsJUhY7rR7wYszS01LU6n+VvvaY2gD0GiMg93PiyKYqHTijUojASvBrAoq+wESPDKjjzn\nV0iCl68P9SF4QyPfYvu0GzBPVhVPwSVv4+cJ43De7wguLVgmcrhgj8/Rq/M4voboyOqRvx/+mjlT\nVJpV8fwYO/cPzLk8B9v9xeKvRbEW+KXxL2q9+HPiKLwNeq6Sz8zMDOO3icWc2sI0zLDvyBo8WS/e\nNlJpdH80b9gdU8a0RP5Q8Qqvz9c90LGe+lvksnMnKj4KDbY2EAm3Su6VsLnNZrUtefDvPzj0m/hy\njT4/L4anj3rBOnlcK3i8VhWHEc6JmPO79iu8J//dhZu/bRC1oVj/tujSRvt9woOPDsaVkCsq5bO4\nyyz+sqHTt/9+iwNPDqi4wcKxHe2im20wumgfCV5dUKQy9EWABK++yJpwuSR4+TpXH4KXeTLr99/g\nfj3tYE2YYxCGTG+Bwq4FBEcXLRwOs2svlU7H+jjgu5+38TVCx1b/+/ZLJASEKktNsjbD+A17YWmR\nKpjqb6uPqLi0q4vzWOXB5d7iFevM3HrzNABbv5+MpIR45dsVmjRHyxFf67gVmRf388x+sPGPUL6Z\nWMkDU75dJ/wcEx+DpYO6qqyEhnomYP5S3YiXSWcm4UhgmsC0s7TD/g77UcAh9ZlQl/5aPBePLqWt\nvldv0xFN+g9RZya8v+vcejxYuwN5PqV+CEuySIFd55oY0/UHSfbqMs3/aTAsb79RZvtUyhnfzlYv\n5NWVy95n+2THnR6H93HvheyO1o5Y8tkSozgc9jzqOUadHAX2ryItaLRA49jSUjjw5iHBy0uO7OQg\nQIJXDsomVgcJXr4O1ZfgZd6cvnMeF/xuwtnFHqM7qt4uxt5nK70PH1xFkaKlhRVGY0r/nt2Hu+dO\nw7VQIfQYOFnk2tLrS3Em6AzY3t0ptaZo7PrZzRsQGxWJ8k0+R+Gy8p64P3lhN54F3EGpMjXQqFZb\nke9TF/RCUlgUCtWqinHd5mjctuwM2IUZBx4dgKejJ8ZV13w1P+jebbx79RIexUtKWtlN70tE9Fus\n3TMfCQlx6NxiKMoUrqjTtp29/DceP7qOYj7l0axeF52W/THhI04+O4mUlBQ0824miF5jScynEy9O\nCFEa6haoCw97D2NxTfCDBK9RdQc5k4EACV56JDQmQIJXY2TKySA2NhaOjsYzgfK1RH4risPLx5zi\n8PJxozGOjxsJXj5uZCUPARK88nA2qVpoMuDrTn2u8PJ5lHOsSPDy9RUJXj5uNMbxcSPBy8eNrOQh\nQIJXHs4mVQtNBnzdSYKXjxuzyomC99n1q/hn01p8ePsWTvnzo8Ww0ShYOm1Lhd/BffA7uB9x0R+Q\n16sYun47B9a2tvyQMrHkFbxXb53Cib0bkBD6HrZeHujZfzK8Cqo/sKZwYX/AfhwOPIz4pHg082qG\nPmX76LRd+i6Mxjg+wiR4+biRlTwESPDKw9mkaqHJgK87SfDyccuJgjfyzWusG/cVUpKTlY22sLTE\n6PXbYGlti9unjuL4atUYxHaOThi5dgs/JB0J3qdBD7Bj2kRYJaRdihHtaobvV0mLbrHVfyt+vvyz\nijdDKg7B19XkOSyoC4A0xvFRJMHLx42s5CFAglceziZVC00GfN1JgpePW04UvH8vmYeHF/8VNbhK\n8y/QbMgoZBYyjWVuPXoCyjb8jB9UBkueFd4Vv09F7Mm7Ih+KD+iATq2HqvWty4EueBTxSCUfO/h1\nodcFtbbGkoHGOL6eIMHLx42s5CFAglceziZVC00GfN1JgpePW04UvDtnf4sXd8UXJJSqVQ/tJkzH\n7yMH4UN4mAhIwz6DUKu97qIO8AjeX38dhZTLqvGLmaP5OjVE/57qo2Q02d4E4Z/CRW272ucqbC11\nu2WD/4nK3pLGOD6yJHj5uJGVPARI8MrD2aRqocmArztJ8PJxy4mC9+bxQzi5doWowR3GT0eJ2vVw\neMVi3D9zUvV9MzOM2bBTp/t4eQTvwVOb4L9afOFHm7lzUKZ4FbWdOOviLOx6tEslX4NCDbDy85Vq\nbY0lA41xfD1BgpePG1nJQ4AErzycTaoWmgz4upMELx+3nCh4mc975/2ApzeuKRtdqnYDtBs/Vfnz\nxiljERb4VPjZ3MICNdp3RsOeA/ghZWLJI3hZMf9bNh7x5x7CDGaIt05BwTYNMKDnNEm+sRixk89O\nxtmXZ4X8VfNXxZz6c+Dl5CXJ3hgy0RjH1wskePm4kZU8BEjwysPZpGqhyYCvO0nw8nHLqYKX+R0f\nE4Mn16+idJ36MLdUvW6Xvc8Ot4UFPhNWffWReAUv8yUqOgIPA26gZuWmXK69+vgKiSmJ8HLMOUJX\n0VAa47i6nC6e4MNGVjIRIMGbDnRwcDBmzJiBtm3bonPnzsp3pkyZgnv37sHMLPXUcocOHTBkiLRr\nNmXqR1mrocmADzcJXj5uOVnw8rdYN5baCF7deJAzS6Exjq/faIWXjxtZyUOABO9/nG/evIlly5ah\nWLFiKFeunIrgHTZsGBYuXAhnZ2d5esXIa6HJgK+DSPDycWNWr96+QoG8BZQfOvlLkt+SfcVvb2Wf\nZcWxibGws7TTi2PaCt6o8DA45c2XpW9xSXGwsbDJ8n0Wls3M3FwvbYtJjEEeyzzcZUd/+gB728xv\nPaQxjg8rCV4+bmQlDwESvP9xDgwMhL29PQ4dOiRc/Zp+hbd3797YvHlzjpxs9fEY0WTAR5UEr+bc\nTr44iRU3Vwhhroo7F8dXlb9Ca+/WmhdkAItDzw5h9a3VeBr5FKVcS2FklZHCJQyKtOHeBmy8txFh\nsWGo4VEDE2pMQAX3Cjr1lFfwHl25FPf/PYXkxCRY2digZvuuqNu1l9K31bdXY8uDLXj36R3qFayH\nybUmw8fZR/n+yXUrcfef40iMj0fZBk3QfNhoWNnoJkLD6aDTWH5jOR5GPIS3szeGVRqGtsXbSua2\neMlYfPJ7Aut4M8R42aH7iG9ROsNhPBrjJONUyUiCl48bWclDgARvBs7r168XVnLTC96OHTsiX758\niI2NRYkSJTB8+HB4enrK00NGWAtNBnydQoJXM26vol+h5a6WIqM97fegpKv0W780q1U3uR9HPEbn\nA2nbohSlHu16FAXtC+LY82OY8M8ElcqKOhXF353+1o0D/5XCI3jvnDqOY6uXZvDDDF8uWQXXAoWw\nL2AfZpyfofJ+2bxlsaPtDuF3Zzevx9UDu1Xfb9AErcdM1LptIdEhaLm7JZJT0i70YIXuar8LpV1L\nqy1/zZ8zEXXITyVfjKcVZizdq/I7GuPUosw0AwlePm5kJQ8BErwSBG9MTAzs7OyQlJSEffv24fjx\n41i9erVgyURwbktsUGPJMpNDOLmNhSbtTU5OFg51WFtba2KWa/PufrIb8/3mi9o/utJo9C/T36i5\nbPTfiGW3l4l8nFJ9Crr4dMEPV37AocBDovdXNVmFavmr6axtCQkJsLCwgLkG2wr2/DwDIY/8RT5U\n+KwFGg0YignnJuDc63Oi931b+KKUSylsmjAy0xjDw9dthbmF+OCeJo3d93Qffr6meosbsx9RcQQG\nlR2ktqiFU3vDPiRBlK/pzOko411V+Xsa49SizDQDG+PYPGllZcVXgJZWbJ6mRASyIkCCV4LgzQiv\nR48eWL58Odzd3cFWAnJbYpNBSkqKwQa1nMqbTQZMgNjYZL3nMae2TR9+M3Hz09WfREWPqzIOfUr3\n0UeVOitz88PNWHJziai8b2t+i47FO2L21dk48PSA6P11zdahknslnfkRFxcnfDBloldq2jdvJoIf\n3BNlr9y8LRr0HYgp56fg1MtTove3tdwGHxcfbJ4yBu9DXoveH7lhp9bbwv569hd+vPKjqOyxlcei\nX5l+apu4YHpv2AfHi/K1mD0TJb0qqgheGuPU4hRlMPQYZ2urm20zmrecLHICARK8HIK3a9eu2LBh\nAxwcHHJCH+vcR/q6jw8pbWnQjFvEpwi03tsaH+M/Kg3NYY6DnQ+isGNhzQqTOffLDy/RZk8bJCPt\nq3cHawcc6nQIrrau+Df4X4w4MULFq7JuZbGjXeq2AF0lni0NAZcvYP+vqquo7ODZyDVbYOvggKOB\nRzHxjOr2BLYHeX2r9YLbF3dvxYUdm1WaUKlZK2Efr7YpMj4SrXe3RlR8lEpR7JmQEv5s444FCNud\nGh9YkaK9bPH9QtWLMmiM4+sp2tLAx42s5CFAgleN4A0PDwd7lSpVSljV3LlzJ65evSpEbcitiSYD\nvp4nwas5N783fvj99u+4GXpTONA1uOJg4ZBUTkgXXl3AujvrcD/8PirlqyQcrqruUV3p+v4n+4WD\nX8Efg1G3YF2MqzYOhRwK6bRpPIKXOXB+uy9uHDmA+NhY2Dk5o1GfL1G+cVo83p2PdmL7w+14E/0G\nDQs3FA7c5bXNq/T94q4tuH/2NBLiPqFM/cZo0l93YRxvhN4QDgOyf8u7lxeeifoF60vm9vuG7xFy\n4TqsPqUAPu746uuFcHPJr2JPY5xknCoZSfDycSMreQiQ4FUjeN+8eYM5c+YgJCRE2HvJQpaNGDEC\nbm5u8vSQEdZCkwFfp5Dg5ePGrN6/fy8cJlXEwuYvKXdZ8gre3EVJ3Foa4/ieABK8fNzISh4CJHjl\n4WxStdBkwNedJHj5uJHg5edGgpePHY1xfNxI8PJxIyt5CJDglYezSdVCkwFfd5Lg5eNGgpefmz4F\nb8D7ACEOb9X8VWFlbphT+fxksrdUN8ZdC7kGRxtHSaHQ9OWjMZZLgtcYe4V8UhAgwUvPgsYE1E0G\nGheYSwxI8PJ3NG1p4GOnL8E7/p/xOP78uOCUk7UTZtadiRbFWvA5aYRWWY1x7LDh9+e/Fy4LYalB\noQZY+tlSWFtQqEHGgwSvET7M5JKSAAleehg0JkCCV2NkggEJXj5utMLLz00fgnftnbVYel31YgoW\neeJsD9XoB/xeG94yqzGu7d62eB71XMXBQRUGYXz18YZ32gg8IMFrBJ1ALmRJgAQvPRwaEyDBqzEy\nErx8yJRWtMLLB1AfgnfIsSG4/PqyyCHf1r6onK8yn6NGZpXZGPcs8hna72sv8lQf4eSMDIdkd0jw\nSkZFGQ1AgASvAaDn9CpJ8PL1IK3w8nGjFV5+bvoQvOxaYXa9cMakuDaZ31vjscxsjGPxoOturSty\nsqlXU2FbAyXa0kDPgHETIMFr3P1jlN6R4OXrFhK8fNxI8PJz04fgvRV2C30P9VVxqmOJjphdfza/\no0ZmmdUYN//KfPg+8FXxduXnK4W9vJRI8NIzYNwESPAad/8YpXckePm6hQQvHzcSvPzc9CF4mTd3\n3t4RVnnDYsKESzN6lenF76QRWmY3xu16tAvng8/D2cYZ7XzaqVwmYoRNkdUl2tIgK26qTEMCJHg1\nBEbZARK8fE8BCV4+biR4+bnpS/Dye5QzLGmM4+snErx83MhKHgIkeOXhbFK10GTA150kePm4keDl\n50aCl48djXF83Ejw8nEjK3kIkOCVh7NJ1UKTAV93kuDl40aCl58bCV4+djTG8XEjwcvHjazkIUCC\nVx7OJlULTQZ83UmCl48bCV5+biR4+djRGMfHjQQvHzeykocACV55OJtULTQZ8HUnCV4+biR4+bmR\n4OVjR2McHzcSvHzcyEoeAiR45eFsUrXQZMDXnSR4+biR4OXnRoKXjx2NcXzcSPDycSMreQiQ4JWH\ns0nVQpMBX3eS4OXjRoKXnxsJXj52NMbxcSPBy8eNrOQhQIJXHs4mVQtNBnzdSYKXjxsJXn5uJHj5\n2NEYx8eNBC8fN7KShwAJXnk4m1QtNBnwdScJXj5uJHj5uZHg5WNHYxwfNxK8fNzISh4CJHjl4WxS\ntdBkwNedJHj5uJHg5edGgpePHY1xfNxI8PJxIyt5CJDglYezSdVCkwFfd5Lg5eNGgpefGwlePnY0\nxvFxI8HLx42s5CFAglceziZVC00GfN1JgpePm6kK3j/XzsSbM34wSwQSHa0w7fe9/ICysCTBy4eU\nxjg+biR4+biRlTwESPDKw9mkaqHJgK87SfDycTNFwbtp/c8IO3IBKemQJJmnYPLWg/yQMrEkwcuH\nk8Y4Pm4kePm4kZU8BEjwysPZpGqhyYCvO0nw8nEzRcE7v387WMall7upbAq0aYDe/afyg8pgSYKX\nDyWNcXzcSPDycSMreQiQ4JWHs0nVQpMBX3eS4OXjZoqCd0GfNrBINBMBsalSFKOnLecHRYJXJ+xo\njOPDSIKXjxtZyUOABK88nE2qFpoM+LqTBC8fN1MUvPPGdIdVaIwISLdff4FXodL8oEjw6oQdjXF8\nGEnw8nEjK3kIkOCVh7NJ1UKTAV93kuDl42aKgpe1aX7ftrBMSGOS5OWEyQu38EPKxJK2NPDhpDGO\njxsJXj5uZCUPARK88nA2qVpoMuDrThK8fNxMVfCydh07thnP7t9Cn8HfwsHRmR9QFpYkePmQ0hjH\nx40ELx83spKHAAleeTibVC00GfB1JwlePm6mLHj5iUizJMErjVPGXDTG8XEjwcvHjazkIUCCVx7O\nJlULTQZ83UmCl48bCV5+biR4+djRGMfHjQQvHzeykocACV55OJtULTQZ8HUnCV4+biR4+bmR4OVj\nR2McHzcSvHzcyEoeAiR45eFsUrXQZMDXnSR4+biR4OXnRoKXjx2NcXzcSPDycSMreQiQ4JWHs0nV\nQpMBX3eS4OXjRoKXnxsJXj52NMbxcSPBy8eNrOQhQIJXHs4mVQtNBnzdSYKXjxsJXn5uJHj52NEY\nx8eNBC8fN7KShwAJXnk4m1QtNBnwdScJXj5uJHj5uZHg5WNHYxwfNxK8fNzISh4CJHjl4WxStdBk\nwNedJHj5uJHg5edGgpePHY1xfNxI8PJxIyt5CJDglYezSdVCkwFfd5Lg5eNGgpefGwlePnY0xvFx\nI8HLx42s5CFAgjcd5+DgYMyYMQNt27ZF586dle88fPgQixYtwrt371C8eHFMmzYNbm5u8vSQEdZC\nkwFfp5Dg5eNGgpefGwlePnY0xvFxI8HLx42s5CFAgvc/zjdv3sSyZctQrFgxlCtXTil4k5OTMXDg\nQIwdOxY1atTA3r17cf36dcyePVueHjLCWmgy4OsUErx83Ejw8nMjwcvHjsY4Pm4kePm4kZU8BEjw\n/sc5MDAQ9vb2OHToEBwdHZWC19/fHytXrsTSpUuFnCkpKejevTs2bNgg5M+NiSYDvl4nwcvHjQQv\nPzcSvHzsaIzj40aCl48bWclDgARvBs7r16+Hs7OzUvCePHlSWNGdNGmSMueYMWMwevRolC5dWp5e\nMrJaaDLg6xASvHzcSPDycyPBy8eOxjg+biR4+biRlTwESPCqEbxsxTcgIEDY0qBIEydORN++fVGl\nShV8+PBBnp4yolrYNg+20m1hYWFEXhm/K4xZUlISLC0tjd9ZI/OQTaTETfNOYc+bubk5zMzMNDfO\nxRY0xvF1PhvjGDtDzQ3s21lKRCArAiR41QjeU6dO4cqVK5g6daoy54gRI/D111+jTJkyYBNxbkvx\n8fFCk62trXNb07VqLxMfjJ2dnZ1W5eRGY7ZSybYQkXDTrPdjY2NhZWVFHxY0wyb8ndIYpyE0QPhA\nb8gxjj4Ua95nucmCBK8awfv48WMsXrwYK1asEHKyP+iuXbti48aNwl7f3Jjo6z6+XqctDXzcmNX7\n9++FrUYkeDVjSFsaNOOlyE1jHB832tLAx42s5CFAgleN4GVf0QwePBgjR45URmm4cOECFi5cKE8P\nUS1EgAgQASJABIgAESACWhEgwatG8LK3nz59igULFiA0NBReXl7C9gZPT0+twJMxESACRIAIEAEi\nQASIgDwESPDKw5lqIQJEgAgQASJABIgAETAQARK8BgJP1RIBIkAEiAARIAJEgAjIQ4AErzycTaIW\ndoBvzZo1ePbsGWxtbdGtWze0b9/eJNqmz0a8fPkSLL7z7du3hRPzlStXxrhx42BjY6PPak2qbHat\n95AhQ8BiYH/22Wcm1TZ9NGbLli3w9fVVhodiV6IrLs/RR32mVOarV6+wevVqsCvlWXit3377LVdf\nJS+lb9nNoyyaUfoUFxeHY8eOSTGnPERAFgIkeGXBbBqVsMGrUKFCKF++PJgAGTVqFObOnStcx0wp\nawJ37twBG/yrV68uRPlgzEqWLImePXsSNokEZs6ciZiYGLRu3ZoErwRmy5cvR8WKFdGoUSMJuSmL\nggB7xti4xj5c1atXj6KCcD4afn5+2LNnD3766SfOEsiMCOieAAle3TPNNSUyEdKiRQvUr18/17RZ\nFw09cOCAsErOYjlTUk/gxIkTuHv3rhD3uWzZsiR41SMThAb79oWJXkrSCezduxfh4eGC4KXET2D6\n9Ono1KkTatasyV8IWRIBHRMgwatjoLmlOBZvccCAAViyZAny5cuXW5qtdTuDgoIEMTJ8+HDhpj5K\n2RNg4uO7777DL7/8gnXr1qFChQokeCU8NIwZe9bYNwru7u4YOHAgPW8SuM2aNQs+Pj64desWIiMj\nBWZDhw4VtiJRkkaAPXdsMYT9vVLcbGnMKJc8BEjwysPZ5GphgxkTvV999ZXJtU0fDWI39rG9gNHR\n0cLe50GDBtHtVxJAz5gxA126dBGEB+NHglcCNEDYQsP2n7IX2zvO9liuXLmSPpyqwcf2iDs4OAgf\nstg5hfnz5wsCuEePHtLAUy5hr3jRokXRsWNHokEEjIoACV6j6o6c4cz+/fuFAwo//vijwe5Mzxmk\nxF5GRUXhzz//BLvJadKkSTm1GbL4zfaMP3r0CKNHjxbqI8HLj/3nn39G7dq10axZM/5CcoElO0zK\ntjOwD1YT0D3qAAAQbklEQVQssf337AAg23dPST0BNr6xFXF2SDdPnjzqDSgHEZCRAAleGWGbQlVH\njx4F21M5Z84cijLA2aHBwcFge9yY8KWUNQF2wcuDBw+UX4sqVi3ZvvGxY8cSOg0IsBXepk2b0n57\nNczmzZsnfDBQRAK5fv069u3bJ3y4p6SewNatWxERESHcTEqJCBgbARK8xtYjRuzP6dOncejQIRK7\nGvaRv7+/8BWfnZ2dsA2EbQdhkwITdJSkE6AVXumsLl26JBwYUmxpYEKOhdpydHSUXkguzHnjxg2s\nWLECixcvFrY0MKFbo0YNCr8o4VlgY1u/fv2waNEiIZoPJSJgbARI8BpbjxixP2wfG/vKKv1BBBZq\ni60eUcqaAAvPw15sQrC0tETVqlWFvc9sryAl6QRI8Epn9cMPP+DevXvCYSsPDw/heStTpoz0AnJx\nzu3bt4Nt22KJhXVjX9GzDw6Usidw8uRJsLMKFIqMnhRjJUCC11h7hvwiAkSACBCB/7d3FzCSVFsc\nxg/uwYJDcIK7Bgnu7g7B3S24L+4QdBd39wAhgQSCSwjuENwJri/fzatJTW1P9+zMnc2d5avkZR9M\n9+1bv9tD/nXq1F0FFFBAgSwCBt4sjA6igAIKKKCAAgooUKqAgbfUlXFeCiiggAIKKKCAAlkEDLxZ\nGB1EAQUUUEABBRRQoFQBA2+pK+O8FFBAAQUUUEABBbIIGHizMDqIAgoooIACCiigQKkCBt5SV8Z5\nKaCAAgoooIACCmQRMPBmYXQQBRRQQAEFFFBAgVIFDLylrozzUkABBRRQQAEFFMgiYODNwuggCiig\ngAIKKKCAAqUKGHhLXRnnpYACCiiggAIKKJBFwMCbhdFBFFBAAQUUUEABBUoVMPCWujLOSwEFFFBA\nAQUUUCCLgIE3C6ODKKCAAgoooIACCpQqYOAtdWWclwIKKKCAAgoooEAWAQNvFkYHUUABBRRQQAEF\nFChVwMBb6so4LwUUUEABBRRQQIEsAgbeLIwOooACCiiggAIKKFCqgIG31JVxXgoooIACCiiggAJZ\nBAy8WRgdRAEFFFBAAQUUUKBUAQNvqSvjvBRQQAEFFFBAAQWyCBh4szA6iAIKKKCAAgoooECpAgbe\nUlfGeSmggAIKKKCAAgpkETDwZmF0EAUUUEABBRRQQIFSBQy8pa6M81JAAQUUUEABBRTIImDgzcLo\nIAoooIACCiiggAKlChh4S10Z56WAAgoooIACCiiQRcDAm4XRQRRQQAEFFFBAAQVKFTDwlroyzksB\nBdoKPPXUU3HppZfG0KFDlVJAAQUUUKCtgIHXL4gChQhsvfXW8cUXX3SbzRJLLBEnnnhiv2f4yy+/\nxA477BAXXXRRTDbZZP0erzkA82b+1THuuOPGDDPMEKusskqst956Mfroo6cfvfjiiymgnn/++f2e\nw6geeM8444zYeOONY6aZZmppde211wbrussuu/TJ8vTTT49JJ500dtppp+He3xy701z6NAHfpIAC\nCoxEAQPvSMT2oxRoJ0Bg3HnnnWPBBRfsetlYY40V448/fr/h/v3337jhhhti0003jTHHHLPf4/UU\neG+77bY0/tdffx2vvfZaXHnllTHHHHPEcccdF6ONNlp89dVX8fTTT8faa6/d7zmMyoH3r7/+im23\n3TZOPvnkHgPvK6+8En/88UcsssgifbJsF3jrY/dmLn2agG9SQAEFRqKAgXckYvtRCnQKvPvuu28s\ntthiw72McHfPPffE3HPPHQ8//HD8+eefMe2008b++++f/uT49NNP45xzzkl/Eiz/+eefFDKPP/74\nWGCBBWLdddeNm266KVV4L7nkkhhnnHHi888/j1dffTW9lqC9zz77pH/PQdChZeCRRx5J4yy55JKx\nxx57xAQTTDDc/KoK73333Rdjjz1218+//PLLVFneb7/9YuWVV45mSL3//vvTnJjvJJNMEquvvnoK\ner/++mtss802qRp86qmnxnvvvZd+zvzmmmuuNH5zrLfffjuuuOKK4E/OB8cDDzyw63z4jAsvvDBe\neOGFdD5Uzw8//PA0FvPmguCHH36IOeecM30OFWoOrLjw+OSTT+Ktt96K33//PVZaaaU0/uWXXx4/\n/vhj+oy99torFlpooa5zbzcmjuuvv3489NBDaQ2YD+uzySabxN9//x177rlnvPvuuzHhhBOm6vgB\nBxwQSy+9dDd35vXbb78F3xm8uJg57LDD4qqrrkqV3/HGGy923XXXWHTRRVt+7doF3mpszqmnuXBR\nc+6556aqPWuz1lprxeabb57OhflsueWWyZv1Y00uuOCCNC/Gfv/994O7APPOO28ceeSRA3IR5n9t\nFFBAgbqAgdfvgwKFCFDhbRd4jz766BSIuAVNqKA9gRB20kknpTPYe++9Y8UVV4wNNtggPv7449ht\nt93i4osvTsGNANIMvLfffnsce+yxsdRSS6UQd/DBB6dQtdlmm6XxCI8ffPBBmhOB77zzzosxxhij\nKyTW2XoKvLzm7LPPjm+//TZOOOGEbiGVORIszzzzzDRHgvpPP/0U88wzT5ovgZA5LbvssilQPvDA\nAzFs2LC45ppr0j83Ay/v53+8n/M54ogjYvnll09mVLjxmX766VOgpgr9zTffpPD83HPPpTB21FFH\npYsHLizuvffeFGYJ7wS0O++8MwiIBDRMdt9995hyyimDW/1TTDFFuijg9YRm1qbTmATe7777Lo3J\nnPAjnJ5yyikpcHOsueaaaY17amloBl7Wl8DNmnJX4Iknnki2N954Y7eLkGrdehN4Wfue5sLPCNMb\nbbRRsjzmmGPS/yf4sn60snCBRlvG7LPPHpNPPnlstdVW6TxZ0++//z6Fei6kPBRQQIGBFjDwDrSw\n4yvQSwECLxVGQmV10J9J8CHc0RZA8KoqsG+88Uaqjt16663x888/p4BIUKt+ftBBB8Vqq62W+mhb\nBd4333wzzjrrrK7PotJKBZPgR3WX8QiYBDoOgh4hms9otkW0C7y0OTz44INx2WWXdQupH374YQq8\nVJGnmmqqbkrVfJnffPPN1/Uzwj6haYUVVhgu8DaZr7/++nRBQGjmFj0XDIS/yqd6/aGHHhqrrrpq\nqtpWByENByrjBMt33nknhdPqILQtt9xyaS4cBGzaNG6++ebUF9tpTAIvFebtttuua0wCOv+O4NrX\nwMsc6y0xzIkq64wzzjjct7A/gZe7AqeddlqqJlfH3XffHY899lgK2dX6UZleY401ul7DxQdBeZll\nlunlb4UvU0ABBfIIGHjzODqKAv0WIPBSfSRkVcdEE02UqnUEXqqQPExUHQRQghNtAVRQuZ1MGK1a\nCgh6hA2qvq0CL7fieU113HXXXelzhgwZkoLi9ttvnyq79YPb7cyhCsHVz9oFXoIQt/cJjs2qLBVR\ngjYBaMMNN4xZZpklDVnNl9Ba/yyqxLyGoNkci7B+yy23pOo2FV0qiPPPP3+q9PL5tA9wC7554MaF\nBpXZ6qAlAhtCMPNuWlEtXmeddVJQrg4uLAiAVIk7jVm1NNTfT+sJ/c68l6MvFV7Wpn7xQMWVhx6r\nNpD6ufcn8PKdo32mfuGDOZ9N33a1fpVH9bnPPvtsCsqzzjpruhOx+OKLd3Pv9y+RAyiggAI9CBh4\n/WooUIhAp5aG5hZc9cDLKfDAG6GLKho9koccckiqntKz2yrwVv2frQIvoZHe23rFuB1Tp5YGWhWo\nmLZ60Ixb+7QR3HHHHakPdYsttuiaL+Fpuumm6/pobpsTCpuBl1vqzLdq66DvlfBHFZnAy3nQdkBI\nax58JtVwwlero946UP2cz6ECXq8K1wNvpzEJvKwTlerqyBF4qx7tasyBCrx4UrXnIqzV0fy+1V9D\nNfzRRx9N1XbaObiIqXbxKORX0WkooMAoKGDgHQUX1VManAL9Dbyvv/56qkrSK0nIpUJbVYtHNPDS\n0kAPJiGsN7sA9BR46anl9j+3+KnitttZgQebuN1NNZYwzq19wlDV40kFsdrJgt7c+lhPPvlk6net\nV8CpVFOpJfC+9NJLqSWEQFh/qI5vCmZUQAnMuQJvpzF7E3hpR6Bvuqp6N+fWqod3oAJvcy60iPDA\nHxV6HqxrHu0Cb/Vagi8PJtJzTK+vhwIKKDCQAgbegdR1bAVGQIAwt+OOO3ZraSCcEShaBcVmhZd+\n12mmmSbdCqdixvuq2/QjGniZNjskPP7442mng5lnnjltNcZDRvWqZnV6VeCttiWjnYDdEK6++upY\neOGF0+4BHPXz+Oyzz+Kjjz5KD4LRV8ttch6kq98Sn2222dJ7CfGEOdoSeGgNl/pY7OLAbgI8IMdc\neWCL6iNhncBLWCZ4Ux2mb5Y+aT6bftfnn38+hS52kmDnBXYSYO5UbGnp6EuFt9OYvQm8VOxpR+Eh\nQi5AmkE9R+Blp4SqhYL14XuDdfOcW80FL75juE488cTJkxCLeU+BlzXmAoZdHeghZ2152K/ZIjMC\nvza+VAEFFOiVgIG3V0y+SIGBF2j3F0/0JvBS3aw/RESIpIJGYOpL4CVkEVgJmfS48jAWD8HVH7Rq\nBl7+mZBN3zGVSbYZIzhWwbt+HlR/2bKK4M5BXydBkJBbzZdt1wjBvJYHr6gAV7sYNE2uu+661BZB\n6GLnCXYCILATeDkI2ITgl19+OQVedqSg7YODdgeqlXwOcyeE04JBj2pfAm+nMXsTeAnNBHguHmi5\noKpdP3IEXta2fhCAaS9pnnOrudA3zi4gzzzzTNomb+qpp053FXDvKfDSkkJ1mDWi15nWlOZ5Dfxv\nmp+ggAL/RQED739x1T3nUU6AvXnZtotdG2hn4OEyqp5U4aiYDrYKWhWYeAiNaqCHAgoooIAC/REw\n8PZHz/cqUIgAlTNuxzf/BjN2PmBnguovUShkuh2n0Zse0I6D+AIFFFBAAQX+L2Dg9augwCggQL8t\n/bXcvueWPH2obOnFX+PLTg31LbcGw+kaeAfDKjlHBRRQYPAIGHgHz1o5UwV6FKAnkn5KAi7tDDxs\nxcNi9PAOtnYGTtLA65ddAQUUUCCngIE3p6ZjKaCAAgoooIACChQnYOAtbkmckAIKKKCAAgoooEBO\nAQNvTk3HUkABBRRQQAEFFChOwMBb3JI4IQUUUEABBRRQQIGcAgbenJqOpYACCiiggAIKKFCcgIG3\nuCVxQgoooIACCiiggAI5BQy8OTUdSwEFFFBAAQUUUKA4AQNvcUvihBRQQAEFFFBAAQVyChh4c2o6\nlgIKKKCAAgoooEBxAgbe4pbECSmggAIKKKCAAgrkFDDw5tR0LAUUUEABBRRQQIHiBAy8xS2JE1JA\nAQUUUEABBRTIKWDgzanpWAoooIACCiiggALFCRh4i1sSJ6SAAgoooIACCiiQU8DAm1PTsRRQQAEF\nFFBAAQWKEzDwFrckTkgBBRRQQAEFFFAgp4CBN6emYymggAIKKKCAAgoUJ2DgLW5JnJACCiiggAIK\nKKBATgEDb05Nx1JAAQUUUEABBRQoTsDAW9ySOCEFFFBAAQUUUECBnAIG3pyajqWAAgoooIACCihQ\nnICBt7glcUIKKKCAAgoooIACOQUMvDk1HUsBBRRQQAEFFFCgOAEDb3FL4oQUUEABBRRQQAEFcgr8\nD1pI+QAT90yVAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "" ] @@ -1950,6 +1897,7 @@ " }\n", " }\n", "}\n", + "\n", "py.image.ishow(fig)" ] }, @@ -2050,7 +1998,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 17, "metadata": { "tags": [ "ex", @@ -2061,7 +2009,7 @@ "outputs": [ { "data": { - "image/png": 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tJ9UQQCC5AgTe5PaGkSGAADu8rmuAwOvKS3EEEEiQAIE3Qc1gKAggwA5vlGuA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\nHxW9HEEDmN5++9vfhhA1Z86cEGL//Oc/h2/H1Nu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\n", "text/plain": [ "" ] @@ -2089,6 +2037,7 @@ " }, \n", " }\n", "}\n", + "\n", "py.image.ishow(fig)" ] }, @@ -2153,7 +2102,7 @@ "source": [ "(ggplot(diamonds) + \n", " aes(x='cut', fill='clarity') +\n", - " geom_bar(position = \"dodge\"))\n" + " geom_bar(position = \"dodge\"))" ] }, { @@ -2189,7 +2138,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 14, "metadata": { "tags": [ "name:dodged-bar-chart", @@ -2200,7 +2149,7 @@ "outputs": [ { "data": { - "image/png": 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fDQEIFA0BhLdoomagEIBAFgkgvFlMhT5BAAKxEUB4Y0uU8UAAArkigPDmKi46CwEI5JQA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\nNydlwrvv8bAYhFf5qfDq2Wx9IJOyLTvLrmd4lY1ev3vgdrB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"text/plain": [ "" ] @@ -2378,7 +2327,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 15, "metadata": { "tags": [ "ex", @@ -2389,7 +2338,7 @@ "outputs": [ { "data": { - "image/png": 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dNaqrR8Y10qAUXiNV02S5UHhNVnAH03WV8Ipb1sRtaw90b47IED+u8DpYHy28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\nBEiABEiABEiABCxH4P8DF295t9//KEcAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "" ] @@ -2511,7 +2460,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 16, "metadata": { "tags": [ "ex", @@ -2522,7 +2471,7 @@ "outputs": [ { "data": { - "image/png": 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aU4H3lifaaXX720HeXfHsnjy4P+3Yu782CgCvRwb1oCsAXg+MQEQAXj/sAOD1xw4AXn9s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ggggAACCGQXIPBmN2MNBBBAAAEEEEAAgYAECLwBVRZFRQABBBBAAAEEEMguQODNbsYaCCCAAAII\nIIAAAgEJEHgDqiyKigACCCCAAAIIIJBd4F+tmngQArgYfgAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -2565,9 +2514,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.2" + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 2 } diff --git a/README.md b/README.md index d05f63c..02be915 100644 --- a/README.md +++ b/README.md @@ -61,8 +61,23 @@ name:scatter-with-regression package:ggplot ``` +If you are using Jupyter lab, these are available through the `Cell Tools` left sidebar menu: +``` +{ + "tags": [ + "ex", + "name:scatter-with-regression", + "package:ggplot" + ] +} +``` + `ex` identifies the cell as an example. The `name` tag corresponds to an item in the `names` dictionary in `render.py`. The `package` tag corresponds to a package in the `packages` dict in `render.py`. -At the moment, the code must return a png image into the output cell. A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) +The site layout current allows for ~46 characters in the code window. Please keep this in mind and wrap your code to avoid too much side scrolling. + +At the moment, the code must return a png image into the output cell. To generate image files with `plotly`, using their server is currently the only way. Please see the [getting started page](https://plot.ly/python/getting-started/) for instructions on the `.credentials` file. + +A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) -You can render the images to `web/index.html` by running `$ make`. \ No newline at end of file +You can render the images to `web/img/plots` by running `$ make`. Afterward, launch a local server (e.g. `python -m http.server`) from the `web` directory. \ No newline at end of file From 6100eb39a0a31f037fe14d78ce574200c70a56e9 Mon Sep 17 00:00:00 2001 From: John Henderson Date: Fri, 29 Dec 2017 17:06:00 -0600 Subject: [PATCH 2/5] added several libraries to bar and histogram sections --- Examples.ipynb | 868 ++++++++++++++++++++++++++++++++++++++++++++++--- render.py | 3 + 2 files changed, 827 insertions(+), 44 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 881a407..743bbfa 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -2,9 +2,469 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 14, "metadata": {}, "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " Loading BokehJS ...