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@mburke05
Created April 1, 2016 18:02
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{
"cells": [
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: pylab import has clobbered these variables: ['datetime', 'colors', 'table']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n"
]
}
],
"source": [
"%pylab inline\n",
"from mtc import table, total_demos, v_table\n",
"from tick_setter import align_y_axis\n",
"from ipywidgets import FloatProgress\n",
"from IPython.display import display\n",
"import seaborn as sns\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.dates as dates\n",
"import pandas as pd\n",
"import numpy as np\n",
"from datetime import datetime\n",
"from dateutil.relativedelta import relativedelta\n",
"F = FloatProgress(min=0, max=100)\n",
"sns.set_style(\"darkgrid\", {\"axes.facecolor\": \"#D9EBFC\"})\n",
"colors = [\"#e53d00\", \"#ffe900\", \"#21a0a0\", \"#046865\", \"#160000\"]\n",
"sns.set_palette(sns.color_palette(colors))\n",
"dmap = {0:'Monday', 1:'Tuesday', 2:'Wednesday', 3:'Thursday', 4:'Friday', 5:'Saturday', 6:'Sunday'}\n",
"cats = {v: k for k, v in dmap.items()}\n",
"demoID_map = {1:'2-5', 2:'6-8', 3:'9-11', 4:'12-14', 5:'15-17', 6:'18-20',\n",
" 7:'21-24', 8:'25-29', 9:'30-34', 10:'35-39', 11:'40-44', 12:'45-49', 13:'50-54', 14:'55-64', 15:'64-'}"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"display(F)\n",
"df = total_demos(1278, F)"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df['hour'] = df.index\n",
"df['hour'] = df['hour'].apply(lambda x: x.hour)\n",
"df['weekday'] = df.index.dayofweek\n",
"df['weekday'] = df.weekday.map(dmap)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"16"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#used to get number of columns for first graph\n",
"df['comp_mth_y'] = df.index.month\n",
"df['comp_year_y'] = df.index.year\n",
"df['comp_joined'] = df['comp_mth_y'].map(lambda x: str(x) + '.') + df['comp_year_y'].map(str)\n",
"len(df.comp_joined.unique())"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
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cOKF69eqVeic9mfFOZnM0ZcoUTZw4UTk5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\nL/qQURKrjm1JUqdOnfTBBx9owIABCgoK0vfff6/q1aurX79+Wr1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"text/plain": [
"<matplotlib.figure.Figure at 0x22e5a198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax= {}\n",
"ax1 = {}\n",
"ax2 = {}\n",
"ax3 = {}\n",
"ax4 = {}\n",
"\n",
"fig = plt.figure(figsize=(40, 20))\n",
"main = plt.subplot2grid((13,16), (5,0), colspan=16, rowspan=8)\n",
"df_ = df.groupby(pd.TimeGrouper(freq=\"w\")).mean()\n",
"date = dates.MonthLocator()\n",
"date_= dates.DateFormatter('%m/%y')\n",
"main.xaxis.set_major_locator(date)\n",
"main.xaxis.set_major_formatter(date_) \n",
"main.set_ylabel('impressions', fontsize=34)\n",
"main.bar(df_.index, df_.total, width=5, alpha=1,)\n",
"main.set_ylim(bottom=min(df_.total))\n",
"for tick in main.xaxis.get_major_ticks():\n",
" tick.label.set_fontsize(24)\n",
"for tick in main.yaxis.get_major_ticks():\n",
" tick.label.set_fontsize(24)\n",
"\n",
"\n",
"start_date = datetime(year=2014, month=12, day=1)\n",
"for j in xrange(0,16):\n",
" ax[j] = plt.subplot2grid((13,16), (0,j), colspan=1)\n",
" if j == 0:\n",
" ax[j].set_xlabel('DOW', fontsize=20)\n",
" ax[j].xaxis.set_label_position('top')\n",
" ax[j].set_ylabel('HOUR', fontsize=20)\n",
" \n",
" heat_ = df[start_date + relativedelta(months=j) : \n",
" start_date + relativedelta(months=j+1)].sort_values(by='weekday', ascending=True).pivot_table(values='children_total', \n",
" index='hour', \n",
" columns='weekday', \n",
" aggfunc='mean')\n",
" heat_ = heat_[sorted(heat_.columns, key=lambda x: cats[x])]\n",
" \n",
" sns.heatmap(heat_, ax=ax[j], cmap=\"YlGnBu\", cbar=False)\n",
" \n",
" if j != 0:\n",
" ax[j].get_xaxis().set_visible(False)\n",
" ax[j].get_yaxis().set_visible(False)\n",
" else:\n",
" ax[j].get_xaxis().set_ticks([])\n",
" ax[j].get_yaxis().set_ticks([])\n",
"\n",
"for j in xrange(0,16):\n",
" ax1[j] = plt.subplot2grid((13,16), (1,j), colspan=1)\n",
" heat_ = df[start_date + relativedelta(months=j) : \n",
" start_date + relativedelta(months=j+1)].sort_values(by='weekday', ascending=True).pivot_table(values='teens_total', \n",
" index='hour', \n",
" columns='weekday', \n",
" aggfunc='mean')\n",
" heat_ = heat_[sorted(heat_.columns, key=lambda x: cats[x])]\n",
" sns.heatmap(heat_, ax=ax1[j], cmap=\"YlGnBu\", cbar=False)\n",
" ax1[j].get_xaxis().set_visible(False)\n",
" ax1[j].get_yaxis().set_visible(False)\n",
"\n",
"for j in xrange(0,16):\n",
" ax2[j] = plt.subplot2grid((13,16), (2,j), colspan=1)\n",
" heat_ = df[start_date + relativedelta(months=j) : \n",
" start_date + relativedelta(months=j+1)].sort_values(by='weekday', ascending=True).pivot_table(values='youngadults_total', \n",
" index='hour', \n",
" columns='weekday', \n",
" aggfunc='mean')\n",
" heat_ = heat_[sorted(heat_.columns, key=lambda x: cats[x])]\n",
" sns.heatmap(heat_, ax=ax2[j], cmap=\"YlGnBu\", cbar=False) \n",
" ax2[j].get_xaxis().set_visible(False)\n",
" ax2[j].get_yaxis().set_visible(False)\n",
" \n",
" \n",
" \n",
"for j in xrange(0,16):\n",
" ax3[j] = plt.subplot2grid((13,16), (3,j), colspan=1)\n",
" heat_ = df[start_date + relativedelta(months=j) : \n",
" start_date + relativedelta(months=j+1)].sort_values(by='weekday', ascending=True).pivot_table(values='adults_total', \n",
" index='hour', \n",
" columns='weekday', \n",
" aggfunc='mean')\n",
" heat_ = heat_[sorted(heat_.columns, key=lambda x: cats[x])]\n",
" sns.heatmap(heat_, ax=ax3[j], cmap=\"YlGnBu\", cbar=False) \n",
" ax3[j].get_xaxis().set_visible(False)\n",
" ax3[j].get_yaxis().set_visible(False)\n",
"\n",
"for j in xrange(0,16):\n",
" ax4[j] = plt.subplot2grid((13,16), (4,j), colspan=1)\n",
" heat_ = df[start_date + relativedelta(months=j) : \n",
" start_date + relativedelta(months=j+1)].sort_values(by='weekday', ascending=True).pivot_table(values='seniors_total', \n",
" index='hour', \n",
" columns='weekday', \n",
" aggfunc='mean')\n",
" heat_ = heat_[sorted(heat_.columns, key=lambda x: cats[x])]\n",
" sns.heatmap(heat_, ax=ax4[j], cmap=\"YlGnBu\", cbar=False)\n",
" ax4[j].get_xaxis().set_visible(False)\n",
