{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "path = 'C:/Data/Projects/Vancouver-Public-Art-Jupyter-Notebook/'\n", "data = pd.read_csv(path + \"public_art.csv\", encoding = \"ISO-8859-1\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cols = [\"TitleOfWork\", \"YearOfInstallation\",\"Status\",\"SiteName\",\"SiteAddress\",'Neighbourhood',\n", " \"Latitude\",\"Longitude\",\"Type\",\"Ownership\"]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TitleOfWorkYearOfInstallationStatusSiteNameSiteAddressNeighbourhoodLatitudeLongitudeTypeOwnership
0Captain George Vancouver1936.0In placeVancouver City Hall453 West 12th AvenueMount Pleasant49.261185-123.113918FigureCity of Vancouver
1The Swimmer1977.0In placeVancouver Aquatic Centre1050 Beach AvenueWest End49.276990-123.135029SculptureCity of Vancouver
2George Cunningham Memorial Sundial1967.0In placeEnglish BayBeach Avenue & Denman StreetWest End49.287577-123.141787SculptureCity of Vancouver
3Two Steel and Copper Fountains1965.0In placeBeach Towers Apartments1600 Beach AvenueWest End49.284080-123.142216Fountainprivate
4Untitled (Clydemont Centre)1949.0In placeClydemont Centre307 West BroadwayMount Pleasant49.263263-123.111389Reliefprivate
\n", "
" ], "text/plain": [ " TitleOfWork YearOfInstallation Status \\\n", "0 Captain George Vancouver 1936.0 In place \n", "1 The Swimmer 1977.0 In place \n", "2 George Cunningham Memorial Sundial 1967.0 In place \n", "3 Two Steel and Copper Fountains 1965.0 In place \n", "4 Untitled (Clydemont Centre) 1949.0 In place \n", "\n", " SiteName SiteAddress Neighbourhood \\\n", "0 Vancouver City Hall 453 West 12th Avenue Mount Pleasant \n", "1 Vancouver Aquatic Centre 1050 Beach Avenue West End \n", "2 English Bay Beach Avenue & Denman Street West End \n", "3 Beach Towers Apartments 1600 Beach Avenue West End \n", "4 Clydemont Centre 307 West Broadway Mount Pleasant \n", "\n", " Latitude Longitude Type Ownership \n", "0 49.261185 -123.113918 Figure City of Vancouver \n", "1 49.276990 -123.135029 Sculpture City of Vancouver \n", "2 49.287577 -123.141787 Sculpture City of Vancouver \n", "3 49.284080 -123.142216 Fountain private \n", "4 49.263263 -123.111389 Relief private " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = data[cols]\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Formatting:\n", "\n", "YearOfInstallation --> int;\n", "Latitude, Longitude --> for Basemap input;\n", "Ownership --> City of Vancouver 0-1 encode;\n", "\n", "Also need to change RileyPark to Riley Park." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# YearOfInstallation\n", "data[\"YearOfInstallation\"] = data[\"YearOfInstallation\"].fillna(0)\n", "data[\"YearOfInstallation\"] = data[\"YearOfInstallation\"].astype(int)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Ownership\n", "data[\"PublicPrivate\"] = data[\"Ownership\"].map(lambda x: \"Public\" if x == \"City of Vancouver\" else \"Private\")\n", "data.drop(\"Ownership\",axis = 1, inplace = True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TitleOfWorkYearOfInstallationStatusSiteNameSiteAddressNeighbourhoodLatitudeLongitudeTypePublicPrivate
0Captain George Vancouver1936In placeVancouver City Hall453 West 12th AvenueMount Pleasant49.261185-123.113918FigurePublic
1The Swimmer1977In placeVancouver Aquatic Centre1050 Beach AvenueWest End49.276990-123.135029SculpturePublic
2George Cunningham Memorial Sundial1967In placeEnglish BayBeach Avenue & Denman StreetWest End49.287577-123.141787SculpturePublic
3Two Steel and Copper Fountains1965In placeBeach Towers Apartments1600 Beach AvenueWest End49.284080-123.142216FountainPrivate
4Untitled (Clydemont Centre)1949In placeClydemont Centre307 West BroadwayMount Pleasant49.263263-123.111389ReliefPrivate
\n", "
" ], "text/plain": [ " TitleOfWork YearOfInstallation Status \\\n", "0 Captain George Vancouver 1936 In place \n", "1 The Swimmer 1977 In place \n", "2 George Cunningham Memorial Sundial 1967 In place \n", "3 Two Steel and Copper Fountains 1965 In place \n", "4 Untitled (Clydemont Centre) 1949 In place \n", "\n", " SiteName SiteAddress Neighbourhood \\\n", "0 Vancouver City Hall 453 West 12th Avenue Mount Pleasant \n", "1 Vancouver Aquatic Centre 1050 Beach Avenue West End \n", "2 English Bay Beach Avenue & Denman Street West End \n", "3 Beach Towers Apartments 1600 Beach Avenue West End \n", "4 Clydemont Centre 307 West Broadway Mount Pleasant \n", "\n", " Latitude Longitude Type PublicPrivate \n", "0 49.261185 -123.113918 Figure Public \n", "1 49.276990 -123.135029 Sculpture Public \n", "2 49.287577 -123.141787 Sculpture Public \n", "3 49.284080 -123.142216 Fountain Private \n", "4 49.263263 -123.111389 Relief Private " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# RileyPark --> Riley Park\n", "data[\"Neighbourhood\"] = data[\"Neighbourhood\"].map(lambda x: \"Riley Park\" if x == \"RileyPark\" else x)\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nn= data[~data[\"Neighbourhood\"].isnull()]\n", "nbhds = list(nn[\"Neighbourhood\"].unique())\n", "nbhds.sort(reverse = True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "% matplotlib inline" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plotdata(data,category):\n", " l=data.groupby(category).size()\n", " fig=plt.figure(figsize=(9,7))\n", " # Remove plot frame lines\n", " ax = plt.subplot(111) \n", " ax.spines[\"top\"].set_visible(False) \n", " ax.spines[\"bottom\"].set_visible(False) \n", " ax.spines[\"right\"].set_visible(False) \n", " ax.spines[\"left\"].set_visible(False) \n", " # Ensure that the axis ticks only show up on the bottom and left of the plot. \n", " # Ticks on the right and top of the plot are generally unnecessary chartjunk. \n", " ax.get_xaxis().tick_bottom() \n", " ax.get_yaxis().tick_left()\n", " plt.xticks(fontsize=14) \n", " plt.yticks(fontsize=12)\n", " l.plot(kind='barh', color=\"#3F5D7D\")\n", " plt.ylabel('')\n", " plt.xlabel('Number of Art Pieces',fontsize=14)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's look at the statuses of art\n", "\n", "plotdata(data,'Status')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The majority of art is currently in place." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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Yos60zgSQ9DFJf5c0S9Lkmu5ALVtXkiV9TtKjdXb2e511LukDdTZ6pqTbJI2p\nxz8l6W/t6h4o6ffdXZDtGZRd5TZehPF+QdKjwJUdjHFXSQ9L2ri7viMiImJgSSDct00CFkg6XdIO\nklZtK7B9N7AfcIPtQbaH1KK5wFjKrOvHgC9L2qVdu1sB7wQ+BBxcg+qFSFoHuAT4MWU2+hvAhZJW\nBy4C3t7uvD0pWx53SdJQYFfg74sw3m2BDYHt27W1N/BT4MO27+igr30kTZQ0ccqkW7sbWkRERPQz\nCYT7MNuzKEGrgVOAaZIukrRmF+eMt/2/tl+2fTtwLiWQbDq0zi7fBtwGvKeDpvYELrV9aW3rCmAi\nsKPtF4Dzax0kbQSsS0nj6MzP66z1bcBU4OuLMN5DbM+1Pa9x7ADgm8AY2/d3ci9Otj3a9uhhozbt\nYmgRERHRHyUQ7uNs3217nO3hlHSCYcBxndWXtLmkqyRNk/QsZdZ4aLtqTzTePwcM6qCpkcCnalrE\nzBrEbgW0PeR2OvBZSQL2Ai6oAXJnvmp7iO11bO9he9oijHdyB+19E/iF7ce66DMiIiIGsATC/Yjt\ne4DTqPm1lJni9s6hpC6MsD2YkkesxehuMnBmDV7bXivZPrKO5UbgRWBr4LO0kBbRiVbG29F1bgd8\nX9Kui9lvRERE9HN5yr4Pk7QBJW/2fNuPSRoB7A7cWKs8CQyXtILtF+uxlYEZtp+X9H5KkHr5YnR/\nFnCLpO2BvwDLAx8A7m/Mwp4BnADMt724y7gt7njvBD4KXCbpJdsXdVU5a+RGREQMPJkR7ttmA5sD\nN0maSwmA7wAOrOVXUgLCJyRNr8f+AzhM0mzgYOCCxenY9mTgE8B3gWmUGeJvsvDP1JmU2enFnQ1e\novHWHOedgFMk7bAEY4iIiIh+SHZHf1WOWHKS3gw8BWxq+77eHk838kWIiIjoP1pK+8yMcCxNXwZu\n6QNBcERERAxAyRGOpULSw5Tfxtqv+RsRERGxTEhqRESRL0JERET/kdSIiIiIiIjOJBAOACSNl/TF\n3h5HRySdJunHXZTPkbTe6zmmiIiI6PuSI7wMk7QVcBSwEbAAuBs4wPYtS9juIcD6tvdcgjZWAQ4D\n/h14K2U3uouBH9ue3tW5Pc12RzvfLZIxYw9epPpZdzgiIqLvy4zwMqoGmhcDx1MCzXWAQ4Gutil+\nXUhaAfgrJUD/KLAKsCXwNPD+XhxaRERERMsSCC+7RgHYPtf2AtvzbF9u+3YASctJ+r6kRyQ9JekM\nSYNr2RgANp6SAAAgAElEQVRJjzUbk/SwpA9L+ihlE4xP15SC2xrVRkq6TtJsSZdLGtrJ2MYCbwP+\nzfZdtl+2/ZTtH9m+tPb3HUkP1LbukvRvjbGMq/0cK2mmpAclbVmPT67X87l2fQ6VdEVtb4KkkY32\nLGn9+n5FSUdLelTSk5JOqusZR0RERCwkgfCyaxKwQNLpknaQtGq78nH19UFgPWAQZTvjLtn+M/AT\nyrbMg2y/p1H8WWBvYA1gBeAbnTTzYeDPtud00dUDwNbAYMpM9lmS1m6Ubw7cDqwGnAOcB2wGrA/s\nCZwgqZnysAfwI2Ao8A/g7E76/Snll4hNalvrUHakew1J+0iaKGnilEm3dnEpERER0R8lEF5G2Z4F\nbEVZ1usUYJqkiyStWavsAfzM9oM1ID0I+IykJcn7PtX2JNvzKFsZb9JJvdWAqd2M/9e2p9TZ4vOB\n+1g4beIh26faXgCcD4wADrP9gu3LgRcpgWybS2xfbfsF4HvAFpJGNPuUJOBLwH/anmF7NiXo/0wn\nYzzZ9mjbo4eN2rSry4mIiIh+KIHwMsz23bbH2R4ObAwMA46rxcOARxrVH6E8/Lgmi++JxvvnKLPM\nHXkaWLuTMgAkjZX0j5r6MJMy/maqxZON9/MAbLc/1ux/ctubGvjPoNyDptWBtwB/a/T753o8IiIi\nYiEJhPsI2/cAp1ECSoApwMhGlbcB8ykB5lxKQAiApDewcDC4pJtH/AXYXtJKHRXW/N1TgP2B1WwP\nAe6gxcWtO/HK7G9NmXgr5R40TacE0BvZHlJfg3tiVYmIiIjof7J82jJK0gbAxyi5vI/VNIDdgRtr\nlXOBb0v6EzCNV/N+50uaBLxJ0seAyykPx63YaP5J4COSlrP98mIM70xgX+BCSQdQ8plXrcf+ATxM\nCban1WvZm1cD+MW1Y11O7mZKrvBNtic3K9h+WdIpwLGS9rf9lKR1gI1tX9ZV41kOLSIiYuDJjPCy\nazblgbKbJM2lBMB3AAfW8v+hBKRXAw8BzwNfAbD9LPAfwC+BxykzxM1VJH5d/31a0iI/JVbzdD8M\n3ANcAcyiBKhDKQHqXcAxwA2UoPufgesWtZ92zgF+SEmJeB8lR7oj3wbuB26UNIsye/3OJew7IiIi\n+iHZS/pX8oh+IV+EiIiI/qOldMzMCEdERETEgJRAOCIiIiIGpATCERERETEgJRCOiIiIiAEpgXA/\nIWmcpGt7qW9LWr/7mhERERHLjqwj3MfUtXSPAjYCFgB3Awf06qD6gTFjD+7tIfRZWYM5IiL6qgTC\nfYikVYCLgS8DFwArAFsDL/TmuCIiIiL6oqRG9C2jAGyfa3uB7Xm2L7d9e1sFSUdLekbSQ5J2aBzf\nW9LdkmZLelDSvo2y16RVNNMdJK0m6Y+SZkm6RdKPO0jD+LCk+2rfv5CkZttdjGuwpF9Jmirp8dr2\nG2rZ+pImSHpW0nRJ59fjknSspKdq2e2SNpa0maQnJb2x0f6ukv7RA/c+IiIi+pkEwn3LJGCBpNMl\n7SBp1XblmwP3UnZ4Owr4VVtACjwF7ASsAuxN2YZ40xb7/QVld7q1gM/VV3s7AZsB7wF2A7ZvcVyn\nA/OB9YH3AtsBX6xlP6JsEb0qMBw4vh7fDtiG8ovBEODTwNO2bwGeBj7S6HtPyg58EREREQtJINyH\n2J4FbEXZBe0UYJqkiyStWas8YvsU2wsoAebawJr13EtsP+BiAiXA3Lq7Puvs7K7AD20/V7dPPr2D\nqkfanmn7UeAqYJNGWYfjquPeATjA9lzbTwHHAp+p570EjASG2X7e9rWN4ysDG1B2R7zb9tRadjol\n+EXSWykB+TmdXNs+kiZKmjhl0iLvNB0RERF9XALhPqYGfeNsDwc2BoYBx9XiJxr1nqtvBwHUGeQb\nJc2QNBPYkTJD253VKbnkkxvHJndQ74nG++fa+u1mXCOB5YGpkmbWcf03sEat8y3KFok3S7pT0udr\nG1cCJ1Bmqp+UdHLNnwY4C9hZ0iDKzPQ1jSB5IbZPtj3a9uhho1qdHI+IiIj+IoFwH2b7HuA0SkDc\nKUkrAhcCRwNr2h4CXMqr+3DPBd7SqL9W4/RplNSF4Y1jI5Z07NVkyoN+Q20Pqa9VbG8EYPsJ21+y\nPQzYFzixLW/Z9s9tv4+yesYo4Jv1+OPADcC/AXuRtIiIiIjoRFaN6EMkbQB8DDjf9mOSRgC7Azd2\nc+oKwIrUoLY+rLYdcEctvw3YSNImwD3AIW0n2l4g6bfAIZK+CLwNGAs8uqTXY3uqpMuBYyT9AJgD\nvB0YbnuCpE8BN9h+DHiGkhKyQNJmlF/ibqUE8c9TlpJrcwbwHcqM8+9aGUuWAIuIiBh4MiPct8ym\nPHh2k6S5lAD4DuDArk6yPRv4KmXJtWeAzwIXNconAYcBfwHuA9qvCLE/MJiS4nAmcC49t2TbWEqg\nflcd228oOcRQHr67SdKcOt6v2X6I8sDfKbX+I5QH5I5utPk7ahBse24PjTMiIiL6Gdnu7TFEHyPp\np8BatjtaPWKZIOkBYF/bf2nxlHwRIiIi+g91XyUzwtECSRtIenddv/f9wBdoMeWgN0jalRLYXtnb\nY4mIiIhlV3KEoxUrU9IhhlHWIz4G+EOvjqgTksYD7wL2sv1yLw8nIiIilmFJjYgo8kWIiIjoP5Ia\nERERERHRmQTC0SVJJ9WlzZA0RtJjvT2m7kh6WNKHe3scERERsWxLjvAAJ+lhyjbMCyjr+P4Z2N/2\nHADb+70OYzgE+B5lSbb5lKXUDrR9w9Luu82YsQcvtbazRnFERMSyKTPCAbCz7UHAJsB7gYN6YQzn\n1zGsTlnH+LeSWsrvaSMpv9hFREREyxIIxytsPwFcRgmIAZB0mqQfd1Rf0jBJF0qaJukhSV+tx9eS\n9Jyk1Rp131frLd/NGF4CTgfWAlaT9A5JV0p6WtJ0SWdLGtJo92FJ35Z0OzC3fTBcl357SNJnFv2O\nRERERH+WQDheIWk4sANwfwt1lwP+SNmeeR3gQ8ABkravAfV4YLfGKXsC59VAt6t2VwTGAY/Znk55\n6vMIytJtGwIjaGwBXe1O2Xp6iO35jbY2BS4HvmL7vO6uKSIiIgaWBMIB8HtJs4HJlHWCf9jCOZsB\nq9s+zPaLth+kbHvcNvN6OiX4RdIbKMHqmV20t5ukmXUM7wN2AbB9v+0rbL9gexrwM2Dbduf+3PZk\n2/Max7ambMv8OdsXd9ShpH0kTZQ0ccqkW1u45IiIiOhPEggHwC62VwbGABsAQ1s4ZyQwTNLMthfw\nXcqDd1A23HiXpPWAjwDP2r65i/YusD3E9hq2/9X23wAkrSHpPEmPS5oFnNXB+CZ30N5+wPW2r+qs\nQ9sn2x5te/SwUZu2cMkRERHRnyQQjlfYngCcBhzdQvXJwEM1eG17rWx7x9rW88AFwB7AXnQ9G9yV\nIyibXbzb9iqUWeb2D9F1tBnGfsDbJB27mP1GREREP5dAONo7DviIpE26qXczMKs+qPZmSW+QtLGk\nzRp1zqDk+36cMpO7OFamLOs2U9I6wDdbPG828FFgG0lHLmbfERER0Y9lualYiO1pks4AfgDs2kW9\nBZJ2Bo4BHgJWBO4Fvt+oc52kl4FbbT+8mEM6lBJQP0t5iO9M4D9bOdH2TEkfAa6S9JLtH3RWN2v9\nRkREDDyyO/qrckTPkHQlcI7tX/b2WLqRL0JERET/0dJeBAmEY6mpaRJXACNsz+7t8XQjX4SIiIj+\no6VAODnCsVRIOh34C3BAHwiCIyIiYgDKjHBEkS9CRERE/5EZ4YiIiIiIziQQjoiIiIgBKcun9SBJ\nb6ZsIrENcLntT/XykFoiaV3KEmjL254vaTxwlu1fStqDsk3xdr04xMXS/rq6qjtm7ME92neWY4uI\niFj2DcgZYUkPS5onaY6kJySdJmlQDzT9ScoWw6v1RhAsaXtJV0uaLWmapAmSPr4kbdo+uy8GwRER\nERHdGZCBcLWz7UHAJsB7gYN6oM2RwKTOZh8lLbUZeEmfBH5N2XxiOCUgPxjYeWn1GREREdGXDeRA\nGADbTwCXUQJiJK0o6WhJj0p6UtJJNeUBSWMkPSbpQElPSZoqae9adigl8Px0nWn+gqRxkq6TdKyk\nGcAhte7nJd0t6RlJl0ka2daGpOPr++UlzZV0VP38ZknPS1q1/TVIEvAz4Ee2f2n7Wdsv255g+0u1\nznKSvi/pkTr2MyQN7u7+1Gu4tvHZkvaTdF8d/y9q/9Rtlo+RNF3SQ5L2r/XfKOmDkv630c5fJN3c\n+HytpF3q+w0ljZc0U9KdzVltSYPr2KfVa/m+pOUa/R9d+38Q+Fh31xcRERED14APhCUNB3agbN8L\n8FNgFCUwXh9YhxLgtlkLGFyPfwH4haRVbf8Q+Alwvu1Btn9V628OPAisARxeg73vAv8OrA5cA5xb\n604AxtT3mwFPANvWz1sA99p+poPLeCcwAvhNF5c6rr4+CKwHDAJO6KJ+V3aq43sPsBuwfT3+Jcq9\n3ATYFNilcc4NwPqShtaZ8Y2B4ZJWrr9ovA+4RtLywB+Byyn37CvA2ZLeWds5nnL/16Pcm7HA3o3+\nd6LM8I+mpKp0StI+kiZKmjhl0q2LdSMiIiKi7xrIgfDvJc0GJgNPAT+sM5tfAv7T9oy6EcRPgM80\nznsJOMz2S7YvBeZQAtHOTLF9vO35tucB+wJH2L67plD8BNikzgrfAPyTpNUoD9z9Clin5i9vSwmU\nO7Ja/XdqF+PYA/iZ7Qdtz6GkgnxmMdM1jrQ90/ajwFXU2XRKUPxfth+rAfuRbSfYfh6YWK9rNHA7\ncC3wL8AHgPtsP13fD6p9vGj7SuBiYHdJbwA+DRxke7bth4FjgL0a/R9ne7LtGcARXV2E7ZNtj7Y9\netioTRfjNkRERERfNpAD4V1sr0yZgd0AGEqZoX0L8Lf6Z/mZwJ/r8TZPt8sBfo4SuHVmcrvPI4H/\narQ/g7Lo8zo1UJ5ICXq3oQS+11OCxVcC4ZquMae+vgs8Xdteu4txDAMeaXx+hLJqyJpdnNOZJxrv\nm9c/jIWvt/21t814t13beMp1NYP8YcBk2y+3G+s6lP+jFTq4jnU66b9ZLyIiImIhAzkQBsD2BOA0\n4GhgOjAP2Mj2kPoaXB+qW+wu2n2eDOzbaH+I7Tfbvr6WTwD+lfLn/Vvq5+2B9wNX1zHvV9MvBtn+\nCXBvbXfXLsYxhRKEt3kbMB94cgmurb2plAf12oxoV94+EJ7AawPhKcCItrzfxlgfp/z/vMRrr+Px\nRv8j2pVFREREdCjrCBfHAQ8D7wZOAY6VtL/tpyStA2xs+7Ie6usk4EeS/mH7zvrA2na2f13LJ1By\nfW+x/aLKmr5HAA/ZntZRg7Yt6evAryQ9DVxISdnYEhhrex9KHvK3Jf0JmMar+czz67NuPeEC4GuS\nLgHmAt9uV349JY1kLeDmen0jgVUpKQ8AN9VzvyXpGMps+M7AZrYXSLqAkms9Fngr8HXKLzFt/X9V\n0sW1je+0OvCs+xsRETHwDPgZYYAaYJ4B/IASvN0P3ChpFvAXus4BXtS+fkd5IO+82v4dlAfM2lwP\nvJk6+wvcBTzf+NxZu7+hBJOfp8yqPgn8GPhDrfI/wJm1nYdqm19Z8itayCmUh9xuB/4OXEqZdV5Q\nxzgXuBW40/aL9ZwbgEdsP1XrvAh8nHJPpgMnUoL5e2r9r1CC3AcpOcbn1Gtr6/8y4Lbaz297+Poi\nIiKiH5Hd/i/3ET1D0g7ASbZHdlu59+WLEBER0X+09OfuzAhHj6lrHe9Y1w1eB/gh8LveHldERERE\nRzIjHD1G0lsoOc4bUB46vAT4mu1ZvTqw1uSLEBER0X+0NCOcQDiiyBchIiKi/0hqREREREREZxII\nR4+TZEnrL0L9OZLW66RsnKRre250EREREUXWEY4OSRoHHAi8A5hFeejtINsze7qvJdywpEeMGXtw\np2VZYzgiIqJ/yoxwvIakAylrHX8TGAx8gLKb2xWSVujBfvKLWERERPSaBMKxEEmrAIcCX7H9Z9sv\n2X4Y2I0SDO8p6f2SbpA0U9JUSSd0FiBL2krSZEkfrJ8t6f9Iug+4r3Fs/fp+NUkXSZol6WbKjHSz\nve0k3SvpWUknSpog6YuN8s9LulvSM5IuqzvXRURERLxGAuFob0vgTbTblc32HOBPwEcoO8X9JzAU\n2AL4EPAf7RuStD1la+ddbV/VKNoF2Bx4Vwf9/4Ky693alF3yPt9obyhl++mDgNWAe+t428p3Ab4L\n/DuwOnBN7b9DkvaRNFHSxCmTbu2sWkRERPRTCYSjvaHAdNvzOyibCgy1/TfbN9qeX2eL/xvYtl3d\nTwEnAzvavrld2RG2Z9ie1zwo6Q3ArsDBtufavgM4vVFlR8r2zL+t4/s58ESjfN/a9t21/CfAJp3N\nCts+2fZo26OHjdq00xsSERER/VMC4WhvOjC0k/zdtYHpkkZJuljSE5JmUQLOoe3qHgBcYPt/O2hn\ncid9r055gLNZ/kjj/bBmmcsi2I81ykcC/1VTNmYCMyjrCK7TSX8RERExgCUQjvZuAF6gpBe8QtJK\nwA7AX4H/B9wD/JPtVSjpCO0Xrv4UsIukAzroo7PNK6YB84ERjWNva7yfCgxvjEnNz5QgeV/bQxqv\nN9u+vpP+IiIiYgDLU/uxENvPSjoUOL7O9v6VMqN6ImX29UxgH8qSanMkbQB8mRLENk2h5A6Pl/Si\n7RNb6HuBpN8Ch0j6PLAu8Dng4VrlEuCEmgt8MbAfsFajiZOAH0n6h+07JQ0GtrP96+76zhJpERER\nA09mhOM1bB9FmeU9mhLw3kSZbf2Q7ReAbwCfBWYDpwDnd9LOo5Rg+NvNlR26sT8wiJL7expwaqO9\n6ZSZ5qOApykP202kzGBj+3eUZd/Oq0H8HZRZ7IiIiIjXUEmzjOh7JC1HmaXeo92qFIsjX4SIiIj+\no33KZocyIxx9iqTtJQ2RtCKv5ibf2MvDioiIiD4ogXD0NVsAD1BWt9gZ2KX9MmwRERERrUhqRESR\nL0JERET/kdSIiIiIiIjOJBCOxSZpnKRre3scEREREYsj6wj3IkkPU3ZLG1aXBms7/g/gPcDb6xbG\nS6v/dYGHgOU72VIZSYcA36MsUTYfuAs40PYNS2tcPUXSacBjtr/fXd0xYw9e+gOKHpE1nyMioqdk\nRrj3PQTs3vZB0j8Db+694XTofNuDKFsgXwv8tu7qFhEREdFnJRDufWcCYxufPwec0awgabCkMyRN\nk/SIpO/XNXSRdIiksxp115VkSW+sn8dL+pGk6yTNlnS5pKG1+tX135mS5kjaoquB2n4JOJ2ym9tq\n7cslbSDpCkkzJN0rabdG2cck/V3SLEmT60xzW9mbJJ0l6WlJMyXdImnNWra3pLvr2B+UtG/jvDGS\nHpN0oKSnJE2VtHct2wfYA/hWvbY/dnVtERERMfAkEO59NwKrSNpQ0huATwNntatzPDAYWA/YlhI4\n770IfXy21l8DWIGyMxzANvXfIbYHdZfuUNfuHUdJN5jermwl4ArgnNrP7sCJkjaqVebWcQ8BPgZ8\nuW6VDCX4HwyMoATY+wFtS6I9BewErFKv4VhJmza6Xqueuw7wBeAXkla1fTJwNnBUvbadu7xDERER\nMeAkEF42tM0KfwS4B3i8raARHB9ke3bNGT4G2GsR2j/V9qS63u4FwCaLOL7dJM2kbLP8PmCXDurs\nBDxs+1Tb823fClwIfBLA9njb/2v7Zdu3A+dSgnqAlygB8Pq2F9j+m+1Z9bxLbD/gYgJwObB1o9+X\ngMNsv2T7UmAO8M5WLkrSPpImSpo4ZdKti3ZHIiIios9LILxsOJMyazuOdmkRwFDKLO4jjWOPUGZA\nW/VE4/1zwKD/z969x20+1fsff73JsRkmhzCOSVPKjq3R0WGiEtJpVxQGJdSv1O6kgy2UtP1ICbuN\ncprEdNiFtMNPM84xCYUSZqZhDIOZMYZxGO/fH2tdfOdyH657Tjf39X4+Htdjru93rfVda32v++Zz\nr2t91xpg+8bbHmH75bZ3tP2nHvJsDLypTm2YXQPnvSgjtkh6k6Q/1Okdcyijvq0pGucAvwfOkzRd\n0rGSVqjldpF0XZ1uMRvYtVEO4KG2B/067p/tU22Ptj165Kit+y8QERERQ0oC4RcA21MpD83tCvyq\nLflByqjnxo1zG/HcqPE8YNVG2roDqXpgLe3TNGBiDZhbr2G2P1XTzwUuADa0vTrwI+pi13U090jb\nrwXeShldHlunYvwSOA5Yx/YI4GI6XCSbbJIRERERfcjyaS8cnwBeZnte60E3ANsLJI0HjpY0FlgD\n+AIlOAS4CThU0kbAHOBrA6hzJvAMZe7xHYvZ/ouA70raBzivntsKeNT27cBw4GHb8yW9kTICfgmA\npLdTAv7bgEcogf8Cykj4SrWdT0vaBXgX8NcO23R/7Vu/siRXRERE98mI8AtEnQc7qZfkz1JGfu+m\nLF92LvCTWu5S4HzgFuBPlIC00zofA44Grq7TGd68GO2fSwlS9wSmU6Zj/CclkAX4NHCUpLnA4ZS5\nyi3rAr+gBMG3AxOBcfWah9S8syjB8wUDaNaPgdfWvv16EbsWERERQ5TsfHscQaZRREREDCUdTaPM\niHBEREREdKUEwhERERHRlRIIR0RERERXSiAcEREREV0pgXC8aEkaI+mewW5HREREvDhlHeHomKQp\nwEhgpO0HG+dvArYEXlG3gH7RGTP28MFuQtYyjoiIWMYyIhwDNRn4aOtA0r8AqyzKhZobh0REREQs\nawmEY6DOAcY2jvcFzm4dSNpN0p8lPSJpmqQjGmmbSLKkT0j6J3B549yBkqZLuk/SFxtlVpL0/Zo2\nvb5fiR5IGinpl5JmSpos6ZAl3vuIiIgYMhIIx0BdB6wmaXNJywN7AOMa6fMogfIIYDfgU5Le33aN\nHYDNgZ0b594OvIqyO91XJb2jnv8G8GbKds1bAm8EDmtvlKTlgAuBm4H1gZ2Az0vauT1vREREBCQQ\njkXTGhV+J/A34N5Wgu0Jtv9i+xnbtwA/owS+TUfYnmf78ca5I+u5vwBn8Nz0i72Ao2w/YHsmcCSw\nTw9t2gZY2/ZRtp+0fTdwGmXL5x7VUehJkiZNv+PGgfQ/IiIihoAEwrEozgE+BuxHY1oEgKQ3SfpD\nnZ4wBzgYWKut/LQertk8N5XyUB7136m9pDVtDIyUNLv1Ar4OrNNbJ2yfanu07dEjR23dW7aIiIgY\nohIIx4DZnkp5aG5X4FdtyecCFwAb2l4d+BHP3+/bPVx2w8b7jYDp9f10SpDbU1rTNGCy7RGN13Db\nu3bSp4iIiOg+CYRjUX0C2NH2vLbzw4GHbc+X9EbKyHEn/kPSqpJeB+wPnF/P/ww4TNLaktYCDmfh\nOckt1wOPSDpU0iqSlpe0haRtBtyziIiI6ApZvioWie27ekn6NHC8pJOAicB4yoNz/ZkI3En54+w4\n25fU898GVgNuqcc/r+fa27NA0u7A8ZTR6pWAv9PDg3U9yRq+ERER3Ud2T99SRywbkjahBK4r2H56\nEJuSX4SIiIiho31aZo8yNSIiIiIiulIC4YiIiIjoSpkaEVHkFyEiImLoyNSIiIiIiIjeJBCORSJp\nI0mP1m2WB1r2R5L+o74fI+meJd/CiIiIiL5l+bTok6QpwAG2L6vHewL/Bbzf9rBGvgnAONun93dN\n2wcvndYuujFjDx/sJvQpy7tFREQseRkRjo5J2hc4GdjN9sTBbk9ERETE4kggHB2RdCBls4qdbV8j\naRNJlvQSSUcD2wEn1ekSJ6k4QdIDkuZIukXSFvVaZ0p63qYYNe2rku6SNFfSbZI+0EjbT9JVko6T\nNEvSZEm7NNJHSrpA0sOS7pT0yaV7VyIiIuLFLFMjohOfArYFdrJ9c3ui7W9IehuNqRGSdga2B0YB\nc4DXALM7qOsuSlA9A/gwME7SZrbvq+lvAs4C1gIOBH4saX2X5U9+BtwKjKz1XSrpbtv/bxH7HRER\nEUNYRoSjE+8ErgP+MoAyTwHDKQGpbN/eCGZ7Zfvntqfbfsb2+cA/gDc2sky1fZrtBZSAeD1gHUkb\nUoL1Q23Pt30TcDqwT291STpQ0iRJk6bfceMAuhYRERFDQQLh6MTBlJHd0yV1tC6f7cuBkyhziu+X\ndKqk1forJ2mspJskzZY0G9iCMvrbMqNRx2P17TDKKPDDtuc28k4F1u+jjafaHm179MhRW3fSrYiI\niBhCEghHJx4AdqJMWTillzzP25DC9om23wC8jhJIf7mvSiRtDJwGfAZY0/YI4K90tij2dGANScMb\n5zYC7u2gbERERHShBMLREdvTgR2Bd0s6oYcs9wObtg4kbSPpTZJWAOYB84EF/VTzUkpAPbNeY3/K\niHAn7ZsGXAMcI2llSa8HPgH8tJPyERER0X3ysFx0zPY0STsCVwDrtiX/ADhL0qeAc4DfACdQguP5\nwO+B4/q5/m2SjgeuBZ4BzgauHkATPwr8iDI6PAv4pu1LOymYdXojIiK6j8rD9hFdL78IERERQ0dH\nzzRlakREREREdKUEwhERERHRlRIIR0RERERXSiAcEREREV0pgXBEREREdKUsnxYDJmkj4DZgddsL\nJE0Axtk+XdJ+wAG2tx3MNg7UmLGHL5HrZBm2iIiIF4+MCEevJE2R9I7G8Z6SZgGvsD3Mdn8bZERE\nRES8YCUQjo5I2hc4GdjN9sSlVEe+oYiIiIhlJoFw9EvSgcDxwM62r5G0iSR3ErhK+oGkaZIekfQn\nSds10o6Q9AtJ4yQ9AuxXz42XdLakuZJulTS6UWakpF9KmilpsqRD6vl1JT0mac1G3jfUfCss0RsS\nERERQ0IC4ejPp4BvATvZnrQI5W8AtgLWAM4Ffi5p5Ub6+4BfACOAn9Zz7wXOq+cuAE4CkLQccCFw\nM7A+sBPweUk7254BTAA+0rj23sB5tp/qqWGSDpQ0SdKk6XfcuAhdi4iIiBezBMLRn3cC1wF/WZTC\nthM6JS8AACAASURBVMfZfsj207aPB1YCXt3Icq3tX9t+xvbj9dxVti+uc5DPAbas57cB1rZ9lO0n\nbd8NnAbsWdPPogS/SFoe+Ggt31vbTrU92vbokaO2XpTuRURExItYAuHoz8HAKOB0SR3t290k6YuS\nbpc0R9JsYHVgrUaWaT0Um9F4/xiwcp2GsTEwUtLs1gv4OrBOzfsb4LWSNqUE8HNsXz/QNkdERER3\nyMNJ0Z8HKFMQJgKnUKZKdKTOBz60lr/V9jN11YlmQO0BtGUaMNn2q3pKtD1f0nhgL+A19DEaHBER\nEZFAOPple7qkHYErJJ0A/KDDosOBp4GZwEskfRVYbTGacj3wiKRDgROBJ4HNgVVs31DznF1fLwe+\n0emFs/5vRERE98nUiOiI7WnAjsCHgGM6LPZ74HfAHcBUYD49T4XotA0LgN0pD99NBh4ETqdMt2jl\nuRp4BrjR9pRFrSsiIiKGPtkD+WY64oVP0uXAubZPH0Cx/CJEREQMHR0915RAOIYUSdsAlwIb2p47\ngKL5RYiIiBg6OgqEMzUihgxJZwGXAZ8fYBAcERERXSgjwhFFfhEiIiKGjowIR0RERET0JoFwLDWS\nfidp30UoN0HSAR3mnSLpHQNvXURERHS7BMJdrD2IlLSnpFmSdlgS17e9i+2zlsS1lrYxYw9nzNjD\nB7sZERERsQwlEA4A6sjtycButicOoJwkLdffuYiIiIgXmgQrgaQDgeOBnW1fU8+9WdI1kmZLulnS\nmEb+CZKOlnQ18BiwaR/nDqhlNpM0UdIcSQ9KOr9xvXdK+ltNO4nGBHdJr5R0uaSHarmfShrRSz+W\nk/RVSXfV/OMlrbHk71hEREQMBQmE41PAt4CdbE8CkLQ+8Fvg28AawJeAX0pau1FuH+BAyjbKU/s4\n1/It4BLgZcAGwA9rXWsBvwQOA9YC7gLe1ignyk52IynbKW8IHNFLXw4B3g/sUPPPooxy90jSgZIm\nSZo0/Y4be8sWERERQ1QC4XgncB3wl8a5vYGLbV9s+xnblwKTgF0bec60favtp20/1ce5lqeAjYGR\ntufbvqqe3xW4zfYvapnvAzNahWzfaftS20/Yngl8jxLo9uQg4Bu277H9BCVg/pCkl/SU2faptkfb\nHj1y1NZ93aOIiIgYghIIx8HAKOB0Sa0pCRsDH67TImZLmg1sC6zXKDeth2v1dK7lK5TR3esl3Srp\n4/X8yGY5l4Wtnz2W9HJJ50m6V9IjwDjKyHFPNgb+p9Hm24EFwDp9tCsiIiK6VALheADYCdgOOKWe\nmwacY3tE4/VS299tlOtpA4peN6WwPcP2J22PpIzcniJpM+A+ynQHoDxo1zymTIsw8Hrbq1FGq3tb\nJHsasEtbu1e2fW8f/Y+IiIgulUA4sD0d2BF4t