\n", + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + "\n", + " if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", + " root._bokeh_onload_callbacks = [];\n", + " root._bokeh_is_loading = undefined;\n", + " }\n", + "\n", + " var JS_MIME_TYPE = 'application/javascript';\n", + " var HTML_MIME_TYPE = 'text/html';\n", + " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", + " var CLASS_NAME = 'output_bokeh rendered_html';\n", + "\n", + " /**\n", + " * Render data to the DOM node\n", + " */\n", + " function render(props, node) {\n", + " var script = document.createElement(\"script\");\n", + " node.appendChild(script);\n", + " }\n", + "\n", + " /**\n", + " * Handle when an output is cleared or removed\n", + " */\n", + " function handleClearOutput(event, handle) {\n", + " var cell = handle.cell;\n", + "\n", + " var id = cell.output_area._bokeh_element_id;\n", + " var server_id = cell.output_area._bokeh_server_id;\n", + " // Clean up Bokeh references\n", + " if (id !== undefined) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + "\n", + " if (server_id !== undefined) {\n", + " // Clean up Bokeh references\n", + " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", + " cell.notebook.kernel.execute(cmd, {\n", + " iopub: {\n", + " output: function(msg) {\n", + " var element_id = msg.content.text.trim();\n", + " Bokeh.index[element_id].model.document.clear();\n", + " delete Bokeh.index[element_id];\n", + " }\n", + " }\n", + " });\n", + " // Destroy server and session\n", + " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", + " cell.notebook.kernel.execute(cmd);\n", + " }\n", + " }\n", + "\n", + " /**\n", + " * Handle when a new output is added\n", + " */\n", + " function handleAddOutput(event, handle) {\n", + " var output_area = handle.output_area;\n", + " var output = handle.output;\n", + "\n", + " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", + " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", + " return\n", + " }\n", + "\n", + " var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);\n", + "\n", + " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", + " toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];\n", + " // store reference to embed id on output_area\n", + " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", + " }\n", + " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", + " var bk_div = document.createElement(\"div\");\n", + " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", + " var script_attrs = bk_div.children[0].attributes;\n", + " for (var i = 0; i < script_attrs.length; i++) {\n", + " toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", + " }\n", + " // store reference to server id on output_area\n", + " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", + " }\n", + " }\n", + "\n", + " function register_renderer(events, OutputArea) {\n", + "\n", + " function append_mime(data, metadata, element) {\n", + " // create a DOM node to render to\n", + " var toinsert = this.create_output_subarea(\n", + " metadata,\n", + " CLASS_NAME,\n", + " EXEC_MIME_TYPE\n", + " );\n", + " this.keyboard_manager.register_events(toinsert);\n", + " // Render to node\n", + " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", + " render(props, toinsert[0]);\n", + " element.append(toinsert);\n", + " return toinsert\n", + " }\n", + "\n", + " /* Handle when an output is cleared or removed */\n", + " events.on('clear_output.CodeCell', handleClearOutput);\n", + " events.on('delete.Cell', handleClearOutput);\n", + "\n", + " /* Handle when a new output is added */\n", + " events.on('output_added.OutputArea', handleAddOutput);\n", + "\n", + " /**\n", + " * Register the mime type and append_mime function with output_area\n", + " */\n", + " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", + " /* Is output safe? */\n", + " safe: true,\n", + " /* Index of renderer in `output_area.display_order` */\n", + " index: 0\n", + " });\n", + " }\n", + "\n", + " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", + " if (root.Jupyter !== undefined) {\n", + " var events = require('base/js/events');\n", + " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", + "\n", + " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", + " register_renderer(events, OutputArea);\n", + " }\n", + " }\n", + "\n", + " \n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\n", + " }\n", + "\n", + " var NB_LOAD_WARNING = {'data': {'text/html':\n", + " \"
\\n\"+\n", + " \"

\\n\"+\n", + " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", + " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", + " \"

\\n\"+\n", + " \"
    \\n\"+\n", + " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", + " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", + " \"
\\n\"+\n", + " \"\\n\"+\n", + " \"from bokeh.resources import INLINE\\n\"+\n", + " \"output_notebook(resources=INLINE)\\n\"+\n", + " \"\\n\"+\n", + " \"
\"}};\n", + "\n", + " function display_loaded() {\n", + " var el = document.getElementById(\"61a54478-5e97-4a9f-a064-cee6f1791d59\");\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS is loading...\";\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " if (el != null) {\n", + " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", + " }\n", + " } else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(display_loaded, 100)\n", + " }\n", + " }\n", + "\n", + "\n", + " function run_callbacks() {\n", + " try {\n", + " root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", + " }\n", + " finally {\n", + " delete root._bokeh_onload_callbacks\n", + " }\n", + " console.info(\"Bokeh: all callbacks have finished\");\n", + " }\n", + "\n", + " function load_libs(js_urls, callback) {\n", + " root._bokeh_onload_callbacks.push(callback);\n", + " if (root._bokeh_is_loading > 0) {\n", + " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", + " return null;\n", + " }\n", + " if (js_urls == null || js_urls.length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " root._bokeh_is_loading = js_urls.length;\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " var s = document.createElement('script');\n", + " s.src = url;\n", + " s.async = false;\n", + " s.onreadystatechange = s.onload = function() {\n", + " root._bokeh_is_loading--;\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", + " run_callbacks()\n", + " }\n", + " };\n", + " s.onerror = function() {\n", + " console.warn(\"failed to load library \" + url);\n", + " };\n", + " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", + " }\n", + " };var element = document.getElementById(\"61a54478-5e97-4a9f-a064-cee6f1791d59\");\n", + " if (element == null) {\n", + " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '61a54478-5e97-4a9f-a064-cee6f1791d59' but no matching script tag was found. \")\n", + " return false;\n", + " }\n", + "\n", + " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js\"];\n", + "\n", + " var inline_js = [\n", + " function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + " \n", + " function(Bokeh) {\n", + " \n", + " },\n", + " function(Bokeh) {\n", + " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css\");\n", + " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css\");\n", + " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css\");\n", + " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css\");\n", + " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css\");\n", + " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css\");\n", + " }\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " \n", + " if ((root.Bokeh !== undefined) || (force === true)) {\n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }if (force === true) {\n", + " display_loaded();\n", + " }} else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(run_inline_js, 100);\n", + " } else if (!root._bokeh_failed_load) {\n", + " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", + " root._bokeh_failed_load = true;\n", + " } else if (force !== true) {\n", + " var cell = $(document.getElementById(\"61a54478-5e97-4a9f-a064-cee6f1791d59\")).parents('.cell').data().cell;\n", + " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", + " }\n", + "\n", + " }\n", + "\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", + " run_inline_js();\n", + " } else {\n", + " load_libs(js_urls, function() {\n", + " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", + " run_inline_js();\n", + " });\n", + " }\n", + "}(window));" + ], + "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"61a54478-5e97-4a9f-a064-cee6f1791d59\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = js_urls.length;\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var s = document.createElement('script');\n s.src = url;\n s.async = false;\n s.onreadystatechange = s.onload = function() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: all BokehJS libraries loaded\");\n run_callbacks()\n }\n };\n s.onerror = function() {\n console.warn(\"failed to load library \" + url);\n };\n console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n }\n };var element = document.getElementById(\"61a54478-5e97-4a9f-a064-cee6f1791d59\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid '61a54478-5e97-4a9f-a064-cee6f1791d59' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.10.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.10.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.10.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.10.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"61a54478-5e97-4a9f-a064-cee6f1791d59\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(js_urls, function() {\n console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", @@ -17,20 +477,30 @@ "source": [ "%matplotlib inline\n", "\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "from plotnine import *\n", + "import altair as alt\n", + "import cufflinks as cf\n", "import numpy as np\n", - "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", "import plotly.figure_factory as FF\n", "import plotly.plotly as py\n", + "import plotly\n", + "import pygal\n", + "import seaborn as sns\n", + "import uuid\n", "\n", + "from bokeh.plotting import figure, output_notebook, show\n", + "from bokeh.io import export_png\n", "from IPython.display import Image\n", + "from plotnine import *\n", + "from pylab import rcParams\n", + "\n", + "output_notebook()\n", + "plotly.offline.init_notebook_mode()\n", + "alt.enable_mime_rendering()\n", "\n", "%load_ext rpy2.ipython\n", "\n", - "from pylab import rcParams\n", "size = 20\n", "params = {'legend.fontsize': size,\n", " 'figure.figsize': (15, 5),\n", @@ -142,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -557,7 +1027,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": { "tags": [ "ex", @@ -568,13 +1038,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] }, + "execution_count": 8, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -591,8 +1062,180 @@ " 'title' : 'Number of Cars by Make'\n", " }\n", "}\n", + "plotly.offline.plot(fig, image='png', save_img=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "tags": [ + "ex", + "name:bar-counts", + "package:seaborn" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Number of Cars by Make')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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M/bzd7jTISqvqWuBM4P5JNpjm6f8NrEUzS93TgA2Bw6rq5mnWc1q7XdLneGd/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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = sns.countplot(y='manufacturer',\n", + " data=mpg)\n", + "fig.set_title('Number of Cars by Make')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "tags": [ + "ex", + "name:bar-counts", + "package:bokeh" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpgGrouped = mpg.groupby('manufacturer').size()\n", + "p = figure(y_range=mpgGrouped.index.tolist(),\n", + " plot_width=600, plot_height=400,\n", + " title='Number of Cars by Make')\n", + "p.hbar(y=mpgGrouped.index.tolist(),\n", + " right=mpgGrouped.values.tolist(),\n", + " height=0.9, left=0)\n", + "fname = uuid.uuid4().hex\n", + "export_png(p, './tmp_plots/{}.png'.format(fname))\n", + "Image('./tmp_plots/{}.png'.format(fname))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "tags": [ + "ex", + "name:bar-counts", + "package:cufflinks" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpgGrouped = mpg.groupby('manufacturer').size()\n", + "p = mpgGrouped.iplot(kind='barh',\n", + " title='Number of Cars by Make',\n", + " asFigure=True)\n", + "plotly.offline.plot(p, image='png', save_img=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "tags": [ + "ex", + "name:bar-counts", + "package:altair" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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zBqlgP/VfzJDq3/OGR8zuZg62N7t2GVLBnm1azJBq6mDv+2d3Mwcdyq5dhlSwZ5sWM6SaOtj7/tndzEGHsmuXIRXs2abFDKmmDva+f3Y3c9Ch7NplSAV7tmkxQ6qpg73vn93NHHQou3YZUsGebVrMkGrqYO/7Z3czBx3Krl2GVLBnWyjmRAwtmNhjFdndzEFvsmuXIRXs2RaKGVItmNhjFdndzEFvsmuXIRXs2abF5mG619SDOvv3nDBz2KlldzMH/c2uXYZUsGebFjOk6jloSNXzq0ZpQ6qGWQtV1JCq192GVD2/apQ2pGqYtVBFDal63W1I1fOrRmlDqoZZC1XUkKrX3YZUPb9qlDakapi1UEUNqXrdbUjV86tGaUOqhlnTFO0qG8ywcyH4HWGFV4050a/pO0IVL0T44Gk6bNp9DKlpnZu4nyE10aJmBVKDVLg1HkmFrbqyoCFVz68apQ2pGmZNUxRIDWaDIV7566XNigofoNf3SGSC2Ul6UvH5R/R6jERyBsIHEyKYDiNSJ7HOGQ2R+eU5EhliiMx5A2mVRHxzwgkTBI+geS+WTpaIALqLdFJxjJEvhtQkh/71e0Oqnl81ShtSNcyapiiQGswGA2R+LpFyalnaRyK2OckTRkHqcn33UInonIQKpg5ilZO4gbDCf5I+JV0mrZJIznBGcWygx2e8GlLT9GJgH0MqYNJ0RQyp6XwL7wWk9pCq2WCIOf5q6UYSMcl/KpF370HSKEiR6YXyhAMGNtUMMSRcYGNExQgKIDE6e5UE3G5e7EsqrGGQmttsMeFeaqGgIdWCicOrMKQ6s/aqiodlgyHRwq0kcuvtKD1P2kF6tMQoqZzurS72Z7pXTtuok++rGWJKSFEX74EUqayIcc5UkxEbo65RkBpqgad79a4MQ6qeXzVKG1I1zJqm6ChIURcZh+8kkdiTEc79pf+UGFGR+PNU6Z3SKEiRAYbp3roS071Di1eAR96+O0okYPiYRAZj6vd0b5peDOxjSAVMmq6IITWdb+G9xkHqsaqFzMJkhmEjdTqpq8gQw+L6LaTDJdKuDxtJMZpiSvdsaVn6hcQIjX+zCP8EicV0FtAPLI7FNNEL5+Huixc0pOJe1SxpSNU0rM3iH1Rl5Mf7UJuVtlWXp3v1nDSk6vlVo7QhVcOstoqSRv0LEnnwni8xckpuM6TqdYkhVc+vGqUNqRpmLVRRQ6pedxtS9fyqUdqQqmHWQhU1pOp1tyFVz68apQ2pGmYtVFFDql53G1L1/KpRei4hRfRO/jS/rfTfNcxw0YoDhlS9y8GQqudXjdJzCSnav6/EgvTe0h8rhvCnfG8xB5yIIeZTKqWyu5mDxmXXrmiMc37cuIY0WD66f9C/uS5mSOXVvdndzEF7s2tXFDI8E/f3ISa8LWjMwhfLabpXc6qV3UUfvBjdrqBRXReLQorz2LgQP5rkV92sU3kLOmBIBY1Kp5ghlUhfRCFFlIEynhLRAwhx8hXJI6lgRxpSQaPSKWZIJdIXUUjx7NtW0pHSWhLPya2Wbp1IO5I/DUMq+S4aPEFDKpEui0Lq9zrf9SUiVgIpwpR8SSK2kreAA4ZUwKS0ihhSifRHFFKEJ2H0RCSBn0hEsvy4RGA4bwEHDKmASWkVMaQS6Y8opPj5AetSRKrkT+kEmOM3U8RZym0jttRZEvGhetsMqd6sbutAhlRbTjasJwIpyhwgEbZ3ueHxFnZ3Qyq7rjekEumyCKQ41e9KH5A+kch5NzmN62rni6SbSIwQaRchiG8sHSy9d8znhCR+rcQfEtj3ehLB8i6edEKG1CSHkvvekEqkS6KQ+rrO9xHSr6XqYzEkKMhtq0LqTTp5kjLsJfH5DyWeUSTi5rDP71yAjNc/F4AjUw1hisduhtQkh5L73pBKpEuikDpW5zvsF+ePSqQddU6jCingyyiKkRXbLSXW3si/N+xzPGAkVbabpA9kpiFpQ7llny3Gvzi/sisNqTp3VYdlo5Dq8BR6r7oKKdKkv18i9nl1G/U5cCIRKaNKthdI9y1exzbEI6ne+7npAQ2ppg62tH8UUoM3MYcnu+/mLZ1Hn9VUIfUGHZhkoPyUgs9ZjyLbDCOpYZ8zajpEWiEx+lotkawU0BlSk0zI63tDKpH+ikKKFOTlxmMx60n8DCH36R6L3zyLCHRYBD9MIu3VqM9pLzn3zpVISsq6FAvnvBpSk0zI63tDKpH+ikJq8HT5KxeLyzn+mBMAkexz7Sn6AEiRwopHhGptnu7VsiuFwoZUCr2gc5gWUqzJMAXkz/Y5bfyQ88fS96cErCF1zd72zZzTHZDhHwSikCr/+kV3sHbDaIRICGQH9hZwwCOpgElpFTF8E+mPKKSqvwO6QufOmgzP7vHgsbeAA4ZUwKS0ihhSifRHFFL8Nohn9crEm4ykdpJIa+4t4IAhFTAprSKGVCL9MQlS99Z5Ih6HYZH8suK876nXnaU1E2lH8qdhSCXfRYMnaEgl0mWTILWNzpNMMcMiBhylzx+ZSDtyOA0nYsihl64+R0Mqkf6aBKnyNAl295jKSOpyvf8fifUpbzEHDKmYT6mUMqQS6YkopG6m8+VHjK+QiB7A6OrlEqmuvAUc6Gq6V/M5u8CZ1i7im7m2ZTPdIbv+ikLqC7KVnxvcRip/DPlVvd9upnZndHBDKqPOuupUs7uZgw5n164opHjsg7AspxVG0NBTpdx+zBnsx/aLGVLte9pxjdndzEE/smtXFFKE291HItb5tSX+0vcyaZ2gMQtfzJDK7hLI7mYOOpxdu6KQ4ucGRAiobrvqHxODvQWNm/tihlR2XZzdzRx0OLt2RSFF+1mT4icHjKT4+cF3gqa4mBwwpLK7DLK7mYMOZ9euOpAiRAvJQNmHfHuHSusGjRlXbOqHdodU+jN9tqW03MJ5tVqFIdWqnX1Ult3NHDQlu3ZFIfV8GUBgNx4uLjfind81aEwqkGIU2PZvu0J1GlItXCn9VpHdzRy0J7t2RSFFdpSDpGdLb5eeIb1N4mcITbfqSIq8fntKl0o3lF4snSztJhFzHCDcTTpdepFE4LnPFOX5wSmRQreQlisnRVgZft/FSJCyTFMBLj+u5BhvlAjq9wuJX9aTgIHPz5Ho0AdKPLvI5zy7SMhgvsMTguThIZ+N3QypSQ4l9312N3PQwezaFYXUJTLg7hIJGRg93Uo6QWp7ukcgvTMkQvI+SVpVvAISUrszlSMm1NnShhKhfkkntbtEGniyKxP2d7nSYWVKeM77QomIou+SvizdQzpC4q+U/BbsoxLp458iAeIdinO5f3Eczu/x0rMkoEVW5yMrxxr51pCKuJRUmexu5qB72bUrCikSE9xUYiTDxmMx/y6xNtV0q46k+C3Wq4r6qZvRD5ABUkw1l4qDMfIBGO+TSEf1zeJz4MVobLlyUuxPSGBeaS9Zl9eSgAwbIyKSKTxUIuImo0Xy731K+q1ERpkyfDLnwP6M1njYmt+JlQ9dl4fsNVuMf3Fe6el232Z3Mwebn127opBi5EQ+Om5Wpko8GrNU3MhBb0YWq0KKsL481MwoDRDwKE4JKSpgisnGeRBbHEgxPSwhRZyrB0vLlaOxP+fKcWgvo0JCB5eQOk/v7yMxIiOHHu/5oSojr40k2rtxpb7ybTklHfLVNT/ySCpkU0qFsruZg+Zl165JkAIa95LOlHgkpryxg36EipWQYhrFKIV1IaZl/HCUkDBMtRhJsQ1C6oX67AKJ6R5wOUUiScRy5chVSPHx0RKxsVhP20D6osQUkW219FeJ0RBrXsCY6SfrUvyhgIesyc1H6BpD6irPsrvoK9fGuLduV9CorotNghSw+IPEjc8C9uBUZtgIo+45V0dSLJA/QQI8jJAOlAisxwPObIOQYlT02QIYv9TrJhIjMcBSboOQYh1qP4lFcBbIWRQnFDIbC+9MbZkyklqeDTBxXgAUv55b1G9IXeWPb+bKxZbB2+z6axKkWDzmIeLHSUypBv98z0K2t4ADnu4FTEqrSHY3c9C+7No1CVJlu3n85ZUSC+bepnDAkJrCtNnukt3NHLQru3ZFIQWgBjcyGO8RNGbhixlS2V0C2d3MQYeza1cUUsP+rM6f3q8fNGbhixlS2V0C2d3MQYeza1cUUvyuqNz47dKOEums9g8as/DFDKnsLoHsbuagw9m1KwqpwfbzC21+qzRNqvKgl/NVzJDKrj+zu5mDDmfXriikeEat3PjV9f0k/gTfxmMxQW+zL+ZEDHl1YXY3c9De7NoVhVT5WAg+lBmMedC4/H1R0J+FLmZI5dX92d3MQXuza1cUUsH2u9goB5pO9xJ4Rm9U07K76INXqdsVNKrrYlFI8Qzb6yQeWSkfMubceCDYW8ABQypgUlpFDKlE+iMKKWI18Rc+HrytPvXvX5wHO9KQChqVTjFDKpG+iELqjzpf4jfxoLG3KRwwpKYwbba7GFKz9f+fR49CimzFBJv7iESUgHLjL3zeAg4YUgGT0ipiSCXSH1FIkU6dsCWDW3T/RJo7u9MwpGbn/ZRHNqSmNK7t3aKQeYsOPBiBknMpQ6e0fV7T1Me5XCTtK50lscjf1nacKtpFOmnaCg2paZ2b2X6G1Mys/9cDRyHFXl2ltGrLihJSxC9vezOkRjvqm7ntq63b+rLrryikukxp1VaXlJAirAwjKqano7LMrKnvWF+7g3Q9iTW34yWSP5DcgQB3hKXhGUXippeQWkPvCZJHlE4ilSKSMfx5UiM8kprkUHLfZ3czBx3Mrl1RSHWZ0iro7cRiwyA1KssMoYGBE9/zWy9gRNp40loRhpgEDDtJJGcg6F8JKSJ58ojQigJMRAU9RPrcpLMzpCY5lNz32d3MQQeza1cUUl2mtAp6O7HYKEgNyzLzHtVGWOIygQOVAyvWs4hnzkYKL9Jb8VqFFMdZWZRh1EYOwA9Vzq6TbDH+xfnE/m+7QHY3c9CA7NoVhVSXKa2C3k4sNgpS7DgYGx1I7SORc6/cgBOflZAijx+5+IiJXoXUkv5NXHY2IEVq9w9OOjuPpCY5lNz32d3MQQeza1cUUl2mtAp6O7FYHUiRs4/kDqxFkZGGpA9M6wAO073zJbInk2hiB0NqrPfZXfQTr6SrCrhdQaO6LhaFVNfn0Ub9dSB1rg5IJppy4Zz1KBbOnyi9WmJ6S/ou/mDAepxHUqN7yDdzG1dvf3Vk119RSDG94QHj20nVB4yZEnkLOODpXsCktIpkdzMH7cuuXVFI/U4G8Ktzkm9WM8aQRdhbwAFDKmBSWkWyu5mD9mXXriikzpEB/PWLaZK3KRwwpKYwbba7ZHczB+3Krl1RSBGShekef+WrPlTMX7e8BRwwpAImpVUku5s5aF927YpC6ocy4L5DTIjuH/RvfosZUtn1bXY3c9Dh7NoVhQx/7eJP8UdJ1TUpHj/xFnDAkAqYlFaR7G7moH3ZtSsKqdfLgAukz0j8ab7cHE8qeGWomBMxxL1KoWR2N3PQtOzaFYWU40kFr4AxxQyp5h72WUN2N3PQnOzaFYVUDvGkgn00m2JNp3ujzjqBZ/qyu+iDV4DbFTSq62JRSHV9HnNfvyGVXRcbUol0mSHVU0cYUj0Z3d5hDKn2vGxUkyHVyL74zoZU3KtEShpSiXSEIdVTRxhSPRnd3mEMqfa8bFSTIdXIvvjOhlTcq0RKGlKJdIQh1VNHGFI9Gd3eYQyp9rxsVNOiQYowM1c0cAy/hoYHnlSnITXJoeS+N6QS6ZKcIHWePHuftIG0QtpfItQv0Rl2lghMd9eiDDAiacKbpWOkY6UTpZXS/SSywvDANNuPJBIz7CFxjPKh6V8V5Ql8RxytjSQC5T1V2qzYl2MTinjT4t8jXwypSQ4l970hlUiX5AQpnhnkIecfS1+R/lsivdQzpC0kni08UgI+P5CIugm41pW+Vbxf0utNpZ9K95YuLMDzYb0CrmGQWqXPHyk9ouiznxfHW9YrMdEJOXxA8d3IF0NqkkPJfW9IJY/XIWMAABn4SURBVNIlOUHqr/KMBKVsqyXCxpBSiqihxCPfWuJBaABVbmQxvr90sPROCVgx+iFTzIMH+oDvR0GKURnpr9gIL8x57C4BO0ZRF1fq6iRbzMC5/vOf/sX5KGcaf25INbawnQpyghQJOEn4ybZaOlwi5x2QeonESIiknreWBpN1AqcliZHVYFaY0sl36A359srp3rLeP0RaVRQoM86QlOLb0o7S8yRGcBM3j6QmWpRaAUMqkR6ZN0iRR+8T0kHSnSTWqhj5VCHFdI8pG2tMjJxIR3Vo8e+19ErEB0ZgZ0pMFQchRdcRDYL6yXYM+CZuhtREi1IrYEgl0iPzBikWzoEOC+c3lngwmmlhFVJYz6jrDRJTs1MlshWzhkUmYrIYkyGGaKRbSc8u+qocSfFPUqszZSQnX2gzpEI2pVTIkEqkN3KCVCKWXXkagJCkFNXMxWPPz5BKqftC52JIhWzqvpAhVc/j26s4WY1Pk/hpwj+iuxtSUaeSKWdIJdIVhlRPHWFI9WR0e4cxpNrzslFNhlQj++I7G1JxrxIpaUgl0hGGVE8dYUj1ZHR7hzGk2vOyUU2GVCP74jsbUnGvEilpSCXSEYZUfx3hRAz9ed3GkQypNlxsoQ5DqgUTg1UYUkGjEilmSCXSEYZUTx3R1XSvp9Pv7DAJPHs4qm2GVGe9Xq9iQ6qeX1OXNqSGW2dITX1JTbtjdvA1pKbt6pr7GVKGVM1LpqvihlRXzuZeryFlSCVyDRtSiXREcqdhSBlSiVyUhlQiHZHcaRhShlQiF6UhlUhHlKdxHb05SyI+1Ew3Q8qQmukFePXBDalEOiK50zCkDKlELkpDaoYdUWaToRPIKPNciZAqF0mEHSam+V4SKa2IUf5S6QSJ2FAEr1tDOkl6gXRbieie1yv2fW/x74frleQPv5ZuU4gAeIPhiq9hgyFlSM3w3qge2pCaYUeQTeah0vekF0qA6mVSCSmSNnxa+qJEBE+yxZxefEYoYTbAdph0F2kdiUidN5dIb8UrMc/5foUEmKiTOOuUG7sZUsPt8e+kJl05rX9vSLVuabzCv6koIyRGSoQHfpq0vVRC6il6v7f0eYmUWEdL1y9e/1B8BnDOlwhuR7hg4qEDv22lG0hkmuHzlcVpkbQB0FUjdPaaLSZuT5olDane+8WQ6t3yqw94qd6SeooNSD1depZUQorPGQ1tLpHphbx9u0r8oJV8fo+TyP7ysAJETBVJcwX4/lTUDaSWJDLUsAEp8u4xZRy7eSQ13B5DatKV0/r3hlTrlsYrnAQpssB8QGLUtKH0Eek50n0kMsywMZXjc9arGB2RRYY1qv0kMskAsyXJkIr3y9iShlRLRsarMaTiXrVechKkttERSUHFWhLTPJJ7Hi99XGIRnHjlZ0uMpshYzCI7WWNIX/UEieSkpHk3pFrsOkOqRTNjVRlSMZ8Wr5Sne8P73JDq/V4wpHq3PJMDGlKGVCKXqiGVSEckdxqGlCGVyEVpSCXSEcmdhiFlSCVyURpSiXREcqdhSBlSiVyUhlQiHZHcaRhShlQiF6UhlUhHpHgaTsSQYq+MPqfsbuagvdm1y+GDgz3bQjFDqgUTe6wiu5s56E127TKkgj3btFif072ef3uU3UUf7Eu3K2hU18UMqa4dLuo3pHoyur3DGFLtedmoJkOqkX3xnQ2puFeJlDSkEukIQ6qnjjCkejK6vcMYUu152agmQ6qRffGdDam4V4mUNKQS6QhDqqeOMKR6Mrq9wxhS7XnZqCZD6ir7nikRWpgY5oQeJmBeq5sh1aqdfVRmSPXhcuAYhtS1rnVj+fQd6X4Bv6YuYkhNbd2sdjSkZuX8wHFzhhQJF74rkTDhThKhfP9LIi75ARKB7AgnzGdke9lNIgvMtaW7ScQmf5FEVM4nSl8o3u+i160kwgjvKZXB9F6s9ydLZJbZXyKTDIHwCFH8W2nsZkhNcii57w2pRLokZ0gdJw+/Kr1dInHCKcXrm/VKCqtXSMQnJ1Y5aadIpkC2ly0lkoYShZMwwreQiL7Je8ICl5AikcMZ0okSMdNXFa8kcNhD+pYEuPglOdAauxlSkxxK7ntDKpEuyR1S5MADVmy/kTaVDpT2lY4oPmck9SWJNFXXlZaKz3+kV0CEB8MgRdKFV0lkiyGBA8AjZdYlEvHO/z6iD2eeLca/OG/l7jKkWrGxeSW5Q4rkCscWNhCPnEQJq6V9KpACQEzluOjYSEnFBqTKBfJhkAJ6xEUngegWEiM0IPUXaW2JaWB480gqbFUqBQ2pRHoid0gx5VqS1pVYn7qD9CaJbMSvlhj9/ERiGsdf8NgGIUWePhKGstZUTvceX8Dojnq9UPqYdE/p/hLTPUZqjM52KI5Z1jmyWw2pRK74+GkYUnGvOi2ZO6RIi87FBJzeKpGCak3pwxJTNP5yt1oiTdUbCycHIbWsz1kQZ/GbtaZyTYqFdrLEXCCxgM408t0SYCTPHutajKa2K/Yd21GGVKfXcReVG1JduDpFnblDCqAAquQ3Qyr5Lho8QUMqkS4zpHrqCEOqJ6PbO4wh1Z6XjWrKGVKNGt73zoZU3443Pp4h1djCdiowpNrxcWIthtREi1IrYEgl0iOGVE8dYUj1ZHR7hzGk2vOyUU2GVCP74jsbUnGvEilpSCXSEYZUfx3hRAz9ed3GkQypNlxsoQ5DqgUTg1UYUkGjEilmSCXSEYZUTx3R53SvpyZ1epienz8c1hZDqtMejlduSMW9alTSkKpnnyFVz68apbODryFVo3ebFDWk6rlnSNXzq0ZpQ6qGWQtV1JCq192GVD2/apQ2pGqYtVBFDal63W1I1fOrRmlDqoZZC1XUkKrX3YZUPb9qlDakapg1i6LV8MC9Ht+Qqme3IVXPrxqlDakaZs2iaBNIkcCBAHlTbYZUPdsMqXp+1ShtSNUwq42igIMAdETVJBonsaVeIL1DOk8igwzbr6SV0vrSG6T/kdaTLpaeKv25qIfom9RJ8oWXSvz1k7DEhxXvCUO8k0RiBjaC6R0jfbL498gXQ2qSQ//6vSFVz68apQ2pGma1URQ4kdRzo6Ky5xZAIYHCKEgBGpIy/E4indUPJZI1kJqKyJtsxD9fVbz+Ta9kmzlSItOMIdVGz02ow5DqzGRDqjNrh1d8fX1MzPE/SF+RDpHOl945BlKEEV5ZVMeoa2OJrMW7S0APKJHJeHuJUMGXSYQh5jUCqZlni+m5Dzo5nCHVia1Uakh1Zu3oipmSkSXmcdLzJJJ6Ah9ilpfTvWW9J+ce073XSY8sqttRr5tIP5C2lkjA8A+JpA5khwFSZXJQdnm0BNDK6d7qooyney13vCHVsqFXV2dIdWbt8IrvrY/vIzFtY2PtiHUi1pbIjUfKKzK+nCmRUQZIHVy8/6NeyQLDOtbNpNtJO0tMHY+SSLBA8tEqpMgWA/geJJGI4VSJUZshVXRAWy+GVFtOXqMeQ6oza4dXTKbij0ukVGcERFZiRlP8+3PSLyQWvpmmkTqd6RzrVedKZJgBQOTeu6X0eYn0VWQ85nume4+QyL9HunY2FtVJf8WxqJfsx4dLBxXfj3zxwvkkh/71e0Oqnl81ShtSNcxaqKKGVL3uNqTq+VWjtCFVw6yFKmpI1etuQ6qeXzVKG1I1zFqoooZUve42pOr5VaO0IVXDrIUqakjV625Dqp5fNUobUjXMWqiihlS97jak6vlVo7QhVcOshSpqSNXrbkOqnl81ShtSNcxatKJOxJBXj2d3Mwftza5dDh8c7NkWihlSLZjYYxXZ3cxBb7JrlyEV7NmmxTzda+qg90/ZgS6n54ZUTz1vSPVktA8zEwcMqZnY3u5BDal2/XRtaTlgSKXVH1OdjSE1lW3eKRMHDKlMOmrcaRpSc9CJbsJIBwypObg4DKk56EQ3wZBq6Rp4puohpHBb281VEXGkvt6kQkOqiXveN3UHPJKK9xBhfr8j3S++y8SSxKJCu0wsOaaAIdXEPe+bugOGVLyHiND5RIlkC/8hvUUijdXlEhljCP27m/T34jtqfq20trSHdIBEwDyC3JGcYbX0PYlMNPtJROUkO81gVpmJZ2hITbTIBTJ2wJCKdx7hgT8jbShtJhHa98EFpPicjC/fkIhdfjeJX4GTLYYpIiLS5yukG0lE6CRLDPVQLyMpADYqq8zYszSk4p3okvk5YEjF+6wKKUZIxC4n8QIbyRlI2MArscv3lAgT/FGJ5A2sOe0rHVGUZyT1paKOElLX1b9HZZUpz9LZYuL95ZJz4oAhFe/IKqSA000rkCJfHkkbmPIxJXyC9OsCVMRJB077VCDFyItpI1PBElLETx+VVWbsWXokFe9El8zPAUMq3mdM4UiUQMIFcucx3SOVFYkTSMxA0gSARKYXEoCSuZj0Vn+RWKti7enVEtO9n0isZyEyyAA3ss+MyipjSMX7ySXnzAFDKt6hLHifLJFzj7WkJYmMLyycny6ROh1gse0lMdJihMW2pvRhiZ8c8FfC1RLpsRh9MRUEbiyaj8oq8/uinqEvHkmNc8ff5e6AIdV+D95AVfJXOxbBf9p+9des0ZDqw2UfY1YOGFLtOs9f7N4u8XOD/dutenRthlRfTvs4s3DAkJqF6y0f05Bq2VBXl5QDhlRS3THdyRhS0/nmvfJwwJDKo5/GnqUhNQed6CaMdMCQmoOLw5Cag050EwypOb8GnIghrw7OLmFB0N7s2uUY58GebaGYIdWCiT1Wkd3NHPQmu3YZUsGebVrM072mDnp/HGhh7ceQ8qU03AFDyldGGw4YUm246DqGOmBI+cJowwFDqg0XXYch5WugMwcMqc6sdcUeSfkaaMMBQ6oNF12HR1K+BjpzwJDqzNpwxUS+vEgijO9xEiF7TwrvnXBBj6QS7pyMTs2Qmn1nGVKz7wOfQcIOGFLtd87jVCWB5h5dVE2UzHdLm0rDMrlcMWQkRaKEzxYjK0L6flK6vkRY3w9IZH7ZQHq5dC/pVGld6SzpQ9I3pd9JxDS/VCIw3oslguPdXiKWOT+05N8EyCM8MEHzqPu2EgHwDpbeKxHtk9jphB0mKQMi9AsRPsduHklNcsjfRxwwpCIu1SvDyOhsCYhcKJEW6ucSoXmHZXL5mD4fnO5tp88ukd4oEcKXEMG7SgSuI6rmoRKxyDeRdpYAIlA5qDgOYNxCOkM6UXqStKp4BZgXSwBzpXS0BOC2l/4mEb2TNgDKbaVbS4dJKyTABDwPkQhNPHYzpCY55O8jDhhSEZfqlyGwHOtKq6VlicSdz5WGZXJhhFOF1Jn69x0lQgGz8WtZQvl+u3glnjkwIf3UA4tjvEev5NwDagDsQdIDpFdJhBEmPDAxzIEXo6x3SEcV9Z+vV2BHmGBGUZwL2y0lYp8DtLdJK4vPycNHWGJGbOXmbDEVM/y2XQcMqXb9LGsj790bpL0lpmSPl0ZlcmEkVIUU0ypSnK+Svl9UyAiKaRfTMoCysQSYvlYcB/gcL71fYtS1JP1G2kY6QWJU9WaJcuTfAzrHFHWfp1eAxlSP/UncUN3Yh/pIzsAGpH4mAbWxm0dSkxzy9xEHDKmIS/XL8Hwgo43vSoyCmIqNyuTyKX03ON1jf9ahANLmEsABWGR8ASrrFfXtWPybvHpMwYAZYYIBE9lgGJEx5WRKSQZi4Pe+or4yqwwjtLtITDF5fY7EdI/1qNdIJGVYkgwpmeCtfwcMqe48J4U560ksVLN4zcbNPpjJBSAN+wkCi9X3lhj1EJucaRuL56wPsW7ETxbI1sI0EtC9TCJF1a0kssPwnjx7F0gsoB8osR7FSIl1pT9JrDttJTHS+oPE6GiFdL3iOCXIlvRvQ0omeOvfAUOqf89nfUQW9FkMZ02KtSoW9BlxlWmvWjs/T/das3KhKzKkFq/776wmf6IYLTGtY1TGVLH1zZBq3dKFrNCQWshu76fRhlQ/Ps/7UQypee/hGbbPkJqh+XN0aENqjjoztaYYUqn1SJ7nY0jl2W9ZnLUhlUU3JX+ShlTyXZT1CToRQ17dl10s8KC92bXLiRiCPdtCMUOqBRN7rCK7mznoTXbtMqSCPdtCMUOqBRN7rCK7mznoTXbtMqSCPdtCMUOqBRN7rCK7mznoTXbtMqSCPVuj2NAoCDX2d1E7sKgODOWRIdXf5TCvIym3q79rqI0jpdpfI8/LkGqj22N1pHpxxM5+dCm3q6mD/e6fan8ZUv1eB0OPlurF0dQat6upg/3un2p/GVL9XgeGVAJ+Nz2FVG/meW2XIdW0Z1vY3xd9Cyb2WIX7q0ezdShDql+/F2oklYC1PoU5cMCQmoNOdBPswEI64L/uLWS3u9F2IB8HDKl8+spnagcW0gFDaiG73Y22A/k4YEh131ckelgtkSnnMonEpT/t/rCdHWGVaiYV2JbSccVRcm/jXdWOj0hrSSzgvlT6jpR7u0iYS25IMitxr5Pg9hu5tcuQ6uxe/mfFH9c7cg6S5Zgb+xUS+QNz3J6tkyYD9YYSCV9LSOXeRjJZk4/x0xJp1kg2ey8p93Z9RW0gES7p2kh6u1paP7d2GVLdo+J3OsS60iXFoQb/3f0ZtHeENVUVOQrJ/LxUgVTubbyt2nK+RCozksLSPvos93ZVe/5p+sfzJP6DzKpdhlR7N/Cwmkgs+luJnH7ldprePEn6VbeH7rT2KqTmrY1M++gbksfOQ98x5fu8dLHESJ4M4Fm1y5Dq9F6+Mvsx/2utXTkM61FkSj6j20N3WvsgpOahjdeRY/tLrN+QCZt/z0O7ygvhyXrzVonp+nk5XZOGVKf38pWV/69EoLE/S9cuLvw76fWv3R+6syMMTvdybyP9crDECOq1FddybheQ3Vb6TKU9QPc+0sk5XZOGVGf38T8r/nBxUXxAr1tLO0iP7/6wnR5hEFK5t/H1cot1Kf6qV91yb9fP1JidJf4wAJx4vZ30wZyuSUOq03v5ysq5KPir0W2kP0rPkn7d/WE7OcLeqvUx0gqJ/5X/Ij1EulHmbfy9zv8P0t8qrrGWc5PM28XUjp+L0D9XSK+SjsztmjSkOrmXXakdsANtOWBIteWk67EDdqATBwypTmx1pXbADrTlgCHVlpOuxw7YgU4cMKQ6sdWV2gE70JYDhlRbTroeO2AHOnHAkOrEVldqB+xAWw4YUm056XrsgB3oxAFDqhNb57bSR6ll/Gr5FIkfChJ7aWPpRGkT6aQWWs6v2fkRJaFFut6ergPwvB4/Sr1j5WBlO8uPLtcbnrV8i8QPc/vceBj9Cy362+e5t3IsQ6oVGxemkvLmBU78cp4bNjVIcU1zfpHtcBW6R9EGfnFebmU7l/TBt6UbSPxa++HS3aQzI5VPUWbYuRtSUxjpXRbXgfLmJZgaNzcB1HgmrBxJMRrhf/2NpB9JRIUkhhEjo92lXaV3SATMO714PUCvN5SeIR0lMZIibtWyxDOO35d4UJZHVx4tEULlzhIPyfIc5FkScaB4Ho3oEq+TPimVG48lvV/aTLpU+qxEhMq9pJcVhXhciaic5Va2k+MeUnz4WL3S7idIX5aAFs/6rSF9SdqpqP8len2ldAvpCOk5EmFSGBniB8H0eHD5nRJhYQiyx6Mq+EJ9eLqF9HaJR1k+VdTHSPVUqXwGlAgb1E/EBs5/bjePpOa2aztpWHnzMqL4uvQa6XtSBFJvVDlChbxQulACFkT2BE7HSkynqB9IPUziGUGuT8LdcsO+S1qWgBQ3OFELeNIfaDAd48YncijxughgV26AZQMJwBHIjn9z3vtKX5WAyYOk6nN7ZTufqc+BLiMpoLajdHfpDtLREufJ8QAy0TxPkI6XdpEADwKYu0k8r8l0mDoAGn4ALkLDEKqYdvMZ0MULRnlAnYiuj5OAFCGovyjxnwDhVvAE0B0jze1mSM1t13bSsPLmJfQMIyRGCU+VuGG5icaNpEpIMWJhFABIGPUAHEYr9yzEzUr8Lda82H5ZaM/iZiTCKVACUIwgOCb/JmIBAKxulGG9iVFWOWoiMgAgAFqA9pYSU9bqNrgmxXdEJOV8GZUBnaXi+HxHe4AHo0NGjDeTGD2VGw9hAyKiYAA9Ii4AVaIv8DlifQxwP1QC2k+RCFbHaA4g4y91EgoYyANAvgdmc70ZUnPdva03rgoppl/8j89Ih9C01f/py0V0RgHbSUz3SkjxRD7TO9aAGCkwBSLmEXHTmeoAKUBWgoMYT4CFkQzrQwRvO2ygZUCKUUU1FhRFhkHqF/qcUQ0jtUmQAiIAmOkbUzBGZGdLxA1nER2YXlQ5lxJe5edMBbnHGPkAnhJSjIjOLc6XkReQKs+HUeox0jbSoRL/CQCv0tN19B4PVkpMhxm17Vc5h7l7a0jNXZd22qAqpIAHazuspRA0jpuIBWumNNysLKqzxkTo5LqQ4kZlrYapEH9NZHTC9IwREBAjRhIjMEYjgGkUpDCDkQZwIbY362iMeFj74caeBKlyTYqsMYySaBsjsBIkwIv6mHIxWgM8wIhkG9TNdJbRDiDBrx9ILyiOz5oWIMabKqSYflIP01LOkxEiAMNfRmDbF58zPWV6CUQHR5D6aH42Q2p++rKPlgxCihER0zGmXOX/9Kv1npubdRpu6hdJTIeiIylGSywYE6+KkQI3PetWjLyI0b2PxNoSP4Ng4fzn0jhIMWopF86JjnqQ9CaJxfYopPCWY31UYpp7oMS6FhBhasdCOmtN1A+QXi4BH+pn/alcOGfdCmCeIy1JjCDLqWA5kuJYeMb6HVNV1rQAMeUYBZLVBkhy75KFiIVz6pvbzZCa2651w+zAfDhgSM1HP7oVdmBuHTCk5rZr3TA7MB8OGFLz0Y9uhR2YWwcMqbntWjfMDsyHA4bUfPSjW2EH5tYBQ2puu9YNswPz4YAhNR/96FbYgbl14P8DXDJBcjltGfsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "alt.Chart(mpg).mark_bar().encode(\n", + " y='manufacturer',\n", + " x='count(*)',\n", + " title='Number of Cars by Make')\n", + "Image('./tmp_plots/alt_bar-counts.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "tags": [ + "ex", + "name:bar-counts", + "package:pygal" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpgGrouped = mpg.groupby('manufacturer').size()\n", + "p = pygal.HorizontalBar()\n", + "p.x_labels=mpgGrouped.index.tolist()\n", + "p.add('manufacturers', mpgGrouped.values.tolist())\n", + "p.y_labels_major = ['']\n", + "p.title = 'Number of Cars by Make'\n", + "p.show_legend = False\n", "\n", - "py.image.ishow(fig)" + "fname = './tmp_plots/{}.png'.format(uuid.uuid4().hex)\n", + "p.render_to_png(fname)\n", + "Image(fname)" ] }, { @@ -630,7 +1273,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 105, "metadata": { "tags": [ "ex", @@ -641,9 +1284,9 @@ "outputs": [ { "data": { - "image/png": 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IRDIAACQiGQAAEpEMAABJWWcP0JXMf/y1zh4BAIAuwJ1kAABIRDIAACQiGQAAEpEMAACJ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\nxwAAgK6gqJHcp0+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -723,7 +1366,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 43, "metadata": { "scrolled": false, "tags": [ @@ -735,13 +1378,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] }, + "execution_count": 43, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -751,8 +1395,142 @@ " 'x' : mpg['cty'],\n", " }],\n", "}\n", + "plotly.offline.plot(fig, image='png', save_img=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "scrolled": false, + "tags": [ + "ex", + "name:simple-histogram", + "package:cufflinks" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p = mpg['cty'].iplot(kind='histogram', asFigure=True)\n", + "plotly.offline.plot(p, image='png', save_img=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "scrolled": false, + "tags": [ + "ex", + "name:simple-histogram", + "package:bokeh" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hist, edges = np.histogram(mpg.cty, bins=20)\n", + "p = figure(plot_width=600, plot_height=400)\n", + "p.quad(top=hist, bottom=0,\n", + " left=edges[:-1], right=edges[1:])\n", "\n", - "py.image.ishow(fig)" + "fname = uuid.uuid4().hex\n", + "export_png(p, './tmp_plots/{}.png'.format(fname))\n", + "Image('./tmp_plots/{}.png'.format(fname))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "scrolled": false, + "tags": [ + "ex", + "name:simple-histogram", + "package:altair" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "alt.Chart(mpg).mark_bar().encode(\n", + " x=alt.X('cty', bin=alt.Bin(maxbins=20)),\n", + " y='count(*)')\n", + "Image('./tmp_plots/alt_simple-hist.