" ax4[j].get_yaxis().set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df['pcwomen'] = (df['f_total']*100 / df['total'])\n",
"df['pcmen'] = (df['m_total']*100 / df['total'])"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2c55a198>"
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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ERL5TU1Aj7/sBcNhNGE3gYlBTA0lfU6PL1ACA/Y6nIGR3j+ywX76CvHujX8dG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\nRMTQ1NSIiIiIiIihqakRERERERFD+w/1pTehNwt7mQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2eab8a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(14,7)\n",
"from datetime import datetime\n",
"df_ = df.groupby(pd.TimeGrouper(freq=\"w\")).mean()[:datetime(year=2016,month=2,day=1)]\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax.xaxis.set_major_locator(date)\n",
"ax.xaxis.set_major_formatter(date_)\n",
"ax.plot(df_.index, df_.pcmen, label=\"male %\", linewidth=3 )\n",
"ax.set_title('male impressions (as % of total impressions)', fontsize=14)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x39986e48>"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QtWtXkpKSiIqKquk21Rs2vZ2m+krsBE+2XsI57FafY6pkACzrvyLi2SEhCS13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vSwjm57tjFH/fHZxnQYe2qN2r0ea8UczOVzMFfO9byiM109kk/88ntIXPK1Br26W9Nrq8PY8iih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\nrvCwtTZCCb9ilHzflRfzvohxPPXqG7Twyb7Fg2GAIc2EWE6hPE8hL/Tp3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0emd5ZGo9Fo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RuArVu3MnLkyOxubA+QHs8rrriiU/snSDzBPZ4LFy6ktrYWgMLCQpRSbNmyhcmTJ7f5tySe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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x3b229dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, ax = plt.subplots(nrows=5, ncols=1,)\n",
"fig.set_size_inches(21,7)\n",
"fig.subplots_adjust(wspace=0.05)\n",
"\n",
"from datetime import datetime\n",
"\n",
"df_ = df.groupby(pd.TimeGrouper(freq=\"w\")).mean()[:datetime(year=2016,month=2,day=1)]\n",
"\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax[0].xaxis.set_major_locator(date)\n",
"ax[0].xaxis.set_major_formatter(date_)\n",
"ax[0].plot(df_.index, df_.f_children, label=\"female\", linewidth=4,)\n",
"ax[0].plot(df_.index, df_.m_children, label=\"male\", linewidth=4,)\n",
"ax[0].legend(loc='upper right', handlelength=2, fontsize=10)\n",
"ax[0].xaxis.set_ticklabels([])\n",
"ax[0].yaxis.set_ticklabels([])\n",
"ax[0].yaxis.set_ticks([])\n",
"ax[0].set_ylabel('children', fontsize=14)\n",
"ax[0].set_title('age group movement over time', fontsize=14)\n",
"\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax[1].xaxis.set_major_locator(date)\n",
"ax[1].xaxis.set_major_formatter(date_)\n",
"ax[1].plot(df_.index, df_.f_teens, linewidth=4,)\n",
"ax[1].plot(df_.index, df_.m_teens, linewidth=4, )\n",
"ax[1].xaxis.set_ticklabels([])\n",
"ax[1].yaxis.set_ticklabels([])\n",
"ax[1].yaxis.set_ticks([])\n",
"ax[1].set_ylabel('teens', fontsize=14)\n",
"\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax[2].xaxis.set_major_locator(date)\n",
"ax[2].xaxis.set_major_formatter(date_)\n",
"ax[2].plot(df_.index, df_.f_youngadults, linewidth=4,)\n",
"ax[2].plot(df_.index, df_.m_youngadults, linewidth=4,)\n",
"ax[2].xaxis.set_ticklabels([])\n",
"ax[2].yaxis.set_ticklabels([])\n",
"ax[2].yaxis.set_ticks([])\n",
"ax[2].set_ylabel('yng. adults', fontsize=14)\n",
"\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax[3].xaxis.set_major_locator(date)\n",
"ax[3].xaxis.set_major_formatter(date_)\n",
"ax[3].plot(df_.index, df_.f_adults, linewidth=4,)\n",
"ax[3].plot(df_.index, df_.m_adults, linewidth=4,)\n",
"ax[3].xaxis.set_ticklabels([])\n",
"ax[3].yaxis.set_ticklabels([])\n",
"ax[3].yaxis.set_ticks([])\n",
"ax[3].set_ylabel('adults', fontsize=14)\n",
"\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax[4].xaxis.set_major_locator(date)\n",
"ax[4].xaxis.set_major_formatter(date_)\n",
"ax[4].plot(df_.index, df_.f_seniors, linewidth=4,)\n",
"ax[4].plot(df_.index, df_.m_seniors, linewidth=4,)\n",
"ax[4].yaxis.set_ticklabels([])\n",
"ax[4].yaxis.set_ticks([])\n",
"ax[4].set_ylabel('seniors', fontsize=14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Adult Swim"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"display(F)\n",
"adswm = total_demos(1175, F)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Station Summary\n",
"+ Top programs include x, y, z.<br>\n",
"+ Top dayparts include x, y, z.<br>\n",
"+ Oppportunistic dayparts include x, y, z.<br>"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x28b83390>"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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tSkhICHfddReZmZk89NBD7vctT/fu3fnwww8ZNWoUHTp0oEmTJrRo0YKePXuyePFizGaz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cxFntYzTBFzCPrYdpZHU0f/0at42YCAzze2IeWAHtH8dxvtkEy8xzOBv2B3MKFtkUAkfrsQAY\nvh0W/zgpMc79BO3FIzjfboaj2eeg0+NoPxXbZytAcWOe2NhjI54n6ppLxzD3K4tx9WhkmoxYh2zE\nNmwLSAXTtNYQ+/yfuBo2TEITdgNnvc+QmfN6N0kIT40UjdaTauN0PFsnX1AMq0ehvfY7IjYS45yO\noCgJjtfcOI+IvpfkDnSuSi08622fi/RNi/3B8fpfRWbKg737QhxNhmKZfR7XO60TiE4QOJp5ousM\na//b251cVs+djqIotOze72HHRSEEA6d/Q2DGzCwYP4JLp+O5jj4j3CIDoZqvsIp3nsNamUCkzle3\nlJI5n/dHSkn3UZPQarWUr1qDLxavwe1yMaBlPc6vm4/u6Drc+cvh/KA3Spb8nkg9tytZa7pENu6L\nDigiTbLm3hS7uMcwdHghOquoqKioqKio/Md56QQevxb++Db3w6djLsyflcI04j1Mk5thnNcVw7fD\n0G/5Et2hNWguHELcuQJO+xM2tCe3YZreGoy+WEdsi/NJekogA7Ni7/YN1qm/4ipVE92Zvfj0L4dx\nRttHERCKgm7PUny6F/bc0GbJj/XzHdj7rUQGxdH1KQVwF3sXV4n3PBEpZ/bEOUa/diz6/d/iLlAe\ne/eFj92Quio1xzrhMErmvBjWTcA0tu7jaTvWGAwLP8M8pBLaG+dw1uiMZeYZ3GXq4i76Ds4Ph6C5\new3jV52fa8qTCL2KfuMUlMCsOBoPTtJcmaMwzhqd0YT8iX7b7Gfk4YuL5o/jnn2XKQ+uktXRndmL\n7sdvEpyjPZ+09Ky/cZWrhzR4ipfbW34BARkSmfHi46rcAkeLUeCbNtGx7lK1cOctg+7oOjTXzj4H\n714cIsLusnXlYjJlz0m1Bk0f+yxt+iCGzl6Ey+lkdOc22CyWVPLy5eXQji2cOryfN6vXoUyV9x6+\n/1b1uoyavxKHzUqfHt05Fw32dpMeRLS+i7BGo/nrZOo4LXTc04zkL3E3VZa/d+8eEyZMYPr06URE\nRDx8f9asWanij4qKioqKisrLzUsn8LhKvo+SowjoLV4ekgAAIABJREFU9GhCr6A7uw/d0XXof/wG\nw7oJGBf3wzStJT5D38G3S378mvni2y4z5j6lMY2th3FOJ0yTm4JWj3XoZpR8zz6sW8lVFNuwH7CO\n3Ik7zxvo93+LT4/CGBb1wTy0CqbZHRD2WOytx2GZdgp3ifcSN/qUOFp5anwYVgx9QmTRHVqDcdVI\nlAy5sA1aDwZTHNtUDMvk47hK10b32y58+pdH879TaE/txKd3CQxbZyGz5McyZi/2T2eDz6Ons46m\nw3G//hb6I9+j+2nRs93Qf2BcMgDhsOFoMyFZUVGO5iOQfukwrB2DiAx9Bh4+Qxw2dPu/Q4QkozWh\n3YppVgeEomDrvgB79wVIv3QYlw1E3P5fvNM0Say/8xCzP44PB+N8uxmu6p8k3d/nhJSSy+d+Z+ro\n0Yzt1p7/XUghMUYIHM080XX6V6wWz7oFs7FbrTTv8hk6/ZOpOuXerU6TT3ty/fIlZn/ePxU8fHlx\nOhzMHTkQrU5H15ETn/i8cp0GfN63B1anmy4X9Fx0euoQuYu9CyQ/TSslsMbG8uPGnamy9oABA8iT\nJw8ZM2akVatW3Lx5E4Cff/45VfxRUVFRUVFRebl56dqk20Zsf/wNpwMRE46IvgfR9xD3w9CE30KE\nByPCbyHuBaMJv4Xm9mXEVU9nGqnTYxu0AaVwpefqu7t4NayTj6M7uBLDt8Mx/OBpu+2q2Bh7+ynI\noBzPzRclXxlcFRujO7oO7c+bcZf3tLHWXDqGcVZ7T62QIZviLzoN4JsW2+CN6NeOwbh6NOZBbyJc\nTqRGi6PxIBxNhsUpDqHVYeu9HJ++pTEu7I27UEVkjsLPaEs92E/uQXdsPe6CFXFVbpE8I/7pcTT7\nHOPC3hhWfo69y1cp6+SzwOlAt2cxhu/Ho7l3EyVNBqxj9iKzF/LahGHV52iCL+Ko0wOlSBUA7B1m\nYJrxEabZHbCO3v1kbSgp0Z47gBKY1ftUuH+6/eGQJM95Hrjdbs7+fISD2zdxcPtmbl19JHDt+2Ed\ng75cQLWGTROw4OU6pevgzlsa3dF1OK+fQ8lZ5KltvuhYYmJYv3AuAYHpqdPq43jHfTpsHCcP7mXT\nkq+pUK1m3C28VZLMhkVfcfN/f9K4Y3dy5Y/j+uByUufqVigk+PySiz5NajJjw0/ke3BN0J7Zi7Px\noOfqs8NuZ/PSb1j+5QTC796ha6eWz3V9AIfDQbNmzQB4/fXX6dq1K8uXL3/ufqioqKioqKi8Grx0\nAs8T6A3IdJmR6TI/fCvOijBSguU+IjwY/NMnLFw8SzQaXFVaecSVvUuRWfLhLl4tVVyxtxiF9vgG\nDN8Nx1qmLuLeDUwTGoHbiW3gOu9S1zQanM1GoOQthWlme9yZXsPe9WuUPCUTnCYz5MTW9RvMk5pg\nmtYK64QjYDSn0Jb9C7eLqJm9kEJg7/jlU7U3dtb4FP3Or9HtXoizZmeUPCVS0NEUxOVEt285hrVj\n0dy9hjSYHwp65pE1sI7dh8yUJ1EzmotH0G+ejpIl38OoL/CkHLmOrkP38yb02+fgrNPjsXki+CKa\nqFCclZqnWDvp1MJus3HywG4ObNvE4Z1biAzzpIL4+PlTtUFTmjZryK0oF5P7dmHkJy05/+txuoyY\nEGcEitcIgaPpMMzjG6JfOxZ73++S7rfVSlTEPaLuhREVHkZkuOfn6KgIqtZvQs58BZPv3zPghxUL\niY6M4OMBIzD7xt+lymgy8fm85XR6vzwTe7SnVHkT6XPnx1mzM67yDUFvSPLalpgYFMWNX5qAp9mE\n/yz3I8JZMnUMfgFpad9/eJxj9Lvmown5k5qtO2PxK82E3p347MMazNjwE4VzFUN78bAnJVpvfOb+\nupxOtq9axpKpYwgNvoHZ14+2fYc+83XjQlEULl68SKFChShVqhSdO3ema9euWNQUQhUVFRUVFZVn\nwMsv8HiLEOAbgPR9Qf6AN5hw1fg0VV2Q2Qvhercd+t2L0O/4Ct2uBWiiQrF3mom7VM0k2XKXqUvs\nwmDQ6b2+oXdXaPhQMDEsHYDjk2dTs0C/82tcV87ieq8DSt7ST2dMp8fefgrmL+pgWNwH26ifnrmA\nIW7/D92x9cj02VFyFEbJVjD+myi32xMhtuYLNLf/QuqNOOr2xNlwADJdZvQbp2JcNvCRyBOYNf6F\n7RZMszoAYOu+AEz/uOkWAnvnuWgvHMKwfAiuN2ogsxZ4+PHD9uiFk5ie9QIhpWT3htV8ObgXUeGe\nGlPpMmTkgzYdqVy7PqUqVcVgNFIgSMsfYW4KFH+DoW0/ZM28GVz67SSjFqwifabMiawSP+4ydXG/\nVgrdkbU4mg6LM8rN5XJx4/IlLv1+ij/PnOKP309x+8Y1ou6FYbXExmt7+6plLNpzAl//pBe2fRY4\nHQ5Wz/sSk48PjTp0S3T8a68XpUufAcwY/wWjfoZZsbcxnT+IEpARV7V2OKt/4lXnNiklO9esYOaw\nPph9fFly4Df8AxKvk/QioygK874YTOz9+3QePg7/tOkSnbNkyhiiIyPoNnoyAYFxdBa03Ee/+guk\nyQ9Hs+HUSZsJh8POtAHdaV/lDcrlzU4tbFQ4tRtzudrPYKs8uN1udm9YzeJJo7l55TIGk4nm3frQ\nsnt/0gWlTq2uYcOGMXbsWKZPn05QUBC1a9fG6XQyduyrWSRdRUVFRUVF5dmiCjwqCeJoNhzdgW8x\nLuzt+X/t7jhrdU2esWQ8Obe3m4LmwmEMO77CXbwa7goNkrf2P7j5v8usnvclrXsOIFMaHwwrP0f4\nBeBo+cVT2wZwv1HDU3vo5Da0xzfirtAwRew+geU+hnXj0W+ZgXA96twlNVpk1gIoOQrjzlkEJWdR\nlByF0V79HcPq0WiCLyJ1ehw1u+BsPAiZPtvDuc4GfRG2aAxrxmAeWQPLF3viLWJs+HYYmpA/cXzQ\nG+X1t5/4XKbNhP2T2ZimtsA0qwPWMftAqwX+IfAktf7OC0JE2F2mDejOvi3rMPn40KxLbyrXaUiR\nMhXQPtjGf5MrfyG++fEo43t2ZN+WdXSoVpbRC1dRvPxbyXPi7yieCY0wrB1LVOf5XPvzwgMx5zf+\n+P1X/jp/BrvV+o8pgozZcpAzfyECAtMTkD6IgHTpCUifnoDAINL6+XJ6xZesO3KaaQN7MHzu0uT5\nlsL8tH4VocE3+LBTj7gFhn8THU6bK2v5JR0ciYBhgQ3oUjQ92U+tx7B+EvoNk3G/URNnzU9xv1Hr\n4XH5T+7cvM6Ufl05tnsHGo2G6MgI5o0eTP+p/4HUy3iQUjJ9UE82Lp4HwLGftjNk9iJKV6oa75zr\nly+xftFcsuXOS6OP4772GzZMQnP/LvYWox5GvzZs3xn/gLSs/upLjv52gqOAsUEjKtasz3uNmlPh\nvVoYTXGk6CZzuw5s3cjCiSO5cvEcOr2ehu278FGfwQRlTkCkfg6EhIRw48YNmjdvzmeffUadOnWo\nX78+a9asSVW/VFRUVFRUVF5OhJTPsU3Rc+CPsLhbcr/K/B1BkFwMi/ti2DIDV6ma2AZvBO3z1QU1\n189hHlABDCYsU08iM+RMti2H3c6nNd7k8rnTFCv3Jl/XKYL5p/mk6T6dW1V7JG7AS0TwJXx6l0AG\n5cAy82zKpiW43ej2LsXw3XA0kXdQgnLi+HAwwmlHc/0cmutnPS3ILVFPTJUaLa6q7XB8OASZMVfc\n9qXEsKQfhi0zcOd5A+voXU90d8p18zBhvd7xFMqeejLB9DnjlOboj3yPve0knPX7gJT4dMwJUsGy\n8GayIpzO/nKUsyeOkb9oCQoUL/VcoyoObNvElH5diLgbSvHybzFk1iKy5Ym/jtC/zz8pJavmTmPe\n6MEIjYbuo6fQuGO3hy2/E0JKSWTYXa79eZHrly9x9Y8LBG9ZzJV70YT8qyGgVqcjT8EiFCj+xsN/\neQsXx8cvngLitljMY+qgnD3ExxdNnL1nY+icJdRs2tqr/ZJS/Ht/KYpC28oluXH5Eqt++YPMOeI5\nbv/GYcM8uiba84cIeacjXVYd4tqfF9Hp9dRt0ZZ2FQqR/eRatH8c99gPyomzdjfPsSkEiqKwaek3\nfDVqENbYGMq+8x6fTZjFsPZN+N+Fs8zatIeSb74YwmRSr+3zvhjCtzMnkbdIcSrXrs+y6eNxu1w0\n7/oZnYaMwWB88jo1uE1DDu3YwpjFa6lS90mxWoTdxKd7IaRfIJY5F8Ho88SYG2dPcqBdBXZEmbga\n6REcff3TULlOQ95r1IzSlavFK4wmRtjtW4zs1JLTxw6h0Wio2ewj2vUbRpacuZ8YWyAoeWs8DU2a\nNGHBggUoikKvXr1o0KABjRo1ok2bNl7X4tneb+4z9vK/z42Q6NR24T+D2ag+2/UGo+H5Xy/+i2TJ\nHH/KtMojcpbMktou/Gc4viMZDV9eQZrO6x3vZ+pVXiVRHK3GouQvh6tM3ecu7gAoOYtg/3gapnld\nMM34COuon5Ltx6KJI7l87jR+AWk58/MRVoQepUPF1/Ft1A0iU85nma0gztrdMGyZgX7DJJxN465b\nkVQ05w9iXNgH7ZVTSKMP9uYjcdbv+6TAIqWngPj1sx7R58Y5pNEXZ73eiRc1FgJHuykImwX9rvmY\nx3yA9fMdj1KwbLFETmgPQmDrsSjR2kj2TrPQnt2P4bvhuErXAo0OTUQIzjc/TJa4Y4mJZlCbhkTd\nC3v4XrbceSlYohQFSpSiYIlSFCxeyqvUk6QQHRXJjCG92blmBQajkW6jJ9Pkk55JvjEVQtCiW18K\nlijF551aMmNIby6c+oW+k2ZjiYnh3p0QwkNvc+/Obe7dCfG8hoYQdvsWN/93mfsR4U/YDDJA6VwZ\nyVm1MfmKlaBg8TfIU6honDfscWK3YBpXD+35Q2j80zI+TyTNLCamDehO0TIVyP5aviRtY0pydNdW\nrl46T/UmrRIXdxQF48x2aM8fwvlmE/y7z2VJV4Vd33/H0qlj2bhsAT+s1FO3dQc+GjCc7L9t9kQo\nLhuIkjkvVzMUYVKfT/ntyAH8AtIyaMYCardoixCCAdO/pkutt5nctwuL9/3q/b59QVgxYyLfzpxE\njrwFmLZmO4EZM1Hx/dqM7vwRq+ZO55f9uxnx1TJee/1RbbWTB/dwaMcWSlSsROU6cUdPGlaNRDhs\n2FuMilPcAchRtDQdq5am05XfOD3oILt+2MjuDWvYvmop21ctpVi5Nxk2dylZcyVe9+uf/H7sEMM/\nbkb43Tu8XaseXUaMf+FqRxkMBgICPKnfc+fOpW3btmTNmrpRRSoqKioqKiovL2oEzyvA00bwvBBI\niWlKc3RH1+FoOgxH85FJNvHbkQP0bFCNrLleY8aGXXR9uxDhFgfzZn3JB916pfw+io3Cp1cxxP0w\nLNNPIbMl/8ZDhF7DsGwQ+iNrAXBWaYWj1VhkUPaU8vZJ3G6MM9uhP7gSV/Gq2IZsBoMJw/xeGLbP\nwdGgH46PJnhlSntsI+ZJH+LOXxZn1faYvu6KvdPMZKX7LZk6hoUTRlKz2Uekz5SZP37/lUunf31C\n+MiSKw8lK1amfNUalH3nPdKkC0zyWn9zfM9OJvb+hLshwRQqWYahcxaTu8DrXs1N6PwLvXWTER2a\nce7E8UTtaHU6suZ6jVwFCpErX0FyFXidnPkLkjNvATKOfg/N9TNYvvw9SR3QAE+b+/H10f2+B1eF\nhthbjcGnV3G2OTMz7Ihne+duPYDekPQUy+Tw7/3VtU5lzvx8hCX7T5G3cLEE5xoW9cHww0zchSth\nHbH9sS59LpfrodATfPUvT0RP6w581KA2OSfXY5mhJPOOXMRhs/F2rXr0nTT7ifSeLwf3Zt2C2bTr\nN4wOA0em6HYnB2+v7RsWfcW0gT3ImC0Hc3/YT6bsj6IgrbGxzPm8P5uWfoPBaKTz8PE07tQdKSWd\n3ivPn2d/Y8FPxylY4sn6ZJqrv2PuWxolRxGsU0/Gmer2N4blgzFsmIx1xDbcJaujKApnfz7Cmnkz\n2L91Az5+/vQa9yW1mn+UaDSblJL1C+cya3hfkJKuIyfR5NOeic5LjQie/v37ExgYSM+ePfH19SUk\nJISPP/6Y6OhoDh065JUNNYIncdQIHu9RI3i8Q43g8Q41gsc71Age71EjeLwjoQgeVeB5BXgpBB6A\nmAh8+pRGE3YdR9PhOJqN8DoCJOZ+FO3fKUVo8A3m/LCfkvYbnB7eks5nIUfeAuw//SvB1pSpB/FP\ntMc2YJ7UBHeRyp524UmNWJES/doxGNZPRDhsuPOXw/7xNJSCFVLc1zhxOTFNaYbu5824ytTFWbsr\n5tG10eV6nciJv8Td5j4ejNPboD+4EumbFhEbieXL00lu730/IpympfOhMxhYc+JPfPz8Ac8N3+0b\n17h0+lcunT758PVv0Uej0fB6qbKUr1aT8lVrULBE6UQjbxRFITz0DkumfMGmpd+g1elo3284rXoN\nRKfz/g/kxM4/h93OookjOfPzEQIzZiZ9piykz/Tv1ywEBKZH8+928w/4W0BzVm6Jvfcyr33DYcM0\noSG633bhKlcPW99VoDdgnNke/b7lDNVXYdue/bTs0Y8uI7wT856Wf+6v348fplvdKlR8vzaTvtuc\n4Dz95ukYl/THnaMI1rH7wC/uCC6Xy8WPa79l2bRxD4WebEbJtRgXadMH0Xv8TKo2aBKnWGCJiabN\nW8UIv3uHRXtPkqfgk4Wtk4vb7WbRxJE4nQ4+HTbOq8gwb67tO9asYGy3dqTLkJHZW/aRM2+BOMcd\n2rGFCb07EXUvjLLvvM8bb1Xhm7HDqNm0DUPnLI5zjml0bXS//Yh12BbcpWol6If2tx8xj66No2F/\nHG3GP3xfSsnOtd/y5aCexEbfp0qdhvSfNi/eWks2i4Up/buyc80K0mXIyKj5K3njrSoJrv03qSHw\nOJ1OtmzZQs2aNfHx8UQ4hYWFMW/ePIYNG+aVDVXgSRxV4PEeVeDxDlXg8Q5V4PEOVeDxHlXg8Q5V\n4HnFeWkEHkDcvIh57Ado7lzBWak59m4LvBIZxnb/mB2rl9G271A69h6AT48iiPt3mZi9JauXLaZt\n5850/GJ2yjssJaaJjdH9vBlbt/m4qrVP0nT9hskYlw9GCcyGo804XJVaQDw3+c8Mpx3TuProTv+E\n1Hj+4Mnw1VGuZiiVNDvR4fj0Ko4m8jYyTRCxi0OSLHh9PWYoK2ZMpNuoSTTv2ifBsYqi8OeZUxzf\nvZPje3Zy7sQx3G7PeRAQmJ6y77xP8fJvYbXEEnH3DuF3Qx+9ht4h8t5dFEUBIG+R4gydtYj8xUom\nbZt5TuefomDuWwbNjbM4Wn6Bs8anT9RNegKn3XNs/roDV5k62PqvfVgIXQRfwqdXMaKzFKbVcRs3\nr1xm2trtlH3n/ZTx1xqNfvdipNEHJV9Zj9D3IO3yn/trUOsGHN75A7M376VExUrxmtMdWoNpWkuU\nwKxYJxxGBuVI1IV/Cz21MkCPWcvwr9YywXmHd25hUOuGFC1bkTk/7I9XdEsKToeDMV3bsmeTJ0Kv\n3ked6DdlrlcRKQkdWwe2bmREh2aY/fyZtWkP+YoUT9DevTu3mdC7E8d+2g6A0Wzmu2MXyJj1yUhB\n7fFNmCc29kT3fb4z8XPZFovvR0EouUtgnXTsiY9v37jGmG7tOH30IOkzZWHwzAWUr1rjsTEh168y\ntO2H/Hn2N14vVZYxi9fG6Vt8pIbAkxKoAk/iqAKP96gCj3eoAo93qAKPd6gCj/eoAo93qALPK87L\nJPAAEHUX84RGaC8dxV2wItZB6+Pt9ASwb8t6hn/clEIly/DNxFH4LvoMza0/cDQeRHTjYXxSoyL/\nO3+GCd9u5K3qdVPcXRF2A5+exUCnxzLzHDJtRq/maX/bhWlMHWTaLFin/PywO01y+PH77zh99CDF\nK7xNyTcrkylb4jfAj2GLxfxFbbQXDuNoPIjcvcYn65jS/rIF8/iGON9sgr3fyiTNDQ+9Q7Oy+fH1\nD2D1L39gNCdc++ffREdFcmL/bo7v2cnPe3ZyNyQ4znE+fv4EZshEugwZCcyQiddLlaXJp72SXXPl\neZ1/2jN7MU1sjLDcR5r9cVbvhLNur8e6pD3E6cA0uQm6E1txlaqFbeD3TxQCN05vjf7gKk41nsIn\n/QeTJl16luz7lXQZvDt+40RKtEfXYVzUB034rUdvG31Q8pbCna8smUpX5FpQSY6ducDAVvUpWrYC\nc7cejFfs0Jzbj3lULdAbsY7dj5I7YRHj37hcLu4e2ET+2c1wvtsWe4+Fic4Z0aE5ezd/T9/Jc2jQ\n7tMkrfdvbBYLwz9uyrHdOx4Ijhb+PHOKFt370mXEhARFnoSOrV/27WJgq/rodHqmr9tJkTLeRf1J\nKdm45Gu+GTOUtn2Hximk6nZ+jXFBLxAC68SjKHm8Ez7Nw95Bc/EIsUtD4xQg3W43q+ZOY8H4Ebic\nThp16EaXEeMx+fjwy75djPykFfcjwvmgTUd6j5+R5HNSFXheXlSBx3tUgcc7VIHHO1SBxztUgcd7\nVIHHO1SB5xXnpRN4ABw2jHM6oT+4EiVTHqxDNyOzP1kTJez2LdpWLondamFF26rkO78NqdHgrNXN\nUz9Gb+Sv82f45P3y+KQJYOn+3wjMmHwhJT70W2dhXPgZzkotsH+WeOcUcecKPv3Lgy0G65i9KAXK\nJ3vtIz9uZXCbhg+jUQCy5n6NN96sQsm3qvDGW1W8E3ysMWjPH8BdsjoFMhmTfUxpzh1AZiuYZMFq\n5tA+rP1mJn0mzqLhx12StfbfSCm5cvEcl07/in/adA/FnMAMmZIsHCXGcz3/YqPQ//gN+h9mookI\nQer0uCq3wtGg76Pz459pdyXfxzZoQ5xRcJrr5zB/VhLltdIsytWEuaMGUuG9Wkz6brNXHb/+jQi5\njHF+T3S//YjUG3E27I+SPjvaP39B8+fPuK6d5edwyd57sP8ehDs986Y2rUKl4q8jffyR5jTgkwZp\nToP0SQNSwTSnE9hjsQ37AXfxasnbb4qCzye5EQ4rsYtugU6f4PCw2yG0easoUkqWHz5DhixxiGhe\nEBt9n4Et63H62CHKV63BmMVrscbG0L3eu1y/fIlPho6hTe9B8c6P79g68/MR+jSpidvlYtLKLZSp\nnPT9IqV88vfscnq6Km6fi0wThHXAWpTC8UdW/RvDqlEY1nyBddAG3OU+iHfc/9u777Aori6Aw7+l\nFxFFRewFC5ZYiL2hsReMoqKooMYSYzT2XmJFjS12YmJFFLuiRmKJikoi9g42FFvsotSF3fn+4GMj\nAXRVlOJ5n8cnwM7cvXsyOztz9tx7r54/w5R+3bgVcpkiJR2o3awVvovnYmhkxKAZC2jt3uudXw9I\ngicrkwSP/iTBox9J8OhHEjz6kQSP/iTBo583JXgMJ06cOPHTdeXjexqVpfJVaSKXhcEHxSUqIoLd\n61ZSpGSZTzbR6lsZGqGpkbBkr1HQDowPr0Nr/yWKXXHdJoqiMKFnR25eucSwkkbUi7yCpmRVYkZt\nSxgq9f8hITZ58lLI1gr/bdsIux5CI5dO73UD+yZa+yoYnvHH6OxeNKWqo+R7w6pEsVGYT26BwaNQ\nYr9djKZa6/d+3ptXLjLczRlUKiYs9aZc1RqYmJgSdi2YSyf/5sjv29noNZ8/Nq3lxqXz2OS1S/1m\n1dgEJX9JMDD4oGNKsS0CZqks1Z2Kh/fuMO377uQtUIjRC5a/95LKiVQqFTnz2FKyfEUKlyiNbf6C\nWFnnwMj4zTf27+ND33/vxMQMbZnaxLX4Hq1tUQzvBmN0/gAme5ZicPMMWpv8mK4ZhdHx7QlDa0Zt\nT3UVNMXaFsOwSxidP4CD2wAu3HtK0J9/YGWdk3JV3pxwVBQFrVabMHxJHYPxlumYzeuK4f2rCUml\nMTvQ1GzHK9sS/PlYw/KLT5h67DY776kJjgBzM1OaFTBjcKE46sTfxvDGSQyDAzG6cBCj0/4J7/lj\nGzE+tglVXAyxA1ahqf71+8dNpUL18BZGlwPQlKnz1pXmLLJZkd0mF4d2buFB2C0atnF956d88fQJ\nQ9o349Kp4zRo3Z7JyzdgamaGuaUldZq35vCubQTs3kbOPLaUqVwlxTZSOrZOHz3I6K5tiY2OZsrK\nTdRo2Oyd+wYkPwe+eobZTBeMj21EU7g80ZP3oxSt+E5tKioDjA+uRrHOi8axaarb5cqbj5Zu3YmO\njCRw324uBAWSJ18BZm/YTZ1mqSeG3iaXxSce3ppGru89kd5dyPBeRqjTuwuZhrFR5nwffGpGhhIn\nfVhlyyD3BRmctZ1Vench07h3PflqsSK5cq1Sr8yWCp7PwIdWEHgO6Mke39W4fNOPwTMXpGHP0obR\n4XWYLu4FWg2x3y4mvnHCt7vbZoxk7pw51MoJC6tZo3afTnyjnimu9FLCRkWrBo05FfAnw2Yv4etu\nfdK8nwah5zAfXg0lT2Gifj6X8pLCioLp/G4YB6wjrnEvYr/zeu/ne/74Ed82q8WDsFtM+nU9X7Xp\noHtMo9Fw/eI5zgQe5uyxw5z76wgRL8MxNDSk+/DxuA8a/cYkyqeuCvtpSF92ev/G6AXLaeHW7ZM9\nb1pI1wo6rRbDk7sw2fYThiH/znsSX96JmLE7U13WOpFB6Dkshn6JplR17g7aTPcGjkS+DMdrzzFK\nVaiMoig8ffiA0OBLhAZfJjTkMqHBF7kVcoXIVy8xNDTETKVgotJiamSISU5bTHLmwcTMDJVKRci5\n08THJZTq5C9anHotvqZL53ZYlaiacPxFv0IVGQ7RL1FFvUQV/RKiXqH6/+9EhaMtUQXNly0+OFSG\nFw9hPqERcU36ENv37RUTWq2WH77+inN/H2Xaqs2pLiOekscP7jG4fTNuX71Cyy7fMHzO0mTvt7Ab\nV+nvXJ8XTx4zbslqmrRPPjfQ68fWw3t3WDJxJH9u34hKpWL80jU0buemd5/eRHU3GPPpbTB4cJ34\nqs7EDFoD5u9xsRoXi6V7brT5ShA974xeu5xZLIWYAAAgAElEQVQMOEDg3t24Dxz1YcMDkQqerEwq\nePQnFTz6kQoe/UgFj36kgkd/UsGjHxmi9Zn7kBvMk4f3M7h9wjfABgYG/LrvOKUqVE7L7qUJgytH\nMZ/ZHtXLJ6idB3L73gM8Fm7E1ADW929H9u8XvnHum1K5DTl6/jbdnSqjjo1hxZ8nKVzi/Zc1T43J\nmlGYbJ+d6hLjxrsWYLpiCJqS1YieejDZvCj6UsfGMsilMReCAvlmxAR6DJ/wxu01Gg0nD+/np8Hf\n8uj+XSrWqMP4pWuSLKf8uk+ZtLh78zpda5WjQLESrD5y7p1WsMoIMsoQSYMrRzHZMQ8MDIn5YSWY\n6XdRZjbDBaMgP6J/9OfY4ziGuzmTt2Bh8hYoRGjIZV69eJ5ke0MjIwoVKUauuBfEPX9MrAKx5jmJ\nMc2GOlaNOjaG2Jho4tRqSn5RmbotWlOvRRuKlymPSqVKv3hpNFj0LAgqFVG/3Xnjkt+Jbl8Lpkd9\nR6xtcuN95BzZcqS8ctfr7oXeYHD7pjwIu0XH7wbx/aRZqVYMXr94jgFff0V0ZATTVm+mdtOk1Sul\nchty4W4kG5bMxXv+DGKioijjWJVB0+dT1rGafq/7LQxP+2M2twuqqHDULiNQd576QRO9m01qhtG5\n/USuuK/3fGRpRRI8WZckePQnCR79SIJHP5Lg0Y8kePQnCR79SILnEwt/9pTf16+icTs3ctvlT+/u\nvPcNU0xUFB71KvLobhi9x07Fa/JoyletweJdAWmyckxaU/1zA/NpX6O5E0z3c3A5AqZO+hGnfuPf\num9ijA7u2MyEXp1wqFSFpb8fSfshO7FRWAyqiOpxGNGzgtAW+3eIg8Glw5j/2ATFKhfRs4JQcuu/\nOszrFEXBs/83+G/05qs2rkxc5qP3kLOXz5/x05C+HN61lWzZrRk2eykN2yYffvIpb8Inf+fBvs3r\nklUhZRYZJcHzvgxunMJieHU0ZesSPfUgi38cju+SeRgYGFCgWAmKOZSlWOmyFHMoTzGHshSJe4LV\nXDcMXj5GU6o6sd8uTnES3hTneCF942W6tC/G+34jasqfaMvV02ufVXOmsnzGRDoUtWBYnx6oe/2c\n6opSN69cZEiH5jx9+ICeoybSbcjYt743E+fT0Wo0zPLdhWOdBkBC/G4G7mb0wME8uB1Kzjy29B0/\nnWYd3dPm/KwoGO9agMnq4WBoTGy/ZcQ7dfngZo23zsR07Vhihq4nvvanfT9n1gRPhSL6LQP/ObM0\nkZtMfak1MpxNH7ks3p6wFzCi1XvOffeZuf8wIr27kGkEXg9L7y5kCl5HUh9VIwmeNBYTFcVAl0Zc\nPhVErrz5mLZqk96rl3ws73vDtHjiCHwXz6XzgGF8N2EG47/pyKGdWz7aMBl1bCyXTx2nSKky5Myd\n+qpYbxL//BErejTF+9gFmrl2ZeziVXrt93qMpn3fA/+N3rh804+O3w0iX5FiaTonj+GZPzCf0hJN\niSpETz8GhoaontzFfHg1VBHPiJ64V++by5T4LJyF1+TRlKlchYU7Dr7zpMGKorDbZyXzxw4iJiqK\nZh09GDxjPhbZ/h2S8aluwm9euUh3p8rYl63A8j9PZMjE4ttk9gQPgNlUZ4xO7yFqygHiy9Tlbuh1\n8hYojKlZ0smZjQ56Y7r0W9BqUHefRVyL/u9c7ZGe8Up8b6pbDkDdc55e+8Sp1fSslJ9bj1/gYgcq\n+0rEl6yOVqtN+KfRoNVqURQtf+37nZfPnzFw2jza9xmgd79OHNrHiM6tMTYx5eete7G0ys78MYM5\ncWgfhkZGdOgzgG5Dx5Etu/X7vvSktFpMf+mH8b7f0OawI2bUlg+a6P11BteCsBhZS++hcGlJEjxZ\nlyR49CcJHv1Igkc/kuDRjyR49CcJHv18Vgme82GvMLN487wSKVEUhbOBAXj/PJ2nD/9h6spNFLIv\n+U5taDQaxnVvz1H/nZT9shrBZ05iaGTEsNlL03XekPe5YQo5d4o+TWqSr3AxVh0+g5mFBQ/v3aFr\nrXKYWViy7q/LWOkxHEFf92+H8mMvN4LPnkSlUlHGsSo1GjWnVuMWlPyi8htv7J/8c5+/9/vz9/49\nnAw4QOSrl9gVKsKqw2ewtMqu1/O/HqPIVy/pUd+RB2G3ALC2yYVDpSo4VK5CGceqlKlU9YNX2jKd\n547xkfXE9vyZuCa9MR9XH8NrJxJ+b9n/vds9ssePsd3akdsuP8v2/k1uu/cvCQ27cZXJ37oTcu4U\nBYraM+EXb92wj091Ez62e3sCdm//aEvYfwpZIcFjEPI3FqPrJEzMPHFv8g20Wkx8xmKybRaKZQ5i\nhvmiqdjovZ4rXeMVp8bym/woZtmI+uWmXskp1YPrXPMoS69zWjRv+TQ1MjZm+Byv9/o8OLRzKz/2\n6oSZhSWxMdFo4uOp36QJvSbOpUhJh3du7439PLQWswXd0RSrTMzobe9dTZgiTTyW3WxRrPMStfhK\n2rWrB0nwZF2S4NGfJHj0Iwke/UiCRz+S4NGfJHj081kleIpZZadxOzdadf2G0hW/fGvlhaIoBB3c\ny5q5npw/fkz3d5s8eZm72R/7sl/o9byKojB35AC2r/SiilNDflq3k7OBh/mxd2devXhOhz4/0G/S\nT+kyf8i73jDFx8XRp0lNrl08y89b9/Jl3a90j62dP5Nfpo7Fpef3DJ4xP036F7B7O9N/6EnEy3Dq\ntviaVy+ec+H4MTSahD7b2NpRo2EzajZuQdX6jTA1t+DSib/4+4A/f+/35/qlc7q2ChS1p0aj5rTv\n3Z+Cxd+wUtV//DdGjx/cY/9WX4LPnOTK2ZM8uB2aZHvbAoUoU7kqDdu44uTs8s6VJaoXj7D4oRzE\nx6Gp3BSjv7YQ59SV2B9Wpjq8422uXTjL962cUFBYvPNwmsyVFKdW89uMCaxfNAcDQ0O+GT6Bjt8N\n5otC2T76TXjw2ZP0blyDclWqs/T3o2m+stmnkhUSPPDv3ClRngFoHWr9+0B0BGbzPTAK8kObryTR\nY7ajFHj/+avSO16mC3pgfMibqBnH9KpaMV3YE+ODqwl1X0B4bnssFn+D4fOHxHUaj1KvMwYGBhgY\nGmJgYIBldusPqrLZvW4VMwb2Il+RYgyYModvurbh2lPte7eXovg4LAaUQ/X0LlGLg1HypDwP14cw\n82yD0cldRC4LRcldKM3bT40keLIuSfDoTxI8+pEEj34kwaMfSfDoTxI8+vmsEjxfFCzMo3t3AChZ\nvhLO7j1p3L5zsotqrVbLsT92sWauJ8FnTwJQq0lLPAaPJvjsKX4ePRCrHDmZvWG3XpNVJiY+SpSr\nyKKdB3WVI3dvXme0hwu3Qi7zZb2vmPTreqxtcqXxq36zd71h8lnwE15TxtCycw9Gzf81yWNxajXd\n6lXiXuh1ftsfRMkvks+toa84tZqlk0ex6ZcFmJqbM2TmIt0326/CX3Dy0H4C9/3O8T/9ef74EZAw\ngauZuQWRr14CYGJqSsWa9ajZqDk1GjV/56qrRG+L0fMnjwk5m5DsCT5zkitnTuj6VPKLyvQZM5nq\nDZu9UxLC6MBKzBb3BkBTrDLRngGpLln9Nk8f/kOfpjV5dO8OU1duwqlV2/dqJzWnjvzJ1H7defLP\nfaxy5MStezfqduhJ0VJl0vR5XjfUtQVBB/cmSzJmNumdsEgrBpePYDGuAfGVmxIzfjcAqsdhmE1v\ni+GtcwnVPUN9wcrmg54nveNlGLQT8xltUbcZitpj5hu3VT24jsWAcmgLlCZ63lkwMEB1/yrmY5xQ\nvXpC7OC1xNfpmKb9exB2i1x582FiavpRYmW0bzlmS79F3bwf6t4fZ9VE453zMV05lJgBK4lv4P5h\njcWpMfEehSo6AnXb4Sj5U/8MkARP1iUJHv1Jgkc/kuDRjyR49CMJHv1Jgkc/n1WC58pDNUF//sEu\nnxUc89+JRqPB1NycBq074Nz1G8pVrckhvy2s+Xk6Ny9fQKVS4dTKBfdBo5JUPPy+fjUzB/XG1NyC\nmT47qFw79Qss/41rmfZ9d/IWLIzXnqPJJlaOinjFlH7dOLrHj/xFizN9zVaKlyn/wa81Tq0mIvwF\nOXLneWNi4V1uAu7cuEb3+pXJZmWN97ELZM+Z/GYt6OBehrq2oHzVmizedfi95kV5EHaLH3u7ceX0\nCYqUKsOU5b4UcyiX4rZarZaQc6f4e/8e/tr3O6/Cw6ni1JAajZrhWLsB5pYffmH3rjdKiqIQdj2E\n1XOmsX+rL4qiULFGHfqMnUqFGnX0bQSzaa0xuHWOaM8AFNui79xvdWwsd25c5ach33L5VBC9x0zB\nY/Dod25HH+HPnrJ+8Rx+X79Kl9yqWKMOzh69qe/cLtl8LB/i3F9H6N+6AY51GzB/6740azc9pHfC\nIi2ZTWiI0cXDRM0MBK0GsxntMAh/RFzTvsT2nAdGHz4pebrHSx2DZXc7FGtbopaEvLGiLrF6578T\nBhvcPIP5hIYQG0XMqK1psox7StI8VnGxWHzvgOrlY6KWXEWx+TiLBBjcOo/FEEfiGngQO2DF+zf0\n6hlmszpgdPEwAIqBAfH1uqDuMBYlX/IKTknwZF2S4NGfJHj0Iwke/UiCRz+S4NGfJHj081kleF6/\n2H368B/2+K5m19oV3Lt1AwCLbFZERbzCwMCARu3c6DpwJMVKl02xrYN+W5jctysGhoZMW7mJGo2a\nJ9vm5OH9DOvUCnPLbCzZHZBqW1qtlhU/TWL1nGmYW1gybslq6rVsk+K28XFxvHz+jBdPH/P04QMe\nP7jP4/t3efzPfZ48uMej+/d48s893U129pw2OFSqQpnKVXCoXJUylauSK6+drj19bwIURWFg20ac\nOXaYyb/50uDr9qluO66HK4d3bWXMwhU07+Tx1rZfd9R/J9P69yAi/AVNXbsyZOYiLLJle6c20tqH\n3Chdv3Se36ZP4NgfuwCo0ag5fcZM0a+6SasFTdxbl0OPU6u5e/MaocGXCQ25RGjwZW6FXObuzWu6\noWyN23dm/JLVH30oU5xazc3A3fyy+BdOHNoPgFWOnDTr6E5rj94fXNWjKAoDWjfg3N9HWfr7EcpX\nrZkW3U436Z6wSEOGF/7E/McmaAqVxeDBddDGo/5mHnEtvk+z58gI8TKd0xnjYxuJmnMyxRXAIOXq\nndcZXD6C+eSEz4zoCXvQlq2b6vOpXjzE6Mh6jALWo3p6F8XaFsU6D0r2PP/+bG2r+1lbrDKYmKV5\nrIz3LMH01x9QOw9C3WN2mrWbjFabMNeRiXnCXEfvcc5KWDWxNQb3Qoiv0Zb4Wh0w3uyJYdhFFAND\n4p26oG4/JkmiRxI8WZckePQnCR79SIJHP5Lg0Y8kePQnCR79fLYJnkRarZYzxw6xa+0KTh85SK2m\nregyYLhec7T8vX8PY3t0QKvRMGGpd5Kkx/WL5/jeuT5x6ljmbvKnUq23r3x00G8LngN6EBMVRVPX\nrhgYGBL+7EnCv6dPefHsCRHhL97Yhqm5OXnyFSRPvvxYZrfm5pWL3L91M8k2tvkLUqZyVRwqV8G5\neX2yl6z21hv/XWtXMHNwH+o0c8ZzzdY3bv/wbhhda5fH3DIbPn9dxso6x1tfe3xcHL9MHYPvknmY\nmJkxePoCWnbpkSHmVkmLG6ULQYEsmzaOs4EBADRs25FvRv5IYftS79ROTFQU1y6eJeTcaULOnuLq\nhTPcvhaMJj4+yXbZsltTtHRZijmUo3RFR5p36oaJ6ZsTRWklMV73Qm+wc+3yJFU9Ves3ZsRcL+wK\nFXnndhVFYftKL+aOHEDNxi34aZ1fWnf9k8sICYs0oyiYj3XCMDgQxcKamGHr0VRqkqZPkRHiZRi4\nBfPZHVG3H4O68+QUtzFd+A3GB9e8cblvw1O/YzbDBUwtiJ58AG3x1+bFio3G6MROjA55Y3h2Lyqt\nBsXQCCVPEVQvn6CKCk+1f4pFduJruGDn3JXbBeuCYRokLmKjsehXClX0S6KWXEPJYfvhbb6B6exO\nGAduJnJJCIqd/TvtaxAciPkMF1QvnyQMpes6PSHBptVi+PdWTDZMwfDOpf8nerqi7jAGxc5eEjxZ\nmCR49CcJHv1Igkc/kuDRjyR49CcJHv189gmeD3U2MICRXb4mJiqSkT//Sgu3bjy8G0bf5nV4+vAB\nk35d/8Zql/+6fuk8YzxcdKs0QcLcMtY2ucmRK+GftU1ustvkIldeO/LYFSBP/gLkyZfwL5t1jmRJ\nkfBnTwk+c+LfOWJOn+DZ44e6xwsWL0nLzt1p1tEjxZWVnvzzAPc6X6DVaPA+dgHb/G9fNcX75xks\nmzaOdr36M2j6z6lup9FoOOa/kzXzphNy7hSFS5Rm8nJfvSew/hTS6qZSURROHNrHsmnjCTl3CoBs\n1jnIk68Aue3y////YX5y637PT5xanZDMOXeakHOnuBVyGa3234lTzS0sKV62PEVLl6OYQ1mK/T+p\nk9suf7olx/4brzi1mmN/7GLbiiWcPnoIS6vsDPlpEY3buendx/BnT5k1pC+Hd2/D0io7S3YHpMlQ\nxvSWERIWacng1nmMd8xB3W40SsG0Xb0JMki8YiIThmnZFiVqwYVkD/9bveNA9Lwzb1xty+joRkzn\ndUGxyk301IOowh9hfGgtRn9tRhWVMJeYpkQV4p26ElenI1jnSdgxLhZV+GNULx+jCn+U8HP4I1RP\n7mB0fDsGTxLmmtPa5Ce+tivx9TonJJDe85xg7DcP01XDUbuMRN112nu18S6M/vgFs1++J+Y7L+Ib\n99J/v6MbMV3YAzTxxPZeSHzTPsk30mox+msLxhunYHjnckKip747RSauTMNXoB+NRsPBgwexsrKi\ndOnSzJgxAwMDA4YMGULu3Ln1akMSPG8nCR79SYJHP5Lg0Y8kePQjCR79SYJHP5LgSQNXzpxgWMeW\nvHz+jG/HTeOPTT7cCrnMgClzcO078J3bi46M5NbVy2TPYYN1rtxYWmVP05t1RVF4dP8uV06f4Nyf\nfvht3ow6JgZDQ0OqN2xGyy7fUKtxC4yME+bMGP9NRw7t3MKQnxbRtkdfvZ5DHRtLt3qVuH/rBssP\nnKBE+YpJHo94Gc4unxVs/W2xLpmVMCRrIRbZrNLstaaFtL6pVBSFw7u2sdtnBQ/v3eHxg3tvrcwC\nMLOwoNQXlSld8UtKVXTEodKXFLIvhWFafEOfhlKLl6Io7PFdw8+jBxIdGUHDth0Z+tMirHK8+UIp\n6OBePAf05OnDB1SsUYexi1eRr3DRj9T7TytDJCwykYwSL7OZ7TE6vp3IBRdQCiYddphYvRM9zBdN\nrbcn9432/oqZ13coBgao/p+81eYuRHy9zsTV75qs/bfSajG4coTcQb5E/rkJVWTCuUVbwIG4em7E\n1+uMkreY/u1FR2D5XQmIVxO59PoHT5StD9W9ECwHlCOuTkdih/i8fQdFwXjrTEx9xqGYWxEzzBdN\n5aZv3kejweivLZhsnILB3SvkD/j0lzujRyfMifb48WNevHhBx44dsbS0xM/PDy8vL73akATP20mC\nR3+S4NGPJHj0Iwke/UiCR3+S4NGPJHjSyM0rFxncvhnPHv0DgGvfgQyYMuejPV9aKZXbkFM3nrJ/\nqy+7fVbqKkts8uSlaceu5C1QmJ9HD+SLarVYtPPQO02afPzPPxjWsSVfVKvF4l2HUalU3Llxjc2/\nLmKP72qiIyMwNTenmas77Xr3T3WOovT2KW4qoyMjefLPfZ78cy9hXqUH93jy4D4qlYpSFSpTutKX\nFC5ROsMlc1Lytnjdv3WTKf26cfHEX9jmL8jYxStxrNMg2Xax0dF4TRnD5l8XYmRsTM+RE3HrPyxT\nxEBfGSVhkVlklHgZHV6H2XwPYt0mEddhrO7v71K98zpjv3kYb5uFxrE58fW7oinnpPe+qSmV25Cr\nD6IwPO2PccA6DE/uQhUXi2JgSGz/5cTX76pf37bMwNRnHLEdJxDXccIH9UlvioJF7yKgiSdqxb03\nVx7Fx2H6Sz+MD6xEm7sQMWP90BZ5hwpQjQaDq39Tou7bh1GnNTc3N9avX49arcbZ2Zk//vgDAA8P\nD9asWaNXG5LgeTtJ8OhPEjz6kQSPfiTBox9J8OhPEjz6eVOCx+gT9iPTK16mPIt3HmJsjw6UqVyV\n7yfNSu8u6c3KOgdte/SlbY++XL94jt3rVrF3sw/rFyUkqIxNTBgx75d3XhGr+ldNcWrZlsO7t/HL\nlDGEhlzmr32/oygKtvkL0m3IGJzde6W4GtfnxtzSkkL2Jd97KffMJH/R4iz0O8ja+TNYNWsKg1ya\n0On7IfQaNVk3T9C1C2eZ/J0Ht0IuU6SkA+OXrqF0Rcd07rkQCeKrtEQxMsbo721JEjwmm6ah0mpQ\ndxz/TgmauNaDiWs9OO07amyKpvrXaKp/DZHhGP29FdNVw3XDmOIbdn/z/pHhmOyYg5LNhrhW716N\n+t5UKjRfNMD4sA8Gdy6jLVwOFAXU0QkVSZEvUEWFo4p8gbHfPIzO/4nG/ktiRm9HsUk+zPiNDA3R\nlqn9cV6HHk6ePEmVKlVYuTJhiNjt27eJi4tLt/4IIYQQIuuSCp7PQGrfiMfGxHB0jx8Htm+gVuOW\ntOr6zXu1//BuGF1qlSM2OhqA8lVr0KHPQOq1bKMbApbRZZSqgcziXeJ1+XQQU/p6cDf0OiXKVWTc\nklUc//MPfvUcT3xcHC49v+e7CdMxs7D4yL1OH3JsvZuMFC+zqc4Ynd5D5JKrKHbFUd2/hsUP5dAW\nKPNO1TsfS2qxMrh5BvOJTVFFPHvrHDcmvpMw2TiF2K6exLmM+JjdTcbowCrMFvdCa22LStEmJHU0\n8SluG1+tNTGDvMHs/Ss10mOS5evXr/Pzzz+zcOFC3TDsvn370qdPHxwd9UtoSwXP20kFj/6kgkc/\nUsGjH6ng0Y9U8OhPKnj0IxU8IkWmZmY0bOtKw7auH9RO3oKFGT1/OaePHqRllx6UdayWRj0UWUFZ\nx2os//MkiyYMY6f3b3R3SlhJyMbWjtHzf6VGo+bp3EMhUhZf0wWj03sw+nsrcW2GYbLZE5VW+87V\nO5+atnhloiftw3xSU8yW9iUmPo745t8l3/DVU4x3/ozW2jZNl7rXl+bLFmjzlYSYCBTLXCj5SqBY\n5kCxsAbLHCiW1igW1ii2RYmv2T5tVgv7xMLCwrh48SKNGzdm8ODBtGzZEi8vL9zd3fH29k7v7gkh\nhBAii5EEj0gTaZEoElmXRbZsjJjrRc3GLZg3cgBlv6zO0FmLyZk7T3p3TYhUxVdrjbK0L0Z/bSW+\n2tcYBfigKVweTQ2X9O7aW2mLVSR60n7MJjbB7NcBxGriiGv1Q5JtTHbMQRX9CnWniR9UGfO+lBy2\nRC2+8smf91NaunQpO3bsQKvVMnDgQGJjY3FxyfjHjxBCCCEyJ0nwCCE+mbrNW1OnmXO6Le8uxDux\nyoWmvBNG5//EdFn/hOod14xdvfM6bZHyRE/5E/MfG2O6YgjExxHXZigAqhcPMd69CK1NfuKafpvO\nPc26TExMsLa2BmDJkiV069aN/Pnzp3OvhBBCCJFVZY6rVCFEliHJHZGZxP+/Wsfo/IH/V++0Tece\nvRuloAPRU/5Ea1MA0zUjMd4yAwDjbT+hio1C3X4MmJilcy+zrvz58zN9+nQiIyPJli0bixYtYtKk\nSYSGhqZ314QQQgiRBUmCRwghhEiFpnoblP8nJTNT9c7rlPwliZ76J9rchTH1GYfJiiEY+3uhzVOE\n+IbvN7m+0I+npyelS5fWJbbz5cuHt7c3zZo1S+eeCSGEECIrynxXqkIIIcQnouS0I75eZ+IrNMx0\n1TuvU+zsE5I8tkUx2bUAVVwsatdxYGyS3l3L0oyNjXFxccHitVUCc+fOzbhx49KxV0IIIYTIqmQO\nHiGEEOINYgeuTu8upAnFtmjCnDyTm6OYWhJf3z29uySEEEIIIdJQhqvgOXfuHO7uCRedt2/fxs3N\njS5dujBx4kQURUnn3gkhhBCZl5KnMFHzLxA9/SgYync8QgghhBBZSYZK8Pz666+MGzeOuLg4AKZP\nn86QIUPw8fFBURQOHDiQzj0UQgghMjkDAxmaJYQQQgiRBWWoBE+RIkVYtGiRrlLn8uXLVK1aFYB6\n9eoRGBiYnt0TQgghhBBCCCGEyJAyVIKnSZMmGBoa6n5/fUiWhYUFr169So9uCSGEEEIIIYQQQmRo\nGXoAvsFry9FGRkaSPXv2t+5TKrfhW7f5HElc3k5i9G4kXvqTWL0biZf+JFZZ3/nbh9O7C0IIIcQn\n4ZHeHcgCMlQFz3+VKVOGoKAgAAICAqhSpUo690gIIYQQQgghhBAi48mQFTwqlQqAUaNGMX78eOLi\n4rC3t6dZs2bp3DMhhBBCCCGEEEKIjEelyNrjQgghhBBCCCGEEJlahh6iJYQQQgghhBBCCCHeThI8\nQgghhBBCCCGEEJmcJHiEEEIIIYQQQgghMjlJ8GQwd+/exdHREXd3d92/xYsXp7q9u7s7L168SPXx\nV69e0bdvX9zd3enUqRNnz54F4OzZs7i6uuLm5saiRYuS7HP79m2cnZ11v7948YLq1avr+rNmzZoP\nfJVp69dff6VOnTqo1er32n/VqlW4urri6uqqi0VMTAwDBgygS5cu9OnTh2fPnum212g0/PDDDxw5\nckT3t++++w43Nzfc3d3p06fPh72gj8jd3Z2bN2++9/6fw/GU6EOPq0RXrlyhS5cuuLu707NnT54+\nfQrAxo0badeuHR07duTQoUNJ9tm3bx9Dhw5N8nvjxo11MTtx4sQH9Skt3blzhwEDBuDu7o6bmxuT\nJk0iMjIy1e0fPHjAwYMHk/19165dumPoxx9/RFEUtFotEyZMoFOnTri7uxMWFpZkH09PT3x9fXW/\nT506FRcXF9zd3fHw8CAiIiLtXugHOn78ODVr1tT9P+zUqRN79uz5oDazesxE2jt+/DgODg78/vvv\nSf7u7OzM6NGj37tdf3//ZOf+zGrmzGMYKb4AABsuSURBVJm4u7vTvHlzGjRogLu7O4MGDUrT53j9\nMzEj6969O+fPnwdArVbz5Zdfsnz5ct3j7u7uBAcHv7GNZ8+e4e7unuZ9u3Dhwgcds59CSsdSzZo1\nGTJkyEd5vswQk3eV0n3RkiVLkmwzZMgQ4uLikvwtK8Yi0bJly+jRo4fuc/vSpUupbrthwwbi4+Pf\n63kyy3lKH+8Ss7f5WOe0tJQhV9H63JUsWRJvb2+9t3/TPNmrVq2iVq1aeHh4EBoaytChQ9m6dSs/\n/vgjixYtolChQvTp04crV65QpkwZtm/fjre3N8+fP9e1cfnyZZydnRk3btwHva6Pxc/Pj1atWrF7\n927atm37TvveuXOHnTt3snnzZlQqFW5ubjRu3JjAwEBKly5N//79+f3331m6dCljx44lLCyMESNG\n8OjRI1xdXXXthIWFsXv37rR+aR9F4ip17+NzOJ4Sfchx9TpPT0/Gjx+Pg4MDGzZs4Ndff6VXr154\ne3uzdetWYmNjcXNzo3bt2hgbGzN16lSOHTtG2bJldW1cunSJ4cOH06RJk7R4aWkmJiaGfv36MW3a\nNCpUqADA9u3bGTp0KF5eXinu89dffxEaGkqDBg2StDN//nx27dqFqakpQ4cO5eDBg8THxxMXF4ev\nry/nzp1jxowZLFmyhGfPnjFixAhu376Nvb29rp3Lly+zYsUKcuTI8XFf+HtQqVTUrFmTuXPnAhAV\nFUXXrl0pVqwYDg4O79ze5xAz8XEUL16c3bt306JFCwBCQkKIiYlJ515lHCNHjgRg27ZthIaGfrSb\n8cygVq1anDp1igoVKnDq1Cnq1q3L4cOH6dmzJ7Gxsdy/f/+9zl+fi5SOpaCgoCRJdvF2b7svSvxc\n/Rxcv36dP//8U3cMBQcHM3LkSHbs2JHi9r/88ssHXcNmBe8as6xAEjyZyJw5czh16hRarZbu3bvr\nlo339PTk4cOHmJubM336dGxsbHT7dO/eHRMTEwDi4+MxNTUlIiKCuLg4ChUqBECdOnUIDAykTJky\n5MiRg7Vr19K4cWNdGxcvXuTixYu4u7tjY2PDuHHjyJMnzyd85ak7fvw4RYsWpWPHjgwfPpy2bdvi\n7u5OmTJluHLlCiqVinnz5nH9+nVmz56NiYkJrq6ufP311wDky5eP5cuX65IeiTE6ffo0vXv3BqBu\n3bq6bwuioqKYNm0av/32my6x9uTJE16+fEnfvn15+fIlffr0oX79+p8+GHpSFIWFCxeSJ08eOnXq\nxI0bN5g4cSLe3t44OztTvXp1QkJCAFi6dCnZsmXT7ZvVj6dEqR1XkydPplixYqxfv56nT5/Sv39/\nFi9ezIEDB8iZMycxMTEMHDiQatWq6dqaN28euXPnBv6N2fnz53F0dMTY2BhjY2OKFClCcHAwX3zx\nBY6OjjRu3JgNGzbo2rh06RJXrlxh9erVVKhQgWHDhmFoaPjJ4/Jfhw4donr16rrkDkCbNm1Yv349\nd+/eJT4+nnHjxhEfH4+ZmRlz5sxh2bJlxMbG4ujoqEvymJqasmHDBkxNTYF/4xQUFETdunUBqFix\nIhcvXgQS3oc//PADAQEBuvehVqvl9u3bjB8/nidPntC+fXvatWv3KcPxRv9NxFtYWNCpUyf8/f1x\ncHBI8fx+7tw5pk+fjlarJW/evMyePVsXo88hZiLtqVQqHBwcuHXrFhEREWTLlg0/Pz+cnZ158OAB\nfn5+rFmzBhMTE4oUKcKUKVPw8/Pj8OHDxMbGEhYWRu/evWnbti2nT5/G09OT7NmzY2JiQvny5YGE\na5VLly7x4sULSpcuzfTp03Fzc2PKlCmUKFGCw4cPc+jQIX788cd0jsbbJb5XRo0aRcuWLalbty4B\nAQHs2bOH6dOns2fPHlavXo2BgQFffvklQ4cO5dSpU8ycORNjY2PMzMxYsGABBgYGDB8+nOfPn1O4\ncGE0Gg0AQUFBLF68GK1WS1RUFHPmzCEoKIhbt24xYsQINBoNbdq0YcuWLbrP3k+pdu3aLFmyhB49\nehAQEECHDh2YPXs2ERERXLx4kWrVqqUYgydPnjBs2DA0Gg0FChTQXWOldo2R0vnPx8eHHTt2YGBg\nQPny5Rk3bhw3b95kzJgxmJmZkSNHDszNzQFYu3Yt+/btIzo6mpw5c7Jo0SJGjRpF69atcXJy4saN\nG/z000/88ssvnzyGiRKPJUVRuHXrFr179+bp06d89dVX9O/fP8VrjLZt29K3b19y5MiBk5MT5ubm\nWSom7+v48eNJrunnz5+Pv78/d+/ezfKxsLKy4sGDB2zevJm6devi4ODApk2bUjyXnDhxgidPnjBk\nyBA8PDzw9fXVJcPq1KnD0aNHGTVqFC9evCA8PJylS5cyZ84cQkJCsLOz01X0Xr16lZkzZ6LRaHj+\n/DkTJ04kKiqKjRs3Mn/+fAA6deqku7fIaFKLWWrvuSFDhpAvXz7CwsKoUKECEydOTHZOS+Tv78+6\ndeuIj49HpVKxaNEiVq1aha2tLV26dCE8PJwePXqwdevWT/qaZYhWBnT9+vUkpYgPHz7k8OHD3Lt3\nj3Xr1rF69Wq8vLx49eoVkHBDtWbNGpycnFi2bFmStqysrDA1NeXx48eMGDGCoUOH6i7qEllaWura\nql+/vu6EmMje3p6BAwfi7e1No0aNmDJlykeOgP42bdpE+/btKVasGCYmJrpS4lq1auHt7U2TJk1Y\nunQpKpUKtVqNj4+PLrkDYGRkRI4cOVAUhZkzZ1K2bFmKFi2aJEavx8fBwSHJt9+QcGPVs2dPlixZ\nwqJFi5g+fXqSIV0ZUWpVPJGRkbRq1Qpvb2/y5s1LQEBAksez+vGUKLXjKlFi/IKDgzly5Ahbtmxh\nyZIlPH78OFlsE5M7p0+fxsfHh+7duxMREYGVlZVuG0tLS90HaeK36q+rXbs248ePx8fHh8jIyAzz\n7d/du3cpWLBgsr8XLFiQ+/fvM3PmTPr27Yuvry8eHh4EBwfz7bff4uzsnKSCR6VS6RLT3t7eREdH\nU7t27WTHlqGhIVqtloIFCyZJKgFER0fj7u7O7Nmz+e2331i3bp3uJiKjypUrF8+fPycgICDF8/uE\nCRPw9PRk48aNuovQRJ9rzETaaNKkCXv37gUShjJUrlyZ58+fs2jRItasWcO6devInj07GzZsQKVS\nERERgZeXF0uXLtVdZ0ycOJHZs2ezYsUKSpcuDUBERATW1tasWLGCzZs3c+7cOR4+fEiHDh3Ytm0b\nAFu2bElSAZsZqFQq3bk98b/h4eEsWrSI1atXs27dOh4+fEhgYCAHDhygRYsWrF27Fjc3N16+fImv\nry8lSpTAx8eH3r1764aTXL9+nVmzZumuV/z9/WnZsiUHDhxAq9Vy5MgRatSokS7JHYAyZcrohnWf\nOHGCqlWrUrNmTQIDAzlx4gS1a9dOMQZeXl60bNlS98VRYnIjpWuM1K5vt23bxoQJE/D19cXe3h6N\nRsNPP/3EwIEDddXEkJAwefHiBatWrWLjxo3Ex8dz4cIFXF1ddcfc5s2b6dChQ7rEMCVqtZolS5aw\nbt061q5dm+zx168jnjx5wsqVK+nVq1eWjsmb/Pe+6NGjRyle038OscibNy9Lly7l9OnTdOrUiebN\nm3Po0KEUzyUdOnQgd+7czJ07N9XRHonVxevXrycoKIjo6Gg2btzIxIkTddfy169fZ+TIkaxatYre\nvXuzdetWateuzdWrV3n58iXXrl3DxsYmQyZ3IOWY/XeqgNffc7du3cLT05PNmzcTEBDAkydPkp3T\nEt2+fZtly5axbt067O3tOXr0KO3bt9dVB+3atYvWrVt/mhf6GqngyYBKlCiRrBTRz8+PS5cu6cb8\naTQa7t27B6CrFqhUqRKHDx9O1l5ISAhDhw5l5MiRVKlShYiIiCRzZERERJA9e/ZU+1OjRg3dTXqj\nRo1YsGDBh73ANBIeHs6RI0d4/vw53t7eRERE6OKWeGJ3dHTUzW9SrFixFNuJjY1lzJgxZMuWjYkT\nJwKQLVs23Q13ZGTkG+OTO3duOnbsiIGBATY2NpQpU4bQ0NAklVTpKTIyElNTU4yMEt7ubxuilTg0\nKF++fMTGxiZ7PKseT4lSOq7+ewGW+EF58+ZNKlSogEqlwtTUlPLly6f4Ifr777/j5eXFsmXLyJkz\nJ9myZUsSs7cdY+3atdMlhBo2bKi7MUtvefPmTZb8goQPvHz58nHr1i0qVaoEwFdffQUklKqnFCOt\nVsusWbO4ffs2CxcuBEgWJ61Wi4FByt9LmJub4+7ujqmpKaamptSoUYPg4GDdjWdGdO/ePezs7Lh6\n9WqK5/enT59SvHhxANq3b59s/88xZuLDJL73WrZsycSJEylUqBBVqlTRPVaiRAksLCwAqFq1KkeP\nHqVixYqUKVMGADs7O93nwpMnTyhatCgAVapU4dy5c5iZmfH06VOGDh2KhYUFUVFRaDQamjVrRrt2\n7ejZsyePHj3StZcZabVaIOE89+zZM3r16gUknMfv3LlD3759Wbp0Kd26dSNv3rxUrFiR0NBQ6tWr\nByQMkUu8PrC1tWXq1KlYWlry8OFDHB0dsbS0pGrVqhw5coStW7fSv3//9HmhgIGBAQ4ODgQEBJA7\nd25MTEyoV68eBw8eJCQkBCcnpyQxiIqKIiwsjNDQUN05K/H4SvTfa4z79++neP6bPn06K1as4O7d\nu1SqVAmtVktoaChffPGFrt0zZ86gUqkwNjZmyJAhWFhY8PDhQzQaDdWrV2fq1Kk8e/aMwMBAhg0b\n9qnC9lYlS5bUVfAmXpu9LvEYg4QvTBK3ycoxeZP/3hcFBQWleE3/OcQiLCwMKysrPD09gYSq+N69\nezNy5Mhk55I3ef06LDGWr8fPxsZG94W2ra0tS5YswczMjMjISN2XSK1bt2bXrl3cuXMnQyfIUopZ\nr169sLW11W3z+nuuSJEius/BPHnyEBsbm+o5zcbGhpEjR2JhYUFoaCiOjo4UKlQIS0tLbty4wc6d\nO1OdsuBjkgqeTMLe3p7q1avj7e3NypUradq0qW5ITOJEtydOnEg2Fvr69esMHDiQOXPm6Mr2s2XL\nhrGxMXfu3EFRFI4dO5bsA/h148eP548//gAS5s9ILMNOb35+frRv357ly5fz22+/sXHjRo4dO8bz\n5891N51nzpyhVKlSACne5CiKQr9+/XBwcGDSpEm65Iejo6OueiUgIOCN8QkMDGTgwIFAwgXetWvX\nklX5pKfRo0frSp+fPXuGjY0NJiYmPH78GOCdJhrLysdTotSOKyMjIx49egT8G7MSJUpw4cIFFEVB\nrVZz+fLlZAm0HTt24OPjg7e3t67apUKFCpw8eRK1Ws2rV6+4ceMGJUuWTLE/iqLw9ddf8/DhQyBj\nxaxhw4YEBgYmSfJs2rQJGxsbChUqhL29PRcuXAASvsXw8fFBpVIl+SBNNGHCBNRqNYsXL9YNO3r9\nfXj27Nk3Jh5CQ0Pp3LkzWq2WuLg4Tp06lWHilJKIiAg2bdpE8+bNKV68eIrnd1tbW27fvg3Ab7/9\nxv79+5O08bnFTKSdQoUKER0djbe3d5JvwG/cuEF0dDSQMAwi8cI/pS8G8ubNy7Vr14B/r0MCAgL4\n559/mDNnDoMHDyYmJgZFUbCwsKB69epMmzYtXb7NfB+v3wCZmJjozv+XL18GEm688+XLx6pVq/D2\n9qZz585UrFgRPz8/XFxcWLNmDSVLlmTDhg3Y29tz+vRpIOFmI3FeugkTJjBjxgymT5+Ora2t7jld\nXV3ZtGkTz58/113DpJdatWrh5eWFk5MTAF9++SWXL19GUZRkMXBzc6NSpUrY29tz6tQp4N9jIzWp\nnf82btzIpEmT8Pb25vLly5w9e5YSJUokazckJIQDBw4wb948xo0bh1ar1cWxdevWTJ06lTp16mSI\nYc2JUno/mZqaJjvGIOm1a1aOybtQFCXFa/rPIRYhISFMmjRJVwVYtGhRsmfPjqenZ4rnEgMDA7Ra\nra76HhK+XAoPD9e1mXg82tvbc+bMGSDhy85bt24BCVOBDBgwgBkzZlCqVCld2y4uLuzZs4dTp07p\nzg8ZUUoxs7a2JmfOnCm+51J6f6Z0TouIiGDhwoX8/PPPTJ06FVNTU931bYcOHVi8eDH58uVLlzkO\npYInA0rpwPrqq68ICgqiS5cuREVF0bhxYywtLQHYuXMnCxYswNramhkzZiTZb+7cucTFxTF16lQA\nsmfPzuLFi5k0aZJuLGGdOnWSle6/btiwYYwePZr169djYWGhayu9bd68mVmzZul+NzMzo2nTpmza\ntAkfHx/mz5+PpaUls2bN0s3H81/79+/nxIkTxMXF6W6Khg0bhpubGyNHjqRz586YmJgwZ86cZPsm\ntlevXj3++usvXRXP0KFDM9SEpT169ND9P2vWrBnW1ta0aNGCQYMGERQURPny5VOt6vnv37Py8ZQo\npeOqSZMm2NnZMWnSJPLly0fevHkBKFWqFE5OTri6upIzZ85k38ZpNBo8PT3Jnz+/7lvY6tWr079/\nfzw8PHQ310OGDElSgv/f4QDTpk1jwIABmJqaUrJkyQwzvMHCwgIvLy88PT158eIFGo0GBwcH3Rjv\nESNGMGHCBJYsWYKFhQWzZs3i3r17eHl5Ua5cOd1wtEuXLrFlyxaqVKmCh4cHAN26daNx48YcO3aM\nTp06AQnfXv7X6xcmbdq0oWPHjhgZGeHi4pKhEq0qlYq///4bd3d3DA0N0Wg0DBw4kKJFi1K0aNEU\nz++TJk1izJgxGBgYYGtrS7du3XTtfQ4xE2nv9XNLixYt8PPzo0iRIoSFhWFjY4OzszMeHh4YGBhQ\npEgRhg8fzu7du5N8FiT+PHXqVMaOHYuFhQU5cuSgRIkSVKhQgSVLluDh4UGePHmoWLEijx49okCB\nAri6utK5c2cmTZqULq/9Xb0eqw4dOjBmzBh27typq1qysbGhe/fudOnSRTcMslWrVqjVasaNG4e5\nuTmGhoZMnjyZPHnyMHr0aNzc3ChQoADW1tZAwg1mly5dsLW1pXjx4robsAoVKhAWFkbXrl3T5bW/\nrlatWkyYMIHZs2cDYGxsTPbs2SlTpkyKMXB2dqZfv36MGDECf39/ihUr9sZrjNSub0uVKkXnzp2x\ntLTEzs6OihUrMnr0aEaPHs2KFSuws7PTHafm5uZ06dKFnDlzUrZsWd1Nm4uLC05OTuzcufOTxSs1\nr3+mpxQPd3f3ZNcYr+8HZLmY6Ou/8fpvDBN//hxi0bhxY27cuEH79u2xsLBAURRGjBjBiRMnUjyX\nVKlShT59+rBixQqsrKxwdXXF3t4+yfD6xPg1atSI48eP06FDB2xtbXVTDLRu3ZpBgwZhZ2dH+fLl\ndW3nzZuXbNmy4ejomGqlcEaQWsyMjIze+p5L/D2lc1ria+/YsSM2NjYUK1ZMF5vGjRszZcoU3Xnz\nU1Mpb1qCSYhMyN3dnYULF2aoJIvImp49e4a/vz+dO3dGrVbTqlUr1qxZg52dXXp3TQghMpQLFy7g\n4+OT7IsokZxWq6Vz584sX75c92WeeHePHj1i5MiRrFy5Mr27kmFITP4lsfhw3333HWPGjNGNKhEJ\nYmJi6Nq1K5s3b06X58+46TYhhMjgcubMyYULF2jfvj1dunShQ4cOktwRQoj/WLt2LRMmTKBfv37p\n3ZUM786dO7i4uNCyZUtJ7nyAvXv30rNnT3744Yf07kqGITH5l8Tiw8TExODi4kLx4sUlufMfp0+f\npkOHDvTp0yfd+iAVPEIIIYQQQgghhBCZnFTwCCGEEEIIIYQQQmRykuARQgghhBBCCCGEyOQkwSOE\nEEIIIYQQQgiRyUmCRwghhBBCCCGEECKTkwSPEEIIIYQQQmRQDg4Ob92mVatW3L9//xP0RgiRkUmC\nRwghhBBCCCEyMZVKld5dEEJkAJLgEUIIIYQQQog04uzszI0bNwAYOnQoEydOBODs2bP06dOHZcuW\n4eLiwtdff82sWbN0+23fvh0XFxfatGnD2LFjUavVSdo9ffo0TZs25c6dO4SHh/Ptt9/i7OzMgAED\niIyMBCAiIoIffviBTp068dVXXzFixAgAhg8fzsaNG3Vtubu7c/78+Y8ZBiFEOpAEjxBCCCGEEEKk\nkfr16/P3338DcPXqVU6fPg1AQEAA9evX59KlS2zevJlt27bxzz//4Ofnx7Vr19i0aRO+vr5s374d\nGxsbli9frmvzypUrjBs3jl9++YVChQqxYMECHBwc2LlzJ7179+aff/4B4PDhw5QrVw5fX1/8/f05\ne/Ysly5don379vj5+QFw7949nj9/ToUKFT5xZIQQH5tRendACCGEEEIIIbIKJycnVq1aRY0aNShZ\nsiShoaE8e/aMgIAASpUqxfnz53FxcQEgNjaWggUL8urVK27fvo2rqysAcXFxlCtXTtdm7969adas\nGUWLFgUgKCiIOXPmAFChQgVKliwJQMuWLTl//jyrVq3i5s2bvHjxgujoaKpVq8ajR4+4d+8e27dv\np02bNp8wIkKIT0USPEIIIYQQQgiRRipXrszIkSMJDAykWrVq5MqViz179hAfH4+VlRXdunWje/fu\nAISHh2NkZMSWLVto1qwZ48aNAyAyMhKNRqNrc86cOQwfPpz27dvrJl3WarW6xw0NDVEUBW9vb/bu\n3UvHjh2pXbs2165dQ1EUVCoVbdq0YdeuXfj7+7NixYpPFxAhxCcjQ7SEEEIIIYQQIo0YGhpSsWJF\nvL29qV69OjVq1MDLywsnJydq1KjBjh07iIqKIj4+nv79+7Nv3z6qVavG/v37efbsGYqiMHHiRNas\nWaNrs3r16gwZMoTx48ejKAq1a9dm27ZtAISEhHD16lUAAgMD6dixI61atQIgODhYlyhycXHB19eX\n/PnzkydPnk8cFSHEpyAVPEIIIYQQQgiRhpycnDhx4gTFihUjV65cPH/+nAYNGlCpUiWCg4NxdXVF\no9FQr1493XCp77//nm7duqHVailbtix9+vQB/l0hq02bNmzdupW1a9cyYMAARo8eTcuWLSlcuDDF\nixdHpVLRrVs3XXIof/78NGjQgLt37wJgZ2dH/vz5adu2bfoERQjx0akURVHSuxNCCCGEEEIIIT6e\nhw8f4uHhwa5duzA2Nk7v7gghPgIZoiWEEEIIIYQQWZi/vz9t2rRh6NChktwRIguTCh4hhBBCCCGE\nEEKITE4qeIQQQgghhBBCCCEyOUnwCCGEEEIIIYQQQmRykuARQgghhBBCCCGEyOQkwSOEEEIIIYQQ\nQgiRyUmCRwghhBBCCCGEECKTkwSPEEIIIYQQQgghRCb3P5yyxV7ORP5vAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24fc7048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax1 = plt.subplot2grid((10,10),(0,0), rowspan=5, colspan=5)\n",
"\n",
"adswm_ = adswm.groupby(pd.TimeGrouper(freq=\"w\")).mean()[:datetime(year=2016,month=2,day=1)]\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax1.xaxis.set_major_locator(date)\n",
"ax1.xaxis.set_major_formatter(date_)\n",
"ax1.bar(adswm_.index, adswm_.total, width=5)\n",
"ax1.set_ylim(bottom=min(adswm_.total))\n",
"\n",
"ax2 = plt.subplot2grid((10,10),(0,5), rowspan=5, colspan=5)\n",
"\n",
"v_adswm = v_table(1175)\n",
"v_adswm['sex'] = v_adswm['demoID'].apply(lambda x: 'male' if x > 15 else 'female')\n",
"v_adswm['age'] = v_adswm['demoID'].apply(lambda x: demoID_map[x] if x < 16 else demoID_map[x - 15])\n",
"v_adswm_pivot = v_adswm.pivot_table(values='impressions', index='age', columns='sex', aggfunc='mean')\n",
"v_adswm_pivot['indexNumber'] = [int(i.split('-')[0]) for i in v_adswm_pivot.index]\n",
"v_adswm_pivot.sort_values(by=['indexNumber'], ascending= [True], inplace = True)\n",
"del v_adswm_pivot['indexNumber']\n",
"sns.heatmap(v_adswm_pivot, ax=ax2, cmap=\"YlGnBu\", cbar=False)\n",
"ax2.set_xlabel('')\n",
"ax2.set_ylabel('')\n",
"\n",
"ax3 = plt.subplot2grid((10,10),(5,0), rowspan=5, colspan=5)\n",
"\n",
"adswm_['pckid'] = (adswm_['children_total']*100 / adswm_['total'])\n",
"adswm_['pcteen'] = (adswm_['teens_total']*100 / adswm_['total'])\n",
"adswm_['pcya']= (adswm_['youngadults_total']*100 / adswm_['total'])\n",
"adswm_['pcad'] = (adswm_['adults_total']*100 / adswm_['total'])\n",
"adswm_['pcsen'] = (adswm_['seniors_total']*100 / adswm_['total'])\n",
"demo_labs = ['children', 'teens', 'young adt.', 'adult', 'senior']\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax3.plot(adswm_.index, adswm_.pckid, label=\"kids\")\n",
"ax3.plot(adswm_.index, adswm_.pcteen, label=\"teens\")\n",
"ax3.plot(adswm_.index, adswm_.pcya, label=\"young adt.\")\n",
"ax3.plot(adswm_.index, adswm_.pcad, label=\"adults\")\n",
"ax3.plot(adswm_.index, adswm_.pcsen, label=\"seniors\")\n",
"ax3.legend(loc='best', handlelength=2, fontsize=10) \n",
"ax3.set_ylabel('% age group as total', fontsize=14)\n",
"\n",
"ax4 = plt.subplot2grid((10,10),(5,5), rowspan=5, colspan=5)\n",
"\n",
"adswm['hour'] = adswm.index\n",
"adswm['hour'] = adswm['hour'].apply(lambda x: x.hour)\n",
"adswm['weekday'] = adswm.index.dayofweek\n",
"adswm['weekday'] = adswm.weekday.map(dmap)\n",
"heat_ = adswm.pivot_table(values='youngadults_total', index='hour', columns='weekday', aggfunc='mean')\n",
"heat_ = heat_[sorted(heat_.columns, key=lambda x: cats[x])]\n",
"sns.heatmap(heat_, ax=ax4, cbar=False)\n",
" \n",
"fig.tight_layout()\n",
"fig.text(y=1, x=0.45, fontsize=30, s='Adult Swim')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FOOD"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"display(F)\n",
"adswm = total_demos(1205, F)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Station Summary\n",
"+ Top programs include x, y, z.<br>\n",
"+ Top dayparts include x, y, z.<br>\n",
"+ Oppportunistic dayparts include x, y, z.<br>"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x21f55588>"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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R8AAAAFRiyZIl2rFjhxYsWKCBAweqR48ekqThw4crMzNT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LAAAg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\nhBBCCCFKuP8HfDe4qrK3ALgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2585c8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax1 = plt.subplot2grid((10,10),(0,0), rowspan=5, colspan=5)\n",
"\n",
"adswm_ = adswm.groupby(pd.TimeGrouper(freq=\"w\")).mean()[:datetime(year=2016,month=2,day=1)]\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax1.xaxis.set_major_locator(date)\n",
"ax1.xaxis.set_major_formatter(date_)\n",
"ax1.bar(adswm_.index, adswm_.total, width=5)\n",
"ax1.set_ylim(bottom=min(adswm_.total))\n",
"\n",
"ax2 = plt.subplot2grid((10,10),(0,5), rowspan=5, colspan=5)\n",
"\n",
"v_adswm = v_table(1175)\n",
"v_adswm['sex'] = v_adswm['demoID'].apply(lambda x: 'male' if x > 15 else 'female')\n",
"v_adswm['age'] = v_adswm['demoID'].apply(lambda x: demoID_map[x] if x < 16 else demoID_map[x - 15])\n",
"v_adswm_pivot = v_adswm.pivot_table(values='impressions', index='age', columns='sex', aggfunc='mean')\n",
"v_adswm_pivot['indexNumber'] = [int(i.split('-')[0]) for i in v_adswm_pivot.index]\n",
"v_adswm_pivot.sort_values(by=['indexNumber'], ascending= [True], inplace = True)\n",
"del v_adswm_pivot['indexNumber']\n",
"sns.heatmap(v_adswm_pivot, ax=ax2, cmap=\"YlGnBu\", cbar=False)\n",
"ax2.set_xlabel('')\n",
"ax2.set_ylabel('')\n",
"\n",
"ax3 = plt.subplot2grid((10,10),(5,0), rowspan=5, colspan=5)\n",
"\n",
"adswm_['pckid'] = (adswm_['children_total']*100 / adswm_['total'])\n",
"adswm_['pcteen'] = (adswm_['teens_total']*100 / adswm_['total'])\n",
"adswm_['pcya']= (adswm_['youngadults_total']*100 / adswm_['total'])\n",
"adswm_['pcad'] = (adswm_['adults_total']*100 / adswm_['total'])\n",
"adswm_['pcsen'] = (adswm_['seniors_total']*100 / adswm_['total'])\n",
"demo_labs = ['children', 'teens', 'young adt.', 'adult', 'senior']\n",
"date = dates.DayLocator(interval=30)\n",
"date_= dates.DateFormatter('%m/%y')\n",
"ax3.plot(adswm_.index, adswm_.pckid, label=\"kids\")\n",
"ax3.plot(adswm_.index, adswm_.pcteen, label=\"teens\")\n",
"ax3.plot(adswm_.index, adswm_.pcya, label=\"young adt.\")\n",
"ax3.plot(adswm_.index, adswm_.pcad, label=\"adults\")\n",
"ax3.plot(adswm_.index, adswm_.pcsen, label=\"seniors\")\n",
"ax3.legend(loc='best', handlelength=2, fontsize=10) \n",
"ax3.set_ylabel('% age group as total', fontsize=14)\n",
"\n",
"ax4 = plt.subplot2grid((10,10),(5,5), rowspan=5, colspan=5)\n",
"\n",
"adswm['hour'] = adswm.index\n",
"adswm['hour'] = adswm['hour'].apply(lambda x: x.hour)\n",
"adswm['weekday'] = adswm.index.dayofweek\n",
"adswm['weekday'] = adswm.weekday.map(dmap)\n",
"heat_ = adswm.pivot_table(values='youngadults_total', index='hour', columns='weekday', aggfunc='mean')\n",
"heat_ = heat_[sorted(heat_.columns, key=lambda x: cats[x])]\n",
"sns.heatmap(heat_, ax=ax4, cbar=False)\n",
" \n",
"fig.tight_layout()\n",
"fig.text(y=1, x=0.45, fontsize=30, s='Food Network')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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