6QTKKOuu0vaWdLyklaWNEbSBotah6QPN8rPogS3\nCyhzkV8n6YN1CsMhwLqNosOBR4HZde7yl/uo5kfA0ZI2rnWuLel9nbRvwtlHMeHsowbUp4iIiHhx\nSyAcANieRgmGPwR8Gngf8HVgJmWk9css3s/LNsAfJT0KXAB8zvZk2w8CHwa+CzwEvAq4ulHuSGBr\nYA4laP5VH3X8oF77EklzKXOf37QYbY6IiIghTGVKZkTXyy9CRETE0NHbNMqFZEQ4IiIiIrpSAuGI\niIiI6EoJhCMiIiKiKyUQjoiIiIiu1DWBsKTfSdp3sNuxrEnaRJJ7210tIiIiolsNSnAkaQpwgO3L\n6vGewH8B77c9cWnUaXuXJXEdSZsAk4EVbD+9JK7ZQx0rUpYu24uy89pM4HLgKNtTlkadAyFpPeDb\nlO2RhwH3AucDx9qe10/ZCcA426c3zhl4le07l1qj+zFm7OGDVfWgybrJERHR7QZ9RLiO0p4M7La0\nguAXoV8A7wU+BqwObAn8ibID3DLT0yiypDWAa4FVgLfYHg68ExgBvHJZti8iIiJicQxqICzpQOB4\nYGfb1zTOv1nSNZJmS7pZ0phG2gRJ35J0taS5ki6RtFZNW1nSOEkP1bI3SFqnUe6A+n4/SVdJOk7S\nLEmTJe3SqOMVkq6o179M0smSxtXkK+q/syU9KuktkpaTdJikqZIekHS2pNXrtVpTE/aV9E9JD0r6\nRh/35B2UwPJ9tm+w/bTtObZPtv3jmmd1ST+WdJ+keyV9W9LyNW352q8HJd0N7NZ2/f0l3V77drek\ngxppYyTdI+lQSTOAM3po4heAucDerdFp29Nsf872LfU6b633fk799631/NGUrZxPqvfuJEmt+3lz\nPbeHpJdJukjSzPr5XNTc1a6fz6fPn5+IiIiIlsEMhD8FfAvYyfak1sm6je5vKV+9rwF8CfilpLUb\nZT8G7A+8HFix5gHYlzKCuiGwJnAw8Hgv9b8J+DuwFnAs8GNJrcWXzwWur9c4AtinUW77+u8I28Ns\nXwvsV19vBzalTBc4qa2+bYFXU0Z1D5e0eS/tegdwfd3prTdnAU8DmwH/CrwLOKCmfRJ4Tz0/mrJT\nXNMDNX01yj08QdLWjfR1Kfd9Y+DAXtr3K9vP9NSwOmL8W+BEyv37HvBbSWva/gZwJfCZeu8+Y7t1\nP7es586n/FyeUduwEeUzbN7PXj+fDn9+IiIiIgY1EH4nZQvcv7Sd3xu42PbFtp+xfSkwiTIfteUM\n23fYfhwYD2xVzz9FCY42s73A9p9sP9JL/VNtn2Z7ASWwXA9YR9JGlO2AD7f9pO2rKNv29mUv4Hu2\n77b9KPA1YM+2qQVH2n7c9s3AzZTpDj1ZE7ivt4rqCPcuwOdtz7P9AHACsGfN8hHg+3WU9mHgmGZ5\n27+1fZeLicAllFHalmeAb9p+ot7fAbWPMgL9D9vn1NHsnwF/A3bvo8xCbD9k+5e2H7M9Fzga2KH2\nv7/Pp5OfH+q1DpQ0SdKk6Xfc2GnzIiIiYogYzED4YGAUcHpjJBbKKOCH69fasyXNpoymrtfIM6Px\n/jHKCCzAOcDvgfMkTZd0rKQVeqn/2WvYfqy+HUZ5OO3hxjmAvkZnqWWmNo6nUh5EXKe/NtfpAK3X\nRsBDLNzXdhsDKwD3Ne7Pf1NGx1ttaba32S4k7SLpOkkP17K7UkbFW2bant9H/f21r/1etNqwfh9l\nFiJpVUn/XaeaPEKZjjKiTv/o7/Pp5OcHANun2h5te/TIUVu3J0dERMQQN5iB8AOUaQLbAac0zk8D\nzrE9ovF6qe3v9ndB20/ZPtL2a4G3UqYAjB1gu+4D1pC0auPchs1qeigznRKAtWxEmbpwfwdtHtZ4\n/RO4DHhjc05sm2nAE8Bajfuzmu3XNdrfbO9GrTeSVgJ+CRwHrGN7BHAxC+/H3VP/mi4DPiCpt5+d\n9nvRasO9HV4f4IuUaSRvsr0az01HEf1/Pov88xMRERHdZVDXlrU9XdKOwBWSTrD978A44AZJO1OC\nrhWANwN32r6nr+tJejvwIHAb8AhlqsSCAbZpqqRJwBGSDgPeQPla/8KaZSZl+sCmwB313M+AQyX9\nrqZ/Bzjf9tMLD3Z3VP9lki4F/kfSwZRpFKtQpl88afsnki4Bjpf0H8CjwCuADepUh/HAIZIuAuYB\nX21cfkVgpdrGp1UeEHwX8NcBNPF7lOkHZ0k6rN6v9SnB65mUwPqHkj5W2/JvwGuBi2r5+yn3rql1\nrrV82nDKvODZdc7xNxv3p7/PZ5F+frKUWERERPcZ9OXT6kNhOwIfknRMPX4fZR3dmZQRvi/TWVvX\npSw99ghwOzCREhgN1F7AWyjTAL5NWSP3idrexyhzVq+uX72/GfgJZVrGFZQ1hucDn12Eels+RAko\nzwfmUALV0ZTADsoo94qUgH8Wpc+tr/5Po0wPuRm4EfhV66J1vu0hlAB1FuWhw/7mPy+kzjt+K+WP\njD9Kmgv8v9rOO20/RBmJ/yLl/n0FeI/tB+slfkD5rGdJOrGeO4ISWM+W9BHg+5Tg/0HKPPL/bWtG\nX5/P4vz8RERERBeR3ck31d1N0vnA32x/s9/Mscwtoc8nvwgRERFDR0dfyWeUrAeStpH0SpX1gd9N\nGWH89WC3K4p8PhEREbEkDOoc4RewdSlTCtYE7gE+ZfvPg9ukaMjnExEREYstUyMiivwiREREDB2Z\nGhERERER0ZsEwi9ykraT9PfBbsfSJGmjuuHI8oPdloiIiBg6MjViKZE0BTjA9mWNc/vVc9suxnUN\nvMr2nf1mXookbQscC7yOslbz7ZRtn28YzHYtqjFjD1+ivwhZlzgiImJQdTQ1Ig/LxYBJWo2yQcan\nKGsSr0jZIfCJpVDXS2w/vaSvGxEREZGpEYNE0lcl3SVprqTbJH2gkbaZpImS5kh6sK6Ti6Qrapab\n61SBPSSNkXRPo+wUSV+SdEstf76klRvpX5F0n6Tpkg6QZEmb1bRda1vmSrpX0pd6af4oANs/s73A\n9uO2L7F9S73OEZKe3chE0ia1npfU4wmSviXp6lrXJZLWasv7CUn/BC7vofx+ku6uZSdL2qtR18cl\n3V437Pi9pPbtniMiIiKABMKD6S7KKOrqwJHAOEmt3eG+BVwCvAzYAPghgO3ta/qWtofZPr+Xa38E\neDdl6+XXA/sB1DV3vwC8A9gM2KGt3I+Bg2wPB7YALu/l+ncACySdJWkXSS/rtNMNHwP2B15OGVFu\nD7p3ADYHdm6elPRS4ERgl9rOtwI31bT3U3aU+yCwNnAlZfvriIiIiOdJILx0/bpuGzxb0mzglFaC\n7Z/bnm77mRrQ/gN4Y01+CtgYGGl7vu2rBljvifXaDwMXAlvV8x8BzrB9a90q+si2ck8Br5W0mu1Z\ntm/s6eK2HwG2pSw5dhowU9IFktYZQBvPsH2H7ccp0yu2aks/wva8mt7uGWALSavYvs/2rfX8QcAx\ntm+v0ym+A2zV26iwpAMlTZI0afodPXY1IiIihrAEwkvX+22PaL2AT7cSJI2VdFMjSN4CWKsmf4Uy\nyft6SbdK+vgA653ReP8YMKy+HwlMa6Q13wP8G7ArMLVOzXhLbevv6lSMR1vTEGqwuZ/tDWrbRwLf\nXwJt7K1t1HrnAXsABwP3SfqtpNfU5I2BHzTu6cOU+7h+L9c61fZo26NHjtp6AE2PiIiIoSCB8CCo\nI5SnAZ8B1qxB8l+pTzjanmH7k7ZHUkY5T2nN411M91GmWrRs2Ey0fYPt91GmK/yaMlKL7V3qVIxh\ntn/aflHbfwPOpATEAPOAVRtZ1l2Etva6ioPt39t+J7Ae8DfKvYQSPB/U/OPD9iq2r1mE+iMiImKI\nSyA8OF5KCfRmAkjan+eCSCR9WFIrYJ1V8y6ox/cDmy5iveOB/SVtLmlV4PBGnStK2kvS6rafAh5p\n1LkQSa+R9MVWGyVtCHwUuK5muQnYvq7/uzrwtUVsb091ryPpvXWu8BPAo412/gj4mqTX1byrS/rw\nkqo7IiIihpYsnzYIbN8m6XjgWsp817OBqxtZtgG+X4PI+4HP2Z5c044AzpK0CnAg8MAA6v2dpBOB\nP9R6vwXsw3PLnu0DnKSyccXfgb17udRc4E3AFySNAGZTllP7cq3n0rrSxS3Ag8B/Au/ttJ39WA74\nInAO5Q+Em6hTTmz/j6RhwHl11H0OcCnw8/4umnV/IyIiuk821OhikjanTMlYKWv19j4VIyIiIl50\nOtpQI1MjuoykD9RpEC+jjNRemCA4IiIiulEC4e5zEGVu8l2UubWfGtzmRERERAyOTI2IKPKLEBER\nMXRkakRERERERG8SCEdEREREV8ryacuQpDHAuLobW395fwecZ/uspd6wZUzSJsBkYAXbT0uaQLkv\npy+Fugy8yvadfeUbM/bwvpJfVLIUXERERGe6bkRY0p6S/ihpnqQH6vtPS+poLsmyUndzW2pBsKSP\nSrqt7dylvZz76tJqR0RERMRg6apAWNIXgR8A/5ey7e86wMHA24AVe8i//DJt4LI1Edhc0toAkl4C\nbAms2nbuLcAVg9bKiIiIiKWkawLhukvbUcCnbf/C9lwXf7a9l+0nJJ0p6b8kXSxpHvB2SbtJ+rOk\nRyRNk3RE45qbSLKkfSX9U9KDkr7RSF+lXnNWHWndppH2VUm/aGvjD+rOb0iaIOmARtrHJd1er/X7\nunMako6U9MP6foU60n1so/75dc3ghdieDtwNbF9PbQ3cSgmQm+eWAybV621e2zVb0q2Snt0trm5n\nfLakmZKmSjpM0nI1bXlJx9X7czewWx+f0yslXS7poZr/p3X3ulb6FElfknSLpDmSzpe0ciP9y5Lu\nkzRd0sd7qyciIiKiawJhysjmSsBv+sn3MeBoYDhwFTAPGAuMoARwn5L0/rYy2wKvBnYCDq87tgF8\nE3hlfe0M7Nso8zNgV0mrwbOjzx8Bzm1vUK3v68AHgbWBK2t5KIHrmPp+G2AGsEOjz3+3PauXvl7B\nc0Hv9vW6V7Wdu872k5JWAC4ELgFeDnwW+KmkV9e8PwRWBzat9Y8F9q9pnwTeA/wrMBr4UC/tgbLc\nyTHASGBzYEPKttJNHwHeDbwCeD2wH4CkdwNfAt4JvAp4Rx/1IOlASZMkTZp+x419ZY2IiIghqJsC\n4bWAB5u7qEm6po5uPi6pFfz9xvbVtp+xPd/2BNt/qce3UALQHdqufaTtx23fDNxMmWIAJWA72vbD\ntqcBJ7YK2J4K3Ai0guodgcdsX9dD2w8CjrF9e23/d4Ct6qjwtcCrJK1JCVx/DKwvaVht58Q+7klz\n9Hc7SiB8Zdu5Vvk3A8OA79p+0vblwEXAR2sQvwfwtTrSPgU4HtincR++b3ua7YcpgW6PbN9p+1Lb\nT9ieCXyP59/vE21Pr9e6ENiqUc8Ztv9qex7PD6Db6zrV9mjbo0eO2rqvrBERETEEdVMg/BCwVp33\nCoDtt9oeUdNa92Jas5CkN0n6Q/3Kfw5lTvFabdee0Xj/GCVghDKq2bze1LZy5wIfre8/Rg+jwdXG\nwA9q0D4beJgycrq+7ccpUxd2oASwE4FrKPOenw2EJf1I0qP19fV63SuA19epE28GrrX9N2C9em5b\nnpsfPBKYZvuZtv6sX+/Him39a6V1ch+eJenlks6TdK+kR4BxLLn7HREREfGsbgqErwWeAN7XT772\nHcbOBS4ANrS9OvAjOtytBLiP8tV+y0Zt6T8HxkjaAPgAvQfC04CDbI9ovFaxfU1Nn0gZUf5X4IZ6\nvDPwRmoga/tg28Pq6zv13N3AdOBA4J+2H63Xu7aeGwa0RqinAxu25v02+nMv8CDwFCVgb0/r5D40\nHUP5DF5vezVgb5bc/Y6IiIh4VtesI2x7tqQjgVPqUmn/SxlNfD3w0j6KDgcetj1f0hspI7eXdFjt\neOBrkv5Y6/hsW5tmqqyhewYw2fbtvVznR8C3JN1k+9b64N+7bP+8pk8EfgHcUOfzTqAElJPr9IK+\nXAl8Afhp49xVwFeASXXEGeCPlPnSX5F0PGXEeXdgG9sLJI0HjpY0FlijXvO4xn04RNJF9Rp9Lcc2\nHJgDzJa0PvDlftrfNB44Q9LZwBTKHO2OZO3diIiI7tNNI8LYPpYSoH0FeAC4H/hv4FDKdIKefBo4\nStJc4HBKsNWpIylfz0+mBM/n9JDnXMpDXb2NBmP7f4D/BM6r0wX+CuzSyHINsArPTWO4DZhPZ8ue\nTaQ8/HZV49yV9dyz5W0/Cby31vsgcAowtk6lgBLkz6OsRHFV7c9PatppwO8p86dvBH7VR3uOpKxW\nMQf4bT95F2L7d8D3gcuBO+u/ERERET2S3T4TIKIr5RchIiJi6OhoWmVXjQhHRERERLQkEI6IiIiI\nrpRAOCIiIiK6UgLhiIiIiOhKCYRjqZB0emPjjoGW3VTSo/3njIiIiFh0WTUi+iVpCrAOsKBxepTt\n6YPToiVvzNjDXzS/CFnzOCIiol9ZNSKWqN0bO9MNW5wguLnNdURERMRgSSAci0TScpJ+IWmGpNmS\nJkjavJE+TtIR9f07JE2R9HVJM4DTJP1D0rsb+VeU9LCk10vaTJIbaSMknSHpPkn3SDqqtdVzPd6y\nvt9PkiWNqscHS/rFsrkjERER8WKTQDgWx0XAq4B1Kbvd9bRzXssGwDBgI8pufT8DPtpI3wWYbvuW\nHsqOAx4HXgmMBnYD9q9pVwBj6vvtKTvb7dA4nthbgyQdKGmSpEnT77ixj6ZHRETEUJRAODr16zry\nO1vSr20/Y/tM23NtzweOAN4g6aW9lH8aOML2k7Yfp2zB/H5JK9f0j9HDNtOS1gd2Av7d9mO2Z1C2\nUd6zZpnIc4HvdsAxjeMd6CMQtn2q7dG2R48ctXVndyEiIiKGjATC0an32x5RX++XtLykYyXdLekR\n4M6ab61eyt9v+8nWge2/AXcBu0kaBryHHgJhYGNgJeD+ViAOnEx5eA9KoLt9DZifBn4BbCdpM2Bl\n4C+L1euIiIgYsvLQUiyqscCuwI7AVGBNYCa9P6XZ06oMrekRqwI32Z7SQ55pwGPAGrafed5F7b9J\nehr4P8BE27MlPQx8HLjSWRYlIiIiepFAOBbVcOAJ4CFKIHv0IlzjZ5QpFevQ82gwtqdJmggcVx++\nexTYFBhp+4qa7QrgM8BB9XhCPf5mpw3JkmQRERHdJ1MjYlGdAUyvr1uBawZ6Adv3AJOANwPj+8i6\nN/BS4DZgFvBzygN6LRMpgfkVvRxHREREPE821Igo8osQERExdGRDjYiIiIiI3iQQjoiIiIiulEA4\nIiIiIrpSAuGIiIiI6EoJhAeRpP0kXTXY7VhSJE2QdEAvaZtIsqQlvmTfULuPERERsWxkHeF+SJpC\nWef2aWABZQmvs4FTe9rg4YVG0rbAscDrKO2/Hfi87RsW87pHAJvZ3nuxG/kCMGbs4b2mZY3hiIiI\noSkjwp3Z3fZwyna/3wUOBX48uE1aWE8jrZJWAy4CfgisAawPHEnZCCMiIiKiqyUQHgDbc2xfAOwB\n7Ctpi/bpAO1f09fpAAdL+oekWZJOltRc206SfihpjqS/SdqpkbC/pNslzZV0t6SDGmljJN0j6VBJ\nMygbXLQbVdv9M9sLbD9u+xLbt9RrLCfpMElTJT0g6WxJqzev37yYpCmS3iHp3cDXgT0kPSrp5ka2\njSVdXdt8iaS1erqXHfbti7Vd90nav5G+pqQLJD0i6Xrglc2bKemEWm6OpFskbdFTGyIiIqK7JRBe\nBLavB+4BtuuwyHuAbYAtgY8AOzfS3gTcDaxF2RL4V5LWqGkP1LKrAfsDJ0jaulF2XcpI78bAgT3U\newewQNJZknaR9LK29P3q6+2UbYuHASf11xnb/wt8Bzjf9jDbWzaSP1bb+nJgReBLvVymk76tThnF\n/gRwcqP9JwPzgfWAj9dXy7uA7Sl/BIyg/NHyUH99ioiIiO6TQHjRTacEoZ34ru3Ztv8J/AHYqpH2\nAPB920/ZPh/4O7AbgO3f2r7LxUTgEhYOvp8Bvmn7CduPt1dq+xFgW8quaacBM+tI6jo1y17A92zf\nbftR4GvAnov5QNsZtu+o7Rnf1tdm2/rr21PAUfW+XAw8Crxa0vLAvwGH255n+6/AWW3lhgOvoeyc\neLvt+3pqg6QDJU2SNGn6HTcuRpcjIiLixSiB8KJbH3i4w7wzGu8fo4y8ttzrhfe5ngqMBKijuNdJ\neljSbGBXyshxy0zb81sHkn5Xpyo8KmkvgBoI7md7A2CLeu3v1yIja33Nul9CeThwUfXV12d10LeH\nbD/dw7XWrm2c1tZuAGxfThnVPhm4X9Kpda7089g+1fZo26NHjtq6pywRERExhCUQXgSStqEEwlcB\n84BVG8nrDvBy67fNGd4ImC5pJeCXwHHAOrZHABez8N7ZzQAa27vUqQrDbP+0vSLbfwPOpATEUEa1\nN26r+2ng/vZ+1ZHYtXureyA67FtvZtY2btjW7ucaZp9o+w2UlTJGAV9e1LZGRETE0JXl0wagjixu\nD/wAGGf7L5JuAj4o6XTKCOsnKIFkp14OHCLpFOD9wOaUoHBFYCVq4CdpF8r8178OoL2voUyzON/2\nPZI2BD4KXFez/Aw4VNLvaj2teb9PS7oDWFnSbpRpC1+v7Wm5H3inpOUWYRm5Re6b7QWSfgUcIenj\nwCbAvsCU2udtKH/g3UgJ5udTlo3rU5ZIi4iI6D4ZEe7MhZLmUr6O/wbwPcoDXgAnAE9SAsOzgOeN\nxPbjj8CrgAeBo4EP2X7I9lzgEMo821mUh9AuGOC151IexvujpHmUAPivwBdr+k+Ac4ArgMmUoPGz\nUFbIAD4NnA7cSwkqm6tI/Lz++5CkAU2wXQJ9+wxlmsQMygh3c8WM1SjzoWdRpkw8RBl5joiIiFiI\nFp6eGtG18osQERExdHQy3TIjwhERERHRnRIIR0RERERXSiAcEREREV0pgXBEREREdKUEwvGCJulW\nSWN6SRsj6Z6e0iIiIiL6k3WEOyBpCmW3tacpa9LeBpwNnLoIa+guThsOsH3Zsqiv1rkf8GOgffvm\nUbanL8Z1DbzK9p395bX9ukWtZyDGjD18WVQTiyjrPEdExNKQEeHO7W57OGUntu8Ch1KCxKHu2sZu\nda3XIgfBERERES8UCYQHyPYc2xcAewD7StpC0uqSzpY0U9JUSYdJWg6gHr+hvt9bkiW9th4fIOnX\n9f0RksbX68ytUwJG17RzKNsIXyjpUUlfqeffW/PNljRB0ub1/P6SLmy1WdKdksY3jqdJ2qq+t6SD\nJf1D0ixJJ7dt+dwrSV+VdFdt722SPtBI20zSRElzJD0o6fx6/oqa5ebalz0krSXpotqPhyVd2bh/\nUyS9o75fRdKZtZ23Adu0tWekpF/Wz2GypEM66UdERER0pwTCi8j29ZSd1rYDfgisDmwK7ACM5bmd\n5yYCY+r77YG7a57W8cTGZd8LnAeMoOy0dlKtax/gn5RR6WG2j5U0irJF8ueBtSnbMl8oacV6ze0k\nLSdpPWAF4G0Akjal7Mp2S6Pe91CCyi2BjwA7d3gb7qr9Xx04EhhX6wP4FmVr5pcBG9R7hO3tXCO0\nkgAAGNxJREFUa/qWtS/nU3a6u6f2Yx3Kds49bXDxTeCV9bUzZWtlar+WAy4EbgbWB3YCPi+p075E\nREREl0kgvHimA2tQRoe/Znuu7SnA8cA+Nc9Engt8twOOaRzvwMKB8FW2L7a9gLL18ZZ91L0H8Fvb\nl9p+irKN8CrAW23fTdleeatax++BeyW9ph5f2Ta3+bu2Z9v+J/CHWq7lzXWktvW6q5Vg++e2p9t+\npga0/wDeWJOfokwjGWl7vu2r+ujLU8B6wMa2n7J9pXve8vAjwNG2H7Y9DTixkbYNsLbto2w/We/B\nacCevVUq6UBJkyRNmn7HgHaJjoiIiCEggfDiWZ/ywOGKwNTG+ak1DZ4bnV0XWB44H3ibpE0oI6k3\nNcrNaLx/DFhZUm8PNI5s1lkD22lt9Y7huVHnCZQguD347qneYY3j62yPaLxe2UqQNFbSTa0gGdgC\nWKsmf4WyveH1dfrGx3vpB8D/Be4ELpF0t6Sv9tHnaY3j5j3fGBjZDNopI8vr9Fap7VNtj7Y9euSo\nrftoXkRERAxFCYQXkaRtKEHnr3lu9LNlI+BegLoywmPAIcAVtudSAs8DKSPAna460T5COr1ZZ53X\nu2GrXp4LhLer71sj0z0FwgMmaWPKiOtngDVtjwD+St3b2/YM25+0PRI4CDhF0mY9dqyMpH/R9qbA\n7sAXJO3UQ9b7ah9bNmq8nwZMbgvah9vedXH7GhEREUNTAuEBkrSapPdQ5vKOs30zMB44WtLwGiB+\nARjXKDaREjC2AtAJbceduJ8yB7llPLCbpJ0krUCZZ/sEcE2jzrcDq9i+B7gSeDewJvDnAdTbm5dS\ngvOZUB7Qo4wIU48/LGmDejir5l3QU18kvac+XCfgkZqvlbdpPPA1SS+r1/5sI+164BFJh9aH6pZX\neZBxmx6uExEREZF1hAfgQklPA89Q1hH+HvCjmvZZysNgdwPzKSOlP2mUnQh8FLiicfylxnEnjgF+\nKOlY4Nu2j5O0d613fcoUi91tPwlg+w5Jj1ICYGw/IuluYGadg9ypt9TrNL3d9g2SjgeupdyTs4Gr\nG3m2Ab4vaXVK4Ps525Nr2hHAWZJWoYyMr095MHBtStB8iu0JPbTlSMo9n0wZET8D+Fzt3wJJu1Pm\nZ08GVgL+DhzWSSezTm1ERET3Uc/PJEV0nfwiREREDB0dLQWbqRERERER0ZUSCEdEREREV0ogHBER\nERFdKYFwRERERHSlBMIRERER0ZWyfFqXkTSFstva05S1em+jLH126gA291gSbTjA9mXLor5OjBl7\n+GA3ISIiomu8UJYtzYhwd9rd9nDKznTfBQ4Ffjy4TYqIiIhYthIIdzHbc2xfAOwB7Ft3Yltd0tmS\nZkqaKukwScsB1OM31Pd7S7Kk19bjAyT9ur4/QtL4ep25km6VNLqmnUPZGvlCSY9K+ko9/96ab7ak\nCZI2r+f3l3Rhq82S7pQ0vnE8TdJW9b0lHSzpH5JmSTq57lYXERER8TwJhAPb1wP3ANtRdqpbnbIF\n8g7AWGD/mnUiMKa+356yk94OjePmltHvpWxDPQK4gLJzHLb3Af5JGZUeZvtYSaOAnwGfp+wudzEl\nUF6xXnM7SctJWg9YAXgbgKRNgWHALY1630PZ1W5L4CPAzotxayIiImIISyAcLdOBNSijw1+zPdf2\nFMqWxfvUPBN5LvDdjrLtc+t4BxYOhK+yfXHdzvkcSmDamz2A39q+1PZTwHHAKsBbbd8NzAW2qnX8\nHrhX0mvq8ZVtc5u/a3u27X8Cf6jleiTpQEmTJE2afseNfTQvIiIihqIEwtGyPuXhyRWBqY3zU2sa\nPDc6uy6wPHA+8DZJm1BGkW9qlJvReP8YsLKk3h7OHNmsswa209rqHcNzo84TKEFwe/DdU73DeqkT\n26faHm179MhRW/eWLSIiIoaoBMKBpG0oQeevgacoD9G1bATcC2D7TkpweQhwhe25lMDzQMoIcKer\nTrjteHqzzjqvd8NWvTwXCG9X37dGpnsKhCMiIiI6kkC4i0laTdJ7KHN5x9m+GRgPHC1puKSNgS8A\n4xrFJgKf4bkAdELbcSfup8xBbhkP7CZpJ0krAF8EngCuadT5dmAV2/cAVwLvBtYE/jyAeiMiIiKe\nlXWEu9OFkp4GnqGsI/w94Ec17bOUB+buBuYDpwE/aZSdCHwUuKJx/KXGcSeOAX4o6Vjg27aPk7R3\nrXd9yhSL3W0/CWD7DkmPUgJgbD8i6W5gZp2DvNheKOsZRkRExLIju/1b6oiulF+EiIiIoaOj5VMz\nNSIiIiIiulIC4YiIiIjoSgmEIyIiIqIrJRCOiIiIiK6UQDgiIiIiulKWTxtCJJ0J3GP7sMFuy0BI\n+jqwqe0DekmfAhxg+7Kl1YYxYw9/3rksqRYRETG0ZUT4BU7SBEmzJK20lOvZT9JVS+naEyTNl/So\npAcl/UrSeq1029/pLQiOiIiIWFoSCL+ASdqEsq2wgff2k3f5ZdCkxfEZ28OAzYBhwHGD3J6IiIjo\ncgmEX9jGAtcBZwL7NhMknSnpvyRdLGkeZQtigLUkXSpprqSJdZtkJG0iyZJe0rjGBEkHSNqcsrPc\nW+qo7exmeiP/s6PGKk6Q9ICkOZJukbRFfx2yPRv4NbBV47pHSBrXON5H0lRJD0n6Rlu/V5F0Vh0l\nv13SVyTd00gfKemXkmZKmizpkP7aFBEREd0pgfAL21jgp/W1s6R12tI/BhwNDAda0xr2Ar4FrEXZ\nqvin/VVi+3bgYOBa28Nsj+igbe8CtgdGASOAPYCH+iskaU3gg8CdvaS/FvgvYB9gJLAmsEEjyzeB\nTYBNgXcCezfKLgdcCNxM2ap5J+Dzknbupa4DJU2SNGn6HTf21/SIiIgYYhIIv0BJ2hbYGBhv+0/A\nXZTAt+k3tq+2/Yzt+fXcb21fYfsJ4BuUUd4Nl0ITn6IE4K+hbNV9u+37+sh/oqQ5wIOUIP2zveT7\nEHBRow//ATzTSP8I8B3bs2zfA5zYSNsGWNv2UbaftH03cBqwZ08V2T7V9mjbo0eO2rr/HkdERMSQ\nkkD4hWtf4BLbD9bjc2mbHgFM66Hcs+dsPwo8TBlZXaJsXw6cBJwM3C/pVEmr9VHkENurA68HXsbC\no7xNI1m4D/NYeKR5ofS29xsDIyXNbr2ArwPtI+kRERERCYRfiCStQhn53EHSDEkzgH8HtpS0ZSOr\neyj+7OivpGHAGsB0YF49vWoj77r9XGteH/mxfaLtNwCvo0yR+HJf/apl/gJ8GzhZknrIcl9bH1al\nTI9opjeD6OZo9zRgsu0Rjddw27v2166IiIjoPllH+IXp/cAC4F+AJxvnx1PmDX+xj7K71mkV11Pm\nCv/R9jQASfcCe0v6b8ro8isb5e4HNpC0ou1WnTcBH5R0OmUk9hM1H5K2ofwhdSMlYJ5f29yJs4Aj\nKCth/KYt7RfAHxt9OIqF/2AbD3xN0g2UIP0zjbTrgUckHUqZMvEksDmwiu0b+mpQ1gyOiIjoPhkR\nfmHaFzjD9j9tz2i9KFMR9mqu/NCDcykPlD0MvIHy8FzLJymjtg9RRnGvaaRdDtwKzJDUmo5xAiWY\nvJ8SvDYfvFuNMv92FjC1XrOjJdFqoH0iZf5ve9qtwP+p/bivXv+eRpaj6vFk4DJK4PxELbsA2J2y\nIsVkynzk04HVO2lXREREdBfZPX0jHvHiIOlTwJ62d1jMS+UXISIiYujoafrl82REOF5UJK0n6W2S\nlpP0aso0kf8Z7HZFRETEi08C4XixWRH4b2AuZTrHb4BTFveikg6i/PXYda9u7nv639397+a+d3v/\nu7nvXdT/jmRqRAQgaZLt0YPdjsHQzX2H9L+b+9/NfYfu7n839x3S/6aMCEdEREREV0ogHBERERFd\nKYFwRHHqYDdgEHVz3yH97+b+d3Pfobv73819h/T/WZkjHBERERFdKSPCEREREdGVEghHRERERFdK\nIBxdTdKnJU2WNF/SnyRtN9htWtIkfU3SDZIekTRT0oWStmjLc6Ykt72uG6w2L0mSjuihbzMa6ap5\npkt6XNIESa8bzDYvSZKm9NB/S/ptTe/z/ryYSNpe0gWS7q392K8tvd/PWtLLJJ0jaU59nSNpxDLt\nyCLqq/+SVpD0n5JukTRP0n2SzpW0Uds1JvTw83DeMu/MIujg8+/3v3OSVpL0Q0kP1vt0gaQNlmlH\nFkEHfe/pvwGWdHIjz5D9/0BfEghH15K0B/AD4DvAvwLXAL9r/x/DEDCGsunIW4EdgaeByySt0Zbv\nMmC9xmvXZdjGpe3vLNy3f2mkfYWyQ+FngW2AB4BLJQ1f1o1cSrZh4b5vTdlSfHwjT1/358VkGPBX\n4HPA4z2kd/JZn0u5R7sA767vz1mKbV6S+ur/qpS+HF3/fR+wIfC/kl7SlvcMFv55OGgptnlJ6u/z\nh/7/O/d94N+AjwLbAasBF0lafmk0eAnqr+/rtb12r+fHt+Ubyv8f6JntvPLqyhfwR+C0tnP/AI4Z\n7LYt5X4PAxYAuzfOnQlcNNhtW0r9PQL4ay9pAu4DvtE4twpl58KDBrvtS+l+fAOYDaza3/15Mb+A\nR4H9BvJZA5tT/kh4WyPPtvXcqwe7T4vT/17yvLb27V8a5yYAJw12+5dG//v77xywOvAksFfj3IbA\nM8DOg92nJfzZnwb8fSD3Z6i+MiIcXUnSisAbgEvaki6hjJwOZcMp3wbNaju/raQHJN0h6TRJLx+E\nti0tm9avDCdLOk/SpvX8K4B1afwc2H4cuIIh+HMgScAngHG2H2sk9XZ/hpJOPuu3UIKIaxrlrgbm\nMQR/HiijnfD8/xbsWacG3CrpuCH07Qj0/d+5NwArsPDPyDTgdobQ518/zz0pwXC7ofz/gR61fx0S\n0S3WApYH7m87fz/wjmXfnGXqB8BNwLWNc/8L/AqYDGwCfBu4XNIbbD+xzFu4ZP0R2A/4G/By4DDg\nmjo3dN2a5/+3d+/Bek13GMe/D1Ehpg0NFaLRojShFHWZNnUro9Rl6ExdmiGD1Ogf7bSaqgqHtuPS\n0HaMDkEldalr416UGIy6JkXcRUJcchNEjkRC8usfax3d3ry345yc4+z3+cy8857svfbaa6+9s/dv\nr732eqsdBxv3VAF70N6kgPCSwrSa9RMRC3q8hKtOM/t6Q2B+5OYxgIgISfMKy5dCbgw4F7glIl4v\nzLoKeBV4ExgOnAlsSzp2+rpG57kNSU/L3qpYbi7l2v+HA2sCEyuml/k6UJMDYWt1lQNpq8q00pB0\nHulR73ciYnnH9IgovgwzTdIU0sVwf9KJsc+KiH8V/51f/pgBHAV0vAjSKsfBccBjEfFEx4QG9XNe\nzxavRzTa19X2e6mOh9wn+ApgIHBgcV5EFH9oYZqkGcAjkraPiKk9WMxu14XzXKn2P+k8cGNEzC9O\nLPN1oB53jbBW9Rbpzr/yLn8DVm4xKgVJfyK1BOwZETPqpY2IN4HXgS16omw9KSLagWdI29YxOkLp\nj4P8iPMgqj8O/VhF/ZRJM/t6DrBB7kICfNydZH1KcjzkIPgfwDeAvZpo9X+cdK4s2/FQ7Tw3h/Sk\ncFBF0tKcDyRtB+xIg/MAlPs6UORA2FpSRCwDprDy4769+WT/wFKQ9BfgCFIQ/HwT6QeRHhfPXtVl\n62mS+gNbkbZtJunit3fF/BGU7zgYBSwF6g6FVVE/ZdLMvn6I9DLproXldgUGUILjQdIawDWkIHiP\niGhmmLxtSMFh2Y6Haue5KcCHfPIYGUJ6ibLP7/9sNPAKaXSIusp8HShy1whrZecBl0t6lPRCzPHA\nRsCFvVqqbpbHiRwJHAy8I6mjRaw9ItolrUMaOeAG0glvU1K/wHnApB4vcDeTNA64BZhFatkZSwps\nJub+n38GfivpeeBFUh/ZdlJfyVLIrZrHAldHxKKKeTXrp6fL2VX5WN48/3M14Mu5BeztiJjVaF9H\nxHOS7gAuknQc6ZH4RaQ36V/o4c3ptHrbT+rzex1p2LgDgCicCxZGxBJJmwFHAreTnpoNI/Uj/i/p\nHPmZ1mD736bBeS4iFkq6FPhj7he+gHSdeIomAsfe1OjYz2nWJu3fc4r94AvLt1H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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotdata(data,'Neighbourhood')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By far, the most art, current or past, is in the downtown area. An interesting to look at could be art pieces per capita. The Downtown Eastside and West End, also have a decent amount of art. Mount Pleasant is the non-downtown neighbourhood with the most art." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotdata(data,'PublicPrivate')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The split between public and private art is pretty even, with there being a bit more public art." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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/u+i9wDLgR8CPgcvabf2076fAPwLfprmd9xTgW2NshyRJmoVStcG7Vmp4gSRJ\nmjn6nnozY76WRJIkaTwZkiRJkjoYkiRJkjoYkiRJkjoYkiRJkjoYkiRJkjoYkiRJkjoYkiRJkjoY\nkiRJkjoYkiRJkjoYkiRJkjpsPtUNGHSLFi8ZVfmlp584QS2RJEmTyZEkSZKkDmMOSUlenuQ7SdYl\nual9/MYkG/123SR7JakkjmJJkqSBNaaQlOR44GTgH4DdgEcDbwB+F9hi3FonSZI0RUYdkpJsD5wI\nvLGqvlBVd1XjB1V1VFXdm+QlSX6Q5M4kK5Oc0FPFxe2/a5KsTfKstt7/luTKJLcn+fck89vt70ny\nkfbxI9uRq/e361snuSfJDu3655PcmOSOJBcneXK7/cAkq3tHr5L8cZLLR33FJEnSrDCWkaRnAVsC\n/2cjZdYBi4G5wEuAP0tyRLvvOe2/c6tqTlV9u933DuCPgF2AbwBnt+UuAha1jw8EbgQO6WnLz6vq\n9nb968BvA7sClwGfAaiq7wG3Aof2tPFVwBl991qSJM0qYwlJOwO3VNUDQxuSXJJkTZL1SZ5TVUur\n6sdV9VBV/Ygm8ByywRrhOOBvq+rKtt73Afu3o0nfBn47yU40AetfgN2TzGnrvGiokqr613Zk617g\nBGC/duQL4NM0wYgkOwIvBM7qakySY5MsS7Js1fLLRn2BJEnS9DeWkHQrsHPvrauqenZVzW33PSLJ\nM5L8Z5Kbk9xBM19p543UOR84uQ1aa4DbgAC7V9V6YBlNIHoOTSi6hGb+069DUpLNkvxdkquS3Alc\n09Y9dN4zgcPbcPUy4BtVdUNXY6rqlKpaWFUL5y04YJSXR5IkzQRjCUnfBu4FXrqRMmcB5wF7VtX2\nwMdpQg9AdZRfCRxXVXN7lq2r6pJ2/0XAc4HfAb7Xrr8QeDr/NcfplW2bng9sD+zVbg9AVV3ftv0P\ngVfjrTZJkrQRow5JVbUGeA/wz0n+JMmcJI9Isj/wqLbYtsBtVXVPkqfTBJghNwMPAXv3bPs48Nc9\nE623T/KnPfsvopnj9NOqug9YChwDrKiqm3vOeS/NaNY2NLfshjsdeBvwFODLo+27JEmaPcb0EQBV\n9X7gf9IEjpuA1cAngLfT3Ap7I3BikruAJcA5PcfeDZwEfKu9vfbMqvoy8PfAZ9tbZT8BDus55SXA\n1vzXqNFPgXt61qEJQNcC17f7L+1o+pdpbu19uarWjaXvkiRpdkhV192vmSvJVTS39i7sp/yixUtG\ndYH8WhLbT5y7AAAbU0lEQVRJkgbaRj/0+mEFZ1NISvLHNCNWC6rqoT4Pmz0XSJKkma/vkDRrvhok\nyVLgScCrRxGQJEnSLDWrRpLGyAskSdLM0fdI0pi/4FaSJGkmMyRJkiR1MCRJkiR1MCRJkiR1MCRJ\nkiR1MCRJkiR1MCRJkiR1MCRJkiR1MCRJkiR1mDVfSzJWixYvmeomjIlftCtJ0qaZsSNJSY5KcsFU\nt0OSJE1PYw5JSa5Jsj7J2p5l3ng2btj5Tkvy3n7LV9VnquoFE9UeSZI0s23q7bbDq+rCcWmJJEnS\nABn3221J/iDJFUnWJFma5Ik9+yrJ43vWfz06lGRRkuuSHJ/kpiQ3JHltu+9Y4Cjgbe2I1fnt9r9K\nclWSu5L8NMkf9tR9dJJvDjv3G5L8IsntST6WpO9vApYkSbPLuIakJAuAs4G3ArsAXwPOT7JFn1Xs\nBmwP7A68DvhYkh2q6hTgM8D7q2pOVR3elr8KOLg95j3AmUkes5H6fx84ENgPeBnwwtH0T5IkzR6b\nGpLObUeM1iQ5FzgS+GpV/UdV3Q98ANgaeHaf9d0PnFhV91fV14C1wD4bKlxVn6+qVVX1UFV9DvgF\n8PSN1P93VbWmqn4F/Cewf1ehJMcmWZZk2arll/XZdEmSNJNsakg6oqrmtssRwDzg2qGdVfUQsJJm\nZKgft1bVAz3rdwNzNlQ4yeIklw8FNWBfYOeN1H9jP3VX1SlVtbCqFs5bcECfTZckSTPJeM9JWgXM\nH1pp5/zsCVzfbrob2Kan/G6jqLt6V5LMB04F3gTsVFVzgZ8AzjOSJEmbbLxD0jnAS5I8L8kjgeOB\ne4FL2v2XA69MslmSFwGHjKLu1cDePeuPoglONwO0k7z33cT2S5IkAeMckqrq58CrgI8AtwCH03xM\nwH1tkbe029bQvFvt3FFU/y/Ak4bmP1XVT4F/BL5NE6CeAnxrXDoiSZJmvVTVyKVmsUWLl0zLC+TX\nkkiS1KnvaTmGpJF5gSRJmjn6Dkkz9rvbJEmSNoUhSZIkqYMhSZIkqYMhSZIkqYMhSZIkqYMhSZIk\nqYMhSZIkqYMhSZIkqYMhSZIkqYMhSZIkqYMhSZIkqcPmU92AQbdo8ZIJqdcvoJUkabANzEhSkscm\nWZtks6luiyRJ0pSMJCW5Bng08GDP5gVVNWcq2iNJkjTcVI4kHV5Vc3qWVRN1oiTeVpQkSaMySLfb\n9kpSQ4EmyW8luTjJXUkuTPKxJGe2+xYluW7Y8dckeX77+IQkX0hyZpI7gaOTPCLJXyW5KsmtSc5J\nsuOkd1SSJE0LAxOSOpwFfBfYCTgBePUoj38p8AVgLvAZ4M3AEcAhwDzgduBj49RWSZI0w0xlSDo3\nyZp2Obd3R5LHAgcCS6rqvqr6JnDeKOv/dlWdW1UPVdV64DjgnVV1XVXdSxO8/qTrVlySY5MsS7Js\n1fLLxtQ5SZI0vU1lSDqiqua2yxHD9s0Dbququ3u2rRxl/cPLzwe+PBTMgCtpJo4/eviBVXVKVS2s\nqoXzFhwwytNKkqSZYFBvt90A7Jhkm55te/Y8Xgf8el/7sQG7DKujhq2vBA7rCWZzq2qrqrp+PBsu\nSZJmhoEMSVV1LbAMOCHJFkmeBRzeU2Q5sFWSlyR5JPAuYMsRqv04cFKS+QBJdkny0gloviRJmgEG\nMiS1jgKeBdwKvBf4HHAvQFXdAbwR+CRwPc3I0nXd1fzayTTzmi5IchdwKfCMCWm5JEma9lI1/K7U\nYEryOeBnVfXuyTzvosVLJuQC+bUkkiRNifRdcFBDUpIDgduAFcALgHOBZ1XVDya5KYN5gSRJ0lj0\nHZIG+ZOodwO+RPM5SdcBfzYFAUmSJM1SAzuSNEC8QJIkzRx9jyQN8sRtSZKkKWNIkiRJ6mBIkiRJ\n6mBIkiRJ6mBIkiRJ6mBIkiRJ6mBIkiRJ6mBIkiRJ6jDIn7g9EBYtXtJXOb+LTZKkmcWRJEmSpA6G\nJEmSpA4DHZKSXJNkfZK1SW5P8tUke25inaclee94tVGSJM1MAx2SWodX1RzgMcBq4CNT3B5JkjQL\nTIeQBEBV3QN8AXgSQJKlSY4Z2p/k6CTfbB8nyQeT3JTkjiQ/SrJvkmOBo4C3taNT509FXyRJ0uCb\nNiEpyTbAkcClfRR/AfAcYAEwtz3u1qo6BfgM8P6qmlNVh2/gXMcmWZZk2arll41PByRJ0rQyHULS\nuUnWAHcChwL/0Mcx9wPbAk8AUlVXVtUN/Z6wqk6pqoVVtXDeggPG1GhJkjS9TYeQdERVzQW2BN4E\nXJRkt40dUFX/D/go8DFgdZJTkmw38U2VJEkzxXQISQBU1YNV9SXgQeAgYB2wTU+R3YaV/3BVPQ14\nMs1tt78c2jUJzZUkSdPctAlJ7WTslwI7AFcClwN/lGSbJI8HXtdT9sAkz0jySJowdQ9NuILmHXJ7\nT27rJUnSdDMdQtL5SdbSzEk6CXhNVV0BfBC4jyb0fJpmQvaQ7YBTgduBa4FbgQ+0+/4FeFKSNUnO\nnZwuSJKk6SZV3n0agRdIkqSZI/0WnA4jSZIkSZPOkCRJktTBkCRJktTBkCRJktTBkCRJktTBkCRJ\nktTBkCRJktTBkCRJktTBkCRJktTBkCRJktTBkCRJktRh86luwKBbtHjJpJ9z6eknTvo5JUnSwzmS\nJEmS1MGQJEmS1GFcQlKSa5KsT7I2ye1Jvppkz/GoW5IkaSqM50jS4VU1B3gMsBr4yDjWvcmSOP9K\nkiT1bdxvt1XVPcAXgCcBJHlJkh8kuTPJyiQnDJVNsleSSvKaJL9KckuSd/bsPyHJOUlOT3JXkiuS\nLOzZPy/JF5PcnGRFkjcPO/YLSc5McidwdJKnJ1nWtmV1kn8a7/5LkqSZYdxDUpJtgCOBS9tN64DF\nwFzgJcCfJTli2GEHAfsAzwOWJHliz74/AD7bHn8e8NH2PI8Azgd+COzeHvvWJC/sOfalNIFtLvAZ\n4GTg5KraDngccM4G+nBsG6aWrVp+2aivgSRJmv7GMySdm2QNcCdwKPAPAFW1tKp+XFUPVdWPgLOB\nQ4Yd+56qWl9VP6QJPfv17PtmVX2tqh4EzujZdyCwS1WdWFX3VdXVwKnAy3uO/XZVndueez1wP/D4\nJDtX1dqqupQOVXVKVS2sqoXzFhywKddEkiRNU+MZko6oqrnAlsCbgIuS7JbkGUn+s70ldgfwBmDn\nYcfe2PP4bmDORvZt1c4vmg/MS7JmaAHeATy6p/zKYed5HbAA+FmS7yX5/TH2VZIkzXATMSfpwar6\nEvAgzW20s2huk+1ZVdsDHwcyDqdaCayoqrk9y7ZV9eLe5gxr2y+q6hXArsDfA19I8qhxaIskSZph\nJmJOUpK8FNgBuBLYFritqu5J8nTgleN0qu8CdyZ5e5Ktk2yWZN8kB26kba9KsktVPQSsaTc/OE7t\nkSRJM8h4hqTzk6ylmZN0EvCaqroCeCNwYpK7gCVsYLL0aLVzlA4H9gdWALcAnwS238hhLwKuaNt5\nMvDy9t14kiRJD5OqGrnU7OYFkiRp5uh7yo9fSyJJktTBkCRJktTBkCRJktTBkCRJktTBkCRJktTB\nkCRJktTBkCRJktTBkCRJktTBkCRJktTBkCRJktTBkCRJktRh86luwKBbtHhJX+WWnn7iBLdEkiRN\npmkzkpTGp5LcnuS7U90eSZI0s417SEqytA0yW45Q7rQk7x1F1QcBhwJ7VNXTN6F9i5JcN9bjJUnS\n7DCuISnJXsDBQAF/sJFym42h+vnANVW1bkyNkyRJGoXxHklaDFwKnAa8ZmhjO2r0v5N8Lck64HXA\nUcDbkqxNcn5bbl6SLya5OcmKJG9ut78O+CTwrLb8e5LskOQrbdnb28d79Jxzx/b23Kp2/7lJHgV8\nHZjX1rM2ybxxvgaSJGkGGO+J24uBfwK+A1ya5NFVtbrd90rgxcDvA1sAzwauq6p3ASR5BHA+8H+A\nVwB7ABcm+XlV/UuSB4FjquqgtvxOwKeAlwGbAf8KfBQ4oj3fGcBa4Mntv8+uqnVJDgPOrKpfBypJ\nkqThxm0kKclBNLfEzqmq7wNX0QSjIf+nqr5VVQ9V1T0dVRwI7FJVJ1bVfVV1NXAq8PKu81XVrVX1\nxaq6u6ruAk4CDmnb8hjgMOANVXV7Vd1fVReNoi/HJlmWZNmq5Zf1e5gkSZpBxvN222uAC6rqlnb9\nLHpuuQErRzh+Ps1tsDVDC/AO4NFdhZNsk+QTSa5NcidwMTC3ne+0J3BbVd0+lo5U1SlVtbCqFs5b\ncMBYqpAkSdPcuNxuS7I17W2vJDe2m7ekCS37tes17LDh6yuBFVX1232e9nhgH+AZVXVjkv2BHwBp\n69oxydyqWjPCeSVJkn7DeI0kHQE8CDwJ2L9dngh8g2aeUpfVwN49698F7kzy9iRbJ9ksyb5JDtzA\n8dsC64E1SXYE3j20o6puoJmg/c/tBO9HJnlOz3l3SrL9mHoqSZJmhfEKSa8BPlVVv6qqG4cWmonU\nR9E9YvUvwJPaW2vnVtWDwOE0AWsFcAvNO9o2FGY+BGzdlrsU+Ldh+18N3A/8DLgJeCtAVf0MOBu4\nuj23726TJEm/IVXefdqYRYuX9HWB/FoSSZKmhfRd0JA0Ii+QJEkzR98hadp8d5skSdJkMiRJkiR1\nMCRJkiR1MCRJkiR1MCRJkiR1MCSNIMlxNDPhZ8Vif2f2Mtv6Oxv7bH9n9mJ/x2XpmyFpZMdOdQMm\nmf2d2WZbf2H29dn+zmz2dxIZkiRJkjoYkiRJkjoYkkZ2ylQ3YJLZ35lttvUXZl+f7e/MZn8nkV9L\nIkmS1MGRJEmSpA6GJEmSpA6GpI1I8sYkK5Lck+T7SQ6e6jZtqiR/neR7Se5McnOS85PsO6zMaUlq\n2HLpVLV5UyU5oaM/N/bsT1tmVZL1SZYmefJUtnlTJLmmo7+V5Kvt/o1ej0GX5DlJzktyfdv2o4ft\nH/H5TLJDkjOS3NEuZySZO6kd6dPG+pvkkUn+PsmPkqxLckOSs5I8dlgdSzue889Oemf60MfzO+Lr\nU5Itk3wkyS3tdTkvyR6T2pE+9dHfrt/lSvKxnjLT5jW7z79BA/M7bEjagCRHAicD7wN+B7gE+Prw\nF59paBHwz8CzgecCDwAXJtlxWLkLgcf0LC+exDZOhJ/z8P48pWff24DjgT8HDgRuAv4jybaT3chx\nciAP7+sBQAHn9JTZ2PUYdHOAnwBvAdZ37O/n+TyL5rocBryofXzGBLZ5U2ysv9vQtP2k9t+XAnsC\n/5Zk82FlP8XDn/PjJrDNm2Kk5xdGfn36EPDHwCuAg4HtgK8k2WwiGryJRurvY4Yth7fbzxlWbrq8\nZi9i5L9Bg/M7XFUuHQvwHeDUYdt+AfztVLdtnPs5B3gQOLxn22nAV6a6bePYxxOAn2xgX4AbgHf2\nbNsauAs4bqrbPk79fyewBthmpOsx3RZgLXD0aJ5P4Ik0ofF3e8oc1G7bZ6r7NJr+bqDMk9q+PKVn\n21Lgo1Pd/vHo70ivT8D2wH3AUT3b9gQeAl441X0ah+f3VODno7kmg7wM/xs0aL/DjiR1SLIF8DTg\ngmG7LqBJvzPJtjQjircP235QkpuSLE9yapJdp6Bt42nvdjh7RZLPJtm73f5bwG70PNdVtR64mBnw\nXCcJ8DrgzKq6u2fXhq7HdNfP8/ksmj9Gl/Qc9y1gHTPgOacZNYHf/J1+eXv76YokH5jGI6Ww8den\npwGP5OE/AyuBK5nmz2/7nL2cJigNN11fs4f/DRqo3+Hhw7Fq7AxsBqwetn018PzJb86EOhm4HPh2\nz7Z/A74ErAD2At4L/L8kT6uqeye9hZvuO8DRwM+AXYF3AZe097h3a8t0Pde7T1YDJ9ChNC86n+zZ\ntsHrUVW3TnoLx1c/z+duwM3V/vcToKoqyU09x09L7X/w/hE4v6qu69l1FnAtsAp4MvC3wH40Px/T\nzUivT7vRjEzcMuy41Uzz55fm9uGWwKeHbZ/Or9nD/wYN1O+wIWnjhn+IVDq2TVtJ/olmiPKgqnpw\naHtV9U7o/HGS79O8wL6E5hdxWqmqr/eutxMarwZeAwxNbpypz/Xrge9V1eVDG0a4Hv80uc2bMCM9\nn13P7bR+zts5SGcCc4E/6N1XVb0fyPfjJFcD30lyQFVdNonN3GSb8Po0rZ/f1uuBc6vq5t6N0/U1\ne0N/g1oD8Tvs7bZut9D8T2R4It2V30y301KSD9L8r+S5VXX1xspW1SrgOuC3J6NtE62q1gJX0PRn\n6F1dM+65bofbX0r30PyvDbse010/z+eNwK7trUjg17cld2GaPudtQDobeCrwvD5GBJfRvMZN++e8\n4/XpRpo7ATsPKzqtf6eT7A8sZITfZ5ger9kb+Rs0UL/DhqQOVXUf8H1+cyj6UB5+D3RaSnIy8Eqa\nH86f9VF+Z5phzhsmum2TIclWwBNo+rOC5hfu0GH7D2b6P9evBe4FNvpW72HXY7rr5/n8Ns1k0Wf1\nHPcs4FFMw+c8ySOBz9EEpN+rqn4+zuEpNEFi2j/nHa9P3wfu5+E/A3vQTPadds9vj2OBa2jexbZR\ng/6aPcLfoMH6HZ7qme2DugBH0rxD4hiaX66TaSaKzZ/qtm1ivz4G3Enz1svdepY57f45wAfaH7i9\naN6u+W2a/5VsO9XtH2OfPwAcQjM35xnAV9prML/d//Z2/Y+AfWlCxarp2t+2T6F5N+apHfs2ej0G\nfWl/Rvdvl7uBJe3jx/b7fAJfB34MPLP9Wf8xzTyeKe/faPpLM2XiXOB6mrdA9/5Ob90e/7j2mIXt\n7/SLaSYxXwZsNtX9G2V/+3p9Av53e02eT/MRLv9JM+9lWvW3p8w2wB30vONr2PHT5jWbEf4GtWUG\n5nd4yi/YIC/AG2mS+700/zt5zlS3aRz6VBtYTmj3bw38O83nUtxHc1/7NGDPqW77JvR56BfsvvaF\n84vAk3r2h+Zt8TcA9wAXAftOdbs3sc+/1z6vTx/t9Rj0pf0j0PUzfFq/zyewI838nTvb5Uxg7lT3\nbbT9bf8obuh3+uj2+D3ba3Br+1r2S5r/9O041X0bQ3/7en0CtgI+0vb5buD8QX0NG+nnuS3zWprP\nE5rXcfy0es3eyM/rCT1lBuZ32C+4lSRJ6uCcJEmSpA6GJEmSpA6GJEmSpA6GJEmSpA6GJEmSpA6G\nJEmSpA6GJEmTIslpSf5/e/cfanddx3H8+cofpYt0pdWVwSw1bUMUtVrE8qJRpomyCSUZTRwVKBQ5\nLiJTpxVqLeifgmakFYuY6NqaMm1u6CinpWhbQ9nUqZRbI3Ttbtct3bs/3p8T33v8nu85d7tyuZ7X\nA76ccz7fz/fz+ZzPmdy3n+/nnPeqiR5HlaRLJG2R9IakuyZ6PE0kbZO0YKLHYdZPHCSZ9YESoISk\nhW3lg6W8Pc9Vv/gF+WOa04FvN1WUNEfSm5KW9tq4pEWSNvVQb175HFrHK5KWSfpIpdongJ/12reZ\nHToHSWb943VgSNLxEz2Q8VRylx3MdceSSVAfiIh/RMSuLpfMB34IXCpp6tswrr3AAHACmdfqTGCl\npMMAImJnROwdY5tmdggcJJn1j3Vkmp0bOlWoW1mSdGIpO6etzhclPSFpRNJ6SdMknSvpaUnDklZJ\n+kBNHwsl7Sh17pR0VOWcJA1Jeq60u1HSFTVjuVzSWkkjwDc7vJepkn4l6dXS1hpJM1vvAXi1VF1b\n2hxsmJdpZKqXxcAG4Ksd5u1CSY9L2l/GdRMws7JCNK9TH0BExPaIeCUi1gE3k3mrTi59jLrdJukY\nSUsk/UvSbkkPtz6jSp1ZZZ72SNol6SFJJ/Qy16XOjZJelLRP0nZJv24Yv9k7joMks/5xALgO+Jak\nk8ahvZuB75BJcqeSmehvJLOVDwIzyfxLVecCZwDnA3OBzwO3V85/H7gKuBqYAdwK/FzSRW3t3Ere\neppBJnitc1cZ2yXAJ8mVmtUlKPtzGR9lHAM0Zw+/EngwIv4N/IZcVapzO7AQOA1YAfwYeLa0P0DO\nUa9GyuNbVqQkCbiPzPT+JTKJ6yNkwDdQ6pxBBsZbgc+QiUCXkUlxoctcS5oLLCBzWJ5S+nl8DOM3\nm/wmOtmdDx8+3v6DDBhWlefrgN+V54Nkcsnj6l6XshNL2Tltdb5QqXNNKTurUrYI2NQ2htcYne37\nCjLp6pRyjACz28b+E+D+trFc2+X9nlLqfbZSdgyZSX1+eX1cqTPYpS0BzwOXldfvBfYAZ1fqtOZk\nbtu1o+agoY95wHDl9TQyk/vLwJGlbBuwoDw/DxgGjmpr5ylgqDxfCmzo0F8vc/1dMsA7YqL//frw\nMVFH6/8ozKx/DAEbJC0+xHb+Vnm+ozxubCv7YPs1ETFcef0ocCRwEvBuMnv7aknVzNtHkAFC1V+7\njO3j5MrZo62CiNglaSO5ajIW55MrZX8o7QxL+j25mvTEGMfVZIqkYTIoOxp4EpgTEftr6p5d6uzM\nRaX/ew85l5CrS8s79DWD7nN9N7mZ/QVJDwCrgZURsW+M78ts0nKQZNZnIuIvku4hbw19r+30gfJY\n/cvbaQPyf6vNlrbby8ZyS79V92LgpYa+IFdymqjhXDScqzMfOBbYUwlIBOyWdG2M3kzdbVxN9pKb\ntQ8AOyKiqa13kUHo7Jpz/6mMsel6aJjriHhZ0qlkkPg58tbhTZI+1WVsZu8YDpLM+tP1wGbggrby\nneVxoPL8zHHs93RJUyp/ZGcB+4HnyD/c+4DpEbH2EPvZXNr7NLlXB0nvA04H7uy1EUnvBy4Fvk6u\n7FQ9BFwGNG1m3g8c1mN3ERFbe6z7JPAh4EBEPN9Q57wO5zbTw1xHxOvk3qf7JN0GbCf3Nz3Y4zjN\nJjUHSWZ9KCK2SlrCW38baCu5D2aRpOvIPUALGT+HA7+UdAv5VffbgDtaQVO5Bbi4bEx+hNz/M4sM\nBpb02klEbJG0gtyI/A1yL9QPyFWW345hvF8DdgNLI+LN6glJ95KrTE1B0jZguqSzyBWb3eN0u2oN\n8CdghaQh4Bngw2TQuyYi1gM/Im+rLgF+Sv4ExGxyA/pL3ea6fBPvcOAxcv/Tl8lVpi3jMH6zScHf\nbjPrX7cAb1QLyu2yrwAfBZ4mv8F2/Tj2+TDwd3Lz+HJgLblHquUGcrPzglLvj+S3z144iL6uJL+N\ntbI8Hg1cEBEjjVeNdhWwvD1AKu4GZkv6WMP19wD3k6tOO4HLx9B3RxERwIXk/N1BbrBeBpwK/LPU\neYq8TXYa+bMFj5GfbevWZbe5fo18/+uBTeXcnIg4mM/CbFJS/rdmZmZmZlVeSTIzMzOr4SDJzMzM\nrIaDJDMzM7MaDpLMzMzMajhIMjMzM6vhIMnMzMyshoMkMzMzsxoOkszMzMxqOEgyMzMzq/E/KOcm\n0nMHe4YAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotdata(data,'Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we look at the type of art exhibit. Sculptures are the most prevelant, with murals coming next. I'm not sure what \"Site Work\" means.\n", "\n", "Next, let's look at the categories and their relative proportions." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def prep_plot(size):\n", " fig=plt.figure(figsize=size)\n", " # Remove plot frame lines\n", " ax = plt.subplot(111) \n", " ax.spines[\"top\"].set_visible(False) \n", " ax.spines[\"bottom\"].set_visible(False) \n", " ax.spines[\"right\"].set_visible(False) \n", " ax.spines[\"left\"].set_visible(False) \n", " # Ensure that the axis ticks only show up on the bottom and left of the plot. \n", " # Ticks on the right and top of the plot are generally unnecessary chartjunk. \n", " ax.get_xaxis().tick_bottom() \n", " ax.get_yaxis().tick_left()\n", " plt.yticks(fontsize=12)\n", " plt.xticks(fontsize=12)\n", " return ax" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plotcategories(data, cat1, cat2, size):\n", " ax = prep_plot(size)\n", " ax = sns.countplot(y=cat1, hue = cat2, data=data)\n", " ax.set_ylabel(ylabel = '')\n", " ax.set_xlabel(xlabel = 'Number of Art Pieces', fontsize = 14)\n", " return ax" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YH5cxzwFAY+CqiPgqIp4GxrJu4l0ZD6VYVwIPASsjYlhErAZGA8UrardGxOyI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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = prep_plot((12,9))\n", "ax = sns.countplot(y=\"Neighbourhood\", hue = \"Status\", data=data, order = nbhds)\n", "ax.set_ylabel(ylabel = '')\n", "ax.set_xlabel(xlabel = 'Number of Art Pieces', fontsize = 14)\n", "plt.legend(loc='upper right', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems like the majority of art installed actually stays in place, in all areas." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NtIjoXLEsIuKiiFhSbve5iPhCA7WcEREPR8R64JxGPkuPiLg9It4qt/VQRAyp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\nQ44kScqSIUeSJGXJkCNJkrL0/wFZW/ukUduttQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotcategories(data, \"PublicPrivate\", \"Status\", (9,7))\n", "plt.legend(loc='lower right', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is more private art in place than public." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BPgOaShpJZq1RmonAIZKOldRU0haSdsv1xZmZmVlhqPOQFBGzI+LVlEO/ApYD7wNTgLuB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\n+OCDU/tPnz6dOXPmsNlmm31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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotcategories(data, \"Type\", \"Status\", (9,7))\n", "plt.legend(loc='lower right', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Art in the \"other\" category seems to be temporary." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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StbuA70nqIuljyr7PaiDZc0R1MRU4Efgq/66mQbYccaCkkyTtljbJOE5Sl8oG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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = prep_plot((12,9))\n", "ax = sns.countplot(y=\"Neighbourhood\", hue = \"PublicPrivate\", data=data, order = nbhds)\n", "ax.set_ylabel(ylabel = '')\n", "ax.set_xlabel(xlabel = 'Number of Art Pieces', fontsize = 14)\n", "plt.legend(loc='upper right', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More public than private: Kits, South Cambie, Grandview-Woodland, Riley Park, Shaughnessy, Stanley Park (no private art here), Kensington-Cedar Cottage, Hastings-Sunrise, Renfrew-Collingwood, and Killarny. \n", "\n", "Let's look at the proportion of sculptures and murals, since those are the most popular. Site work is the 3rd most popular, but I'm not sure what this means." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oSTMzMzMzq02FJGpzgJ3zzn2dnOSlkkqWPx4PvJmSN8j+IT4uIlrmvLaPiGty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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "murals = data[data[\"Type\"] == \"Mural\"]\n", "sculptures = data[data[\"Type\"] == \"Sculpture\"]\n", "murals_sculptures = murals.append(sculptures, ignore_index=True)\n", "ax = prep_plot((12,9))\n", "ax = sns.countplot(y=\"Neighbourhood\", hue = \"Type\", data=murals_sculptures, order = nbhds)\n", "ax.set_ylabel(ylabel = '')\n", "ax.set_xlabel(xlabel = 'Number of Art Pieces', fontsize = 14)\n", "plt.legend(loc='upper right', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Should look at this more in depth- limit to just a fewe neighbourhoods." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nkuwG/L6qju9Ry4HAy4H7gacBv08ysaoWJ1kb+F/A7gN695IkaVQY8JBUVZe3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\nJN9PMnUg+pYkSYNr3XXXZeu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotcategories(data, \"Type\", \"PublicPrivate\", (9,7))\n", "plt.legend(loc='lower right', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are slightly more private sculptures than public, and about 60% more private murals than public. As for \"site work\" and \"other\" types of art, more are public." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Let's refilter the data and remove any where year is 0\n", "# Let's also look at data just since the 80's\n", "data_ = data[data[\"YearOfInstallation\"]!=0]\n", "data_ = data[data[\"YearOfInstallation\"]>=1980]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# These are the \"Tableau 20\" colors as RGB. \n", "tableau20 = [(31, 119, 180), (174, 199, 232), (255, 127, 14), (255, 187, 120), \n", " (44, 160, 44), (152, 223, 138), (214, 39, 40), (255, 152, 150), \n", " (148, 103, 189), (197, 176, 213), (140, 86, 75), (196, 156, 148), \n", " (227, 119, 194), (247, 182, 210), (127, 127, 127), (199, 199, 199), \n", " (188, 189, 34), (219, 219, 141), (23, 190, 207), (158, 218, 229)] \n", " \n", "# Scale the RGB values to the [0, 1] range, which is the format matplotlib accepts. \n", "for i in range(len(tableau20)): \n", " r, g, b = tableau20[i] \n", " tableau20[i] = (r / 255., g / 255., b / 255.) " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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V5dlas4wJR7ERYYQYJZ/nnbS0NJxOJ/Xr16dVq1ae9j59+nDixAkcDgfdu3f3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HAAAg\nAElEQVRoiDFeyIrV5Aq5GC9Pv9usNiqLG9Fo1fjoh4ia2KziZp63RjShJC0VNXeGGPdEdvVBwuEr\n3wrmTpGKHOt+ezuFpFNrmXCIEhcPvU0ff4jqL8toKBBOcHeTWLgP+l4lScJik3ljTwWzE4NJDB27\n07OhoI4P82p48OJ0YoLsLG+xmKF0s4iUHdsoZIpUWnEsplwo0umR0xwuNak60khfr4WkrCgkrV5k\nJKKyRclFUILYR8sxqN2HXPoVbevWY9qyHl1gF1LyUph2vXjPMN+dWqOi3dHU+2B8g0UwQ+svghsV\n28UkIGOC8yPzPS1iQR6UJJxPZ58LPv4ie9J4RIyuVmkg65rTvrPqo8201neSMjsWnzGUfPkG+lBz\nrFnIaEUMWhz4h4tSgKSlE8v5HCA8UMdVs+NIDvPn40O1vLBNdBfOSgw+6xo+RmL70UZufymH9fur\nWTQllOdumcsl06PRnslJspgh938iGjTr+57XSfMLETeBip1CYkUfhCRJBOg0vLa7nGmxRiaFu3dq\nTGt3L7e8sIdtRxt5+LJM7luRMqqLoF6rJj3KwEXTorl9ySQWTQkjyM+H3aXNrNlZRmKoH+lRbpYU\nGoFei40fvL6PzGgDPxpomjhxzHQKTTpfN06ekVSiBg9ZOKAdVSIaMFLUta1c1JVV7xGRjxk3i7Sc\nu6ajSBIEJ4njuqsWIrO9Nv1u6bVSuKuChoo2GiraCAjSoz+5o7rlmLjB1u6DkEkiXRo13f2TZgKj\n+53g7cLpG0szWnejaOjoaRFR/CH0Ek9BkkSdetw8QBJjQCt3iePQEHfKgmhg8fzS9jKqWnqYlRiM\nn8/oP6snN5XQ0GHmN5dOHbkMSZZFpOzAKyKjFBgjFl1pl4sJQaEpwpEfReTYZpM5ur+GkGgDodGD\nrlsqtahBDE+HhHPorrRQ+bd3aN2UR2deFR3FvejmX4w2fuTmLZtNFqn3aMPQCyF7kFRiARgzR1y3\nKneKhaDOICLXzjgXZRvkvSYWxzO/d6pWrTPR6MTx2dMMEdNExPokrBYbR3IqMYT6OdxoNBitj4ae\nTjMNle1EJgWjPtmXUKmF3xCaMjGdTxCry/RoA9fNi6fPauO1XeW8trucAJ2arFijx+sEXU1NWw8P\nvHuQP39ShL9OzWNXz+DHq1JHluCQbaI2pfW4qHdzVSexowQlQ+0BUYsUOwdUalIiA1i3r4pD1e18\nZ26826KflS3dXPffnRTXdfL4tTO5Zq5zUmcqlURcsB9LUsK5anYce4638PzWUvx9NMx2sDjclbyd\nU8H6/dU8cuU0kkL9xTFz6A1xzGTf6JljRpLEwsQnEMq3i1rQ8Iyha/96O0Vq8fD7/Sm+K0Qq1RO6\nm1o/YWPFDrHIC4wZ+T1uxtzTR/72MrrbzSRPi8Lc3UvNsWb0flr89b3faG2qtUJKavL5rk1hjkTw\nJCHBVLFdfJ6jaUZrqxBRfJsFZn1P1Jzbi0otjsWo6cKOyp0i5ewfcWJRpteq+c7ceGwyvL67nFd3\nleOn7b83OdiE1Ge18ct3D7IqM5ILsqLO/OLOWnGulm8VNfXZN4oUrTHBKQ2BbY1d1Je1Ep8Wjm/g\n0JH8vrp6an/7O+ofexzJL4DoP/4Rw0UX0bFpMy0vv0JvWTm+M7JR+w9/DOl8tVSXjDL1Phi1jxBH\nD00VAw4qd4hGQ0Ps2EfhVu0S20v7luuVGFQaEakOTj7tqbrSZpprOpgyMwadE5rR9AE+1B5rRq1R\nYQwb9PkHJ4OkmrjO5wA6jZpzU8O5KCuK/Op2Xt5RxsaCOtKjA+1PT4wjei02nv36GPe+lsvR+k5+\nsGIKj187k7SoQPucs5JP+zvlLvMuGRiVRowYq9gq9OXC0lCrJHw0Kl7bXc785JDTdSZdQGFNO9f/\ndyetPX288N25rEh3jc6kXqvmsuwYShu7eH5bKR0mC0umhHm8ftlitfGDN/aREOLHAxelC3sGJHRS\nLxXNAZ7EECeOk8od4oZ/cheozSqijHlrRHQ0ccmIKT632dxSKjrso2d6x/SmfrraTeRvK8PSayVj\nfgJhsUbC4ox0NHdTc6wFVcUWAk0FSMnLYNq1IvLo6YX9QAd802FRUhGe4ZgT0XhYSHlpfWH27aNf\nEGj9RDTKECsaMSq2C2fUmAAaPT4aFYtTwrhkejRFtR28vKOMzwvqSI0M/KaUxQ52lTbx2u4Kfrgy\nhSmD06ADWExQ/KlomrL0iHM149snmjidRfXRZrrbTUzKjj7NiZb7+mh+8SWqfvhDzEeOEHrnHcT9\n/e/o09PRTZ5M8DXXgEqi7a23aX39dSStD75ZWUjq0zMYao2K9uZuOprHkHofjN4omsl0BqjrT8Vb\nekafiu9pFtea4GTxeXvovLDZZI7kVOJv1BPvpPuVj05DZ1sPTVUdRCWHnPpdi4i54nwOEBqg48pZ\nsaRGBvJ5QS3Pbz1ORXMPsxKC8R9F15c38vWRBr7/Ug4f5tWwLC2C52/5/+2dd3xc1Zn3v89UtVGz\nVbDcG7IN7qbaYDAtSwjhJZtCQirJm01INpvN7ubdTWGz+6ZuNtmwhE02BAgESN70sJTQDMbYxjbY\nJsbGVZYtWc2qI2mKZs77x7myR7Jkq0yR5Of7+dzP6N4z99xzHt2Z+d3nPOc5q7h+UflZ4xBPUrvN\nis+pF9vA+kz/iPQnuwgiXVZYFM2G7CLmlwX45bajHGgMcuuKqWevYxS8crCJD933Kj6Pm0c+fjFL\np6XWG+lxu3jbBeW0dUe5f2MVBxuDrFtQiseVuclIf9xVy2Nbj/K1mxcxryxgBdOBJ+2s3zlDWPIt\nHeSW2AkFtdts+4rm2Pi7XQ/ZYbXCmXaIvXxp+oeFB0LEevaPbYLgcduuMWDHtqZO3nylGhFh0eUz\nCDgPd67WQ0w+8Qe6wx6ORyuJlV1E4cLlyFiwZS8utxWgda/byTPlS4c2A752u/UM5pYmJ3xExN6P\nFRfZSUq126yXW+TkUHxxro9bllWw4LwAz7zZwE83HqaqqXPIv033b6xi9/F2vvG/Ljw9nMoYO5Fo\n589saETFKlh8u+OdSu49Zozh8K46ApOyKZ3eV9R2btrE0U99mvbHHyf3ssuYdu8Pyb/+esR7KvZQ\nvF5yL7mE/Bv/gvChg7Q+8gjtf/oT/tmz8E07fXTJxJIw9N6f3v/LlJVWeB7bYv9nvjwb+zqcdFG7\nfm4nUi3/aPLSzI2AhupWmo61M3vJeWTnJS8LRFaOl7rDLXh8LvJPd/yo+ExERJhfFuB9F9mYkkdf\nrWZK/fN0t9ZRXjEb1wBPWGOdtq4of3qznm8/tZd/f2YfBdlevvfepXx23TBWfTLG5gp789d2uGjR\ne07N5hxrFM2yPyaNe2DKSjzOl9cjr1ZzxfwSzitIzYf8jztr+dTDrzG1KJvHPnEJsyanJ8ZURLhy\nfgk5Pjc/3VjF9qoWrltUht+T/ns1Hjd87rEdFOf6uOumRUjbERvPVDwbLnjv2Lpnsgqtx6t+l/Vg\n1G51Zl6/y+YeHe1wWrLxZluP59FN1gOTjLRRo6Cppp23th7Dn+1l0eoZ5AT8dkLZm7+Gg08jXj+T\nllxMzFfM8aoOujvCFJcHkLG0yIcny35fHN1shVf50sHjgI2BqvV2tnXxHLt6VjJDB1xu+8BcvtSm\nHDq22X7nxuPgy0F8ucwtDXDbRdNxCTz26lEe2nwEn9vF4qkFg+YDNcbw5d//mWXTinjXin4CraPW\nfj6PvWJjGJd8wDoWkp2GyqGrPUzNgRNUzJ1EnjOqGD1+nONf/gqN3/0urrw8pnzrm5R85jO4Cwf3\nuLoLCym46SayFi4iuH49LQ89RPjAQbKXLMEdOBUa43dmvXu8bgpHO/R+WiN89vtj8vnQWm0fDJsP\n2MlzQwnPObbJCtfKd9rvxwxh4oZ922vw53iZsag0qSNn/mwv7Se6aK4Lct6sov6ffRWfA+HzuLh8\n7mTefmEZRc3bWeney5G3tlIbzae09CwxM2OAg41Bfr39GN95ei9f/cNunnjjOG3dUe68ei7fe89S\n5pYOI3atswH+/Aub0y0wxa6W4EnD0mwjxeW27azeaIeSJldSWR7gkVerOdbczc1Lk/+j/ZMNh/g/\nv3mDFTOKePhjF1MySCxTqhARVs4sZsakHB54pYrn9jRw7cIy8tLssX/mzXoeeKWKL799AQsLYzYm\nzh+AZR8bm/dM7yzQYJ19Xfy+sTEsPBj5FTZutna7TeCdoeH344eaObijlkBRNgsvm4nfJ3ap2zce\ntR7kWevggvcgeWUUlebh8rg4fqiZ9hNdFJ9nk4uPGfz5dpJL9csQarFJ6Pv//03cpvk58qIVhxe+\nL2UCDW+2MxQ/zYZa1L1mHzjqdkF3C16Pl8sWzuampRUcbOzkZ5tsVok5JXlMHyCsaH9DkHteOMjH\n18zmwqnOghvRbhuDu+e3NkNI5TtsGFVWahfkqD/SQntTF3OWTEHiPZz4yX3U/M3niRw+zORPf4qK\nf/sOWXOHHvfonzWLwve8B/F5afvVr2l55FEQIWvxhYjbjdvjouNEkofeT2tEPkxZAVlF9kG2eqON\nGS+YMXgGgK4m6/Usnpu6PMdDpKmmnYYjrcxeXE5OChbf8Wd7qatqwZflIa9vqMiQxKcYY5LeqDQy\nqsabeJwdr2+ivO5ZzvOH2BaazoxL3kXJ5CSumDJKorE4Ww8389zeBp7f28Dhpk4AKssDrFtQytWV\nZSydVji81TJ6wnYVmuqX7RftnGuh4uLM5PIcCW89bmc2L78Diufwg+f28+/P7OOJz65h4ZTkzA6P\nxw3feHIP/73hMDcsKuf7712a8YULNuxv5JMPbacwx8eDH101vAeNUWCM4Z33bKS5K8ILf30Jntd+\nZIeULvpU5paqm4h0t8Dm79s4s2UfTesPlzGGI282UHvgBMXlAeatrMDdst8Ks+4TVrjNv3HA7BeN\nx9o48FoN2Xl+Flw6fchrRqeNQ8/DoWfsZKhZV506Hovah+/G3TDjCusVT1Z+0KHQ3QyNe08tV2li\nfZapfPFEEV9+4jDVzV3ceOF5/NONC/rMVbjnhQN85+m32PKP6ygL+JwwmKch2gVTL7Hf62ka8t31\n4iEQYbYco/5f/y+RI0cIXHsNpf/wRXxTR+cUiByrof6b3yD47HP4Zsyg7Ev/RN6aNdQfaeHgjuMs\nvnLWSW9rykhcbtebY++VKSv63i8mbjMkBOvgks+lXPCfCWMMO184hDGGpVfPSYk4N8bw5w1VREI9\nLLtmbmLs55Audk6Lz166u7vZ8fIfWG520hN38YZvBctX34jPlxmPTnNnhPVvNfDc3gZeequRjnAP\nPo+Ly+ZMYl1lKVdVlo4sB2Rvmo39T9r0D1NWjs1hyLMRi8CWH9hJJJd8jraIi8u/9Txrzy/hP29b\nPurqIz1xvvD/dvKHnbV88NIZfPWmRUldCm80/LmmjQ/fv5VoLM59H1rJypmpT2v08v4mPnDfFr7+\nzoXc5l9vh6CWfdQOUSrJ5dgWm3ux8p12mDQNxOOGg6/X0nisjbKZRcye50P2/Y+dKJNT4iTHPvPK\nOa2NQd569Rhuj4uFl05PiadlxBgDu39pczpeeJudFRztsssdtlVbUT398sy2sSdsP1eNe+xkqUgQ\nEOIF03mlrYSvv2o43J3LZ9bN42OrZ+H3uLnlhxuJG/j97TPsAgntx5x8ku9I68IFke4o2/60n4L9\nm3H95DuOQPwSeWtWJ/U6wQ0bTgrbvGvWMekL/8COXR1UzJ3EjIVlSb3WoHTU2mwZbUdsfGjlzfYV\nrDNn3//Awr+0adsySPPxDva+epS5y6dQOi25E8v6XKeug71bjjJ32ZTEWF8Vn8OlpraGxu2/Yml2\nHUdCubRPfxsXLl6RzEsMiDGGffVBnttbz3N7GnitugVjbM7SdZWlXF1Zyup5k0eVC45gnf3QtB6G\nQIUdjik4e061MUvrEdj2IxtEv+AWvvnkXn700kGe+/yVo8r72RGK8smHt7PxwAn+7vrz+dTa1Dw1\njobqE1186P5XqW3t5gfvW8b1i1IbLvLeH2/icFMnG2/pwlOzCSpvcfIZKknHGJvYvK0aLvnrlOdM\njUVj7N16jLbGTqafP4kKzxtI9YvWozPraivKhjiZqLMtxJubqonH4yy4eBr5SUignjRiUbtwRsdx\nuOA9djWfrhM2IXfZ4ky3ri8mblcBatprxWjwOACNPbk8XpvP7sgU1ly0in/+3es8dEULi9hvHQjz\n3pb2CWvxUIhDjz5BQ3El+T/8IuW33kTxhz+EK0WOm3gkQvMDD9J0770QjxP6x7uJFZWx/NqR5Voe\nEcbYyWz7n7R5LStW2iWoX/uJHW5f8sGMDrcbY3jjpcNEIzGWr5ub0lhsYww71x/CxPt4WFV8jpSd\nr29mUu2fmOrv5rVQBVNWvYvysuT+wIeiMbYcbua5PVZw1rR2A3BhRQFXV5aybkEpF0wZft630+gJ\nnRou8Phhzg32w5LO4aVUsf8JOLIBln2ERt8MVn/reSqKRrcyUFVTJzWt3Xzr1sW8azgz6OMxKxia\n9p78sRgVueV2xm7hjAHDIZo7I3z0ga3sOtbK126+gA9ckpr8mtuPNHPrvZt4+AbD6p6NMO1y6wlL\nEsYYTCRit3AYE4kQd157j53cD0cw0cRjUeec3vMS6wkTj0Qw0ShZ8+eTd9VVZC9ZMmDqllTRE43R\n2thJa30Ql0soKs+jYHLu2eMiQ62w6fs2DnT5x1L2WY2EetizuZrO9hBzZkNZ6+M2NrJssY1XG8Gw\nYagrwp5N1YS6osxfUcGkJIXBjBTT00O0poZIVRWRA28R3voE0cZWMGLjxwdJ/G2AuDeLeFYusaxc\nYv48Ylm5xP25xLLyMALuUCfucCfuUCeucCfuUND+Heke2q/vUIn3WE9otBMT6UIwxIxgAI8YG5OY\nMykj3+nhQwdpue4jmJnzWHbFdHxT0pOrNnr8OPXf/jZNjRG6/vLTBPZvIbt2H972puTa/kyYuI3x\nDLXafXFZz3OGMz+EJk+n6dJbKdz1LHlH3hjWueLxkL1iOYG1a/HNnTskQd9U08a+bTXMXzmVyRX5\noOJzdITCIXa8/EeW9OwAYIdnKcvXvAO/b+QTTho6Qrywt4Hn9jTw8oEmuiIxsrwuVs8tceI3SylL\n1nCVids0Gweecp7OnHQ4mUwAnWxiUdhytx2Gv/Rz/HTzcf6ws3ZUVfrcLj599VyunD+EuN9otx0i\na9xrl6fr6bazqvPKR/dDYOLWU90vBoxJ8/v8/7oiPdz5yOs8v7eBO6+ay99eN39YT/+mp8cKuYHE\nnyPkvvv4LrKDNXyi/BAmqwRTvqqvQAw750UjfQXhyWOn6jXhMPFowjnOdZOB+HyI3283nxeXz/6N\ny0V4/37o6cFdWEjuFWsIrF1L7urVuPOTL4xCnRGa6zpoqQvSfqITY8DtdWHihnjM4HILBSW5FJcH\nKCrNwzdYfGTNVtjzGzuEOu3SpLezOxjmzU3VRENRzp+0l6KurTbF0PnvGHU4RTTSw57NRwm2dDPr\nwvIRryU9VIwx9DQ2WoFZVUWk6sipv48ehWj05HslEMAztYz4pKnE8oqIZweIZQeIZ+cRz8ojlhMg\nnhUglp0H7tNFhERCuLo7EGOIZQcw/gFiDeMxXN1B3KEgrq4O+9rdgbu7w3m1+65wFzLc319jMNEQ\noe5OjImREyge1vKXyUbyCzn+9s9SPnsSsy5M/4Td9lc2s//NVsIldhTP1dlGVs0+/LX78NdXIbGe\n1DciFrVhbN6cjKZV6uXEug/SE5hM6R/+A4nHhnVuvLOTyIGDAHinTiVv7Vry1q4l56JVg3qzjTHs\neP4gLreLxVfOQob4I6Ti8ywcr6vl+LbfsDyrhmOhHE5MvY4lS4cWi2WMYXdtO8/taeD5vfXsPNYG\nwJSCLK5eUMq6BWVcOntS8ieytNfaFVzajtiZlZU3Zzx9S8poq4at/2WDvxfemtprGQNdjacmCbQd\nsULRm2vF4eRKu5LFWWYqm3h8AG9f5KQHz4TDxLuCmOZqTNNhTMtR4qEuTDSO8RZgvEXEPQUY4yUW\nDvPqW3UcrW9ldoGXC0tzILHeSF/xl3iMeHz0NvF4cPl8g4o/e9yW9z/m8vsRr+/0Yz4f4vPbfV9C\nuc+Py9//Wj7E6z2j6I51dND58ssE168n+OJLxFpbweMhZ8UK58v1SvyzTl8ZZCiYuKG9uYuW+iAt\ndR10B62Yzs7zUVQeoKgsj/ziHIwxtDV10lIXpLk+SKTbCqLcgiyKyvMoLg+QW5B1qh/GwI77oaXK\nDr/nTBpR+waio7mLPVuqIRZlge9ZAt42m9t32qVJm3QY64mzb/sxWuqCVMybxPQFo0/1EgsGiRyu\nShCZp7ZYVxcmN594oAhTXIJr5lykYjpmcjkmUEQsK5ce8RCNxBnoJ8/tdeHL8uLze/BlefBm2ddT\nmxev34Pb0/ehMh6LEwn3EAn1EA3Z10goemrfKeuJDCACxCbsPnktv3OdxOv6PXj9nrGVxiqBE7U2\nLdeiy2aMfrWhURAJ9dBS30FLfZDWhmDfB70y+zkc9EFvAtHe3MWfN1Qxc1EZU+aO7DsjWl9PcP2L\nBNevp3PTJkwohCsnh9zLL7ffl1degWdy34mmDdWtHHi9lgWXTKOoLKDiM5m8sXMrBUefZnpWJ693\nn0fpilupmHK6oOuOxNh4oMmZnV5PfXsYEVg2rZB1C8q4urKUyqGuODRcol3OEPsW+xQ27wY4b/nE\nGGI/E/ufsqlSln7Y5mYbBGMM9PScJvQGFH+9XrxQF6a1zgrA1lpMdycmGsNINnFPAOPKxeDFhCPE\nI/28gZHeYwneQGcoeNQIiNdtxVtWFkHjoSkCvpxsppUW4MlKFHqOIPT7ragbSOgNcOxHGw5wS/5r\nlBd6cC+7HSkocURkgiAcZ/lxTSxG985dVoi+8IL1igK+mTNPPeWvWN4nAXZ/eiIxWhqs2GxtCNIT\njdv81JNzKS7Lo6g80Hft8/5tMIaujjAtdbaOjhYbcuP1e6wQLQtQUJKLu6fDzn7PO88mPU/C57j5\neDv7th3FSxcL/c+QPWWujRVMwfKiJm44tOs49UdaKZlWwJylU84aRhSPRIgePXpSVIarjtBdW0+4\npYOeuBDPLyYeKCKeXwSlUzBFJcTzCoh5sgaMs/N43acLSb8Hb3ZfoelOcYqoXpF6SqA6gjV8SqwO\nKlKx90ZiH7wDidUMiNT9r9XQXNfBqhvOH32IWJKIx+K0neiixRmBCPd/0CsLkFuYNeZi+ZPBns3V\ndLR0s+Laeac9KI2EeChE5+bN9vty/Yv01NUBkLV4MYGr7Pelv7ISY+C1Zw/gz/Zw4ZpZKj6TTSQS\n4bWXH2dxdDtuMbwmS1i25maaQ4bnnVRIGw80Ee6Jk+f3cMX8yVxdWcba80uYnJfC/JAm3jfNxrRL\nYHb60mwMBROLnfT29Y/p6zPU2yemL3Jy+NdEzhDnFw5hGg5golHiWSWYSM+g4m9At8dw8XisSEv0\n2J301iUeO5P4S/DiDST+Tr7Xe9oxl+mG1gPIibfsDNl4D7h9VEsFd+/yUO+dwb/fvnpU99yBujYa\nN9zLqsIOPKs+bmOZJiCRYzUEX1xP8IX1dG3ZgolGcQUC5K1ZTd7ateSuWYO7sJDuYMT+mNUHaW/u\nAgMen5uiMuu1LCjJxTPCEYxouMd6Th2vTawnjriEgsm5FGU3U9zwR/yVV496Rnb9vmoO7ukg19XM\nguLd+BbdkPL/qzGGY/uaOLq3kcLSXM5fORWXW4geP07XoWq6aurobmgh3Ba04su4MYEi4vmF1osZ\nKBzQG+vxuvBle60Q85/yTvYXZ2Mq7+gQiMeNFaTd0TOK1Wh4MJHqPumlHVCsZtuyZAhFYwxbn9pH\nYWku81O8wtxIMcbQ3RGmuS5IS30HHc0JD3pleRSV51FYkpcUoZZpOttC7Fx/iGmVJUw7P/npIo0x\nhPfuJbh+PR3r1xPa9QYYg6e8nLy1VxK+9G3UhgJcdvPCiS8+q97z3ow0PtoTJRxsJk/CRIyLaNza\nWkRwu5xNJH0T3uIxK0A8fjs71pX+4QWDgWjPIHF+0T5xVyPG5Top7vp43/x+xGVwRZoShmLduLwe\nxON2PIRuxOvB5XXbYz5nv3+5GyTainhcSE4AKZuPq2wBUjofycmzdY+l1XxiEWg+aMMAmvZCuJ24\ngQNdeZhRBL77iTIzu5OOObcQmHVuzGyPd3bSuWkTHc5Tfqypicjiywjd9GFi+XYIy9NSR1bNfrJq\n9uE9UZP0yQ3G5SJSMoNQxTxCFfOJBYqd6x5HIt0jr1jcREtn4K/+M0UvPYbLld40cp1zltG26kZc\noaB9EM3NH1BUumMRvG6DN9tHVmEu/kBOPyFlPX1jxcuWKU6K1JPD/dEBhv+tWB0Ij8+NL2t04tzE\nDZ1tIeavrGByReZyWg6HaLiH1oYgzXV9H/Ry8v3j3hMa6Y4S64mz4rp5I34QHg49TU0EX3zJDs9v\n3Egs0kPbF+/l0g9cNvHFZ/XH7sho44PBdkx3K143eN0u3Jm6eQXwBeyKDBlEPJ5hx/SJ7wxxfolC\n0+cDj+fMXxC126Fu5yg7IVAwDSYvsLNhx9MXkjHQcZyaA6/TXLuf0X62w4XzWbXmxiQ1bnxh4nFC\nu3dTv2kXzRSSVX+QrPrDeLo70tcGoCe3iFDZTMJFZRgZ3Q+Kt/U4BQe2I+mbD9yHUMlMOmcvweP3\n4M/Lxl+cT3Z5CVllk/An0SOnnML0itRwogc1ejIe1cRG9x3h9rmZu3TKuPQcxuOGjhNdNNd30N0e\nznRzksLkqQWJ+TbTRjwSoWvrVo7tOkrlX713/IlPESkG7gOuA5qA/2OMeeQMp4ydxiuKoiiKopzb\nDEl8ZjYh1encA0SAMmAp8D8istMYszuzzVIURVEURVGSwZjxfIpILtACXGCM2bjtM3gAAA69SURB\nVOccewioMcZ8cZDTxkbjFUVRFEVRlCF5PsdSoMZ8INYrPB12Aosy1B5FURRFURQlyYwl8ZkHtPU7\n1gb0SUAnIp8QkW0isu3HP/5x2hqnKIqiKIqijJ6xFPMZBPpP184H+kwvNcb8GOhVnTrsriiKoiiK\nMo4YS57PfYBHROYlHFsC6GQjRVEURVGUCcKYmXAEICKPYb2Zd2Bnuz8BXHaG2e5jp/GKoiiKoijn\nNuNuwhHAp4BsoAF4FPgrTbOkKIqiKIoycRhTns8RMK4bryiKoiiKMoEYl55PRVEURVEUZQKj4lNR\nFEVRFEVJGyo+FUVRFEVRlLSh4lNRFEVRFEVJG+NafIrI/8YGt+o2yk1tqbYci5vaUm05Fje1pdpy\nLG5jxJZDYlyLT+ATmW7ABEJtmTzUlslDbZk81JbJQ22ZPNSWyWPc2HK8i09FURRFURRlHKHiU1EU\nRVEURUkb4118/jjTDZhAqC2Th9oyeagtk4faMnmoLZOH2jJ5jBtbjvcVjhRFURRFUZRxxHj3fCqK\noiiKoijjCBWfiqIoiqIoStoYE+JTRO4UkW0iEhaRB/qV3SEiB0QkKCJPiciUhDK/iPyXiNSLSLOI\n/FFEKhLKi0XktyLSKSJHROS2NHYrI6TQlutFJOScGxSRt9LYrYwwClsWisiDItLgbHf1O3emiLwg\nIl0isldErklPjzJHCm1ZJSLdCffln9LTo8zhfFbvc77TOkTkdRF5W0L5Oue+6nLusxn9zv2piLSL\nSJ2IfL5f3YOeOxFJlS2dz7hJuC+DIvLldPcvnYzSlu8WkVecsvUD1L1URLY75dtFZGmaupURUmxL\nI1YT9d6XP0lTt/owJsQnUAv8K/DTxIMiciXwdeBmoBg4DDya8Ja/Bi4FFgNTgFbg7oTye4AIUAa8\nH7hXRBalpgtjhlTZEuBOY0yes52fmuaPKUZqy+8BOcBM4CLgdhH5SEL5o8DrwCTgn4BfiUhJarow\nZkiVLQFuSrgvr0tN88cUHuAocCVQAHwZ+KUjeCYDv3GOFQPbgF8knHsXMA+YAVwF/L2I3AAwhHMn\nIimxZQKFCffmv6S0J5lnNLZsBr4PfLN/pSLiA34PPAwUAQ8Cv3eOT1RSYssEliTcl3ekogNnxRgz\nZjbsj9MDCfv/BtyTsD8FMMAcZ/9e4NsJ5TcCbzl/52KF5/yE8oeAb2a6n+PNls7+euCOTPdrnNiy\nCViVUP6PwAbn7/lAGAgklG8APpnpfo43Wzr7VcA1me5XpjdgF3ArNsn0KwnHc4FuoNLZrwGuSyj/\nF+Ax5+8znnuubEmy5UznPvZkuj/jwZYJx+8A1vc7dp1ja0k4Vg3ckOn+jTdbOscNMDfT/Rkrns/B\n6L9cU+/fFziv9wGXi8gUEcnBejefdMrmAzFjzL6E83cCE93zORijsWUv3xCRJhHZKCJrU9rasc3Z\nbMkA5b1li4BDxpiOhHK9L/vuw9Bs2cvPRaRRRP4kIktS0MYxjYiUYb/vdmPvo529ZcaYTuAgsEhE\nirDifmfC6Yn33qDnprL9Y4kk2rKXIyJyTETudzxW5wxDteUQqloE7DKOcnLYNcRzJwRJtGUvLzmh\nIr8RkZlJbOqQGevi8wng3SKyWESyga9gVXuOU74P+wRUA7QDC4CvOWV5QFu/+tqAQKobPUYZjS0B\n/gGYDVRgc4n9UUTmpKntY42z2fIp4IsiEhCRucBHE8r0vuzLaGwJ9iFpJnbo8wXgaREpTFfjM42I\neIGfAw8aY/Zy5vsrL2G/fxlnOXfCk2RbNgGrsPflCuf4z1PT8rHHMG15NvS+TJ4twQ7lzwQqseFQ\nj4uIJzmtHTpjWnwaY54Dvgr8GjiCHWLrAI45b7kXyMLGzuVi4yB6vXVBIL9flfnO+ecco7Qlxpgt\nxpgOY0zYGPMgsBH4i7R1YAwxBFt+FjsMsh8bq/RoQpnelwmM0pYYYzYaY7qNMV3GmG9gY5XXpK0D\nGUREXNhQoghwp3P4TPdXMGG/f9nZzp3QJNuWxpigMWabMabHGFPv1HmdiPSvb8IxAlueDb0vk2dL\njDEvGWMixphW7FyPWVhnU1oZ0+ITwBhzjzFmnjGmFPsD5QH+7BQvwcaPNRtjwtgJMhc5wxv7AI+I\nzEuobgnWbX1OMgpbDlgdfYdDzynOZEvHhu83xpQbYxZhP2evOqfuBmaLSOJTqt6XI7PlgNVxDtyX\nIiLYUJky4FZjTNQp2o29n3rflwvMAXYbY1qA44nl9L33Bj03Rd0YE6TIlv3pHTKe0PfmSGw5hGp3\nA4uduntZPMRzxy0psuVAZOQ7c0yITxHxiEgW4AbcIpLVe0xELhDLdOxw7384H3yArcAHRaTAcU1/\nCqg1xjQ5cRC/Ab4mIrkicjl2Ru1D6e9h+kiFLcWmu7k+oa73A1cAT2eij+lipLYUkTkiMklE3GLT\nY3wCO9EGJwZ5B/BVp55bsF+kv85EH9NFKmwpItNF5HIR8Tn1/B0wGeuVn+jci/VW3GSM6U44/lvg\nAhG51bH3V7Dxcnud8p8BXxKRIhGpBD4OPDDEcycqSbeliFwsIueLiEtEJgE/wE7+6D9cOtEYkS2d\nz3cW9sHT5Xyevc6564EY8FmxKYh6PYDPp6E/mSTpthSRRWLTVrlFJA/4LjbUbk8a+2XJ9IwnJ4b4\nLqz6TtzuAgqxgcWdQB3wDcCdcN4kbCxEA3a47WXgooTyYuB3zvnVwG2Z7ut4tCVQghWnHU7ZZuDa\nTPd1DNvy3dhYmi6s0Ly+X70zsV+o3cBbnAOztVNhS5yJCM65J4DngJWZ7msabDnDsV8IOwTXu73f\nKb8G2OvcX+uBmQnn+rHprtqBeuDz/eoe9NyJuKXKlsD7sGnDOrEe0p8B5Znu7xi25YcH+H54IKF8\nGbDdOfc1YFmm+zsebQlcjf3N6cT+1v8OmJeJPura7oqiKIqiKEraGBPD7oqiKIqiKMq5gYpPRVEU\nRVEUJW2o+FQURVEURVHShopPRVEURVEUJW2o+FQURVEURVHShopPRVEURVEUJW2o+FQURRkmIrJG\nRN4QkaiIPJvp9pwJEZkrIkZElg60P4p6PU4970xOSxVFOVdQ8akoSsYQkYdFZIeI+PodX+cIu8sy\n1bazcDc26fUs4C8HeoPTt98l64IicoeItCarvmFe+7S+GGN6gPOAJzPRJkVRxi8qPhVFySR3YlfX\n+mrvARHJx64c8x1jzCupunB/wTtM5gLPGWOOmVNL1J5zGGPqjDHhTLdDUZTxhYpPRVEyhjGmFfgI\n8PcicpFz+HtAC3b5TQCc9d+fFJEOEWkQkZ+LSFlC+cUi8oyINIlIm4hsSKgvcYj4kyLyexHpBL42\nUJuctZB/4FwnJCKbej2wvUPWQC7wM6fODwylr73eQxH5vIjUikiziNwnItkJ71krIltEpFNEWp2/\nF4jINcB/AwXONY2IfMk550Miss2xTb2I/EJEzhtKm5zzvSLyUxE5LCLdIrJPRL4gIuKU/yvwfuDm\nhGuvHmjYXUSWiMjzTj0nnHrzh2MDRVEmPio+FUXJKMaYZ4F7sWLuXVihc7sxJgIgIhXAi8DrwCrg\nWuya8L/tFUhAAHgQWANcArwBPCkiRf0u98/A74ELgf8apEnfBW7FrpG8HNgDPOWI3cPYoeYw1mt7\nHvCrYXT3KmA+do3l27BD9nc6/fQ6bVsPLHb6cTcQB14C/ha7jvh5zvY9p04v8GVgCfAOoBx4ZBht\ncgPVwLuBBcBXnO2DTvk3gV8DTyVce0v/SkQkD3ga++BwEdaGV2BF85BsoCjKOUImFpTXTTfddEvc\ngGxgLxAD/q5f2deBp/sdmwwYYPkg9QnQCLzX2fc47//eWdqRD0SB2xKOeYAq4K6EYyHgA2ep62Hg\nd/32qwB3wrH7gaecv0udNl4+SH13AK1DsOUFTj3lzv5cZ3/pQPuD1PFvve0aqC/9bPpOZ/+vgGYg\nN+E91zjvmTUUG+imm27nxqaeT0VRMo4xphsreMJYz2MiK4CrRCTYu2EFDMAcABEpE5EfO0PGbUAH\nNpZ0er+6tp2lKXOxompjQtt6gM3AwmF37HR2G2NiCfu1WNGJMaYBK86eFZHHReRvRGTq2SoUkZUi\n8gcROSIiHZzySvbv+5nq+LQzdN/o2PczwznfYQGw0xjTmXBsY0JZL4PaQFGUcwMVn4qijBV6gLgx\nJt7vuAv4I7C03zaPUzOtHwaWAZ8DLnPKa4H+k4o6OTO9w/hmgLKBjg2X6AB1nvweNsbcDlwKvAzc\nAuxz4j0HREQC2KHuDuAD2LCEv3CKhzShSkTejxX+PwWux9ruR0M9P7EqTreR6fcKZ7GBoigTH0+m\nG6AoinIWXgNuBqocL+RArAY+YYx5AsCZcFM+gmvtx4rg1ThxkyLiwcZf3j+C+oaNMWYHsAP4pog8\ng429fBaIYOMzE1kIFANfNMYcddq7eJiXXA28Yoz5Ye8BEZnb7z0DXbs/bwLvF5HcBO/naud1zzDb\npCjKBEafNhVFGevcjY3xfFRELhKR2SJyrYj8JGGW9D7gdmdm+EXAY9gh/GFhjGnHev2+IyI3iMgC\nZ78YOykqZTgz6b8hIpeKyHQRWYeN33zTeUsVkCciV4vIZKfvVVhh+BkRmSUib8dOqhoO+4CVInK9\niMwTkbuAy/u9pwpYLCLznWsP5Lh4yGnLg2KzE6zF2uyXxpiqYbZJUZQJjIpPRVHGNMaYY1gx5MYO\nMe8G/hPo4tQQ7oexM+Bfx3osfwQcHeElv4Cd3f0zrAdyIXCDE5OZSjqBSufa+7HD4A9gh8QBNmBn\njv8SO5nqb40x9di+vwvrXfwS8PlhXveHwG+AXwCvAhXA9/u950dOm7Y7176kfyXGmCB22L4Y2OrU\nuQH4+DDboyjKBEeMSUYYk6IoiqIoiqKcHfV8KoqiKIqiKGlDxaeiKIqiKIqSNlR8KoqiKIqiKGlD\nxaeiKIqiKIqSNlR8KoqiKIqiKGlDxaeiKIqiKIqSNlR8KoqiKIqiKGlDxaeiKIqiKIqSNlR8Koqi\nKIqiKGnj/wPwaq5sIIYBrgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = prep_plot((11,6))\n", "all_nbhd = data_.groupby(\"YearOfInstallation\").Neighbourhood.count()\n", "dt_only = data_[data_[\"Neighbourhood\"] == 