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "scrolled": false, + "tags": [ + "ex", + "name:simple-histogram", + "package:pygal" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\"pygal histograms aren't very friendly; they take a three tuple of\n", + "(value, start, stop) per data point\"\"\"\n", + "hist, edges = np.histogram(mpg.cty, bins=20)\n", + "vals = [(hist[i], edges[i], edges[i+1]) for i in range(len(hist))]\n", + "vals\n", + "p = pygal.Histogram()\n", + "p.add('cty', vals)\n", + "p.show_legend = False\n", + "p\n", + "\n", + "fname = './tmp_plots/{}.png'.format(uuid.uuid4().hex)\n", + "p.render_to_png(fname)\n", + "Image(fname)" ] }, { @@ -793,7 +1571,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 10, "metadata": { "tags": [ "ex", @@ -805,20 +1583,20 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ]" + "[Text(0,0.5,'Highway MPG'),\n", + " Text(0.5,0,'Engine Displacement in Liters'),\n", + " Text(0.5,1,'Engine Displacement in Liters vs Highway MPG')]" ] }, - "execution_count": 20, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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xJ6PubXfKyjFESv/Z79ChgxYsWKA9e/YY4drWeurt7a0aNWoYDXCxsbE6duyY\nGjRooD/++EPh4eGS5HDsj9Vq1fr167VixQodOnRI8fHx6ba5W0NL3759jT7wP//8s/Gj6OLFi8ZA\nYT8/vyy976woX768mjRpon379mnDhg12Afxeup9Id++aezdpf3zc2V3nTgsWLHB4f05+LN4LAvjf\nQHJysvH/u504nTX/q601o3Tp0po/f36Wn+eoNTQvJCQkGC0aDz30ULbmQu7fv7+eeOIJbdmyRYGB\ngdq1a5fRHy0qKko//vijAgIC9N5776WbA9bmbuExbatMVvvE//jjj5oyZYrd1RIvLy/VqFFDjzzy\niBo2bKg2bdqoR48eDg/+9zJbju25tWvXztbA34wOwHmxLHDav2m/fv00YsSILD83s24OMFde1OPd\njpO2blebNm3Sli1b9L///c/otnP16lX5+/trxYoV+uKLLzIceJ2RokWLytfXVytXrtSWLVuUkJAg\nd3d3o4+ylHGoaty4sX755Rft2bNHmzZt0o4dO4xxD0lJScZUr7169dLHH3+cb2eKyItzWk7PfbYA\nHhMToyNHjqhRo0ZG9xNb8G7YsKHc3d2NQZcNGjQwuoV6eHiku0KemJiol156ya5rpq0LZ40aNfTo\no4+qSZMmioqK0ptvvplh2erWras6dero5MmTdgHc1vrt6uqqp556KkfvOyO+vr7at2+fjh49qvDw\ncFWpUkVXrlwxugzlxeI7WfHYY4/J1dVVKSkpDgfN5kcE8L+BtK3e169fz3TbnLYW3StbK0Z8fLxq\n166d7w78ISEhxom8WbNm2X6+u7u70b/SarXq5MmT2rVrlzZu3KhDhw4pNTVVH330kdq1a+dwQGR0\ndLQqVaqU4f5t9Vq0aNEsDQw5deqUEb49PDz04osvqmvXrukCrsViMbqg3MnWbzqrA1LT8vLyUmRk\npBITE3P1cmRuSjvLTeHChfNtOZE5Z9VjqVKl1L9/f/Xv318pKSk6cuSIdu3apd9++01nzpxRYmKi\nMX1cdhc36tOnj1auXKn4+HgFBQWpZ8+eRut30aJFM53irVChQmrVqpUxbiIsLEzBwcEKCgrStm3b\njKnr2rRpc89T0+WV/HROa9q0qXFFYteuXWrUqJExfsA2O06RIkXk4+OjnTt3KiQkRGPGjDG6n9im\nI03rq6++MsJ3/fr19Y9//EPNmzdP9znJypLofn5+mj59uv78808dO3ZM9erVs1sK/l6vet/J1g3F\narVq48by3ogXAAAgAElEQVSNeuaZZ7Rx40ZZLBY98sgjeuSRR3L19bKqZMmSat68uXbv3q1Lly7p\n4MGDmc6lnx/krxSEHKlWrZrxxT1+/Him2965SIlZbF/KxMTEu05ftX37ds2bN08bNmy468E3t6Qd\n0W9blj4r/vrrL4WEhNiN3nZxcdGjjz6qMWPGaMWKFRo1apSk263CtsFid8rsb2K1WnXs2DFJynJf\nvuXLlxut0FOmTNEzzzzjsHX58uXLGQ5esQ0GPn/+fLoBQGmdOnVKrVu31qBBg7Rx40ZJ/1/ff/75\n513r8JdfftHChQu1efNmhy3xeaVatWpGC+jBgwfvuv2cOXO0bNmyAtO6cr8wux4vX76s3bt3210h\ncnV1VePGjTVhwgT9/PPPxsqH0dHRRstgdjRt2tToYrJp0yaju4J0uz+xox/htrUHLl68aHd/1apV\nNWDAAM2aNcuYmlSyHxif36Q9zt3tnGY7NuaVIkWKGIOXd+/erdDQUKM7ny2AS//fGr5v3z67er/z\nCkhqaqoxm1nJkiW1cOFCderUyeGPtKxM4dirVy/jqmhgYKD+/PNP/fHHH5Jyt/uJTYUKFYwxS7bj\nvW0mqrya+zurhg8fbvx/xowZ2RqY6QwE8L+BQoUKGct5Hzx4MN1Ua2kFBASYVSw7aWeHSLtc7J1S\nU1P14Ycf6uOPP9ZLL71kt6JgXtmxY4ex5HeDBg3k4+OTpef99NNPatOmjUaMGKENGzZkuF3apdYz\nCrK2S4aObN++3ejT1rVr1yyV7c8//zT+n9ky8baZUqT0XU5sy7snJSVl+v62bduma9eu6eDBg8ZA\nGFt9W61W42TjSExMjCZPnqx//etfmjhxoqldpIoUKWKcNE+fPu1wRTqb4OBgffrpp3r//ff13Xff\n5XpZ8svS4PlVZlfMzKzHWbNmqX379nrmmWeMGR/u5OLiYjeffmY/XjNjW1xl+/bt2rdvnyIiIiQ5\nXlAlIiJCPj4+GjBggLFgkSPt2rUz/pZ3rmybn5QpU8ZovQwKCnI4PZ10+/hixjnNNojy0KFDxg+X\nypUr213NtIXxuLg4zZ49W8nJySpcuHC6/vbXr183Bvw/8MADGV4dSU5ONoKtlPHA6DJlyhjnmM2b\nNyswMFDS7auQGQ3+vFe+vr6SbueNkydPGv3NndX9xKZz585GPezbt09ffPFFlp+bmpqa4Xc6rxDA\n/yaefvppubi4yGq1atKkSQ6Da0BAgPGL1WxdunQxDlY//vijXfBLa/r06cbsBJ07d850VoncsG/f\nPk2cOFFWq1VFihTRe++9l+Uw1KZNG6Pl4dtvv83wUmjamQsymqUmODhYS5cuTXf/lStXjLmKS5Uq\nleXppNJewrVdCr3Ttm3b7BYPujMo9O/f35j9ZMaMGQ5bY0JDQ40g88ADDxhBaMCAAcaJ5dtvv3U4\n5ZPFYtHbb79t9J3t37+/6X2rbVcnJGnSpElGyEnr2rVrmjJlinH7zum+ckPaS9RmXgUoKO729zGr\nHtMGms8++8xhiLVYLMZy3IUKFbKbfi47bNMMxsbGGgtilS1bNt1qtdLtae5srcbr16/XgQMHHO7z\nl19+MVoF7za7iLONHDlS0u1AO3nyZIcBdNasWXneAi7dnsKwUKFCSk5O1ty5cyUpXb/uevXqGQ0Q\nixcvlnR7dqs7B5GWKFHCGNPyxx9/ODyuJiUl6f3339eZM2fs7suI7bxw6tQp42puz54982yq0+7d\nu8vFxUUWi0WTJ0+WxWLRo48+mqVF4vLaJ598Ysx4M3v2bI0fP95uUK8jwcHBGjx4sF2XHzMaRegD\nnguyuxKmdPuAmZPZJTLSqFEjDRo0SMuWLdO+ffvUt29fjR49WrVq1VJ0dLTWr1+vNWvW2D3HzFY3\nV1dXffzxxxo5cqSSk5P15ptvKigoSE888YS8vb0VHh6u5cuXG33rSpUqpXfeeeeeXvPSpUvpunYk\nJSUpNjZWZ8+e1fbt27Vz505ZrVa5uLjo/fffz9Y0jeXKldOIESM0b948hYWFqVevXho5cqTq1Kkj\nDw8PRUREaM2aNUYAbtmypd3CGXf68MMPdfDgQT355JMqUaKEDh48qDlz5hgHjzfffDPL/fl69Ohh\nBP/PP/9ckZGRatOmjTw9PRUeHq4NGzYYl7Zt0k7DKN1uWXnnnXc0ZcoUXblyRX5+fnrmmWfUtGlT\nJScn6+DBg5o7d67i4uJUqFAhvf/++0brWsmSJfXPf/5Tr776qpKSkjRmzBj169dPnTt3VsmSJXXh\nwgX5+/sbJ8+qVatmeVqz3NSqVSsNGTJES5cuVWhoqHr37q2nn37amCrz6NGjmj9/vt0ViDvnn80N\naWfBmTVrlkaPHi2LxZLv+zA6Eh0dneWBt507d870O2GTdlaiefPmqVSpUrJYLPLx8ZGLi4tp9fjo\no4+qe/fu2rBhgw4fPqxevXrp6aefVo0aNVSkSBGFhYVp2bJlRgD28/PLcSNCtWrV1LRpU+3du9f4\nnmS2oMrLL7+s8ePHKykpSaNGjdLgwYPVvHlzlStXTn/99Ze2b99urNxbpkyZDAeE5xc9e/bU6tWr\ntWPHDq1fv16XLl3SiBEjVL16dV29elWrV682Wntt8uqcVqZMGTVs2FAHDhzQ5cuXJdl3P5Fujz9o\n1qyZtmzZYvwwczQAt1ixYurYsaM2bdqkW7duacSIERozZoxq1aqlpKQknTx5UitWrEi3uFBGVwGk\n21dZy5Ytq2vXrhnTx+ZF9xObChUqqHHjxvr99991+PBhSc5v/bapUKGCFi9erHHjxuns2bPasmWL\n2rdvr8cff1zt27dX5cqVVbJkSUVGRurkyZPasGGDTp8+bTy/aNGiGj9+fJavNt8LAnguyMmiC3cu\nq50bJk+ebITtc+fOpStX8eLFNWbMGKMfoNkLgfj4+GjOnDl69dVXFRUVpV9//dVoKUqrYsWK+uab\nb+55Oe6ZM2dmejnWpnz58g4n9s+KV1991Qi0V69ezXBBCB8fH7v+l3caNmyYAgICjH9pubq6asqU\nKerfv3+Wy9W5c2cNGjRIy5cvV3JysubPn+9w9pm+ffsqOjpagYGBCg8PN2ZcsBk0aJBu3bqlTz75\nRFFRUfr888/T7aNYsWL65z//mW4Rmp49eyolJUVTpkxRQkJChqvnPfLII/r222/zfNWxjEyePFlF\nixbVwoULFR0dneFnplu3blla8CMnWrdureLFiys+Pl7r16/X+vXrVaRIEf3+++9OWbDnXsTGxmre\nvHlZ2rZChQpZCuCPPfaYKlasqMuXLyskJMRYMXXz5s3GlTWz6vGjjz7StWvXtG/fPl24cEFTp07N\n8HU++OCDHL+OdLu7SdrL4pkNmuzUqZMmTpyozz77TLdu3dKCBQscTrdWsWJFzZo1K1cbgPLKF198\noeeff1579+7VoUOH7ObFlm43gvj5+em///2vpLw9p3Xo0MHuyoKjtT9atmxpdGeUHAdw6fZn9cSJ\nEwoLC1NYWJjDz4mnp6cmTZqkKVOmKDU11a41/E6urq7q1auXcYyvWbNmtldhzS5fX1+j64nk/P7f\naVWrVk2rV6/Wt99+K39/f8XFxSkwMDDdD7a03N3d1bt3b40ZMybDlaNzGwH8b8TV1VVffPGFnnji\nCa1atUpHjhzRzZs3Va5cOT3++ON6/vnn7Qbo5NaiDNnRunVrBQYGaunSpdq6daux/Gzx4sX18MMP\nq3Pnzho8eHC2Zw3IqsKFC6t48eKqUKGCateurfbt26tbt2457vrg5uamr776SkFBQQoICNDRo0cV\nGRkpq9WqsmXLqkGDBurRo4d8fX0zbZ3x8fHR6NGjNWvWLGMRjsqVK6tVq1YaOXKk3RynWTV16lS1\nbNlSq1at0rFjxxQTE6OiRYuqYsWKatCggQYMGKCmTZtq5cqVCgwMVHJysjZt2pRuEOrIkSPVoUMH\n+fv7a9euXbp8+bJSU1NVqVIltWvXTiNHjsx0qfvWrVvrhx9+MKZEi4uLk6enp+rUqaMePXqob9++\nTg2ZhQsX1qRJk+Tn56elS5cqJCREly9fVnJystEXtV+/fnZ9+XNb+fLltWDBAn3++ec6evSoEhMT\n5e3trYiIiAyXPL+fFCtWTPPnz9eMGTP0+++/Ky4uTmXLltXly5eNz55Z9ViiRAn5+/tr3bp1+vXX\nX3XixAldu3ZNhQsXVrly5dSkSRP17t0701VRs8rX11fTpk1TQkKCatWqddfuLGPGjFHbtm21dOlS\n7d+/X5cuXVJiYqK8vLxUs2ZNde7cWQMHDiww02h6enpq0aJFWrNmjX766SedOnVKcXFxqlSpkrp0\n6aKxY8caK/ZKeXtO69Chg9EA8cADDzictSptq3iNGjUyPG5XqFBBa9as0bx58xQYGKjQ0FClpKTI\n09NTDz30kNq2batBgwbJ29tbq1ev1v79+7V9+3bFx8dn+B579uxpBHAzZrfp3r27pk+fLqvVqvr1\n65sWWrOqWLFievXVVzVmzBht2LBBO3fu1MmTJ3XlyhUlJSWpZMmSKleunOrXr68WLVqoY8eOdjMq\nmcHFWpBWXMA927hxo3Gpf+bMmerWrZuTS3T/SjvpvxnL3gLA3838+fON5eJXr16d6aDzv7MlS5bo\nww8/VKFChbR161bT1tBAztEC/jfxySefKDIyUnXr1tUzzzyT4Xa2PtZS1qe0AwDATG+//bZcXFzU\nrFmzTLtr2s5pRYoUMaZOvR/ZBhC2bduW8F1AEMD/JpKSkrR27VqtXbtWTZs2dTjC/dChQ8YgnDp1\n6qRbyhgAgPwgKipKQUFBWr9+vVq2bKnKlSun2yYwMNBYcfLxxx9X0aJFzS5mvrB69WodOXJEkvL9\n4Fr8PwL430Tfvn21ZMkSpaamavTo0Ro6dKgxBdK1a9cUHBysVatW6datW3J1dc1w4BAAAM42cOBA\nBQUFKSEhQYMGDdKIESNUr149eXp66urVq9qyZYt+/vlnWa1WeXh4GN357hevvfaa3N3dFRkZaSzw\nVq9evXTzjiP/IoD/TdStW1dTp07VBx98oJs3b2a4yESpUqX073//O1vT7QEAYKZOnTrpxRdf1Dff\nfKOrV6/q008/dbhdpUqV9Pnnn+e7QYB5LSwszG5WGA8PD02fPp1FvQqQ+yqAR0ZmPI/m30H79t21\neHE9BQT8qP37QxQWFqbExFvy8iqtSpUqq1279urR40mVKVM2S3+L0qWL68YNFgXJKzExt4z/37yZ\nkCefT+qwYKP+Cj7qMOcGDRopH5/WCgj4UYcO/a7LlyOUkpKi0qXLqEqVqurYsYu6deshT0/PPD2/\n58c6bNCgic6ePSur1ap69Rpo/PgXVaZM5b99zskJZ9aft3eJDB+7r2ZB4YOZPd7eJfibFXDUYcFG\n/RV81GHBRx0WbM6sv8wCOEvRAwAAACYigAMAAAAmIoADAAAAJsp3Afzjjz9W7dq1tWfPHrv7V65c\nqdq1azv8N3DgQCeVFgAAAMiefDULyuHDh7Vw4UKHj506dUqS9Nxzz6WbbL9ixYp5XjYAAAAgN+Sb\nAJ6UlKR33nlHqampDh8/deqUvLy89MYbb5hcMgAAACD35JsuKN99950uXLig1q1bO3z89OnTqlWr\nlsmlAgAAAHJXvgjgJ0+e1Jw5czRu3Dg9/PDD6R6/fPmyoqKiVLt2bSeUDgAAAMg9Tg/gqampevfd\nd1W9enWNGzfO4Ta2/t/Jycl64YUX1KpVKzVu3FjPPvusDh8+bGZxAQAAgHvi9AA+d+5cHT9+XNOm\nTZObm5vDbWwBfNmyZUpMTFTfvn3Vpk0bBQcHa+jQodqxY4eZRQYAAAByzKmDMM+fP6+vv/5aQ4cO\nVePGjTPczmKxqEqVKnrllVfUq1cv4/6QkBCNGjVKkyZNUmBgYLrZUe5UunRxuboWzrXy3w8yW0YV\nBQN1WLBRfwUfdVjwUYcFW36sP6cFcKvVqnfffVdly5bVa6+9lum2zz//vJ5//vl09zdv3lxPPfWU\nAgICFBISonbt2mW6nxs34u+pzPcbb+8SioyMcXYxcA+ow4KN+iv4qMOCjzos2JxZf5kFf6d1Qfnh\nhx+0f/9+ffDBB/Lw8MjxfurWrStJCgsLy62iAQAAAHnGaS3gGzZskCSNHTvW4eNPP/20JCkwMFDR\n0dGKj49Xs2bN0m2XmJgoSXftfgIAAADkB04L4H5+fmrevHm6+3fs2KFDhw7Jz89PVapUUcmSJTV8\n+HBduXJFu3btUpkyZey2379/vySpfv36ppQbAAAAuBdOC+B9+/Z1eP/NmzeNAN6iRQtJkq+vr+bP\nn6/PP/9cU6dOlYuLiyRp/fr12rp1q5o1a8YiPQAAACgQ8s1S9Jl54YUXtH37dq1YsUKnTp2Sj4+P\nzp8/r61bt8rb21vTp093dhEBAACALHH6POBZUbJkSS1btkwjR45UZGSk/P39dfToUfXv31+rV69W\ntWrVnF1EAAAAIEtcrFar1dmFMAvTCGUPUy8VfNRhwUb9FXzUYcFHHRZsTEMIAAAAgAAOAAAAmIkA\nDgAAAJiIAA4AAACYiAAOAAAAmIgADgAAAJiIAA4AAACYqECshIl7d/lanGYsO6i4hGR5FCuiicMa\nqWJpD2cXCwAA4L5DC/h9Ysayg7oRk6ikFItuxCZqxpKDzi4SAADAfYkAfp+IS0jO9DYAAADMQQC/\nT3gUK2J/271IBlsCAAAgLxHA7xMThzVS6RJF5eZaSKVLFNXEoY2cXSQAAID7EoMw7xMVS3vo03+0\ncXYxAAAA7nu0gAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAm\nIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYi\ngAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKA\nAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoAD\nAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMA\nAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAA\nACYigAMAAAAmIoADAAAAJnJ1dgFgjtj4JPlvPK3IqAR5e7lrRPda8nR3c3axAAAA7jsE8PuE/8bT\n2nvyqiTpwuUYSdL4PvWdWSQAAID7El1Q7hORUQmZ3gYAAIA5COD3CW8v90xvAwAAwBx0QblPjOhe\nS5Ls+oADAADAfATw+4Snuxt9vgEAAPIBuqAAAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAA\nACYigAMAAAAmIoADAAAAJiKAAwAAACbKdwH8448/Vu3atbVnz550jwUEBKhPnz5q1KiRHn/8cU2f\nPl1xcXFOKCUAAACQM/kqgB8+fFgLFy50+Njs2bP11ltvyWKxaPjw4apTp44WLFigZ599VklJSSaX\nFAAAAMiZfLMUfVJSkt555x2lpqameyw8PFxfffWVGjduLH9/fxUpUkSS9OWXX2rWrFlasWKFhg8f\nbnaRAQAAgGzLNy3g3333nS5cuKDWrVune2zFihVKSUnRuHHjjPAtSc8//7w8PT21cuVKM4sKAAAA\n5Fi+COAnT57UnDlzNG7cOD388MPpHt+7d68kqXnz5nb3Fy1aVI0aNdLJkycVExNjSlkBAACAe+H0\nAJ6amqp3331X1atX17hx4xxuExoaqnLlysnDwyPdY1WqVJEknT9/Pk/LCQAAAOQGp/cBnzt3ro4f\nP64lS5bIzc3N4TZRUVGqWrWqw8dKlCghSYqNjb3ra5UuXVyuroVzXtj7kLd3CWcXAfeIOizYqL+C\njzos+KjDgi0/1p9TA/j58+f19ddfa+jQoWrcuHGG26WkpGQYzm33JyYm3vX1btyIz1lB71Pe3iUU\nGUnXnoKMOizYqL+Cjzos+KjDgs2Z9ZdZ8HdaFxSr1ap3331XZcuW1WuvvZbptsWKFVNycrLDx2xT\nELq7u+d6GQEAAIDc5rQW8B9++EH79+/XnDlzHPbtTqtkyZIZDrK03W/rigIAAADkZ04L4Bs2bJAk\njR071uHjTz/9tCQpMDBQDz74oPbu3atbt26pWLFidtuFh4erUKFCql69et4WGAAAAMgFTgvgfn5+\n6aYVlKQdO3bo0KFD8vPzU5UqVVSyZEn5+Phoz5492rdvn9q2bWtsm5iYqIMHD+rhhx+Wp6enmcUH\nAAAAcsRpAbxv374O779586YRwFu0aCFJevLJJzV79mx9/fXXat68uTHw8rvvvlNsbKwGDRpkWrkB\nAACAe+H0aQizombNmho9erT++9//qk+fPurYsaP++OMPbd26VU2aNNHAgQOdXUQAAAAgSwpEAJek\n119/XZUqVdKSJUu0aNEieXt7a9SoUZowYUKGUxQCAAAA+Y2L1Wq1OrsQZmEez+xh7tOCjzos2Ki/\ngo86LPiow4KNecABAAAAEMABAAAAMxHAAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMRwAEAAAAT\nEcABAAAAExHAAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMR\nwAEAAAATEcABAAAAExHAAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMRwAEAAAATEcABAAAAExHA\nAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMRwAEAAAATEcAB\nAAAAExHAAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMRwAEAAAATEcABAAAAExHAAQAAABMRwAEA\nAAATEcABAAAAExHAAQAAABMRwAEAAAATEcABAAAAE7k6uwDIudj4JPlvPK3IqAR5e7lrRPda8nR3\nc3axAAAAkAkCeAHmv/G09p68Kkm6cDlGkjS+T31nFgkAAAB3QReUAiwyKiHT2wAAAMh/COAFmLeX\ne6a3AQAAkP/QBaUAG9G9liTZ9QEHAABA/kYAL8A83d3o8w0AAFDA0AUFAAAAMBEBHAAAADARARwA\nAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAA\nADARARwAAAAwkauzC4Ccu3wtTjOWHVRcQrI8ihXRxGGNVLG0h7OLBQAAgEzQAl6AzVh2UDdiEpWU\nYtGN2ETNWHLQ2UUCAADAXRDAC7C4hORMbwMAACD/IYAXYB7Fitjfdi+SwZYAAADILwjgBdjEYY1U\nukRRubkWUukSRTVxaCNnFwkAAAB3wSDMAqxiaQ99+o82zi4GAAAAsoEWcAAAAMBEBHAAAADARARw\nAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARPliIZ4bN27om2++0datW3X1\n6lVVrVpVfn5+euaZZ+Tq+v9FXLlypd577z2H+2jYsKFWrFhhVpEBAACAHHF6AI+NjdXQoUN17tw5\ndezYUV27dtXvv/+u//znP9q/f7++/fZbubi4SJJOnTolSXruuedUtGhRu/1UrFjR9LIDAAAA2eX0\nAD5nzhydO3dO7777rp5++mnj/tdff13r1q3Ttm3b1KFDB0m3A7iXl5feeOMNJ5UWAAAAuDdO7wMe\nHh6uSpUqaejQoXb39+zZU5J04MAB477Tp0+rVq1appYPAAAAyE1ObwH/9NNPHd5/7tw5SVK5cuUk\nSZcvX1ZUVJRq165tWtkAAACA3Ob0AJ6W1WrV9evX9dtvv2nmzJmqXLmyevXqJen/+38nJyfrhRde\n0IEDB3Tr1i01adJEL7/8sho0aODMojvF5WtxmrHsoOISkuVRrIgmDmukiqU9nF0sAAAAZMLpXVDS\n+vLLL9W6dWtNnTpVJUqU0Ny5c1WqVClJ/x/Aly1bpsTERPXt21dt2rRRcHCwhg4dqh07djiz6E4x\nY9lB3YhJVFKKRTdiEzVjyUFnFwkAAAB3ka9awKtVq6bnnntOFy5cUGBgoIYNG6bvv/9e9erVk8Vi\nUZUqVfTKK68YreKSFBISolGjRmnSpEkKDAxMNztKWqVLF5era2Ez3oop4m8lp7vt7V0iV18jt/cH\n81GHBRv1V/BRhwUfdViw5cf6c7FarVZnF8KRoKAgjR8/Xg8//LB+/vlnYypCR9566y0FBATo+++/\nV7t27TLcLjIyJi+K6jSvf71LN2ITjdulSxTVp/9ok2v79/Yu8bf7m91vqMOCjfor+KjDgo86LNic\nWX+ZBf981QUlrY4dO6pVq1Y6c+aMQkNDM922bt26kqSwsDAzipZvTBzWSKVLFJWbayGVLlFUE4c2\ncnaRAAAAcBdO7YKSkpKikJAQWa1WtWmTvuW2cuXKkm6vlBkbG6v4+Hg1a9Ys3XaJibdbgTPrfvJ3\nVLG0R662eAMAACDvOb0P+PPPPy8PDw/t3LlThQvb988+efKkXFxcVLVqVfXv319XrlzRrl27VKZM\nGbvt9u/fL0mqX7++aeUGAAAAcsKpXVBcXV3VtWtXXb9+XXPnzrV7bMmSJTp69Kg6dOigcuXKydfX\nVxaLRZ9//rnSdltfv369tm7dqmbNmrFIDwAAAPI9pw/CvHLligYOHKjLly+rbdu2qlWrlk6cOKHg\n4GBVrVpVS5YsUYUKFXTz5k0NHjxYZ8+eVcOGDeXj46Pz589r69atKleunJYuXapq1apl+loMosge\nBp4UfNRhwUb9FXzUYcFHHRZs+XUQptMDuCRFRkbqq6++UlBQkG7cuKHy5cura9euGj9+vEqXLm1s\nd2yzjIUAACAASURBVPPmTX399dfatGmTIiMj5eXlpQ4dOuill15S+fLls/A6fIGyg4NOwUcdFmzU\nX8FHHRZ81GHBRgDPB/gCZQ8HnYKPOizYqL+Cjzos+KjDgi2/BvB8Ow0hAAAA8HdEAAcAAABMRAAH\nAAAATEQABwAAAExEAAcAAABMRAAHAAAATEQABwAAAEzk6uwCIOdi45Pkv/G0IqMS5O3lrhHda8nT\n3c3ZxQIAAEAmCOAFmP/G09p78qok6cLl25PMj+9T35lFAgAAwF3QBaUAi4xKyPQ2AAAA8h8CeAHm\n7eWe6W0AAADkP3RBKcBGdK8lSXZ9wAEAAJC/EcALME93N/p8AwAAFDB0QQEAAABMRAAHAAAATEQA\nBwAAAExEAAcAAABMRAAHAAAATEQABwAAAExEAAcAAABMRAAHAAAATEQABwAAAExEAAcAAABMRAAH\nAAAATEQABwAAAExEAAcAAABM5OrsAvzdxcYnyX/jaUVGJcjby10juteSp7tbvt83AAAA8gYBPI/5\nbzytvSevSpIuXI6RJI3vUz/f7xsAAAB5gy4oeSwyKiHT2/l13wAAAMgbBPA85u3lnunt/LpvAAAA\n5A26oOSxEd1rSZJdP+2CsG8AAADkDQJ4HvN0d8uzftl5uW8AAADkDbqgAAAAACYigAMAAAAmIoAD\nAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMA\nAAAmIoADAAAAJiKAAwAAACZydXYB/u7OhkXpk6UHlJxqVZHCLnpzeGPVrOTl7GLd92Ljk+S/8bQi\noxLk7eWuEd1rydPdzdnFAgAA9wFawPOYLXxLUnKqVZ8sPuDkEkGS/Dee1t6TV3Xhcoz2nrwq/w2n\nnV0kAABwnyCA5zFb+M7oNpwjMioh09sAAAB5hQCex4oUdsn0NpzD28s909sAAAB5hQCex94c3tgI\n3bY+4HC+Ed1rqVmd8nqwYgk1q1NeI7rXcnaRAADAfYJBmHmsZiUvzZ7Y0dnFwB083d00vk99ZxcD\nAADch2gBBwAAAExEAAcAAABMRAAHAAAATEQABwAAAExEAAcAAABMRAAHAAAATEQABwAAAExEAAcA\nAABMdNeFeG7duqV169apevXqatasmSRp4cKFWrRokd12hQsX1tdff61atVhREAAAAMhIpi3gx44d\nU8+ePTV58mQtX77cuD8mJkbh4eG6efOmbt68qejoaIWGhmrKlCl5XmAAAACgIMuwBfzmzZt69tln\nFRcXp3HjxmnIkCF2j7u4uGjv3r3G7fHjx2vr1q0KCQlR8+bN867EAAAAQAGWYQv4okWLFBUVpRkz\nZuiVV15RhQoVMt3R22+/LRcXF/3888+5XkgAAADg7yLDFvCgoCDVrVtXvr6+WdpR9erV1aTJ/7F3\n5+FRlXf/xz9DdiaBBBl2EEUCUqRBBPeFWozlqSxa0QJRcWNTqNog1qXa+mhral1QQBGlBBHRH6LS\nR4kgqyKJGFCUGAUjgoQMkGA2kkkyvz9oUmIyYSaZOWfO5P26Lq/Le+bk5Dv390z45OSec87Wp59+\n6rfiYI6SskqlZ+SqqLRS8fZIpSQnKjYm0uyympT55QHNf3dX3Xjq2DM1tF9Xj9vXvkZnUbkc8TGW\neI0AACA0eDwDvnfv3roPXf6c2+2W2+1u8PiAAQN08OBB/1UHU6Rn5Corp0Df/FCkrJwCpa/ONbuk\nkzoxfEvSvLd2edjyuNrXmJdfbJnXCAAAQoPHAO5yuRQVFdXoczfccIMyMjIaPB4WFiabzea/6mAK\nZ1F5k+NQ0BpeIwAACE4eA3jnzp31ww8/NPpc+/bt1atXrwaP5+XlqUuXLv6rDqZwxMc0OQ4FreE1\nAgCA4ORxDfiZZ56pjz76SCUlJYqNjT3pjgoLC/XRRx9p1KhRfi0QxktJPn4t9xPXgAe7qWPPrLfs\nZOrYM5vcvvY1nbgGHAAAwAgeA/jYsWP1/vvv67HHHtNjjz120h39+c9/lsvl0tixY/1aIIwXGxOp\nqWMGyuGIk9NZbHY5Xhnar6uGzvb8ocufq32NAAAARvO4BOXSSy/VJZdcorfeeku33367cnJyGt3u\n22+/1S233KIPPvhAV111lYYMGRKwYgEAAACra/JW9P/4xz80bdo0bdy4UZs2bVLXrl3Vt29ftWvX\nTj/99JO+//57ff/993K73Tr//PP1yCOPGFU3AAAAYElNBvB27dppyZIlWrZsmZYtW6acnBz9+OOP\n9bY5/fTTNX78eE2YMIEroAAAAAAn0WQAr3X99dfr+uuv148//qjvv/9eR44cUfv27dWjRw/17t07\nwCUCAAAAocOrAF6rW7du6tatW6BqAQAAAELeSQP4Z599pg0bNqioqEidO3fWiBEj1LdvXyNqAwAA\nAEKOxwBeU1Oj2bNn691335WkulvPP/fcc7r11lt19913G1MhAAAAEEI8BvClS5fqnXfeUadOnXT1\n1Verc+fO+v777/Xmm29qwYIFGjBggK688kojawUAAAAsz2MAf/fdd9WpUye9/fbbSkhIqHs8JSVF\no0eP1ptvvum3AF5YWKjnn39e69evV0FBgXr06KGxY8dq0qRJCg+vX+LKlSu1aNEi5eXlqV27dvrN\nb36jGTNmyG63+6UWAAAAIJA83ohnz549GjFiRL3wLUndu3fXr371K+3atcvDV/qmpKRE48ePV3p6\nus444wxNmDBBcXFx+sc//qE77rijbumLJL3wwgu69957VVNTo4kTJ6p///5atGiRbrnlFlVWVvql\nHgAAACCQPJ4BLysrU/v27Rt9rnv37jp69KhfCnjxxRe1Z88e3X///brhhhvqHr/nnnu0atUqbdiw\nQZdddpn279+vZ599VoMHD1Z6eroiIiIkSc8884zmzp2r5cuXa+LEiX6pCQAAAAgUj2fAq6ur1aZN\n40+HhYWpurraLwXs379fXbt21fjx4+s9PnLkSElSdna2JGn58uWqqqrS5MmT68K3JE2ZMkWxsbF6\n4403/FIPAAAAEEg+XQc8EJ588slGH9+zZ48kqWPHjpKkrKwsSdKwYcPqbRcVFaWkpCRt3rxZxcXF\niouLC2C1AAAAQMuYHsBP5Ha7deTIEb3//vuaM2eOunXrplGjRkmS9u7dq44dOzb6Ycvu3btLkr77\n7jsNGjTI0JrNVFJWqfSMXDmLyuWIj1FKcqJiYyL9tt+i0krF2yP9tt9Ayj9cqrRl21Va7pI9OkKp\nE5LUJYEP5gIAgODTZADPzMzUc8891+DxrVu3SpKef/75eh+SlCSbzabp06c3q5hnnnlG8+bNk3T8\nzPfChQvr1qEXFRWpR48ejX5d7VnvkpKSZn1fq0rPyFVWToEkKS+/WJI0dcxAv+63lj/2G0hpy7ar\nsLhCklRZUqG0pdv15PQLTa4KAACgoZMG8MzMTI/Pz5kzp8FjLQngPXv21G233aa8vDytXbtWEyZM\n0EsvvaRf/OIXqqqqUmRk42dhax+vqKhocv8JCW0VHh7WrNqCUVFpZYOxw9HyJTiB2m8glR1zNRgH\ne81GYR6sjf5ZHz20PnpobcHYP48B/PHHHzeyDknSNddcU/f/69at09SpU3Xvvffq3XffVXR0tFwu\nV6NfV3sJwpiYmCb3X1hY5r9ig0C8PbLB2OksDtr9BlLbqAhVuP77C1jb6Iigr9kIDkcc82Bh9M/6\n6KH10UNrM7N/TQV/jwF87NixASnGW8OHD9f555+vjz/+WHv37lW7du1UXNz4BNY+3to+gJmSnChJ\n9daA+3O/J64BD3apE5KUtvQ/a8BjIpQ6PsnskgAAABpl6ocwq6qqlJmZKbfbrQsvbLhet1u3bpKO\n3ymzd+/eysrK0rFjxxQdHV1vu/3796tNmzY69dRTDak7WMTGRAZkbXbtfq30W3+XBDtrvgEAgCV4\nDOD33Xdfs3Zos9n02GOPeb39lClTZLfbtXnzZoWF1V+fnZOTI5vNph49emjIkCHaunWrPv30U110\n0UV121RUVGj79u0644wzFBsb26yaAQAAAKN4DOBvvfWWbDabJDW40klTfAng4eHhGjFihFatWqWF\nCxfq9ttvr3tu6dKl2rlzp4YPH66OHTvqt7/9rV544QU999xzGjZsWN0HL+fPn6+SkhJdd911XtcI\nAAAAmMVjAG/Tpo1qampkt9s1fPhwXXnllR4vA9gSs2bN0qeffqonn3xSW7duVWJionbt2qUtW7ao\nR48eeuSRRyRJffr00c0336wFCxZozJgxGj58uL799lutX79eZ599tsaNG+f32gAAAAB/s7k9nN4+\ncuSI1qxZo9WrV2vr1q2qrq7WgAED9Jvf/EbJycnq2bOn34pwOp169tlntW7dOhUWFqpTp04aMWKE\npk6dqoSEhLrt3G63li5dqqVLl2rv3r1yOBwaMWKE7rjjDq8+gGmV9czBwkprwNE4emht9M/66KH1\n0UNrC9aroHgM4Cc6evSoPvjgA2VkZGjLli2qqqrSmWeeqSuvvFJXXnmlevXq5deCA4U3kG/4oWN9\n9NDa6J/10UPro4fWZukAfqLi4mKtXbtWq1ev1kcffSSXy6X+/fvXhfFgvhIJbyDf8EPH+uihtdE/\n66OH1kcPrS1kAviJSktLtW7dOmVkZGjTpk06duyY+vXrp5UrVzZ3lwHFG8g3/NCxPnpobfTP+uih\n9dFDawvWAN6mJTu22+3q16+f+vXrpx49esjtduvrr79uyS4BAACAkNasG/F8/vnnysjI0AcffKC9\ne/fK7XarV69euvXWW3XFFVf4u0YAAAAgZHgVwGtqapSZmakPPvhAa9asUUFBgdxut8444wxNnTpV\nV1xxhfr37x/oWgEAAADL8xjAKysr9dFHHykjI0Pr1q3T0aNH5Xa7NWDAAP3+97/XFVdcodNPP93I\nWgEAAADL8xjAzz//fJWVlclms2nQoEFKTk7WFVdcoe7duxtZHwAAABBSPAbw0tJS2Ww2dejQQRUV\nFXrnnXf0zjvvnHSHNptNK1as8GuRVlZSVqn0jFw5i8rliI9RSnKiYmMi/bLvL7516uk3v5Bbkk3S\nXdefpYG9HS3e76urv9Ta7IN14xHndNbvf/2LFu9XkvIPlypt2XaVlrtkj45Q6oQkdUmwt3i/vs7z\n7n1FeuK1bLmq3YoIs2nWxMHq0zW+xXXAGIF8XwEAEGhNrgF3u906dOiQDh065PUObTZbi4sKJekZ\nucrKKZAk5eUfvwzO1DED/bLv2vAtSW5JTy37Qgtn/6rF+z0xfEvSB58e9FsAT1u2XYXFFZKkypIK\npS3drienX9ji/fo6z7XhW5Jc1W49sSRbL6QOb3EdMEYg31cAAASaxwCek5NjZB0hy1lU3uS4JX5+\nAfdmX9DdQKXlribHzeXrPNeGb09jBLdAvq8AAAi0Fl0HHCfniI9pctwSP/9bgxX+9mCPjqg/jonw\nsKVvfJ3niDBbk2MEt0C+rwAACDQCeIClJCdqaP9O6t0lTkP7d1JKcqLf9n3X9WfVhe7aNeD+MOKc\nzk2OWyJ1QpIS4qIUGd5GCXFRSh2f5Jf9+jrPsyYOrgvdtWvAYR2BfF8BABBoLboVvdVwK1nfcPtd\n66OH1kb/rI8eWh89tLaQvBU9AAAAAN8QwAEAAAADEcABAAAAA3kdwFNTU/Xxxx+rFS0ZBwAAAPyu\nyRvxnOjdd9/VqlWr1LFjR1111VUaNWqU+vfvH8jaAAAAgJDj9RnwDz/8UDNnzlT79u318ssva+zY\nsRo1apReeeUVFRQUBLJGAAAAIGQ06zKEu3bt0jvvvKN///vfKigoUFhYmM477zyNHj1aI0aMUExM\ncN4Ug8sI+YZLL1kfPbQ2+md99ND66KG1BetlCFt0HXC3261t27Zp3bp1+r//+z/l5+crOjpaycnJ\nuvbaazVkyJDm7jogeAP5hh861kcPrY3+WR89tD56aG3BGsBbdBWUffv26bPPPtO2bdt08OBBud1u\ndevWTe+9954mTpyom2++WUeOHGnJtwAAAABCitcfwqx16NAh/fvf/9aqVau0c+dOud1uORwO3XTT\nTRo7dqz69u2rkpISvfjii3rxxRc1a9YsvfTSS4GoHQAAALAcrwP4m2++qVWrVikrK0vV1dWKjo7W\nyJEjNXbsWF1wwQVq0+a/J9NjY2N1991368MPP9S2bdsCUjgAAABgRV4H8AceeEA2m03nnHOOxowZ\noyuvvFJ2u73Jr2nfvr1OPfXUFhcJAAAAhAqvA/iMGTM0evRode/e3eudv/rqq80qCgAAAAhVXgfw\nadOmebVdeXl50F6GEN7Zva9IT7yWrapqt8LDbJo1cbD6dI03uyy/KimrVHpGrpxF5XLExyglOVGx\nMZFmlxVyAjXPwdK/YKkDAGAtPn0IMycnR++9956OHDmi6urqereld7lcKioq0rZt25Sdne33QmGc\nJ17Llqv6eG9d1W49sSRbL6QON7kq/0rPyFVWzvEbSOXlH7880dQxA80sKSQFap6DpX/BUgcAwFq8\nDuBbt27VLbfcUhe8bTZbvQBus9kkidvTh4Da8O1pHAqcReVNjuEfgZrnYOlfsNQBALAWr68D/sIL\nL6i6ulr33HOPli9frlNPPVVXXXWVli9frscee0xdu3ZVQkKCFixYEMh6YYCIMFuT41DgiI9pcgz/\nCNQ8B0v/gqUOAIC1eH0GfOfOnbr00kt16623SpLOPfdcff755xo0aJAGDRqk8847T7/97W81d+5c\nPfTQQwErGIE3a+JgPbGk/hrwUJOSnChJ9dbuwv8CNc/B0r9gqQMAYC1eB/CysjL17du3bnzGGWdo\nxYoVqqqqUnh4uLp166bLL79cmZmZASkUxunTNV4vpA4P6dvvxsZEslbXAIGa52DpX7DUAQCwFq+X\noMTHx6u0tLRu3KtXL1VVVWnPnj11j3Xt2lU//vijfysEAAAAQojXATwpKUlr1qzRkSNHJEl9+/aV\n2+3Wxx9/XLdNTk6O2rZt6/8qAQAAgBDh9RKUSZMm6YYbbtD//M//6O9//7suueQSDR06VE8//bQO\nHTqkQ4cOadOmTRoxYkQg6wUAAAAszesz4EOGDNEzzzyj+Ph4VVZWSjp+e3q73a6XXnpJK1euVLdu\n3ZSamhqwYgEAAACr8+lGPL/+9a/161//uu763/369VNGRoY++eQTRUVFaciQIdwFEwAAAGiC1wF8\nzpw5Gj58uAYOHFh30x1JstvtuvzyywNSHAAAABBqvA7gzz/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OHcpNegAAABD0PJ4Bf+65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AEoLgHgAAAEgIgnsAAAAgIQjuAQAAgIQguAcAAAASguAeAAAASAiC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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -917,7 +1695,7 @@ " }\n", "}\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -1032,7 +1810,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": { "tags": [ "ex", @@ -1043,13 +1821,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] }, + "execution_count": 3, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -1123,7 +1902,7 @@ " }\n", "}\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -1318,7 +2097,7 @@ " }\n", "}\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -1475,7 +2254,7 @@ " }\n", "}\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -1613,7 +2392,7 @@ " y = 'cty',\n", " facet_col = 'class')\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -1752,7 +2531,7 @@ " facet_col = 'cyl',\n", " facet_row = 'drv')\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -1837,7 +2616,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "metadata": { "tags": [ "ex", @@ -1848,13 +2627,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] }, + "execution_count": 4, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -1898,7 +2678,7 @@ " }\n", "}\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -2038,7 +2818,7 @@ " }\n", "}\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -2177,7 +2957,7 @@ " }, \n", " }\n", "}\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -2357,7 +3137,7 @@ "for d in fig['data']:\n", " d.update({'fill' : 'tozeroy'})\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] }, { @@ -2493,7 +3273,7 @@ " }\n", " }}\n", "\n", - "py.image.ishow(fig)" + "plotly.offline.plot(fig, image='png', save_img=True)" ] } ], @@ -2514,7 +3294,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/render.py b/render.py index f2c637a..3d56820 100644 --- a/render.py +++ b/render.py @@ -24,6 +24,9 @@ "ggplot": "ggplot2 (R)", "bokeh": "Bokeh", "plotly": "plotly", + "cufflinks": "cufflinks", + "altair": "altair", + "pygal": "pygal" } names = { From 5ead4007aee52640d1b34fab764c89945c9b7966 Mon Sep 17 00:00:00 2001 From: John Henderson Date: Fri, 29 Dec 2017 17:13:29 -0600 Subject: [PATCH 3/5] had to change plotly commands back to py.image --- Examples.ipynb | 47 ++++++++++++++++++----------------------------- 1 file changed, 18 insertions(+), 29 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 743bbfa..955c582 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -1062,12 +1062,12 @@ " 'title' : 'Number of Cars by Make'\n", " }\n", "}\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(p)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 106, "metadata": { "tags": [ "ex", @@ -1076,21 +1076,11 @@ ] }, "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5,1,'Number of Cars by Make')" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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M/bzd7jTISqvqWuBM4P5JNpjm6f8NrEUzS93TgA2Bw6rq5mnWc1q7XdLneGd/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\nKH9kkm8mWdDG8q8kv03yySSrtXX2b7/Lq7ra3KctvzHJGl3nzkxyc5K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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1100,7 +1090,7 @@ "source": [ "fig = sns.countplot(y='manufacturer',\n", " data=mpg)\n", - "fig.set_title('Number of Cars by Make')" + "fig.set_title('Number of Cars by Make');" ] }, { @@ -1167,7 +1157,7 @@ "p = mpgGrouped.iplot(kind='barh',\n", " title='Number of Cars by Make',\n", " asFigure=True)\n", - "plotly.offline.plot(p, image='png', save_img=True)" + "py.image.ishow(p)" ] }, { @@ -1395,7 +1385,7 @@ " 'x' : mpg['cty'],\n", " }],\n", "}\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -1424,7 +1414,7 @@ ], "source": [ "p = mpg['cty'].iplot(kind='histogram', asFigure=True)\n", - "plotly.offline.plot(p, image='png', save_img=True)" + "py.image.ishow(p)" ] }, { @@ -1526,7 +1516,6 @@ "p = pygal.Histogram()\n", "p.add('cty', vals)\n", "p.show_legend = False\n", - "p\n", "\n", "fname = './tmp_plots/{}.png'.format(uuid.uuid4().hex)\n", "p.render_to_png(fname)\n", @@ -1695,7 +1684,7 @@ " }\n", "}\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -1902,7 +1891,7 @@ " }\n", "}\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -2097,7 +2086,7 @@ " }\n", "}\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -2254,7 +2243,7 @@ " }\n", "}\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -2392,7 +2381,7 @@ " y = 'cty',\n", " facet_col = 'class')\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -2531,7 +2520,7 @@ " facet_col = 'cyl',\n", " facet_row = 'drv')\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -2678,7 +2667,7 @@ " }\n", "}\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -2818,7 +2807,7 @@ " }\n", "}\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -2957,7 +2946,7 @@ " }, \n", " }\n", "}\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -3137,7 +3126,7 @@ "for d in fig['data']:\n", " d.update({'fill' : 'tozeroy'})\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] }, { @@ -3273,7 +3262,7 @@ " }\n", " }}\n", "\n", - "plotly.offline.plot(fig, image='png', save_img=True)" + "py.image.ishow(fig)" ] } ], From a9646d08f2b920f19cec0d7186d2779994809ab7 Mon Sep 17 00:00:00 2001 From: John Henderson Date: Fri, 29 Dec 2017 17:17:17 -0600 Subject: [PATCH 4/5] revert README so this is a separate PR --- README.md | 19 ++----------------- 1 file changed, 2 insertions(+), 17 deletions(-) diff --git a/README.md b/README.md index 02be915..d05f63c 100644 --- a/README.md +++ b/README.md @@ -61,23 +61,8 @@ name:scatter-with-regression package:ggplot ``` -If you are using Jupyter lab, these are available through the `Cell Tools` left sidebar menu: -``` -{ - "tags": [ - "ex", - "name:scatter-with-regression", - "package:ggplot" - ] -} -``` - `ex` identifies the cell as an example. The `name` tag corresponds to an item in the `names` dictionary in `render.py`. The `package` tag corresponds to a package in the `packages` dict in `render.py`. -The site layout current allows for ~46 characters in the code window. Please keep this in mind and wrap your code to avoid too much side scrolling. - -At the moment, the code must return a png image into the output cell. To generate image files with `plotly`, using their server is currently the only way. Please see the [getting started page](https://plot.ly/python/getting-started/) for instructions on the `.credentials` file. - -A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) +At the moment, the code must return a png image into the output cell. A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) -You can render the images to `web/img/plots` by running `$ make`. Afterward, launch a local server (e.g. `python -m http.server`) from the `web` directory. \ No newline at end of file +You can render the images to `web/index.html` by running `$ make`. \ No newline at end of file From f6c4e275a84df99f75588df41a07199e9ee6b327 Mon Sep 17 00:00:00 2001 From: John Henderson Date: Fri, 29 Dec 2017 17:26:21 -0600 Subject: [PATCH 5/5] forgot tmp_plots dir --- tmp_plots/alt_bar-counts.png | Bin 0 -> 14909 bytes tmp_plots/alt_simple-hist.png | Bin 0 -> 12503 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 tmp_plots/alt_bar-counts.png create mode 100644 tmp_plots/alt_simple-hist.png diff --git a/tmp_plots/alt_bar-counts.png b/tmp_plots/alt_bar-counts.png new file mode 100644 index 0000000000000000000000000000000000000000..7aec14a38b6c6a381a16ecdedba9fa63b1a95d7e GIT binary patch literal 14909 zcmb_@cUV*3x+YDEQY6w5Fd>xCLzN~70d{Cg2%;!eilBh>-b6|$lF+3J1e7iaC?G|O zfFfvUDgw$+N+=>okv=<~d+#}C?%bJkXXX!ho~*t0+N*r!{oe0exXY#nEGPL+Qc+Q{ 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