'Downtown'].groupby(\"YearOfInstallation\").Neighbourhood.count()\n", "westend = data_[data_[\"Neighbourhood\"] == 'West End'].groupby(\"YearOfInstallation\").Neighbourhood.count()\n", "dt_eside = data_[data_[\"Neighbourhood\"] == 'DowntownEastside'].groupby(\"YearOfInstallation\").Neighbourhood.count()\n", "all_nbhd.plot(legend = True, label = 'All Neighbourhoods', color = tableau20[0])\n", "dt_only.plot(legend = True, label = 'Downtown (Core)', color = tableau20[3])\n", "westend.plot(legend = True, label = 'West End', color = tableau20[6])\n", "dt_eside.plot(legend = True, label = 'Downtown Eastside', color = tableau20[9])\n", "plt.legend(loc='upper left', fontsize = 14)\n", "ax.set_xlabel(xlabel = 'Year of Installation', fontsize = 14)\n", "ax.set_ylabel(ylabel = 'Number of Art Pieces', fontsize = 14)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5z3PBBRcwZswYbrnlFgC+8pWvcNppp/GpT32Kj33sY5x00knMmTOnz7FKSkp4+eWXmTJl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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = prep_plot((11,6))\n", "all_types = data_.groupby(\"YearOfInstallation\").Type.count()\n", "sculpture = data_[data_[\"Type\"] == 'Sculpture'].groupby(\"YearOfInstallation\").Type.count()\n", "mural = data_[data_[\"Type\"] == 'Mural'].groupby(\"YearOfInstallation\").Type.count()\n", "all_types.plot(legend = True, label = 'All Types', color = tableau20[0])\n", "sculpture.plot(legend = True, label = 'Sculpture', color = tableau20[3])\n", "mural.plot(legend = True, label = 'Mural', color = tableau20[6])\n", "plt.legend(loc='upper left', fontsize = 14)\n", "ax.set_xlabel(xlabel = 'Year of Installation', fontsize = 14)\n", "ax.set_ylabel(ylabel = 'Number of Art Pieces', fontsize = 14)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cNoznioiIiEhSMBSlvrLXSffuMkuDpN27C8331PpMlWrKR3/3Qet8mtmzJIJO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\nMBgMBoPbMMqnwWAwGAwGg8Ft/D+CG99b14nqPQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = prep_plot((11,6))\n", "all_owners = data_.groupby(\"YearOfInstallation\").PublicPrivate.count()\n", "private = data_[data_[\"PublicPrivate\"] == 'Private'].groupby(\"YearOfInstallation\").PublicPrivate.count()\n", "public = data_[data_[\"PublicPrivate\"] == 'Public'].groupby(\"YearOfInstallation\").PublicPrivate.count()\n", "all_owners.plot(legend = True, label = 'All', color = tableau20[0])\n", "private.plot(legend = True, label = 'Private', color = tableau20[3])\n", "public.plot(legend = True, label = 'Public', color = tableau20[6])\n", "plt.legend(loc='upper left', fontsize = 14)\n", "ax.set_xlabel(xlabel = 'Year of Installation', fontsize = 14)\n", "ax.set_ylabel(ylabel = 'Number of Art Pieces', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that during the Olympics, there was a huge spike in public art installations, relative to previous years." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Out of 40 pieces of public part put in place for the Olympics, 14 remain in place today.\n" ] } ], "source": [ "data_2010 = data_[data_[\"YearOfInstallation\"] == 2010]\n", "inplace_2010 = data_2010[data_2010[\"Status\"]==\"In place\"]\n", "print(\"Out of \" + str(len(data_2010)) + \" pieces of public part put in place for the Olympics, \" +\n", " str(len(inplace_2010)) + \" remain in place today.\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JQpHFKXkqsorsH/WbiIgPganASSlZ+yFfJWptgVPTsrqlKbE5gqyKVWRmzlgr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = prep_plot((12,9))\n", "ax = sns.countplot(y=\"Neighbourhood\", hue = \"Status\", data=data_2010, order = nbhds)\n", "ax.set_ylabel(ylabel = '')\n", "ax.set_xlabel(xlabel = 'Number of Art Pieces', fontsize = 14)\n", "plt.legend(loc='upper right', fontsize = 14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first look at where all the art in Vancouver has been placed, currently, and previously." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Let's write a function to make this easier for plotting\n", "\n", "def plot_map(lats1, lons1, label1, lats2 = None, lons2 = None, label2 = None): \n", "\n", " plt.figure(figsize=(12,7))\n", " map = Basemap(projection='merc', lat_0 = 49.25, lon_0 = -123.1,\n", " resolution = 'h', area_thresh = 0.1,\n", " llcrnrlon=-123.27, llcrnrlat=49.2022,\n", " urcrnrlon=-123.028, urcrnrlat=49.32)\n", "\n", " map.drawcoastlines()\n", " map.drawcountries()\n", " map.fillcontinents(color=\"#d0d1ef\")\n", " map.bluemarble()\n", " map.drawmapboundary()\n", "\n", " lons1 = list(lons1)\n", " lats1 = list(lats1)\n", " x1,y1 = map(lons1[1:], lats1[1:])\n", " x1_, y1_ = map(lons1[0], lats1[0])\n", " map.plot(x1_,y1_, 'o', markersize = 2, label = label1, color = \"#d80d24\")\n", " map.plot(x1, y1, 'o', markersize=2, color = \"#d80d24\")\n", " \n", " try: \n", " lons2 = list(lons2)\n", " lats2 = list(lats2) \n", " x2,y2 = map(lons2[1:], lats2[1:])\n", " x2_, y2_ = map(lons2[0], lats2[0])\n", " map.plot(x2_,y2_, 'o', markersize = 2, label = label2, color = \"#0d8ad8\") \n", " map.plot(x2,y2, 'o', markersize = 2, color = \"#0d8ad8\") \n", " \n", " except:\n", " pass \n", " \n", " plt.legend(prop={'size': 16})" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def category_map(data, col, cat1, cat2):\n", " \n", " cat1_art = data[data[col] == cat1]\n", " cat2_art = data[data[col] == cat2]\n", " \n", " lats1 = cat1_art[\"Latitude\"]\n", " lons1 = cat1_art[\"Longitude\"]\n", " \n", " lats2 = cat2_art[\"Latitude\"]\n", " lons2 = cat2_art[\"Longitude\"]\n", " \n", " plot_map(lats1, lons1, cat1, lats2, lons2, cat2) " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Before plotting, need to clean the longitude and latitude data\n", "data_loc = data[~data[\"Longitude\"].isnull()]\n", "data_loc = data_loc[~data_loc[\"Latitude\"].isnull()]\n", "lons = data_loc[\"Longitude\"]\n", "lats = data_loc[\"Latitude\"]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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XLz6iS5f+6NZ9IPbsOQR7ewf06tUbO3bswOfPn/kOXYZlWVy+fAn1OFqsSooK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\nHKkU2oJYChNqQt4BkcKEEvh3gBg82AEjR3owEiBKSoqQlnYUyUI+Ll4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Map of all past and present art locations, without filtering.\n", "plot_map(lats1=lats, lons1=lons, label1 = 'All Art')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So you can see, as we saw previously, the majority of art is located downtown. Not much is in the westside, where I grew up!" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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4OG7fvo0uriAajWWy+6RnnglJJoQwEQMGDOTe/adMm7Y4yePmc2di5u+Hzt2T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\nl/SMhw+zsGPHT4jYvhGdO3dGSMh8uLu7v/CSxp9//lk+zuLo0VR06uQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Map of all past and present art locations.\n", "category_map(data_loc, \"Status\", \"In place\", \"Removed\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So you can see the large number of art that's been taken away in the downtown area, around what seems to be the Olympic village." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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164bJkyfhx/kTsWFjmEasiSD09JbM1KhIYWCQzHUgAoEAUZGh2LFjLQwMdDF7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\nwq5dofho4Wq8++5gsUt6oaz7cuzctQVhu3+Go2NvBAUtQK9evap8nfz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9H3E7v/zjhwfq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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Map of art, by ownership.\n", "category_map(data_loc, \"PublicPrivate\", \"Public\", \"Private\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the distribution of publicly and privately owned art. Along the beaches, notably, there isn't any private art- this makes sense. No one lives right at the beach." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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5668/+eWXn6lcuTIABQb2AEvLlK9CmIlTp05RvXq9XJ9HaiaEMENRUVFUr16T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\n/HbmKBJlsdibLEWTJk0RFBQAf39/NG3aVK1jzZgxE5BYYfToqWq97uF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Since sculptures and murals are the most popular, let's see where those are.\n", "# Also, let's just look at currently existing art.\n", "category_map(data_loc[data_loc[\"Status\"] == \"In place\"], \"Type\", \"Sculpture\", \"Mural\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wee see a concentration of murals around Main street- makes sense." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Look more at 2010\n", "\n", "# Before plotting, need to clean the longitude and latitude data\n", "data_loc_2010 = data_2010[~data_2010[\"Longitude\"].isnull()]\n", "data_loc_2010 = data_2010[~data_2010[\"Latitude\"].isnull()]\n", "lons = data_loc_2010[\"Longitude\"]\n", "lats = data_loc_2010[\"Latitude\"]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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e47Bly5+cQkklQlJSEmJiYmBhYVPoc7FMEKkgIyMjeHvvQJ8+zthROwSmphXF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\nd+8WX8LQd4DIzLzL/vho4uIiOHfuNEOHDmXZ0sW4uLhgavr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Since sculptures and murals are the most popular, let's see where those are.\n", "# Also, let's just look at currently existing art.\n", "category_map(data_loc_2010[data_loc_2010[\"Status\"] == \"In place\"], \"Type\", \"Sculpture\", \"Mural\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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P1uptox8/voeZM0agT++WKF3aCLdu3eTyTqLPyFoSqpwpDoBlgqjIWLx4EV7F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\n+WJSmg8gExMTrfx2WjoqlYq2bduTkHhZL+MXFKj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l4xiMmNev2Lx5FatX/4STsxNjRo+iadOm8s5e6K27d+/Sv/8AQkPDGTfue9zL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\n9PoyMjK4yRcREb1QlcvEzZs30bFjR3Ts2BUTJsxWa4EAgNu3ryEhoXy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Map of all past and present art locations.\n", "category_map(data_loc_2010, \"Status\", \"In place\", \"Removed\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }