{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How the Polls Moved During the 2016 Election" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Contains\n", "- Major Events\n", "- The Debates\n", "- FBI Investigation\n", "- World Events\n", "- Rallies for Both Canidates\n", "\n", "##### For all events except Rallies, any event date that didnt have data it was moved to the next date (labeled AFTER)
Because Rallies were so frequent only 1 per day is listed, and if there was no data for the date it was left out of the graph

Source: http://elections.huffingtonpost.com/pollster/2016-general-election-trump-vs-clinton\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# For data\n", "import pandas as pd\n", "from pandas import Series,DataFrame\n", "import numpy as np\n", "\n", "# For visualization\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_style('whitegrid')\n", "%matplotlib inline\n", "\n", "from __future__ import division\n", "from datetime import datetime\n", "\n", "# use to get info from web\n", "import requests\n", "\n", "# stringIO to work with csv\n", "from StringIO import StringIO" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# getting the data\n", "url = 'http://elections.huffingtonpost.com/pollster/2016-general-election-trump-vs-clinton.csv'\n", "\n", "source = requests.get(url).text\n", "poll_data = StringIO(source)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# creating the dataframe\n", "poll_df = pd.read_csv(poll_data)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1522 entries, 0 to 1521\n", "Data columns (total 17 columns):\n", "Pollster 1522 non-null object\n", "Start Date 1522 non-null object\n", "End Date 1522 non-null object\n", "Entry Date/Time (ET) 1522 non-null object\n", "Number of Observations 1013 non-null float64\n", "Population 1522 non-null object\n", "Mode 1522 non-null object\n", "Trump 1522 non-null float64\n", "Clinton 1522 non-null float64\n", "Other 1098 non-null float64\n", "Undecided 1460 non-null float64\n", "Pollster URL 1522 non-null object\n", "Source URL 1522 non-null object\n", "Partisan 1522 non-null object\n", "Affiliation 1522 non-null object\n", "Question Text 661 non-null object\n", "Question Iteration 1522 non-null int64\n", "dtypes: float64(5), int64(1), object(11)\n", "memory usage: 202.2+ KB\n" ] } ], "source": [ "poll_df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now we see there are 1522 Polls" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PollsterStart DateEnd DateEntry Date/Time (ET)Number of ObservationsPopulationModeTrumpClintonOtherUndecidedPollster URLSource URLPartisanAffiliationQuestion TextQuestion Iteration
0Insights West2016-11-042016-11-072016-11-08T12:16:30Z940.0Likely VotersInternet41.045.02.08.0http://elections.huffingtonpost.com/pollster/p...http://www.insightswest.com/news/clinton-is-ah...NonpartisanNoneAs you may know, there will be a presidential ...1
1Insights West2016-11-042016-11-072016-11-08T12:16:30ZNaNLikely Voters - DemocratInternet6.089.00.04.0http://elections.huffingtonpost.com/pollster/p...http://www.insightswest.com/news/clinton-is-ah...NonpartisanNoneAs you may know, there will be a presidential ...1
2Insights West2016-11-042016-11-072016-11-08T12:16:30ZNaNLikely Voters - RepublicanInternet82.07.02.06.0http://elections.huffingtonpost.com/pollster/p...http://www.insightswest.com/news/clinton-is-ah...NonpartisanNoneAs you may know, there will be a presidential ...1
3Insights West2016-11-042016-11-072016-11-08T12:16:30ZNaNLikely Voters - independentInternet38.043.04.07.0http://elections.huffingtonpost.com/pollster/p...http://www.insightswest.com/news/clinton-is-ah...NonpartisanNoneAs you may know, there will be a presidential ...1
4IBD/TIPP2016-11-042016-11-072016-11-08T12:10:06Z1107.0Likely VotersLive Phone43.041.04.05.0http://elections.huffingtonpost.com/pollster/p...http://www.investors.com/politics/ibd-tipp-pre...NonpartisanNoneNaN1
\n", "
" ], "text/plain": [ " Pollster Start Date End Date Entry Date/Time (ET) \\\n", "0 Insights West 2016-11-04 2016-11-07 2016-11-08T12:16:30Z \n", "1 Insights West 2016-11-04 2016-11-07 2016-11-08T12:16:30Z \n", "2 Insights West 2016-11-04 2016-11-07 2016-11-08T12:16:30Z \n", "3 Insights West 2016-11-04 2016-11-07 2016-11-08T12:16:30Z \n", "4 IBD/TIPP 2016-11-04 2016-11-07 2016-11-08T12:10:06Z \n", "\n", " Number of Observations Population Mode Trump \\\n", "0 940.0 Likely Voters Internet 41.0 \n", "1 NaN Likely Voters - Democrat Internet 6.0 \n", "2 NaN Likely Voters - Republican Internet 82.0 \n", "3 NaN Likely Voters - independent Internet 38.0 \n", "4 1107.0 Likely Voters Live Phone 43.0 \n", "\n", " Clinton Other Undecided \\\n", "0 45.0 2.0 8.0 \n", "1 89.0 0.0 4.0 \n", "2 7.0 2.0 6.0 \n", "3 43.0 4.0 7.0 \n", "4 41.0 4.0 5.0 \n", "\n", " Pollster URL \\\n", "0 http://elections.huffingtonpost.com/pollster/p... \n", "1 http://elections.huffingtonpost.com/pollster/p... \n", "2 http://elections.huffingtonpost.com/pollster/p... \n", "3 http://elections.huffingtonpost.com/pollster/p... \n", "4 http://elections.huffingtonpost.com/pollster/p... \n", "\n", " Source URL Partisan Affiliation \\\n", "0 http://www.insightswest.com/news/clinton-is-ah... Nonpartisan None \n", "1 http://www.insightswest.com/news/clinton-is-ah... Nonpartisan None \n", "2 http://www.insightswest.com/news/clinton-is-ah... Nonpartisan None \n", "3 http://www.insightswest.com/news/clinton-is-ah... Nonpartisan None \n", "4 http://www.investors.com/politics/ibd-tipp-pre... Nonpartisan None \n", "\n", " Question Text Question Iteration \n", "0 As you may know, there will be a presidential ... 1 \n", "1 As you may know, there will be a presidential ... 1 \n", "2 As you may know, there will be a presidential ... 1 \n", "3 As you may know, there will be a presidential ... 1 \n", "4 NaN 1 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# previewing the data\n", "poll_df.head()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# averaging the data\n", "avg = pd.DataFrame(poll_df.mean())\n", "\n", "#droping the info we dont need\n", "avg.drop('Number of Observations',axis=0,inplace=True)\n", "avg.drop('Question Iteration',axis=0,inplace=True)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# getting the standard deviation\n", "std = pd.DataFrame(poll_df.std())\n", "\n", "#dropping the same columns we dont need\n", "std.drop('Number of Observations',axis=0,inplace=True)\n", "std.drop('Question Iteration',axis=0,inplace=True)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# combining them into a dataframe\n", "poll_avg = pd.concat([avg,std],axis=1)\n", "\n", "#adding header\n", "poll_avg.columns = ['Average','STD']" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AverageSTD
Trump40.64389023.566390
Clinton42.73390325.298731
Other5.8060115.009533
Undecided9.3150686.253118
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" ], "text/plain": [ " Average STD\n", "Trump 40.643890 23.566390\n", "Clinton 42.733903 25.298731\n", "Other 5.806011 5.009533\n", "Undecided 9.315068 6.253118" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# viewing the average and standard deviation\n", "poll_avg" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Adding a difference column to show the difference between clinton/trump in every poll\n", "# A POSITIVE value = Leaning Clinton a NEGITIVE value = Leaning Trump\n", "poll_df['Difference'] = (poll_df.Clinton - poll_df.Trump)/100" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Start DateNumber of ObservationsTrumpClintonOtherUndecidedQuestion IterationDifference
02015-05-191046.0034.2548.752.514.001.00.1450
12015-06-20420.7535.0047.25NaN17.751.00.1225
22015-06-211005.0034.0051.003.012.001.00.1700
32015-06-26890.0036.7557.006.00.001.00.2025
42015-07-09499.2535.2549.50NaN16.001.00.1425
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" ], "text/plain": [ " Start Date Number of Observations Trump Clinton Other Undecided \\\n", "0 2015-05-19 1046.00 34.25 48.75 2.5 14.00 \n", "1 2015-06-20 420.75 35.00 47.25 NaN 17.75 \n", "2 2015-06-21 1005.00 34.00 51.00 3.0 12.00 \n", "3 2015-06-26 890.00 36.75 57.00 6.0 0.00 \n", "4 2015-07-09 499.25 35.25 49.50 NaN 16.00 \n", "\n", " Question Iteration Difference \n", "0 1.0 0.1450 \n", "1 1.0 0.1225 \n", "2 1.0 0.1700 \n", "3 1.0 0.2025 \n", "4 1.0 0.1425 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# grouping all the polls by day and averaging all the data\n", "poll_df = poll_df.groupby(['Start Date'],as_index=False).mean()\n", "\n", "poll_df.head()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fBzWbxAcUySDqjyaSQYK5vjBn2chhBgCHz8FvAOymaXVaKx70l0kuYcHMqgTU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IApzHMxYyIeYbBklJj0B7DM/4HnBwAFhoxTN+2Gc6pkzMNFFlkfyVGYxUBcDJ7nw79MmBVm6WFe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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# previewing the difference throughout the election\n", "poll_df.plot('Start Date','Difference',figsize=(12,4),marker='',linestyle='-',color='purple')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now that we have an idea of how the polls moved lets start marking some key events that occured" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Debates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Lets start by looking at the 3 debates\n", "- Sept. 26, 2016 - 1st debate\n", "- Oct. 9, 2016 - 2nd debate\n", "- Oct. 19, 2016 - 3rd debate" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fedYBKJTL5dcASAEM2OIgKyvLxmUCra2tgh3LleXl5bnt76ZVa7G7cDeixkdh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\nywjSY0yPMJRORKJp6MyhtOvbjvVz11NyMPCqyz4VJyvY89E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8tXa3tfYvwDrge97A98fe\n1yOBO4Bf+V2qyFp7gXd4hf85DdkKDPK+Puv61trtwHPAc9baecBsIN9amw1MBH5pjOnXtFoQEWk+\nFDCLiESBtfZOoC+eZe37AKuNMf8W4NCbgSHe5Wl/CqT77Qt2OWo3cLoR1/eZDMwyxmwEVgBtgAuD\nvLeISLOjIRkiIhFmjLkaSLfWvgnMA+YZY76Pp4f37TqHrwSWA58AHwOv++07TXCGAdsbcX2feOBm\na+16b/mz8EwiFBFpFdTDLCISeaXAY8aYvgDGGBcwGNjg3V8FJBhjOgDn4xkm8T4whfon9lXRiE4Q\nY8xA4EfAnAau73+9fwB3es/vBmwGejf2zYqINHcKmEVEIsxauxx4CHjXGGOBHXgC1Ye9hyzFM4Z4\nEPA8sM0YswHoAqQZY9oEuOxS4DljzCUB9j1sjNnovcbrwE+ttXnW2mKH668AZhpjfuwta6oxZiue\n4Pnn1to9IagKEZFmweV2u6NdBhERERGRmKUeZhERERERBwqYRUREREQcKGAWEREREXGggFlERERE\nxIECZhERERERBwqYRUREREQcKGAWEREREXGggFlERERExMH/AMjZ9n1ubtNnAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(226,262))\n", "\n", "#sept 26 1st debate\n", "plt.axvline(x=225+2,linewidth=4,color='grey', alpha=0.5)\n", "#oct 9th 2nd debate\n", "plt.axvline(x=232+8,linewidth=4,color='grey', alpha=0.5)\n", "#oct 19th 3rd debate\n", "plt.axvline(x=232+18,linewidth=4,color='grey', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Keeping in mind events may not effect polls untill the following few days depending on what time the event happened and what time the poll was done the 3rd debate looks like it may have boosted Clinton 2 days later, but maybe that was something else lets look at some more events" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Major Election Events By Month\n", "\n", "#### Blue = Hillary Event | Red = Trump Event | Grey = Both
For this section if there wasn't a poll on a important date, the following day is marked instead" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### July 2016\n", "- July 5, 2016 - FBI Announces Its Not Recommending Criminal Charges Against Clinton\n", "- July 12, 2016 - Sanders Endorses Clinton for President\n", "- July 16, 2016 - Trump Officially Introduces Mike Pence as His Running Mate\n", "- July 21, 2016 - Trump Accepts Republican Nomination\n", "- July 22, 2016 - Clinton Chooses Tim Kaine for Her Running Mate\n", "- July 29, 2016 - Day AFTER Clinton Makes History Accepting Democratic Nomination" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JO5ZHrwd64dPA0dkIq6Z0tgyVZYiISG2TtjoNgLCbw9zaj6roENMB/yb+WBZb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\nM544+wmWzlnKHkfuwTlPnLNpemQD8tYpu6GMd59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qqtcKWFHl55VA5xjjGmBN+rLJCFKX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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(159,182))\n", "\n", "plt.axvline(x=162,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=167,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=171,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=174,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=175,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=180,linewidth=4,color='blue', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### August 2016\n", "- Aug. 10, 2016 - Newly Released Emails Highlight Clinton Foundation’s Ties to State Department\n", "- Aug. 17, 2016 - Donald Trump hands Kellyanne Conway, Stephen Bannon new roles in campaign\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Lx9PHs1TXCI8Mx2K2kLgp0cbRiYiIiCspVUkGUAW4dN3rfKPR6GUymfIATCbTVgCj0XjH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\n58PJuliQNJ87cM6OUYozucJ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LsbMpYXYjnt6ejF44mo87fMzKZ1dSv1t9gtuWbBa1Vvar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\nwCwiIiIi4uH/Ab8ohUkQBxsEAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(183,208))\n", "\n", "plt.axvline(x=189,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=196,linewidth=4,color='red', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### September 2016\n", "- Sept. 10, 2016 - ‘Basket of Deplorables’ comment from Clinton\n", "- Sept. 11, 2016 - Clinton ‘Overheats’ at 9/11 Memorial, Campaign Reveals Clinton Has Pneumonia\n", "- Sept. 18, 2016 - Both Canidates react to New York Bombing\n", "- Sept. 26, 2016 - The First Presidential Debate" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lIiJiLwrMIiJ2lBSX9EDPi4iI61NgFhGxI5/GPg/0vIiIuD4FZhERO2rYt2GOz7d/s72D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\nZvSdgclsImJhBLXau9aCFfdjMpno9a9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ij2FZktTUZpw+g/aOdlbftHrYbdz59TvZuXUn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\nsyRJklSFgVmSJEmqwsAsSZIkVfF/9ceWwq0/3aYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(209,231))\n", "\n", "plt.axvline(x=215,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=216,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=221,linewidth=4,color='grey', alpha=0.5)\n", "plt.axvline(x=227,linewidth=4,color='grey', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### October 2016\n", "- Oct. 7, 2016 - WikiLeaks Release Thousands of Clinton Campaign Chair’s Emails\n", "- Oct. 7, 2016 - Trump Is Heard Making Lewd Comments About Women in 2005 Video\n", "- Oct. 9, 2016 - The Second Presidential Debate\n", "- Oct. 12, 2016 - Women Accuse Trump of Inappropriately touching them\n", "- Oct. 19, 2016 - The Final Presidential Debate\n", "- Oct. 28, 2016 - The FBI Reviews New Emails Tied to Clinton Private Email Server Investigation" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DzB3ugIiiiHNfnYOzjzOqxWpczO7deaDn704URYyIHQH1djWO7j8KF28Xa4dr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\n6JPE7n6PIrpHjL7+8de9VgB09nBGzK0x3clxeNr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NfvdgTvvsaWxZvoVlty2rs87+y5IK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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(232,262))\n", "\n", "plt.axvline(x=238,linewidth=4,color='grey', alpha=0.5)\n", "plt.axvline(x=238,linewidth=4,color='grey', alpha=0.5)\n", "plt.axvline(x=240,linewidth=4,color='grey', alpha=0.5)\n", "plt.axvline(x=243,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=250,linewidth=4,color='grey', alpha=0.5)\n", "plt.axvline(x=259,linewidth=4,color='blue', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now lets look at the FBI announcing there investigation into Clinton 11 days before the election" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## FBI Clinton Investigation 11 Days Before Election\n", "- Oct. 28th, 2016 - James Comey informs congress they are re opening a probe into Clinton" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YBxwHbKZptrvlqgXICeUzH5iZez99a3rufYVzERERkcKloK0s4cASANM01wLBeZY1BnaZ\npnnUNM3zwEogkpyj66UNw1hmGMbyi4FeCig7M5vv//H9VZetfHPlXa5GRERERG5VQY+YlyPnCPjv\nsgzDcDNNM/Mqy04C5YHfgH8DnwENgcWGYRgXt7kuu91ewDKLnnNHzrF/9n72zdrH2cNnr7pOenK6\nxuwq0tKq5bmdht1+yInVFA56H+WPxin/NFb5o3HKP41V/micCoeCBvMTQNk8913yBOzLl5UFjgE7\nyDmS7gB2GIbxK1ANOHCjnQUFBRWwzKIjNSGVhI8TSJ6aTNb5LEp4lqBU5VKc+fXMFes6shycmHuC\nyDGRuLq7OqFaa/L1zfmZlpaGr68vQUG+zi3I4ux2u3738kHjlH8aq/zROOWfxip/NE75Y4UPLwUN\n5quAXsC0iy0pW/Ms2wY0NAyjEnCKnDaWfwMPA02BJwzD8CXnyLoOWV5H5rlMkqclk/hxIqkJqQBU\nNioTMjKEwMGB7Fy085Ie89+VqlKKuFfj2LlwJ32m9MHb3/tuly4iIiIiN6mgwXw20NkwjNWADRhq\nGMZAwNM0zQmGYfwFWEpOD/vnpmmmGoYxCZhsGMZKwAE8nJ82luLoxMETrP/PeuwT7PyW8RvYwLjX\noNXIVtTrVA+bzQb8cYLnyjdXkp6cjre/N+HPhtOwe0OWPL2ETZ9vYkLQBDq+0ZGw0WHYXGzOfFki\nIiIich0FCuamaWYDIy57eHue5fOB+Zdtcx4YWJD9FQcOh4N9cftI+CiB7XO248hy4FHRgzZ/a0Pw\n48FUrFvxqtsFxAQQEBNwxddUvSf1xq+3H/Mfnc+yvy7DnGfSZ3IfKtSpcLdekoiIiIjchIIeMZfb\n5Pzp82z53xYSP04kPSkdAJ9AH0JGhdD0gaa4l3Yv8HMb9xrUaF2DBcMXsH32dsY1G0fX97vSfGjz\n3KPuIiIiImINCuZOcmTXERI/TWTj5xs5d/wcLm4u+Ef7EzIqhJptat624FzGqwwDZg5gy5dbWDxq\nMfOGzWP7nO30mtgLTx/P27IPEREREbl1CuZ3kSPbwa6lu0j8OJGdi3eCAzyrehI2Ooygx4Io61v2\nxk9SADabjcDBgdRpV4e5Q+eyY/4OxgWMo+f4njS+r/Ed2aeIiIiI3BwF87vg7LGzbJq8icRPEjmy\n6wgANdvUpNXIVjTp1wTXEndnSsPytcoz6LtBJHycwPf/+J5p/abRbFAzun3YDY8KHnelBhERERG5\nOgXzOyg9KZ2ETxLY8uUWLpy+gGtJV5oPbU7IyBCqtax24ye4A2wuNkKfDKX+PfWZPWg2W77cwt4V\ne+n9RW/qdaznlJpERERERMH8tsvOzMacZ5LwUQJ7V+wFco5UB48JpuWwlpSuUtq5BV5Uxa8KD69+\nmJVvriR2bCxfdvqSkCdD6PRmp1s64VRERERECkbB/DY5nXGaDRM3sH7cek4cPAFA3Y51CRkVQqOe\njXBxdXFyhVdydXcl6sUoGnZvyOzBs0n4MIHdS3fTd0pfqodUd3Z5IiIiIsWKgvktSk1MJfHjRJK+\nTSLrfBYlPEvQ6s+taPXnVng19nJ2efniG+zLY/bHWP78cta+t5ZJbSYR8XwEkS9E4up+d/rfRURE\nRIo7BfMCyDyXScr0FBI+TiB1XSoAlRtVptXIVjQf0pyS5Uo6ucKb517KnS7/14VGvRox96G5xI2N\nY+eCnfT9si9eTQrHBwwRsaakb5OIfyOejJQMEpokEPFcRO6Vi0VE5A8K5jfhxMETrB+/ng0TNnA6\n/TTYoFGvRoSMDKFep3pF4pL3ddvXZcSWESwdvZRNkzcxvuV4Or7ZkbCnworE6xORuyvp2yRmPjAz\n93761vTc+wrnIiKXUjC/AYfDwf74/SR8lMC22dtwZDnwqOhB62da0+rxVlSsV9HZJd52HuU96P1F\nb4w+BvMfnc+yvyzDnGvSZ3IfKtSp4OzyRKQQiX8j/qqPr3xzpYK5iMhlFMyv4fzp82z9aisJHyeQ\nvjUdAJ9AH0JGhtB0YNNiMXOJX28/arauyYLhC9g+Zzvjmo2j6wddaf5Q89t2ZVIRKdoyUjJu6nER\nuX3URlb4KJhf5sjuIyR+msimzzdx9thZXNxc8I/2J2RkCDXb1ix2gbSMdxkGzBrA5imbWfLkEuY9\nPA9zjknPCT3x9PF0dnkiYmF7ftxzzWWVjcp3sRKR4kdtZIWTgjngyHawe9luEj5OYOeineCAMj5l\niHwxkqDHgihXvZyzS3Qqm81G8yHNqdOuDnOHzsWcZ3JgzQF6ju9J476NnV2eiFiMw+Fg3QfrWPbM\nsmuu81vGbxzacMhpF1sTKaocDgfH9hzju79/d9XlaiOztmIdzM8eP8umyZtI/CSRIzuPAFCjdQ1C\nRobQ5P4muJbQVIF5VahdgcHfD2bdR+v44Z8/MO2+aQQODqTrh13xKO/h7PJExAIunLnAguEL2PLl\nFsr4lGHAzAGcOHCClW+uJD05Ha8mXlSsVxFzrsmk1pPo8l4Xgh8PLnbfRorcLudOniMtMY2Daw/m\n/vdbxm/XXP/w1sMkfZtEo56NKOFZ4i5WKvlRLIN5enI6iZ8ksnnKZi6cvoBrSVeaP9ScViNb4Rvk\n6+zyLM3mYiPsqTDq31OfOYPnsHnKZvb8uIfeX/SmXsd6zi5PRJzo+P7jTL1vKofsh6geUp0Bswbk\nfuMYEBOA3W4nKCgIgF1LdjHrwVks+vMi9q7YS6+JvfQBX+QGHNkOfjF/yQ3gqWtTSU9Kx5HtyF2n\nfK3y+Ef7sy9uH6cOnbrKk8DMB2biVsqNRj0a4R/tT8PuDYvFuXOFQbEJ5tmZ2ZjzTRI+SmDvj3sB\nKFezHJEvRNLykZaUrlLauQUWMl6NvXh49cPEvxFP3KtxfNnpS0KfCqXjmx1xL6VfbpHiZm/sXqb3\nn85vGb/R/OHm9PikB24e1/4T06BrA0ZsGsHMB2aSMj2FQxsO0X96f6q1UGuLyO/OHDlDakJqThBf\nc5CD6w5y7vi53OVupdyoFV6L6mHVqRFWgxqhNSjrWxa4ssf8d53e7sT5U+dJnppMyowUUmak4F7G\nHeNeA/9ofxp0bYBbyWITDy2nyI/86YzTbPhsA+vHrefEgRMA1O1Ql5BRITTq2QgXNxcnV1h4ubq7\n0u6ldjTq0YjZg2az7oN17F66mz5T+lC9VXVnlycid4HD4SDxk0SWPr0UgG4fd6PVE63y1ZpSrkY5\nhvw4hOVjlrPqrVVMCptEl/e7EDxCrS1S/GRnZpOelH5JS8qv5q+XrFOpYSWMe42cEN66Bt4B3te8\nQvfvfeS/t5F5+3sT/mx47uPtXm7H4S2HSZ6aTPLUZJK+SSLpmyRKliuJXx8//KP9qdepntp677Ii\nG8zT1qeR8HECSd8mkXUuC/cy7gQ/EUzIn0N0JcvbzDfYl8c2PMYPz/3AuvfXMan1JCJfiCTi+Yhr\n/oMhIoVf5tlMFj6+kE2TN1HGuwz9p/endmTtm3oOFzcXOr3ZidoRtZk9eDaLnljEvth99JrQq1Be\nRVkkv04dPnVJS0pqYioXTl/IXV6yXEnqda6XE8LDalA9pPpNf7sfEBNwRRvZ72w2G1UDq1I1sCod\nXu/AIfshkqYmkTIthc1TNrN5ymY8Knrg19ePgOgA6naoq4OZd0GRCuaZ5zJJmZFCwkcJpK5LBXI+\nXYaMDCFwSKD6F+8g91LudH2vK0YvgzkPzSH2lVh2LNhB3y/74tVYH4REipoTB08w9b6ppCWm4Rvs\ny4BZAyhfs3yBn69h94YM3zicmTEzSZ6anNPaMq0/VZtXvY1VizhH1vksft708x9Hw9cc5NjeY3+s\nYANvf+8/WlLCalDFrwourncnCNtsNnyDffEN9qXz2505uPZgTqvL9BQ2fb6JTZ9vonSV0jTu1xj/\naH9qR9a+a7UVN0UimJ9IPcH6/6xnw4QNnE4/DTZo1LMRrUa2on7n+rqU/F1Ut0NdHt/6OEueWsLm\n/25mfIvxdHqrE6FPhur/g0gRsS9+H9Pvn87p9NMEDgmk5396XrefPL/K1yzPkBVDWP7Ccla/vZrP\nwj6j6wddCXosSK0tUmg4HA5OHDzxR1/42oMc2nCIrHNZueuUqlyKhj0aXnI03CrfENlsNmq2rknN\n1jXp8n9d2L9qf25It4+3Yx9vx7OqJ43vb0xAdAA129TU3/fbqNAGc4fDwf74/SR8nMC2WdtwZDnw\nqOBB67+2ptUTrahYr6KzSyy2PMp70GdyH/z6+DH/sfksfXop5lyT3pN7U6F2BWeXJyIF5HA4WD9u\nPUueWoLD4aDrh10JGRlyW0Ozq7srnf/VmdqRtZkzeA4LRyxkX+w+eo7vScmy1gguInld+O0Cafa0\n3JaUg2sPcjLtZO5ym6uNqs2r5obwGmE1qFi/YqH4sGlzsVE7oja1I2rT9YOu7IvdR9LUJLbN3Ebi\nx4kkfpxI2epladK/CQHRAVQPrV4oXpeVFbpgfuG3C2z5aguJHydyeMthAHya+RAyKoSmA5tquh8L\n8evjR802NZn/2HzMuSbjmo6j24fdCBwSqF9ckUIm81wmi/68iI2TNlK6Smn6T+9PnXZ17tj+GvVo\nxPCNw5kRM4Okb5I4ZM+ZtcWnmc8d26fIjTgcDo7uPnrJCZqHNx8mOzM7dx3Pap40vq9xbluKb5Bv\nkcgmLq4u1O1Ql7od6tL94+7sWb6H5KnJbJ+9nXXvr2Pd++soX7s8/gP88Y/2p1rLavpbXwCFIpiP\nazaOlsNacvzAcTZO2sjZY2exudrwH+BPq5GtqBVeS//zLaqMdxmiZ0ez+b+bWfzkYuYOncv2Odvp\nNaEXZbzLOLs8EcmHE6knmNZvGqnrUqnWshrRs6MpX6vg/eT5Vb5WeR6KfYjlzy9n9Tur+Sz0M7p+\n2JWWj7TUv/lyV5w7cY7UxNRL2lLO/Homd7lrCVd8W/n+cTS8dQ3K1ShX5N+fru6uNOjSgAZdGtDz\nPz3Z/d3unJA+Zzur31nN6ndWU7F+Rfyj/QmIDsC7qXeRH5PbpVAE8/St6SwZvQTICXqRYyIJGh6U\ne+EKsTabzUbzh5pTp30d5j40F3OuyYHVB+g1oRd+ffycXZ6IXMf+VfuZfv90Tv18imYPNqPnhJ53\n9VoFru6udH67M7UiajFnyBwWPLaAfStyWlt01UK5nRzZDn7Z/gsH1hz44+I9yenwx7V7qFCnAvU7\n16dG65wg7hPoU+zn/HYt4UqjHo1o1KMRmWcz2bVkF8lTkzHnm6x8YyUr31hJFb8qNBmQ0+6imfGu\nr1C9m8rVKseoHaOK/S9BYVWhdgUG/zCYdR+u4/t/fs/UvlMJHBJI1w+6asYcEQtaP349i0ctxpHt\noMv7XXJO4nbSUS+jl5HT2hI9g61fbyXNnkb/aWptkYL77dffSF2X+seUhetSOXfij4v3uJd2p05U\nnUsu3uNZ1dOJFVufm4cbfn388Ovjx4XfLrBj4Q6Spyazc+FO4sbGETc2Du8Ab/yjc9pdKjes7OyS\nLadQJdxTaacUygs5m4uNsNFh1L+nPrMHz2bzfzez98e99J7cm7rt6zq7PBEhp5988ajFbJi4gVKV\nS9F/en9L/H5WqF2BoXFD+f7Z71n7f2v5LPQzun3UjRbDWuhrcrmu7MxsDm89nHsk/MCaAxzZeeSS\ndSoblfHr65fbluId4K15u2+Be2l3/Pv749/fn3Mnz7Fjfk5I37VkFz+O+ZEfx/xI1RZVc0L6AH8q\n1tWkHVDIgrm+/ig6vJp4MWzNMOJfjyfutTimdJhC6FOhdHyz4139mlxELnUy7STT7p/GwTUHqdq8\nKtGzo6lQxzqzKbmWcKXLu12oHVmbuQ/NZf6j89kXu48e43qotaUYSfo2ifg34slIySChSQIRz0Xk\nXtES4NTPORfvObDmAKlrU0lbn8aF3/JcvKd8Serf80dLSvWQ6pSqVMoZL6VYKFm2JE0HNqXpwKac\nPX4Wc65J8tRkdi/bzc8bf+aHf/6Abyvf3JB+K9dEKOwKVTAPfzbc2SXIbeTq7kq7l9vRsEdDZg+a\nzboP1rF76W76ftkX32BfZ5cnUuwcWHOAaf2mcerQKZoObEqvib0sO5uEX28/qm6syozoGWz53xbS\n1qfRf3oiirV+AAAgAElEQVR/vAO8nV2a3GFJ3yYx84GZuffTt6Yz84GZ7Fy0k6zzWRxce5Dj+47n\nLre52PAOuOziPUYVzb3tJB7lPQgcHEjg4EDOHDnDttnbSJ6azJ7le0hLTOO7Z76jZpua+Ef706R/\nE8pWK+vsku+qQhHMfZr5EP5s+CWfhqXoqN6qOsM3DOeH535g3Qfr+CzsMyLHRBLxXASu7q7OLk+k\nWNjw2QYWPrEQR5aDzv/uTOu/tLZ8e0iFOhUYGj+U7//5PWvfW8vEkIl0/6Q7zR9qbvnapeDi34i/\n6uNbvtwCQGmv0jTq1Sg3hPu28tUc+BZVqlIpWg5rScthLTmdcZptM7eRPC2ZvSv2cmD1AZaMXkLt\nyNo5Ib1fk2Ixm1uhCOYjNo9wdglyh7mXdqfr+10x7jWY89AcYl+OZeeCnfSZ0gevxmphuptu9BWx\nFC1Z57NY/NRi7P+xU6pSKe6fej/1OtVzdln55lrClS7/d7G1Zehc5j08j30r9tH90+6UKKPWlqIm\nIyWD9KT0qy6zudoYtWMUFepW0AezQqiMVxmCRwQTPCKYUz+fImVGCslTk9kXu499sftYPHIxddrX\nwT/an8b3NaZ05dLOLvmOKBTBXIqPuh3q8vjWx1ny5BI2T9nMhJYT6PhWR0JHheprx7vgWl8RAwrn\nRdCpn08x7f5pHFh1AJ9AH6JnRxfaE7D8+vjhE+jDjOgZbJ6ymdTE1JzWFn+1thQF6UnpxL0aR/L0\n5EumL8zL299bV/0uIjyrehIyMoSQkSGcOHiC5OnJOe0uP+xhzw97WPTEIup1qod/tD9+ffzwqFB0\nZnbT6cZiOR7lPejz3z4MmDmAEp4lWDp6KVM6TeH4/uM33lhumiPbwdE9RzHnmyx9eulV11n55sq7\nXJXcaQfXHWRC0AQOrDqAf7Q/D696uNCG8t9VrFuRh1c+TOhTofyy7RcmtprIpsmbnF2W3ILDWw8z\nvf90xjUdR/K0ZKq1qEbrv7a+6ro6D61oKlejHK2fbs0jax/hqT1P0elfnfBp5sOuJbuYO3Qu//b5\nN9/c+w1bvtpyyXSXhZWOmItlNb6vMTXb1mT+o/PZMX8H45qOo+uHXQkcHKivKQvA4XBwMu0k6Unp\npCelk5Gc85VwRkoGF05fuO62GSkZd6lKuRs2fr6RhY8vJDszm05vd6LNM22KzO+UawlXur7fldpR\nOa0tc4fOZV/sPrp93E2tLYXIz5t/Jm5sHNtmbQPAN9iXqJeiaNijITabDd9gX1a+uZL05HS8/b11\nHloxUaFOBdr+vS1t/96WI7uOkDQ1iZRpKeyYv4Md83fgWtKVht0b4h/tT6OejQrl77yCuViap48n\nMXNj2DR5E0ueWpJz5dA5Jj3H9ywWJ4EU1OmM01cE8PSkdM4dv/Rogou7C1X8quDt741XgBcbJm64\nZDaD32VnZjN36Fwix0Tqq+JCLOtCFkufXkriJ4l4VPTg/m/vp/499Z1d1h3RuG9jqgbmzNqyafIm\nUhNyWls07a61Hdp4iLixcWyfsx2A6iHViXopigbdGlzy4TEgJoCAmADsdjtBQUHOKlecqFKDSkQ+\nH0nk85FkbMsgeVpOu8v22dvZPns77qXdadSzEf7R/jTo1qDQTMWsYC6WZ7PZaDG0BXXb12XOQ3PY\nPmc7+1ftp9fEXvj19nN2eU519thZ0pOvDOC/Zfx2yXo2FxuVGlaiXqd6ePl74R3gjXeAN5UaVLpk\n5ptK9Std0mP+u7I1yrJp8ia2/G8LzYc2J/KFSMrXKr7zzBZGpw6fYnr/6eyP3493U2+iZ0dTqX4l\nZ5d1R1WsV5GhK4fy3d++I+GjBCa2mkiPcT0IHBzo7NLkMoc2HCL2lVjMeSYANcJqEPVSFPW71C8y\n3+bInePV2It2L7Uj6sUo0pPSSZ6aE9KTp+X8V8KzBEZvA/9of+rfU9/SF6u0bmUil6lQpwJDlg9h\n7Qdr+eHZH5jaZyrNH2pOl/e74FG+6Jz4cTXnT5/PnY0gbwg/mXryinUr1K1AjbAalwTwKkYV3Dxu\n/Ov++1fBl39F7D/An+Rpyax4eQUbJm5g0+RNtHy0JRHPRVCuernb/nrl9kpNTGXafdM4cfAETfo3\nofcXvQvlV7wF4VbSjW4fdqN2VG3mPTyPOUPmsDd2L90/6m7ZOdqLk7T1acS+EsuOBTsAqNmmJlEv\nRVGvcz0FcrlpNpsNn6Y++DT1of2r7fl548+57S5bv9rK1q+2UrJ8Sfz6+OEf7U+9TvVwdXfNnY0s\n5IsQZ78EBXMpXGwuNlo/3ZoGXRowe9BsNk3exJ7le+g9ubclLhl+qzLPZvKL+csVAfzYnmNXrFu2\nelnqd6mPd4B3bgj3aux1y1c/vNZXxAExATS5vwlbv95K7CuxrP90PRsnbST48WDC/xGOZ1XPW9qv\n3BmbJm9iwYgFZJ3PouNbHWn797bFMvA06deEqs2rMmPADDZ9vonUdRdbWzQdq1OkJqQS+0osOxft\nBKBWeC2iXoqibse6xfL9KbefzWajWstqVGtZjU5vdSItMS03pG/+72Y2/3czpSqVwifQh70/7nV2\nubkUzKVQ8mrixbC1w4h7NY74N+KZ0mEKYU+H0eH1DoWijyzrQhZHdh25IoAf2XkER/alc4GV9ipN\nnfZ1Lgng3v7eTpkeysXNhcDBgQQ8EMDmKZuJezWOde+vwz7eTsjIENr+vS2lqxTNuWULm6wLWSz7\n6zISPkrAo4IHMXNiaNC1gbPLcqpK9Svx8OqHWfbMMhI/TmRiq4n0/E9Pmj3YzNmlFRsH1x4k9pVY\ndi3ZBUDtyNpEvRRFnfZ1FMjljrHZbFQPqU71kOrc8849HFhzgOSpyaRMT7FUKAcFcynEXN1daT+2\nPY16NmL2oNmsfW8tu5bsou+UvvgG+zq7PACys7I5tufYH33gSRmkJ6fzy/ZfyL6Qfcm6HhU8qNG6\nRm77iZe/F97+3pY8ydXV3ZWWw1oSOCiQDZM2EP96PKvfWc36cesJfSqU1n9pTalKpZxdZrF1Ov00\n0wdMZ1/sPrz8vYiZE0OlBkW7nzy/3Eq60f2j7tSOrM28YfOYPWg2e1fspdtH3QrFh/rC6sDqA8S+\nEsvuZbsBqNOuTk4gb1fHuYVJsWNzsVGrbS1qta1Fl/e68FqJ1644IOZMCuZS6FUPqc7wjcP5/tnv\nSfgwgc/CPiNyTCQRz0VccmLjneRwODhx4MQVATwjJYPMM5mXrOtexp1qLar90X5y8WdZ37KF7oiR\nawlXWj3eihZDW2CfYCf+jXjiX48n4aMEwv4SRtjosCLf/281afY0pvadyokDJ2h8X2N6T+6ty5Ff\nhX9/f6q1qMb0AdPZOGljzqwt0/pTxa+Ks0srUvav3E/sK7H89P1PANRpfzGQR9Vxal0iAC6uLnj5\ne5G+9epXk3UGBXMpEtxLu9Ptg24YvQzmDp1L7Mux7Fy4k75T+t7WP7QOh4PThy9ORXhZCD9/8vwl\n67qWdMWrsdclJ2F6+XtRoXaFIncVUzcPN0KfDKXlIy1JHJfIqrdWEftyLOs+WEebv7UhdFToLfe+\ny41t/nIzCx5bQOa5TDq83oHwZ8ML3Ye9u6lSg0oMWz2MpX9dyvpP1zMheAK9JvSi6cCmzi6t0NsX\nt4/YV2LZs3wPAHU71iXqpShqR9R2cmUil4p4LuKqs5E5i4K5FCn1OtXj8a2Ps/jJxWz5cgvjW4yn\n0786ETIyBLi5gHLmyJmrBvAzv565ZD0XNxcqN6p86UmY/l5Uql8JF7fidXFd99LutPlrG4KHB7Pu\no3Wsfmc1y59bztr/W0vbf7Sl1ROtNBPGHZCdmc2yvy1j3fvrKFm+JANmDqBh94bOLqtQcPNwo8cn\nPagdWZv5j85n1p9msXfFXrp+0FWtLQWwd8VeYl+JZe+KvQDU61yPqJeiqNW2lnMLE7mGvLORWYGC\nuRQ5HhU86DulL0ZvgwXDF7DkqSWYc01SS3YkzZ7Gbxm/keqVSpJfKQJiAjh38lzOyZeXBfBTh05d\n+sS2nJPHakfUvuQoeOVGlXEtcXdaZgqLEp4liHg2gpA/h7D2/bWseXcN3/3tO1b/ezXhz4YTPDw4\nX9M3yo2dzjjNjOgZ7P1xL1UaVyFmbgyVG1Z2dlmFTkB0ANVaVmPGgBlsmLghd9aWyo00ljficDhy\nA/m+2H0A1O9Sn6iXoqjZuqaTqxO5sbyzkTlbgf4yGobhAnwKBALngEdM09yVZ3kv4EUgE/jcNM2J\nN9pG5HZr0q8JtdrWYv5j89kxfwc72Zm77HT6aWY+sIhFoxZx5pczV2xbvlZ5GnZviFdAzgmY3gHe\nVPGroqO9N6lkuZJEvRhFyKgQ1ry7hnUfrGPp6KWsfmc1Ec9H0OLhFpa+0IPVHdp4iKl9pnJ8/3H8\n+vjRZ0of9ZPfgsoNKzNszTCWPL0E+3/sTAiaQM8JPWn6gFpbrsbhcLBn+R5iX4llf/x+ABp0a0DU\nS1HUCK3h5OpECqeC/kXsA3iYptnaMIww4F2gN4BhGO7Ae0Ar4DSwyjCMeUDba20jcqd4VvUkZm4M\n79V6Dw5eufzcsXM5V8PME8C9mnhRspzCze1UqmIpOrzWgbDRYax6ZxWJHyey6IlFrHprFZFjIgkc\nEnjXTtQtKrZ+vZV5j8wj80wm7ca2I/L5yCJ37oIzuHm40XNcT+pE1clpbRk4i32x++jyXhe1tlzk\ncDj46fufiH0llgOrDgDQsEdDol6MonpIdSdXJ1K4FTSYhwNLAEzTXGsYRnCeZY2BXaZpHgUwDGMl\nEAm0vs42IneMzWa7si0lj0HfDbqL1RRvpauUpvO/OtP6L61Z9a9VJH6ayPxH57PyzZVEvhhJsz81\nK3Z9+TcrOzOb7//5PWveXUPJciW5f+r9GL0MZ5dV5ATE5LS2TO8/Hft4OwfXHsxpbSnGbUIOh4Pd\ny3YT+0osB9fkHOlo1KsRUS9GWWaKWpHCzuZw3PzcjYZhfAbMNE1z8cX7+4F6pmlmGoYRDowyTTP6\n4rKxwH4g7FrbXG9fdrvdOpNLSqEVGxPLvF0tL3msPbGUbViWqG+inFSVnM04y87Pd3JgzgGyL2RT\nplYZGj3WCN/OvthcdfT3cuePnWfDcxv4JeEXPOt4EvzvYDzr6Iqrd1LW2SyS301m/+z9uJZ2JfCF\nQHzvKV4h1OFwkLE6gx0Td3AsKecqxD5RPjR6tBHl/co7uTqR2ysoKMipf3wKesT8BFA2z32XPAH7\n8mVlgWM32Oa68l4WXK7u8suny6VKvlqSeQ/8csXj94y9h4CgACdUZH136z3Vtmtbju8/TtzrcWz6\nfBMbX9jIwW8O0u7ldjS+r7Hl2zPu1jj9vPlnpj4ylWN7j2Hca9D3y76FruWqsP47FdI2hK1fb2X+\nY/PZ8NwGbPttdH2v6x07gdkq4+RwONi5aCexr8SSlpgGgF9fP6JejKJq86pOri6HVcbK6jRO+VNo\nT/4EVgG9gGkX+8W35lm2DWhoGEYl4BQ5bSz/BhzX2UbkjgqICaDJjHT2x+/ndMZpyniVod8H/XKn\nSRLnKl+rPL3G9yL8H+HEvRbH5imbmd5/Oj6BPrR7pR3GvUaxno876dsk5j48l8wzmUS9HEXUmCjL\nf2ApapoObEq1oIutLf+xk7o2Z9aWonhFVYfDwY4FO4gbG0fa+pxA3rhfY6JejMKnmY+TqxMp2goa\nzGcDnQ3DWE3O5NBDDcMYCHiapjnBMIy/AEsBF3JmZUk1DOOKbW5D/SL59vv0hmlpafj6+hIQ4+yK\n5HIV61Wk9+e9CX82nNhXYtn69Vam9pmKb7Av7ca2o0HXBsUqoGdnZfPDsz+w+p3VlChbgug50fj1\n9nN2WcVWFaMKj6x7hMVPLmbjZxsZ33I89066F//+/s4u7bZwOByY80zixsZxaMMhsEGT/k2IHBOJ\nT1MFcpG7oUDB3DTNbGDEZQ9vz7N8PjA/H9uIiFyhcsPK3Pe/+4h4LoIVL68gZXoKX3f/mhqta9B+\nbHvqdqxb5AP6mSNnmBEzg5+++4nKjSoTPScar8Zezi6r2HMv5c69E++lTlQdFoxYwIwBM9j3533c\n8+97Cu3c/I5sB9vnbidubBw/b/oZbOAf7U/kmEi8/b2dXZ5IsVI4/xURkWLBq4kX/af15/CWw6x4\naQXb52zny85fUjuyNu1fbU/tyKJ5ee/DWw8ztc9Ujv50lIY9GnLfV/fhUd7D2WVJHs0ebIZvsC/T\n+08n8ZNEDq45yP3T7qdS/cLT2uLIdrBt9jbixsZxeMthsEHAAwFEvhCJVxN9CBRxBgVzEbE8n2Y+\nRM+OJs2exoqXVrBz4U4mR02mXqd6tBvbrkhdXTB5ejJzH5rLhd8uEDkmknYvt1M/uUVV8cvT2jJp\nIxNaTuDeSffS5P4mzi7tuhzZDlJmphA3No70pHRsLjaa/qkpkS9EUsWvirPLEynWFMxFpNDwDfJl\n4IKBHFx7kBUvrWD3st389P1PNOjWgPZj2xfquZSzs7JZ/sJyVr21ihKeJRgwawCN+zZ2dllyA+6l\n3bn3s3upHVmbhY8vZHr/6bQa2SqntcViV7XNzsomZUYKca/GkZGcgc3FRrNBzYh8IZLKjYrv/Owi\nVmKtfzVERPKhRlgNHlz6IPvi97HixRXsWryLXYt3Ydxr0O6VdpaZyi2/zhw9w6yBs9i1ZBeVGlQi\nZm6MWgkKmcDBgfi2utja8nFOa0v/af2pWK+is0sjOyub5GnJxL0axy/bfsHmaiNwSCARz0cU6wsm\niViRgrmIFFq1I2oz5Mch7Fm+hx/H/Ig5z8ScZ9K4X2PavdKuUJy4lp6Uzrd9vuXo7qM06NaAfl/3\nw6OC+skLI6/GXjmtLaMWs+mLTYxvOZ7en/em8X3O+eYjOyubpG+TiH8tnl+25wTy5kObE/F8RKHq\nhRcpThTMRaTQq9uhLnXa12H3st38OOZHts3cxrZZ2wiICSDqpSiqGNbsm02ZmcKcIXO4cPoC4c+F\n035se1xcXZxdltyCEmVK0Pvz3tSOymltmdZvGiFPhtD57c53rbUlOzObrd9sJf61eH7d8Ssubi60\nGNaCiOciLHEEX0SuTcFcRIoEm81Ggy4NqH9PfXYu3MmPL/5I0jdJJE9NptmDzYh8MdIyRwmzs7JZ\n8dIK4l+Px72MO/2n97f8CYNyc5oPaY5vsC8zBswg4cOEnFlbpt5Pxbp3LhhnZ2az5astxL8Wz5Fd\nR3Bxc6Hloy2JeC6CCnUq3LH9isjto2AuIkWKzWajUc9GNOzRkO2zt7PipRVsnrKZLV9tofnQ5kS+\nEEmF2s4LKWePnWXWn2axc9FOKtavSMycGLwDrN9yIzfP29+bRxIeYdETi9g8ZTPjW4yn9xe9b/tJ\nvVkXstjyvy3Evx7P0d1HcXF3IWh4EOHPhjv1vS4iN0/BXESKJJvNRuP7GuPXx4/k6cnEvhzLxs82\nsvm/m2n5SEsino+gXPVyd7WmjJQMvu3zLUd2HqF+l/r0+6YfpSqWuqs1yN1VokwJ+vy3D3Xa12Hh\nEwuZdt80QkeH0vlfnXEt4XpLz511IYvNUzYT/3o8x/Ycw7WEK8GPBxP+z3DK1yp/e16AiNxVCuYi\nUqTZXGwERAfQ5P4mbP16K7GvxLJ+3Ho2fr6R4BE5Icazqucdr2P7nO3MHjSb86fO0/afbenwWgf1\nkxcjzR9qnntBonXvr+Pg6pzWloK0mGSdz2LTfzex8o2VHNubE8hb/bkV4f8Mp1yNu/thU0RuLwVz\nESkWXFxdCBwUSNMHmrJ5ymZix8ay7oN12CfYafXnVrT9e1vKeJW57ft1ZDtY8fIK4l6Nw720O/dP\nvR//Af63fT9ifd4B3jya+CgLn1jIli+35LS2TO6NX2+/fG2fdT6LjV9sZOUbKzm+/ziuJV0JGRVC\n23+0vevf/ojInaFgLiLFioubCy0ebkGzB5ux8YuNxL8Wz5p/r2H9uPWEPhlKm2faUKrS7WkvOXv8\nLLMfnM2OBTuoULcCMXNi8Gnmc1ueWwqnEp4XW1va1WHRnxcxtc9Uwp4Oo9Nbna7Z2pJ5LpONn29k\n5ZsrOXHgBG4eboQ+FUrbv7elrG/Zu/wKROROUjAXkWLJtYQrwcODaT6kOfaJdla+sZKVb64k8ZNE\nwp4OI2x02C3NJ/7L9l/4ts+3/Gr+Sr3O9ej3TT9KVy59G1+BFFY2m40WD7fIvSDR2vfWcmD1AZr+\nqSkbJm4gIyWDhCYJtHmmDedOnmPVW6s4cfAEbqXcCHs6jDZ/a0PZagrkIkWRgrmIFGtuHm6Ejgql\n5SMtWT9uPSvfWknsKzltLq2faU3ok6GULFvypp7TnGcy68FZnD95njZ/a0PHNzri4qZ+crmUT1Mf\nHlv/GAtGLGDrV1tJXZeauyx9azpzhswBwK2UG63/2po2z7S5K+dDiIjz6C+FiAjgXsqd1n9pzVM/\nPUXHtzpic7Hx4ws/8kHdD1j19irOnz5/w+dwZDtY8coKvu39LdmZ2fT7ph+d3+6sUC7XVMKzBH2/\n7EvZ6lc/Al7aqzSj947mnn/fo1AuUgzor4WISB4lPEsQ/o9wntrzFO3GtiM7M5vv//E9H9b7kLXv\nr+XCmQtX3e7ciXNMvW8qsS/HUqFOBYatHkZATMDdLV4KJZvNxqmfT1112dmjZynjfftPShYRa1Ir\ni4jIVZQsV5KoMVGEjAxh7XtrWfv+WpY+vZTV76wm/LlwSpYryep3VpORksGa+ms4f+o8J9NOUrdD\nXe6fej+lq6ifXPLPq4kX6VvTr/q4iBQfCuYiItdRqmIp2o9tT+hToax+ZzUJHyWweOTiS9b5dcev\nADTo3oAH5j6g1hW5aRHPRTDzgZlXPB7+bLgTqhERZ9FfDxGRfChduTSd3urEU3ueuubR8JMHTyqU\nS4EExATQ75t++DTzweZqw6eZD/2+6ad2KJFiRkfMRURuQhnvMpw5euaqyzJSMu5yNVKUBMQEEBAT\ngN1uJygoyNnliIgT6NCOiMhNulbfr/qBRUTkViiYi4jcpIjnIq76uPqBRUTkVqiVRUTkJv3e97vy\nzZWkJ6fj7e9N+LPh6gcWEZFbomAuIlIA6gcWEZHbTa0sIiIiIiIWoGAuIiIiImIBCuYiIiIiIhag\nYC4iIiIiYgEK5iIiIiIiFqBgLiIiIiJiAQrmIiIiIiIWoGAuIiIiImIBCuYiIiIiIhagYC4iIiIi\nYgEK5iIiIiIiFqBgLiIiIiJiAQrmIiIiIiIWoGAuIiIiImIBCuYiIiIiIhagYC4iIiIiYgEK5iIi\nIiIiFqBgLiIiIiJiAQrmIiIiIiIWoGAuIiIiImIBCuYiIiIiIhbgVpCNDMMoBfwP8AZOAkNM08y4\nbJ1HgeFAJvCaaZoLDMOwAQeBnRdXW2Oa5rMFLV5EREREpKgoUDAHHge2mqb5smEYMcALwFO/LzQM\noyrwJBAMeAArDcP4DqgJbDBNs9etlS0iIiIiUrQUNJiHA29fvL0YGHPZ8hBglWma54BzhmHsApoB\n9YDqhmH8CJwBnjZN07zRzux2ewHLLF40TteXllYtz+007PZDTqymcNB7Kn80TvmnscofjVP+aazy\nR+NUONwwmBuGMQx4+rKHDwPHL94+CZS/bHm5PMvzrnMIeNM0zemGYYST0w7T6kY1BAUF3WiVYs9u\nt2ucbsDXN+dnWloavr6+BAX5Orcgi9N7Kn80TvmnscofjVP+aazyR+OUP1b48HLDYG6a5iRgUt7H\nDMOYBZS9eLcscOyyzU7kWZ53nRRyes4xTXOlYRi+hmHYTNN0FKx8EREREZGioaCzsqwCul+83Q2I\nv2x5AhBhGIaHYRjlgcZAEvASMBrAMIxA4IBCuYiIiIhIwXvMxwH/NQxjJXAeGAhgGMZfgF2mac4z\nDONDcgK7C/C8aZpnDcN4C/ifYRg9yDly/tCtvgARERERkaKgQMHcNM3fgP5Xefz/8tyeCEy8bPlR\noEdB9ikiIiIiUpTpAkMiIiIiIhagYC4iIiIiYgEK5iIiIiIiFqBgLiIiIiJiAQrmIiIiIiIWoGAu\nIiIiImIBCuYiIiIiIhagYC4iIiIiYgEK5iIiIiIiFqBgLiIiIiJiAQrmIiIiIiIWoGAuIiIiImIB\nCuYiIiIiIhagYC4iIiIiYgEK5iIiIiIiFqBgLv/f3r3HWlbWZxz/HmbwAkiL1WpTWwhFfhQpFkYF\nRWG0E6HVar0lRFHbIg04ml5oxBaU4qWIIi0GhAh2hAYqwdaYTgtSKAM4ODUiULk9KWBqJdqmAy1D\nuZSR0z/WO81hOOfMOXufy1r6/SST7LPWet93rWf22ee313r3XpIkSeoBC3NJkiSpByzMJUmSpB6w\nMJckSZJ6wMJckiRJ6gELc0mSJKkHLMwlSZKkHrAwlyRJknrAwlySJEnqAQtzSZIkqQcszCVJkqQe\nsDCXJEmSesDCXJIkSeoBC3NJkiSpByzMJUmSpB6wMJckSZJ6wMJckiRJ6gELc0mSJKkHLMwlSZKk\nHrAwlyRJknrAwlySJEnqAQtzSZIkqQcszCVJkqQesDCXJEmSesDCXJIkSeoBC3NJkiSpByYmJyeX\nex9mddNNN/V7ByVJkvQjYdWqVRPLOX7vC3NJkiTpx4FTWSRJkqQesDCXJEmSesDCXJIkSeoBC3NJ\nkiSpByzMJUmSpB5YOWrDqtoZ+AtgL+DpwMeAO4AvAJPAbcDaJE+07Z8LbAQOTPJoVa0AzgJe0tr/\nSZL1M4z1JuBtSd7efj4UOBvYClyV5LRp2vxK26fHgf8A3pXk4ar6TeAEYAXwlSQfHTWDuRpiVsDh\nwAfbJhPAK4EDktw5ThazGWJO7Tl1Fl0+TwAnJtk4fhozG3BOZwOHAQ8BJyX5p/HTmN0AsnoVcGbb\nl+uSnNSWnwq8rrX9vSTfGDuMWQw1p7ZuH+DLSX5pzBjmZDmzastWAJcBFya5cpo2M+a5lFkNNaeq\n+krIiAsAAAhpSURBVBTd6/lK4HNJLhgvidkNOKePA2vaPn4wyYaxgpiDoWbV1u0C3EiX1VPaTjXO\nGfNjgM1JXgUcBZxDd8CntGUTwBvbDh0JXAU8f0r7dwI7JzmsbbfPdIO0P+anb7ev5wNvp/vlOaSq\nDpqm6WeB30hyOPAvwHuq6hfoivLVwMuAp7X/6MU2uKySXJlkdZLVwHrgjMUsypvB5VRVLwZeARzS\nxv/MCMc9X0PM6fVA0f3evRU4d4TjHkXfs/pz4OgkhwIvq6qDqupg4Ai659TRLE1Wg8up9fdO4IvA\nc0c56BEtW1btb9j1wEtn2b9p81yGrAaXU1W9Gtgnycvb8pOqao/5Hvg8DTGng4BD27+j6YrRpTC4\nrKasO5fuzcMOjVOYXw58qD2eoHuHsAq4ri27gu7dFHRnEtcA909pfyRwX1X9HXAB8LczjHMjXTEN\nQFXtDjw9yT1JJoGvThlnqtVJ/r09Xgk82rb7JnBR28+NSR6f09GOZ4hZbevjBXRP5qecxVoEQ8zp\nPuBhunffu9OdJV5sQ8xpf+CrSZ5I8p/AD6vq+dO0XWh9z+qQJN+pqt2An6C7mvBKurMtk0m+C6xs\nZ34W0xBzAniA7k3MUlqWrJrdgPcA107XYAd5LnVWQ8zp68Bvt80m6a6sL/Zr+uBySnIzcGRbtifw\nX3M4zoUwuKzauj9sfd6640McozBP8lCSLVX1LOBLwCnARNshgC10L6Ak+Yckm7fr4jl071ZeD5wB\nrJthnMt48ruM3YEHp/z8/+Ns1+77AFX1ZuDVwMVtzMOBY4G3AJ+pqp+c6zGPaqBZbfMHwJ8leWwO\nhzqWgea0le4F4C7garrL7YtqoDndAhxVVTtX1d7Ai4Bd53zQIxpAVlvb5c/bgB8A32tt/3tHbRfS\nQHMiyfok/zOfYx3XMmZFklt3cOVyxjyXOqsh5pTk0SQPtCvpF9FNZXlo2h4WyBBzam23tuks62ca\nc6ENMavqpna+MPOYEjXyHHOAqvo54MvAZ5NcWlWfnLL6Wcz+LmozsL4Fel1V7dvmv13Y1v9lks9P\n0+7B1veTxqmq99FdIgd4R5L7qur327Kj0s0v2gxsSLIF2FJVdwL7Aos6fxOGl1Xb553onsAnz+tg\nxzC0nKrqd+gKhSNbu69V1aYk35vXgc/T0HICrqqqlwIbgNuBm9p+LLq+Z5VkE7BXVX2M7nMdm6dr\nO6eDHcMAczp1vse4UJYpq5n2ZWpW72YZnjszGWJOberKl+hqhdPn2v84hpgTQJKTq+oTwKaquiHJ\nPXMdZ1QDzOpYYM+q2gDsBxxcVT9IcstM/Y7z4c/n0c3feV+Sa9rim6tqdboPAfwqM5zyb74G/Brw\n19XN0/1ukrvp5n/PKMmDVfW/bb7PvXQF0WnpPkh2zpT9O5nuEseaJI+0xRuBtVX1DLpLVPsDd8/j\nsEcy0KwADgDu2m7ZohloTg8ADyX5YVVtAR5jkc8EDzGnqtoX+Lckh7UX1ouTLEWx2dusqmqiqm4A\n3pDkAbozLM+ge536ZFWdCbwA2Cnd9J9FM9CclsVyZTWTJOfw5N+/p+Q5Sr/jGmJOVfVM4Brg00ku\nGWWc+RpoTq8B3pJkLd1UxcfprhwvqiFmleTMKeu/AHxxtqIcxjtj/sfAHsCHqmrbnJ/fpZse8jTg\nTrp3nTO5ADivqjbRzRU6fh5jHw9cQldcX5Xtvt2h/eedCnwLuKKqAC5Lcl5VfZ7uD98E8NEk97P4\nBpkV3Yf17p3HWOMaXE7A54DDqurG1vaSJJnHuKMYYk7rgNOr6r10L+Rr5zHmOHqbVZLJVnxfUVWP\nAd+n++D1Q60Q/TrddMOlyGpwOc2j/4W2nFnNxax5LqHB5VTdlb69geOq6ri23W8l+c4Cjz3VEHNa\nAbytqja25ecuckbbDC6rUTqZmJyc04dEJUmSJC0ibzAkSZIk9YCFuSRJktQDFuaSJElSD1iYS5Ik\nST1gYS5JkiT1wFg3GJIkjaaq3gr8Ed3r8E503+3+qbbuNODqJDfMo79p27Tvzn0N3a2pd6L7mrAz\nk1y0g/5+ne6OdWfN+aAkSWPxjLkkLbGq+lng08Brk7wYeDlwdFW9oW1yBN134c7HbG0+nOSXkxwI\nvBH406pas4P+VtHdZlqStEQ8Yy5JS+85wM7ALsDmdlOhdwOPVtW7gJcAF1bVm4BnAx9v2+4BfCDJ\n5e1M+E8B+wCfmNomybdnGjjJvVV1NvBe4OqqOmL7/oHbaTffqKp/BS4HzqW7G/AK4Iwkf7WQgUiS\nPGMuSUsuya3AV4B7q+obVXUGsCLJ3UkuBr5JdxfQbwPvb48PBo4FPjylq81JfrFNS5naZkduA/Zr\nj5/Sf5I7gPOB85OsA04BbkqyCjgcOLmq9h4vBUnS9izMJWkZJDkB2As4D9gT2FRVb55m02OAA9ot\nqE8EdpuybtTbrU8Cj8yh/23WAMdX1S3A9cCuwItGHFuSNAOnskjSEquq1wG7JbkMWAesq6rj6M5Y\n/812m98AXAtsAK4BLp2y7hFGcyBwxxz632YFcEySb7X9fx7dh0klSQvIM+aStPQeBk6vqr0AqmoC\n2B+4ua3fCqysqmcD+9JNL/l74LXM/AHPrczhZEtVvRBYC5y3g/6n9vePwAmt/c8A/wz8/FwPVpI0\nNxbmkrTEklwLnAasr6oAd9EVxB9pm1xJN8d7P+BC4Paquhn4aWCXqtp1mm6vBM6vqldMs+4jVXVL\n6+NS4MQkNya5f5b+rwfeUVXvb/v6zKq6ja5I/0CSexYgCknSFBOTk5PLvQ+SJEnSjz3PmEuSJEk9\nYGEuSZIk9YCFuSRJktQDFuaSJElSD1iYS5IkST1gYS5JkiT1gIW5JEmS1AMW5pIkSVIP/B9Lg9q0\n2eU96AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(257,266))\n", "\n", "plt.axvline(x=232+27,linewidth=4,color='blue', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Doesn't seem to have had much of an effect, sadly HuffPost Pollster Data stops before the 6th when Comey announced that the new evidence found did not change the agency conclusion that Hillary shouldn't face criminal charges

Lets move on to World events" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Major World Events By Month\n", "#### Orange = Terror Attack | Cyan = World Politics | Green = Other" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### June 2016\n", "- June 12, 2016 - Orlando Nightclub Terror Attack\n", "- June 23, 2016 - Brexit\n", "- June 28, 2016 - Istanbul Turkey Airport Terror Attack" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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h5wozjWi6BsyJAPYAgFKpTAUw5brnbQHcBeDMEM4hsmjq7n62o2wxdtbYQZ0TuigUChsF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\nSZKkDAzMkiRJUgb/B9BbzyLUkhkhAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(134,159))\n", "\n", "plt.axvline(x=143,linewidth=4,color='orange', alpha=0.5)\n", "plt.axvline(x=152,linewidth=4,color='cyan', alpha=0.5)\n", "plt.axvline(x=157,linewidth=4,color='orange', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### July 2016\n", "- July 14, 2016 - France Nice Terror Attack\n", "- July 15 2016 - Turkey Coup Attempt" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ln15AdWI1wt7W/de6o9xDmv4o0LYk4yiAKQAgiuIwAEl6OoeIiIioQ8k+mA2bLjbwGODR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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(159,182))\n", "\n", "plt.axvline(x=169,linewidth=4,color='orange', alpha=0.5)\n", "plt.axvline(x=170,linewidth=4,color='green', alpha=0.5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### August 2016\n", "- Aug. 5, 2016 - Olympics Start\n", "- Aug. 21, 2016 - Olympics End\n", "- Aug. 25, 2016 - Italy Earthquake" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MFpI2J9k4OhEREXEm5SrJAGoAl0rcLjAajV4mkykfwGQybQMwGo03fYw1MTEx5QzTuSQn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\nSHr4j3sBtHu0HZte2sShzYeo1awW5w87n6P7j+I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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(183,208))\n", "\n", "plt.axvline(x=185,linewidth=4,color='green', alpha=0.5)\n", "plt.axvline(x=200,linewidth=4,color='green', alpha=0.5)\n", "plt.axvline(x=203,linewidth=4,color='green', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### From skimming headlines I didn't find much for Sept. or Oct. So lets move on to Rallies!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Trump Rallies\n", "#### Dates that are missing poll data were left out
Only included rallies with citations | Only includes 1 per day

Source: https://en.wikipedia.org/wiki/List_of_rallies_for_the_Donald_Trump_presidential_campaign,_2016" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### June 2016\n", "- June 1, 2016 - Sacramento, CA\n", "- June 2, 2016 - San Jose, CA\n", "- June 3, 2016 - Sacramento, CA\n", "- June 10, 2016 - Richmond, VA\n", "- June 11, 2016 - Tampa, FL\n", "- June 14, 2016 - Greensboro, NC\n", "- June 15, 2016 - Atlanta, GA\n", "- June 16, 2016 - Dallas, TX\n", "- June 17, 2016 - The Woodlands, TX\n", "- June 18, 2016 - Phoenix, AZ\n", "- June 28, 2016 - St. Clairsville, OH\n", "- June 29, 2016 - Bangor, ME" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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T7YP8/floqWnR2zgAkH8gH4D+85fV/Gf6AzKgLIl5zGReGDATDZOyQ4mCROPp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\nkiRJGRiYJUmSpAz+D9Sm6Brat7YiAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(134,159))\n", "\n", "plt.axvline(x=134,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=135,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=136,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=141,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=142,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=144,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=145,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=146,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=147,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=148,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=157,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=158,linewidth=4,color='red', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### July 2016\n", "- July 5, 2016 - Raleigh, NC\n", "- July 6, 2016 - Cincinnati, OH\n", "- July 12, 2016 - Westfield, IN\n", "- July 25, 2016 - Winston-Salem, NC\n", "- July 27, 2016 - Toledo, OH\n", "- July 29, 2016 - Denver, CO" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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V5RwAQFRUVAu71zpKpdLobRqV3+3T0/gZ47nK0aaMLP49BFjdz1QOVvE+IoOz+PeRBf4u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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(159,182))\n", "\n", "plt.axvline(x=162,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=163,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=167,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=177,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=179,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=180,linewidth=4,color='red', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### August 2016\n", "\n", "- Aug. 1, 2016 - Mechanicsburg, PA\n", "- Aug. 4, 2016 - Portland, ME\n", "- Aug. 5, 2016 - Green Bay, WA\n", "- Aug. 6, 2016 - Windham, NH\n", "- Aug. 9, 2016 - Wilmington, NC\n", "- Aug. 10, 2016 - Sunrise, FL\n", "- Aug. 11, 2016 - Kissimmee, FL\n", "- Aug. 12, 2016 - Erie, PA\n", "- Aug. 13, 2016 - Fairfield, CT\n", "- Aug. 16, 2016 - West Bend, WI\n", "- Aug. 18, 2016 - Charlotte, NC\n", "- Aug. 19, 2016 - Dimondale, MI\n", "- Aug. 20, 2016 - Fredericksburg, VA\n", "- Aug. 22, 2016 - Akron, OH\n", "- Aug. 23, 2016 - Austin, TX\n", "- Aug. 24, 2016 - Jackson, MS\n", "- Aug. 25, 2016 - Manchester, NH\n", "- Aug. 31, 2016 - Phoenix, AZ" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MpgMVOUbEFiqyHHZ5wqLDOLrmKMc3HKftqLbVHZqIiIjUANbeYR4FeJtMpt7AX4AZpXca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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(183,209))\n", "\n", "plt.axvline(x=183,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=184,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=185,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=186,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=188,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=189,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=190,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=191,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=192,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=195,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=197,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=198,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=199,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=200,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=201,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=202,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=203,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=208,linewidth=4,color='red', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### September 2016\n", "- Sept. 1, 2016 - Wilmington, OH\n", "- Sept. 6, 2016 - Greenville, NC\n", "- Sept. 9, 2016 - Pensacola, FL\n", "- Sept. 12, 2016 - Asheville, NC\n", "- Sept. 15, 2016 - Laconia, NH\n", "- Sept. 16, 2016 - Miami, FL\n", "- Sept. 17, 2016 - Colorado Springs, CO\n", "- Sept. 19, 2016 - Estero, FL\n", "- Sept. 20, 2016 - Kenansville, NC\n", "- Sept. 21, 2016 - Toledo, OH\n", "- Sept. 22, 2016 - Chester Township, PA\n", "- Sept. 27, 2016 - Melbourne, FL\n", "- Sept. 28, 2016 - Waukesha, WI\n", "- Sept. 29, 2016 - Bedford, NH\n", "- Sept. 30, 2016 - Novi, MI" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ycC7q3D1tFxGRokmBWUQkBxXrVcx+e/3st4uISNGkwCwikgOfFj7Zbm/3ejsb10REROxJ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\nmDBLkiRJJZgwS5IkSSWYMEuSJEkl/H/jk5r8AEzgOAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(209,232))\n", "\n", "plt.axvline(x=209,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=212,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=214,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=217,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=218,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=219,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=220,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=222,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=223,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=224,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=225,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=228,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=229,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=230,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=231,linewidth=4,color='red', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### October 2016\n", "- Oct. 1, 2016 - Manheim, PA\n", "- Oct. 3, 2016 - Loveland, CO\n", "- Oct. 4, 2016 - Prescott Valley, AZ\n", "- Oct. 5, 2016 - Henderson, NV\n", "- Oct. 10, 2016 - Ambridge, PA\n", "- Oct. 11, 2016 - Panama City Beach, FL\n", "- Oct. 12, 2016 - Lakeland, FL\n", "- Oct. 13, 2016 - West Palm Beach, FL\n", "- Oct. 14, 2016 - Charlotte, NC\n", "- Oct. 15, 2016 - Portsmouth, NH\n", "- Oct. 20, 2016 - Delaware, OH\n", "- Oct. 21, 2016 - Newtown Township, PA\n", "- Oct. 22, 2016 - Virginia Beach, VA\n", "- Oct. 25, 2016 - Sanford, FL\n", "- Oct. 26, 2016 - Kinston, NC\n", "- Oct. 27, 2016 - Geneva, OH\n", "- Oct. 28, 2016 - Cedar Rapids, IA\n", "- Oct. 29, 2016 - Phoenix, AZ\n", "- Oct. 30, 2016 - Albuquerque, NM\n", "- Oct. 31, 2016 - Warren, MI" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AwpwE1B6rRU9bj9xdczqO+JEzLfjxArPbOeGWxgvp7t3k+62vjjHUYMDMPGYiWYybgHmg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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(232,262))\n", "\n", "plt.axvline(x=232,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=234,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=235,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=236,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=241,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=242,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=243,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=244,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=245,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=246,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=251,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=252,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=253,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=256,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=257,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=258,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=259,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=260,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=261,linewidth=4,color='red', alpha=0.5)\n", "plt.axvline(x=262,linewidth=4,color='red', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Clinton Rallies\n", "\n", "#### Source: https://hillaryspeeches.com/scheduled-events/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### June 2016\n", "- June 1, 2016 - Newark, NJ\n", "- June 2, 2016 - El Centro, CA\n", "- June 4, 2016 - Fresno, CA\n", "- June 5, 2016 - Sacramento, CA\n", "- June 6, 2016 - Lynwood, CA\n", "- June 14, 2016 - Pittsburgh, PA\n", "- June 21, 2016 - Columbus, OH\n", "- June 27, 2016 - Cincinnati, OH" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KUguwKWYTvk/4HptiNqEgtUDuKY2JJEko21MGew97BMzR3vAiKIn1mGliYsBMZECa6hjj\nTcfQiLg9AlCAaRlEJqIgtQCb129GQ34DpH4JDfkN2Lx+s1kFzU0lTWipbEHIwhBYKbWHBX6z/GDj\naIOqNG78o4mFATORAQ1091sytu5+w3EJcEFwUjDOHjqLtvo2vVyTiHR3+JXDQx5PezXNyDPR3WjT\nMQBAaaNEYGIgGk41oLO509BTIzIZDJiJDKS9sR1VR6sQND8IjpPG1t1Pm4i1EYDEtAwiU9BY2Dim\n46ZoIGDWsuFvsKCkIEACqo9WG3JaRCaFATORgZT+UApI+kvH0IhYrc5jZloGkfy8I73HdNzU9HX3\n4cyBM/CK8IJbkNuozmEDE5qIGDATGYi+85c13ILcEJgYiDMHzqC9sV2v1yaisZn3m3lDHk9+PtnI\nM9FNVXoVejt6R5WOoRGYGAiFlYINTGhCYcBMZAAD3f2me8ArXLfuftpErI2A1C9B3Cbq/dpENHq9\nHb0AACdfJyis1I2Jpt86HVHrouSc1qiV7R1bOgYA2LnawTfGFzWZNejr7jPU1IhMCgNmIgM4c/CM\nurvfsvF19xtO5JpIAEzLIJKTpJKQ8WYGlLZKbMjdgMVHFsPR2xF1x+vQ39sv9/RGpWxPGZS2SkxZ\nMLY68UHJQejr6kPd8ToDzYzItDBgJjIAQ6VjaLhPdUfA7ABU7K9A5wXuVCeSw+kfTqOppAnRd0fD\n2dcZVtZWiFoXhY7GjoGVW1PWVt+GcyfPITglGLZOtmM6NzhJncfMtAyaKBgwE+mZPrv7aROxNgKq\nPhXE7UzLIJLDsdePAQASnk0YOBZzXwwAIO/TPFnmNBbl+8oBjC0dQ4Mb/2iiYcBMpGeNpxpx8cxF\nhN4WqpfufsNhWgaRfOrz61GxvwJTb5wKv1i/geMBswMwKWwSxG0iulq65JvgKIyl/vLVXANd4TbF\nDVXpVZAkSd9TIzI5DJiJ9Kxkp2HTMTQ8Qz3hN8sPZXvLTP6FmcjSHHtDvbqc+OvEK44rFArE3BeD\nvq4+FG0pkmNqoyKpJJTtLYOznzN8Y3x1ukZwUjA6znegqaRJz7MjMj0MmIn0TNPdL3RxqMHHilgb\nAVWvaiBnmogMr72hHfmf58Mz1BNhS699Yxx9TzQA007LqM+rR3tDO6bfMl3njclByUEAmJZBEwMD\nZiI9Gujul6Tf7n7DiVzLtAwiY8t+Nxv93f1IeCZhoJTcYB7TPBCcHIwzB86gpapFhhmOrHRPKQAg\n5JYQna+hyWOuSuPGP7J8DJiJ9Oj0rtPq7n7LDJuOoeEleMEnygelu0vR3dptlDGJJrK+7j5kvZMF\nOzc7zHpg1rDPi7kvBpCA/C/yjTi70RvIX1409vxlDZ+ZPrBzs0NlOleYyfIxYCbSI0OXkxtKxNoI\n9Hf34/T3p402JtFEVZBagPb6dsQ9Ggdb5+FLsUXeEQmlrRJ5n+aZ3Ka4nvYeVKZVwj/OH04+Tjpf\nR2GlQND8IFw4fQFt9W16nCGR6WHATKQnfd19KNtTZrDufsNhWgaRcUiShGOvH4NCqUDCUwlan+vg\n4YCwZWFoPNWIcyfPGWmGo3PmwBmoelXjSsfQGEjLYD1msnAMmIn05OzBs+hp60HYcsN09xuOd6Q3\nvMK9cHrXafS09xhtXKKJ5syBM6jPrUfE6gi4BbuN+PyBmsyfmdbmP01TldBbx78xOSjp8sY/pmWQ\nhWPATKQnmnJywnLBqOMqFApErI1AX2cfSn8oNerYRBNJxhsZAK4tJTecGUtmwMHTAQVfFEDVpzLk\n1MakbE8ZbJxsEDQ/aNzXmjxnMqxsrLjxjyweA2YiPRjo7udmh+CUYKOPz7QMIsO6UHoB4g4RkxMm\nI2je6AJNpa0SkXdGou1cGyp+qjDwDEfn4tmLaBKbMO3GaXpprGTjaIOA+ADUHa9Db0evHmZIZJoY\nMBPpwRXd/WwM191vOL4xvvAM9UTJzhL0dvJFi0jfMt7KACQg8dnRrS5rxN4XC8B0ajJr0jF0aYc9\nnKCkIKj6VKjJrNHbNYlMDQNmIj0Qd4gAjFdO7mqatIze9t6BclFEpB9dF7tw4uMTcA10RcSaiDGd\nGzgvEB4hHijaUoSeNvn3GIynHfZwNBv/2MCELBkDZiI9MGZ3v+EwLYPIMI5/eBy97b2Y+9TcMX+C\npFAoEH1vNHo7elH8XbGBZjg6qj4Vyn8sh/tUd3jO8NTbdQc2/jFgJgvGgJlonNob2lF9rNpo3f2G\n4x/nD/ep7hC3i+jr7pNtHkSWRNWnQubfM2HjaIO4R+N0ukbMvZerZcicllGTVYPulm5Mv1X3dthD\ncfJ2wqSwSag+Wg1Vv+lsbiTSJwbMROM00N3PiM1KhqJJy+hp7UH5vnJZ50JkKYq2FqGlsgWxD8TC\nwcNBp2tMmjEJgYmBKP+xHK11rXqe4egZIh1DIyg5CN2XutFQ0KD3axOZAgbMROMkVzm5oTAtg0i/\njr1+DACQ+MzYNvtdLfreaEgqCQVfFuhjWjop21sGhVKBaTdN0/u1mcdMlo4BM9E4aLr7eYZ6YpIw\nSe7pYPLcyXANcoW4TUR/T7/c0yEya9UZ1ag+Wo0ZS2dgUtj4fr6j7oqClbWVbGkZnc2dqMmoQWBC\nIOzd7fV+/eAkdvwjy8aAmWgc5OruNxyFQoGINRHouthlMnVficzVWBuVaOPo5YgZS2bg3MlzsqQt\nVOyvgKSS9FpObjDPGZ5w9HbkCjNZLAbMROMgdzm5oTAtg2j8LlVfwqlvTsEn2kdvKQzR90YDkKdV\ntiHqLw+mUCgQnBSMS1WX0FLZYpAxiOTEgJlIR3J39xtO0LwgOPs7o3hrMfp7mZZBpIvMjZmQ+iUk\nPpuot0+PhOUC7NzskP95PiSVpJdrjoYkSSjbUwZ7D3sEzA4w2DhByZfLy6VzlZksDwNmIh01FDSg\n5WyLbN39hqOwUqdldF7oxNmDZ+WeDpHZ6WnvQc77OXD0dkT03dF6u661vTUi74jEpepLOHPgjN6u\nO5ImsQktlS0IWRgCK6XhXva58Y8sGQNmIh2V7FBXx5C7nNxQmJZBpLvcf+Wiq7kLsx+fDWt7a71e\ne6AmsxHTMgydjqHhf50/rO2tufGPLBIDZiIdlewsgUKpwIzFM+SeyjWCk4Ph5OOEoi1FbCRAIypI\nLcCmmE142fplbIrZhIJU+UqfyU1SSch4IwNKWyXmPDFH79efkjIFbsFuKPy2EL0dvXq//lAMWX95\nMKWtEpMTJqM+rx5dLV0GHYvI2BgwE+lA090vOCkYDp66NTMwJCulFcJXh6OjsQOVh/nxKA2vILUA\nm9dvRkN+A6R+CQ35Ddi8fvOEDZpP/3AaTSVNiL47Gs6+znq/vsJK3Sq7p7UH4nZR79e/Wl93H84c\nOAOvCC+4BbkZfLzg5GBAAqqPVht8LCJjYsBMpANT6e6nDdMyaDQOv3J4yONpr6YZeSamQVNKLuHZ\nBIONYcy0jKr0KvR29Bp8dVkjKIkb/8gyMWAm0sFA/rIJlZO72tTrp8JhkgOKNhcZdUc+mZfGwsYx\nHbdk9fn1KP+xHFNvnAq/WD+DjeMd4Q3/eH+U7i5Fe0O7wcYBgNI9pQAMn7+sETQvCFAAVWnMYybL\nwoCZaIz6uvtQttd0uvsNx8raCuG3h6PtXBuqjvDFi4bm6O045HHvSG8jz0R+x9643Ab72fE3KhlJ\nzH0xkPolg6e+lO8th9JWianXTzXoOBr27vbwjfZFdUY1y1qSRWHATDRGZw6cManuftowLYO0qc2p\nRUdDx5CPJT+fbOTZyKu9oR35n+fDM9TTKJ8cRa2LgkKpMGhaRlt9G86dPIfglGDYONoYbJyrBSUF\noa+zD+dOnDPamESGxoCZaIxMuZzc1abdNA32HvZMy6Br9Hb0Yuu9WyGpJCQ/nwzfGF8orNRvAIVV\nAqLWRck8Q+PKfjcb/d39SHgmYeD/gyE5+zpj+i3TUZtVi/PieYOMYaxycldjPWayRAyYicZAkiSU\n7Lzc3S/ZdLr7DUdpo0T4ynBcqr6EmswauadDJmTff+zD+eLzSHgmATe/cjM25G7A863Pw8HTAVVp\nVejr6pN7ikbT192HrHeyYOdmh1kPzDLauDH3Xd7896lhVpnL95YDAEJvDTXI9YfDgJkskU4V2QVB\nsALwDoBYAN0AHhFFsXTQ48sB/BFAH4CPRVH84PLx4wAuXX5ahSiKD45j7mQiGgoacPbwWXQ0dsDR\n2xEF4Q4Wuzql6e4XtS7KpLr7aROxNgInPzmJwm8LEZgYaLRxC1ILcPiVw2gsbIR3pDdSXkgx2H0x\nke5BfTj9w2lkvZ0F75neuPnVmweO2zjaIO6xOKT/Tzryv8jHdQ9dJ+MsjacgtQDt9e2Y97t5sHW2\nNdq44SvDYetsi/zP83HjyzfqdWVbUkko21sGZz9n+ET76O26o+EW7AbXQFdUpVdBkiSTT10jGg1d\nWxitAmAviuI8QRASAbwGYCUACIJgA+B1AHMAtANIFwRhO4AWAApRFG8Y96zJZBSkFqBw878/Tmxv\naMfm9bsAwCIDFnNKx9AIWRgCO1c7FH5biEV/XWSUFy9NbV8NTW3fyvRKBM0P0utYVUeqULj53xvX\nLP0eHK+O8x3Y/tB2WNlYYfXnq2HjcGVu65wn5uDIX4/g2BvHMOvBWRYf7EiShGOvH4NCqUDCU4Yr\nJTcUG0cbRKyJQO4/c1GZXokpKVP0du36vHq0N7Qj9hexsnwPg5ODUZBagAulFzBphulujiYaLV0D\n5mQAuwFAFMVjgiDMHvRYBIBSURSbAUAQhDQACwBUAnAUBGHv5XFfEEXxmM4zJ5OgruEacc3xtFfT\nLDJYKdmh7u4XeptxP+IcD2s7awgrBOR9loe6nDoEzA4w2Fitta0o2VmCvb/bO+TjWRuzkLUxywAj\nX3/NEUu9B8dDkiTseHQH2s61YeH/LhyydJpbkBsi10Ti1NencObAGUy7cZoMMzWeswfPoj63HpF3\nRMIt2PCNPa4Wc18Mcv+Zi7xP8/QaMBu7nNzVgpKDUJBagMq0SgbMZBF0DZhdoV4x1ugXBMFaFMW+\nIR5rBeAGoAPA3wB8CGAGgB8EQRAun6NVbW0tcnLqdJzqSNf2N8o4V48FwCLGUtdqvTZgrs+vx89f\n/QzXUFeDjGtMOTk5AIDuC92ozqiG53WeKKwoBCpkntgY2M6yBT4Dftr4EyKeuvb7pStJktBa1or6\nA/U4d+gcWgpbtJ9gBUT/Plpv4wNA/v/kA0PsZ2w41TDwvTMEQ17bUCq3VaL4u2J4xnnC7nq7Yf8N\nbre6AV8De/5rD+a46r89tCnJ+n/qN3Aeiz308j0d6zUkFwl23nbI+zIPvg/4QmmnPdVrtL/bT357\nEgDQ6t0qy73a5tEGADix7QRUMSqjj29qDP09MGZ8MVHpGjBfAuAy6GurQYHv1Y+5ALgIoATqlWcJ\nQIkgCE0A/AGMWCA2ICAA8fGGWRULuHzZ2tpag44zeCwNSxgrMyITGKqMqAQcWncIEasjsODFBfCb\nZbgmAIaUk5OD+Ph4AMCJf5wAJCB+ffzAMXPRG9mLvJfycCHtAuL+ETeuj2j7e/tx9tBZiNtFlGwv\nwcUzFwGo6z5Pu3kahBUCst7JQpPYdM25vlG+WP3Kap3HHkr9znog/9rjPjN9DPZ9GnxfmIsLZRew\n5//2wM7NDr/Y+gutq6lSnIQz755B7aFahHiEwCPEw4gzNZ4LpRew8/BOTJ47GTc/cPO4Uxd0vS+a\nH2jGkb8egXOdMyLXRGp97mh+t/e092BX7i74x/lj/qL5Y56PPqhmqZCxIQMdxR1m97Oib8b4fWHM\n+MKSaXtjo2uVjHQASwDgcg7z4JerIgAzBEHwFATBFup0jKMAHoI61xmCIARAvRLNt0BmbtrCoT+u\nnf/cfATMCUDRliK8d917+HLFl6jJMu8qDeaYv6xh42CDsGVhaC5rRn1u/ZjP77rYhfwv87F5/Wb8\n1fuv+HThp8h8KxOdzZ2IWheF1V+sxnONz+EXP/4CCU8n4IaXbhjyOoao7ZvyQorRxjJXqj4Vtt63\nFb3tvVjy9pIRUw8UCgUSnkkAJCBzY6aRZml8GW9lABKQ+OtEWXO19V0t48yBM1D1qhByS4herqcL\nK6UVguZfeA6iAAAgAElEQVQHoUlsQnujYbsZEhmDrivMWwEsEgThCAAFgAcFQbgbgLMoiu8LgvAb\nAHugDsg/FkWxRhCEjwB8cjmnWQLw0GjSMci0NeQ3AAiGo6cjOps74eTthDVvrkHUuihIknqX9qGX\nD6FkRwlKdpQg9LZQLHhxgd43fhnaQHe/GZ7wErzkno5OItZGqDdpfls4qhX/5vJmiDvUq8hnD52F\nqk/9sar7VHfE3h8LYYWAKSlToLS99iNkTe5w2qtpA1Uykp9PNkhOcdS6KER+24DKw5UDL8wKpQL+\n8f4jnDlxHH71MKqPViNqXRSi7x5dSszMO2Zi33P7cOKjE7jhv26AnYudgWdpXF0Xu3Di4xNwDXRF\nxBr9pSnpwjfaF74xvji96zQ6mjrgOGno7oujVbZHXX/Z2OXkrhaUFISyPWWoOlKF8JXhss6FaLx0\nCphFUVQB2HDV4eJBj+8AsOOqc3oA3K3LeGSamkqaULG/Au5TYq6oXRq1Tv2nQqFA6K2hmH7LdJz5\n+QwO/ekQSneXonR3KabdPA0LXlxgtHat43XmwBn0tvea5eqyRuhtobB2sEbhN4W48U83XrOiJqkk\n1GTVDKRaNBQ0DDw2ee5khK0Ig7BCgE+Uz6hW46LWRRlt051PlA98otSlsxpONUD69gB2PrYTv/jp\nFxZf5WEkNZk1OPhfB+Ea6Iol7ywZ9f8Ppa0Ssx+fjQN/PICTn5w0egUJQzv+0XH0tvdiwYsLTKJE\nZMx9Mdj33D6c+voU5jw+vrzxsr1lsHGykX1hYnA9ZgbMZO50XWEmQvZ72QAwYtUFhUKBaTdNw7Sb\npuHs4bM49KdDKN9Xjor9FZiyYAoWvLgA026eZtKBjSYdQ1guyDwT3dk62cIn2ge1mbX4k82f4B3p\njXm/nQcHTwd1kLyjBO316hVaa3trhC0LQ9iKMIQtC4OLv8sIVzcd3pHeEFYIELeLOPHxCcQ9HCf3\nlGTT096DLfdugdQvYdU/V8HBw2FM58/+5Wwc/vNhZP49E3N/NdcoHfCMQdWnQuZbmbBxtEH8Y6aR\nXxt9dzT2/cc+5H2aN66A+eLZi2gSmxC2LGzIT3+MafLcybCytkJV2ohblYhMHgNm0klvZy9yP8mF\no7cjvCJGn6IwJWUK7tt7H6qPVePQnw7h9K7T+HTRpwhMDMSCPy5A6G2hJhc4S5KEkh0lsHe3R1CS\neaWSDFaQWoDazFoAgNQvoSG/Adse2DbwuKO3I2Y9NAvCCgEhC0Ng62S8Bg76pFAosOTtJaj4uQL7\nfrcPYUvD4OznLPe0ZLH3d3tx4fQFJP4mEdNuGnt5OCcfJ0TfHY2T/ziJ0z+cRthS8/2EZbCirUVo\nqWzB7Cdmj/lNhKG4BLgg5OYQlP9YjgtlF+A53VOn62jSMeQqJzeYrZMt/K7zQ21OLXo7e6+p+U1k\nTtgam3RS+E0hOi904rqHr4OVcuy3UWBiIO7+/m48mv0ohJUCqo9V44slX+DDuR9C3C5CkoaoEyaT\nhvwGtFS2IPS2UJP46FZX6prZ13L0dsRDRx7Cb+t+i5UfrVR3HzPTYFnDNdAVN796M7ouduGHp3+Q\nezqyKNlZgpx3c+AT7YOb/3zzyCcMI+EZdSpGxpsZ+pqa7DLeUP9bEp42rTSTgc1/n+m++a9sr+kE\nzIA6LUPVq0JtVq3cUyEaFwbMpJPsd7MBBcb9cWZAfADWfbcOG3I3IPKOSNTm1CJ1ZSreu+49FH5b\nCEklf+As7hABmGd1jMHUNbOv1dXchaB5QTq98TFlcx6fg8B5gSj8pnDgezhRtDe0Y/vD26G0VWL1\n56thba/7h4l+sX6Ycv0UlO8rR8OphpFPMHE1mTWoOlKFGUtnmNwG3ojVEbBxtEH+Z/k6LRqo+lQo\n/7Ec7lPd4Rmq2wq1vg3OYyYyZ5b1CklGcS73HKqPViP0tlB4TNNPfVbfGF/c8fUdeKLgCUTfHY2G\n/AZ8c8c32BSzCflf5kPVL1/h+4HufovNp7vfULwjvcd03NwprBRY8eEKWNlYYdcTu9B9qVvuKRmF\nJEnY/sh2tDe04+ZXb4ZvtO+4rzmwyvyW+a8yH3td3WA28dlEmWdyLVtnW4SvCseF0guoyRh7Gc6a\nrBp0t3Rj+q3TTSa1TZPGVpXOPGYybwyYacyy31Vv9pv9+OwRnjl23pHeWP35avyq6FeIvT8W54vP\nY8vdW/BO5DvI/Vcu8j7Pw6aYTXjZ+mVsitmEgtShuqboT3dTN2oyaxCcHGwyuY66moj1ijXl7C5V\nX8L+F/bLPR2jOP7hcZTsKMG0m6bpLSgUVghwn+qOvE/z0HmhUy/XlMOl6ks49c0p+ET7YNrNptny\nW5OWkftp7pjPHchfvsU00jEAwNnXGZ6hnqhMrzSJTwyJdMWAmcaku7Ub+Z/lwzXIFTOWzDDYOJPC\nJmHVJ6vwVMlTuO6R69Bc3ozv7v8OW+/diob8hoFNa5vXbzZo0NyQ3gBI5p+OAajLvK35cg18Y3xh\nZW0F3xhfrPlyjdFKv8kl5YUUeIV7IeudLFQdtexVrqbTTdjz7B7Yu9tj5Scr9VbVwkpphblPzUVf\nZx9yPjC/luAamRszIfVLSHxW3kYl2oQsDIGTrxNOfXUK/T39Yzq3bE8ZFEqFyb0ZCEoKQndLt0Wk\n9NDExYCZxiT/83z0tPUg/rF4o+S8eoR4YMUHK/BU6VNw8Bx6hfe7+7/DPxb8A9+u+xa7f70b6f+b\njtxPc1H+ozrnsvNC55jzAQtSC7ApZhNy/6Re5bGUclpR66KwIXcDXux9ERtyN1h8sAwA1nbWWP7B\nckACdjyyY8xBiLno7+3H1nu3orejF0s3LYVbkPZufmN13UPXwcbJBlkbs9Dfa37/D3vae5Dzfg4c\nvR1H3bxFDlbWVohaH4XOpk6U7i4d9XmdzZ2oyaxBYGIg7N3sDTjDsdPkMTMtg8wZy8rRqEmShOxN\n2bCytsJ1D19n1LHdp7ijq6VryMf6e/rVG0q0xMRKOyWc/Zzh4u8CZ39nOPs7wyXAZeBrzZ9O3k44\n9fUpbF6/+Yrz9/5mL1z8XSZEgGmJgpODEb8hHjnv5iDtf9Jw/R+vl3tKenf4z4dRk1mD6HuiDXKf\n2rvbY9YDs5D1dhaKtxZj5p0z9T6GIeX+KxddzV1Y8McF49oEaQyx98Ui440M5H2aB2HF6Gq/V+yv\ngKSSTCodQ2Pwxr/ZG/SfykdkDKb9W4NMSvXRatTn1SNybaQsjSy8I70vt+K+km+MLx7LeQztDe1o\nrW1Fa10r2uraBv4c/Pfa7NqBFs9DUSgVw35Um/ZqGgNmM7bwfxaiZHsJDv/5MCLviIR3hOVsdqw+\nVo1D/30IbsFuWLJxicHGmfvUXGS9nYWMNzPMKmCWVBIy3siA0lY57i56xuB3nR+8I70h7hDRdbEL\n9u4jrxiX7lGvRptKObnBJgmT4DDJgZUyyKwxYKZR02z2i98gT2eslBdSrln5BdSb1qysrdQrxgHa\nA3lJJaGjqeOKIPrqwHq4jw2HK8tG5sHezR5L3l6Cr27/Cjsf24kHDj5gEak2PW2Xu/mpJKz616pR\nBVe68hK8MGPJDJzedRq12bUjdvk0FaW7S9FU0oTY+2PNoomNQqFAzH0x2P/8fhR+W4i4R7R3q5Qk\nCeV7y2HvYW+S3xOFQoHgpGCI20Vcqr4E10BXuadENGbMYaZR6WjqwKmvT2FS2CSdOobpgz42rSms\nFHDydoJvjC9Cbw3FrAdmIeX5FCx+azHu+OYOPJT2EHyifYY811LLr00k4avCEbE6ApVplch533w3\nrw22+9e70VzWjPnPzcfU66cafDxzbGQyUEru16ZXSm44mjzrvE9HbmLSJDahpbIFIQtDTLaeelCy\nurxcZTpXmck8meZPFpmck5+cRH93P+J/GS/r7nJjbFqbiOXXJpLFf18MOzc7/Pj7H3Gp5pLc0xmX\n4m3FOPHhCfjG+uLGl280ypghi0LgFeGFgq8K0FrXapQxx6M+vx7lP5Zj6o1T4RfrJ/d0Rs0t2A1T\nb5iKs4fO4uLZi1qfa2rd/YYSnMQGJmTeGDDTiCSVhJx3c2Btb41ZD8ySezoGN3glW6FUTJjyaxOF\nS4ALFv3vInRf6sYPT5lv2+y2c23Y8cgOKO0ud/OzM06GnUKhQMLTCVD1qgbStEyRptLNu7HvAgD8\n4/xlntHYaWoy53+er/V5plh/+Wr+8f5Q2ilZKYPMFgNmGlHFTxW4UHoBM++aOWxpN0ujWclemrF0\nwpRfm0jiHolDcEowircWo2hLkdzTGTNJkrD94e3oON+BhX9ZCJ+ZQ6cRGUrMfTGwd7dH9qZs9HX1\nGXXs0ShILcDm9ZvVm4QvV885+tpRgzc60reINRGwtrdG3qd5w5bG7Ovuw5kDZ+AV4aX3UoL6ZG1n\njclzJ6M+tx7drROj6yZZFgbMNKLsTZc7+7EcEFkIhZUCyz9YDqWtErue3IWui0OXLDRV2e9m4/Su\n0whZFIKEpxKMPr6tky3iHotDR2OHSQahh185POTxtFfTjDyT8bF3s4ewQsD54vOoO1435HOq0qvQ\n29Fr0ukYGkFJQZBUEqqPVcs9FaIxY8BMWrXWtqJ4WzH8ZvlhcsJkuadDpDdeghcWvLgAbXVt+PEP\nP8o9nVE7L57H3t/uhb2HPVb+Q3/d/MZq7q/mQqFUIOPNjDE3BjK04SramGOlG01axnCb/wbKyZlw\nOobG4HrMROaGATNpdfzD45D6JcRvkHezH5EhJP1HEnyifJDzXg7OHjor93RGpOnm19fZh+XvL4fr\nZPnKc7kFuyHi9gicO3kOlYdNKwAarmyZOVa6mX7rdDh6OaLgy4Iha8iX7SmD0k5plAop4xU0X10p\noyqNecxkfhgw07BUfSoc/+A4bF1sTbqVLJGulLZKddtsBbDjsR0mmY872MGXD6I2uxaxv4hF5NpI\nuadjkiXmGgsb0VbfNuRj5ljpRmmjxMx1M9He0I6yfWVXPNbT1oP63HpMSZkCG0cbmWY4eg4eDvCe\n6Y3qjGqzbK9OExsDZhpWyfcluFR9CTH3xsDOxU7u6RAZRGBiIOY+ORdNYtOwua+moOpIFdJeSYP7\nVHcs/vtiuacDQJ2T6h/nj+LvinHxjPbSZ8bQeaETqStT0d/Vj7lPzx1XzXZTEntfLIBr0zIulF0A\nAITcEmL0OekqODkYve29qM+tl3sqRGPCgJmGlfOuurEDN/uRpbvpzzfBNcgVaa+moaHg2vbrcutu\n7VZ385PU3fzsXE3jDaxCoUDCswmQVBIyN2bKOhdVnwrf3vUtLpReQPLzyVj85mKD12w3loA5AfCc\n4Yni74rR1/3vT0Gay5oBAKG3hso1tTGbSHnMmtKG3yd8j00xmwy6QbahoAFZm7Jw8OWDyNqUZZKb\ncU2Z5nulDQNmGlJzeTNK95QiaH4QfGN85Z4OkUHZudhh6TtLoepTYcejO6DqvzZXVE67n9mNixUX\nkfyHZExJmSL3dK4w886ZcPJ1wvEPj6OnrUe2eex9bi/KfyxH2LIw3PTfN8k2D0PQtMru6+zD+aLz\nANSlBZvLmuHs5zxsd1JTFJR0OY/ZwusxDy5tKPVLaMhvwOb1m5H1dhZa61rRVt+GjvMd6GzuRPel\nbvS09aC3sxf9Pf1Q9anGtJG2ILUAhZsL0d7QDkmS0N7Qjs3rNzNoHqUrylBqYZxK92R2ct7PASRg\n9uNcXaaJIWxZGGbeNROnvjqF7E3ZmPvkXFnnU5BagMOvHEbjqUZIKgnuU91xw0s3yDqnoVjbWWP2\n47Nx8KWDyP1XLuY8Mcfoczj5yUlkvJEBrwgvrP58tWyVQwwp5p4YHPjjAdTn1cNvlh/azrWhp6MH\n09dON6sN2e5T3eES4ILKtEpIkmRWcx+LQ386NOTxXU/uwq4nd43uIgp1CUwrpRUUSsWwf+843wHg\n2g61aa+mmfUnK8Yy2lQ8Bsx0jb7uPpz46AQcJjmYxMYiImO57c3bULa3DPuf3w9hpSBbIwjNisdg\nF89cRNGWIpN8AZy9YTbSXklDxlsZmL1htlED1qqjVdj5y52wd7fHum3rTCZdRd88QjwQlBSEn9Ob\n0X2peyAdwxzqLw+mUCgQnByMU1+fQnN5Mzyne8o9Jb1qrWtFxpsZw5cwVKg/lZH6JUgqCap+1TV/\nV/WrIKmkUf+9rW7oTa7mWEZRDqP9/8SAma5RtKUIHec7MO9382Btz1uEJg5nX2fc8tot2P7Qdux6\nYhfWbV8nywrYof8eenXKVFeMnH2dEbUuCrn/ykXpnlLMWDzDKONeqrmEr1d/DVWfCmu/WotJMyYZ\nZVy5xNwXA6S3oT6//t8b/haaz4Y/jaCkIJz6+hSq0qssJmBuOt2EI389gtx/5qK/px8KpQJS/7Vp\nFb7RvlibulavY2+K2QQM0T3dHMsoysE70nvEdAyAOcw0BE1nv/jH4mWeCZHxzXpgFqbdNA0lO0tQ\n+E2hUcduqWzBvv/Yh8ZT5td4w9gl5no7e/HVqq/Qdq4Ni/62yCwad4zXzDtnwsrKCudOnENLZQtc\n/Fzg5OMk97TGzJI2/tVm1+KbO77BRmEjjn9wHK5Brli6aSlWfLxiyOcborRhygvXpmMYaixLFPdI\n3Kiex+VDI2ooaMDZw2fR0dgBR29HFIQ7mNxqUUNBAyoPVyJkUYjFr9YQDUWhUGDZe8uwKXoTfnjq\nB4QsDIGDp4PBxpMkCVXpVch4MwNFW4sg9UvDrk6Z8oqRf5w/glOCUbanDOeLz8Mr3MtgY0mShB2P\n7lDXpL4/FonPJhpsLFPi4OEAJz8ntNa2AgC6LnWhILXA5F5HRuIb4wtbZ1uzDZglSUL5vnKk/yUd\nFT9VAFDf/0m/T0LEmghYKdVrkda21urKO6ca4DPTB8nPJxvkexW1LgqR36pfu9sb2iFBwrzfzjO7\n+0IOkiTh9PenAQCuwdobQTFgNhL1LtbzA1+rd7GqE/9N6abOfk+9usxScjSReYZ64vqXrsf+P+zH\n3uf2YuVHK/U+Rn9PPwq+KkDGmxmoy6kDAPjN8kPCMwlQWCnw3f3fXXOOqa8YJTyTgMrDlch4KwNL\n31lqsHGO/O0I8j/PR2BiIJa9u8xiN45drSC1YCBYBoDejt6BXHdTeh0ZiZW1FQITA1H+Yzk6mjrg\nOMlR7imNiqpPhcLNhUj/SzrOnTgHQJ0Sk/T7JEy7edo192HUuihErYtCTk4O4uMN+4mtT5QPfKJ8\n0HauDdnvZZv0p1GmJO+zPJTtLUPobaG4e9fdOH78+LDPZcBsIJIkoeVsC+qO16HueB0y3soAMO+a\n55lSTmJPWw/y/pUHlwAXhC0Pk3s6RLKa95t5KPiyACc/PomYe2Iw7aZperlue0M7st/NRvambLSd\na4PCSoHw28OR+GwiglOCB150lbZKpL2ahsbCRnhHehtsdUqfwleGwy3YDbn/zMVNf74JDh76X5k/\n/cNp/Pj7H+Ey2QV3brlzQu2zUO/mj7jmuCm9joxWUHIQyn8sR9WRKgjLBbmno1VvZy9OfnISR/92\nFM3lzVBYKTDzzpmY/x/zERAfIPf0ruDs5wzXQFeU7j6I5opmeEzzkHtKJqu9sR17fr0HNo42WLpp\n6YhvvCfObxoDklQSLpRdGAiOzx0/h7rjdei80Dniuab0LrAgtQDdl7qR8GwClDZKuadDJCuljRIr\nPlyBDxM+xI7HduDx/Mdh46B7++FzJ88h480M5H+Rj/6efti52iHxN4mY++TcIV/UNKtT5sTK2gpz\nn5qLfc/tw/EPjyPpuSS9Xv+8eB6b12+G0laJu7beBRd/F71e39SpXy+uDZhN6XVktAbnMZtqwNzZ\n3Imsd7KQ+VYm2hvaobRTIv6X8Zj/u/nwDDXdzYoBswOAauD4B8dx8ys3yz0dk7X3N3vR2dSJW/7v\nFrhPdR/x+QyYx0jVr0KT2ITanNp/B8cn6tDTemXBfs9QT4QsDIFfnB/84/yx+9ndwBD7hzxnmMYP\nnSRJyN6UDYWVAvGPcrMfEaB+4Ul4NgHH/u8YDr58EAtfXTim81X9KpTsKMGxN47h7MGzANQ/8wlP\nJyD2/liLbDl/3cPX4cD/O4CsjVmY9+t5sLLWz97yrotdSF2Riu6Wbtz+2e2YPGeyXq5rTrwjvS2m\nGkJgQiAUSoVJNjC5VH0JR18/iuPvq5vx2LnZIfn5ZCQ8nQBnP2e5pzci70hv2B+0x4mPT+CGl26A\n0pYLYFcr3VOKvM/yEDAnAAlPJ4zqnAkfMA/eiFfjXXPFRrz+nn40FjYOrBzXHa/DuZPn0Nf579ak\nUABe4V7wj/NX/xfvD79ZfrB3s79inOtfvB7frD+Pq/V29qKnrQe2zrYG/XeOpDZb/QZAWCnANVB7\n4jvRRHLjyzeieEsxjvz1CKLWRcEv1m/Ec7paunDioxPI3JiJixUXAQAhi0KQ8EwCZiyeYZGNNTQc\nPBwQe38ssjdlo3hbMSLXjL+Wu6pfhc3rN6OppAnzn5uPmHti9DBT85PyQgq+GuJ1xNRz24di62wL\nv1l+qM2qRV9Xn0mk1jQWNeLIX48g77M8qHpVcAlwwfX/73rEPxZvVvW9lTZKzHpgFo69fgzF24ox\n846Zck/JpPS09+D7Dd9DoVRg+QfLBzZpjkT+O1RGw23Ey/kgBz2XelCfV4/+nv6BxxVKBXxm+gwE\nxv5x/gO7fUdyxS7WxnY4eTthatRUnPnpDLbcswV3brlz1N80Q9CUkmNnP6Ir2TrZYum7S/H5bZ9j\nxyM78PCxh4d9btPpJmS8lYHcT3LR09YDawdrxD0Wh4SnE+Az03zaF49XwtMJyN6UjYw3M/QSMO9/\nfj9Kd5cidHEobn514n7EPNTryJo315hd6o5GUFIQ6nLqUJtdO5CiYWgDHTQv7w1IeSEFblPckP6X\ndIjbRADAJGGS+o3ZvTGwtjPPMCn+l/E49vox5Lybw4D5Kj//8WdcPHMRSX9IGtUCiIZ53gl6MtwG\nijM/nYHSVgmfaJ+BwNg/zh++0b7jehes2cWqce9/XofPF38OcbuIH3//I2752y06X3s8Ops7UZBa\nAI8QD0xfZPm1TInGKvTWUMTcG4O8z/KQ8VYGbBf8+02yJEmo2F+BjDczUPJ9CSABroGuSPnPFMQ9\nGmc2FQD0ySvcC9NvnY6yPWWoO14H/zh/na+V91kejvz1CCYJk7DmizWyLiyYgqtfR6LWyTiZcQpO\nDkbmW5moTK80SsB8dQfNhvyGK76enDAZSb9PQvjKcLP/FMhL8MLUG6ei4qcKnBfPw0swXJlHc1KT\nVYOMNzLUlZD+eP2Yzp2wAbOkki43B7g2YLaytsLzrc8bPO9HaaPEnd/eiY/mfYSjrx2F5wxPzP6l\n8Vd4c/+Vi77OPsT/Mt7sf0kQGcot/3cLir4rwt7f7oVCoUBGZAYCEwNRfbR6oNFI4LxAJD6biPDb\nwyf8xtnEZxNRtqcMGW9mYNU/V+l0jZqsGmx/ZDvs3Oywbts62Lvbj3wSmY3gJHWQXJVWBfze8OOp\nF8muZetii/U71mPKgikWVaJw9obZOPPzGeS8n4NbX7tV7unIrr+3Hzse3QFJJWHZ+8vGvIl7Qr5V\nr8mswUfzPoKkurYxAKBOmDdWkry9uz3u/v5uOHo5YtevdqFsX5lRxtWQJAk57+ZAaavErAdnGXVs\nInNSsb8CvW29gHT5DXdBI058eALni84j+u5oPJLxCB4+8jBm3jlzwgfLADD9lumYJExCQWoB2urb\nxnx+a10rvlr1Ffp7+rHmyzVcIbNALgEucJ/mjsr0ymFfj/WluaIZDQVDtz/u6+zD1OunWlSwDADh\nq8Lh5OOE3E9y0dvZK/d0ZHf0/46iPrcesx6ahWk3jr1M6IQKmNvq27Dt4W34MOFD1GTWIHBe4JDP\nM/YGCo8QD9z13V2wUlrhmzu+MWqJoLMHz+J88XlEro2Ek7f5tVglMpbhVqcmCZOw+vPVmDx34lVt\n0EZhpUDC0wno7+lH9rvZYzq3r6sPX93+FVprW7HwLwsxY/EMA82S5BacHIyu5i6cL752M+N4SSoJ\npXtK8eXyL/HW9LeAYWJyc6wyMhpKWyVmPTQLnRc6UfjtEGW6JpALpRdw8KWDcPJxwi1/1S39dUIE\nzP29/Tj2xjFsDNuIkx+fhE+0D+4/cD8ePvIwItdEwtnHGQqFAs4+zljzpTwbKIKTgrHyHyvR3dKN\nL5Z9gfaGdqOMq3kh42Y/Iu2GeyN74fQFI8/EfMT+IhZ2bnbI3pSNvu6+kU+A+lOvnRt2oiajBjH3\nxmD+7+YbeJYkp8H1mPWlq6ULx948ho3hG/H5bZ+jZGcJJs+djDlPzBny+eZYZWS04h+NBxRAzrs5\nck9FNpIkYecvd6Kvqw+L/74YDp66NVSy+Bzm8v3l2P30bjQWNsLewx6LNy7G7F/OHqgNqtlAUVtb\ni4CAAFk3UETfHY2m0004+NJBpK5Kxf0/3W/QUjtt9W0o2lIE75neCEoKMtg4RJbAO9IbDfnXfqRr\nqatT+mDrbIu4R+Jw9LWjOPX1KcTeFzviOcfeOIbcf+YiYHYAlr0/cdpeT1Sa157KtErEPza+HgAN\nBQ3IfDsTeZ/mobe9F0o7JWLvj8WcX80ZqNsdnBJsdh00x8MjxAOht4aidHcp6vPq4RvjK/eUjO7k\nJydR8VMFwpaFIfIO3av2WGzAfPHMRez97V4UbSkCFOoSKzf9901w9DLtHevX//F6XCi5gPwv8rHt\nwW1Y/cVqg71gnPj4BFS9Ksx+fDZflIhGkPJCyhU76jUseXVKH+Y+ORfHXj+GjDcyEHNvjNbfNWV7\ny7Dvd/vg7OeMu767a1ydFck8eEd4w97DXucGJv29/RC3icjcmDnQHMgt2A2zX5yNuIfjrnnNN8cO\nmuMVvyEepbtLkf1eNpa+vVTu6RhVW30b9v52L2ydbbHknSXjinUsLmDu7exF+l/Skf6XdPR19SFo\nfjVFTs4AAB9pSURBVBAW/33xuMoaGZNCocCKj1bg4tmLKEgtgGeYJ278rxv1Po6qX4Wc93Jg42iD\nmHsnZhMAorHQvMimvZqGhlMN8JnpY/GrU/rgPtUd4avCUbSlCFXpVcOWD2s63YRv7/oWVtZWuGvr\nXXCdzAZKE4HCSoHgpGCU7CxBa20rXAJG1+68rb4Nxz84jux3s9Fa0woACFkYgjlPzkHYsrAJX35w\nsLClYXCZ7IK8T/Ow6C+LZG+UZky7n9mNruYuLP77YrgFuY3rWhYTMEuShKIt6pJPLWdb4OzvjEX/\nuwjR90Sb3eqptb017tp6Fz5K/AiHXj6ESWGT9N7ZqmxPGVrOtiDu0bhruhIS0dA0q1M5OTmIj2cL\n+dFKeCYBRVuKkPFmxpABc/elbqSuTEXXxS6s/MdKBCYOvSGbLFNQUhBKdpagMr1Sa5MNSZJQfawa\nWW9n4dTXp6DqVcHWxRZznpyDOU/MgXcE06OGYmVthbhH43DwpYPI/zJfndc8AZR8X4JTX51CYGKg\nXvZpWUTA3HCqAbuf2Y2K/RWwsrFC0u+TkPKfKbBzMZ9Wlldz8nbC+p3r8dG8j7D9oe1wn+Ku18Lu\nA539NnCzHxEZVnBKMPxm+aFoaxFaKlvgFvzvlR5Vvwpb7tmC80XnkfBsAmY9wPKWE43mta0qvWrI\ngLm3sxcFqQXI2piFuuN1AACvCC/MfXIuYu6LMevXemOJeyQOh/50CNmbshH3SJzZLSSOVXdrN75/\n/HtY2ViNqf21NmYdMHdd7MKB/zqAzL9nQuqXELo4FLe9cRsmhU2Se2p64R3hjTs334nPb/scqatS\n8UjGI/Cc7jnu6148exEl36t3DZtLqgoRmS+FQoGEZxKw7cFtyHw7E4v+smjgsZ9f/BklO0sQsihE\n53JPZN4CZgdAoVQg5/0cZG7MHGhZHZgYiKxNWTjx4Ql0XuiEwkqB8NvDMffJuZh6o+XVTTYk18mu\nEJYLKP6uGLXZtQObIC3VT//5Ey5VXcKCFxdc0RlzPHQKmAVBsALwDoBYAN0AHhFFsXTQ48sB/BFA\nH4CPRVH8YKRzxkJSSTjxjxPY//x+dDR2wGO6B2574zbMWDrD4n6AQm4OwZJ3lmDnYzvxxdIv8PDR\nh+HgoVtJFI3jHxwHJPVGACIiY4haF4Uff/8jjr9/HNf/8XrYOtmiILUAaa+mwWO6B9amrh2oXkQT\nS/F3xZD6JfR1qksPXt2y2tHLEcnPJ2P2htlXfDpBYxO/IR7F3xUj+91siw6Yq49VI3NjJiYJk5Dy\nQorerqvrCvMqAPaiKM4TBCERwGsAVgKAIAg2AF4HMAdAO4B0QRC2A0ga7pyxqM6oxg9P/YDarFrY\nONrgplduwrzfzIO1nVkvlmsV/2g8mkqacPRvR/HN2m9wz+57dO4k1t/Tj+MfHoe9uz2i7uJmJSIy\nDmt7a8RviMehlw9ho7ARbefaIKkkKO2VWL99vc61Ucn8DdcUyNrBGsveW4aZd8w0aInViWL6oulw\nn+aOU6mncOtrt1pkq/n+HnX7a0jA8g+W6/W+0fXtfDKA3QAgiuIxAIMTYSMAlIqi2CyKYg+ANAAL\nRjhnRG31bdj24DZ8lPgRarNqEbU+Ck+KTyLl+RSLDpY1Fv7PQoSvCkfFTxX4/vHvIUm6tREt3laM\n9vp2xN4fC5v/396dx0dZ3Xsc/0wImwSIyG4RFOQHIQIaNKgg3IooImpFJSDgggtWabHaBYVq8VZb\nvFbtvQoKKIiCXtBWhaJU1EIQsAkgS+QIdUEJNewmQPa5f8wDN4bJJCSZTCZ83/84Oc/znHOeeR2H\n7zxznuecokc2iUjNadou8ASE7J3Z+Iv84Iei3CK+2/hdhHsmkVTWokDFBcX0GtNLYbma+GJ8JN2V\nRMHhAja+sjHS3QmLVdNWkbU5i6S7kujYv2O11l3ZUdgMOFji7yIzi3XOFQbZlg00L+eYkFKnpVLv\nDx9SnFdMs67N6PHLHpx27mls+24bVPFzNjOzXYnXmaSn76pahRVsCzjhtjrd34ldW3exfvZ6cpvk\n0nls5xNua/W01QA07t+Y9PTqWfmnqudV21XX+yThE4kxqHFx4lY8uSJo+bLfLiPv7Lwa7k14hHtc\n1MXP27gz48jenn1ceZMzm9SZ/89qy7iIOS8GX6yP1KdSiekbU6emseZ8lcOKqSto2LIhLUe2rPb3\nvLKB+Xug5MMSY0oE39LbmgIHyjkmpMIjhRRTTO/bejPs+WHVOs+tffvAf4+u9JeU1L7a6i6rraMq\n01bC8gRmXjCTz/77M84ZeA7df9K9wm3t2bqHxWmL6TSwEwOGDzjhtstSHedVW+nxYdGhpsegxkXl\nLPlySdDyQ18eqhPvZ02Mi7r4edvw0YZBFwUaPHUwiUnRP3Wwto2LXdfvYvNrm2md27pan74VSf5i\nP3N/MZfigmKuef4aug8Ino3KEypkVzZ5rgKuBPDmI28qse0z4Gwza2FmDQhMx1hdzjEVsitt10l/\nU0jT9k0ZtXgU9U+pz5s3vUlmemaFj0173nuUXDU8j1BE5ESVtYy4lhc/uSWmJDJ8wXDa9GxDTGwM\nbXq2YfiC4VoUKEyO3vCfNiMtwj2pPutmrePrFV/T7dpudL+ucmG5PJVNn38Bcs3sYwI3+N1nZqPM\n7E7nXAHwC+A9AkH5RefczmDHnGijZc1zOtm07d2W4QuGU5hbyIJhCzj4zcFyjyk4UsCncz6lSZsm\ndLu2Ww30UkTkh8q6Y13Li0tiSiLjPx3PlIIpjP90vMJyGHW8pCMtu7UkY2EGh/ccjnR3qix7VzZ/\n/9XfadisIUP+Z0jY2qnUlAznXDEwvlTx1hLb3wHeqcAxJ0RXIf6fDTMu/9PlvHffeywYtoBbV94a\n8uHtW17fQu6BXPo92I96DSr3hA0Rkaooubz47ozdtEpopeXFRWqYz+cjaXwS7018jw1zNnDRAxdF\nuktVsnTCUvIO5jF0+lCand4sbO1E1a2nugrxQ8k/T2bv53tJm57GGyPfIOWtlDJXs0mbkQY+SLoz\n+ucJikj0Orq8uIhETq+xvVj+m+WkP5/Ohb+4EF9MdN78t/WvW/nsjc84o98ZYc83UTEhOK51nOYz\nBeHz+Rjy5yF0HtyZbUu2seyBZUH3y96Vzc61Ozn7yrOJ7xhfw70UERGR2qTxqY3pMaIH+7bv48sP\nvox0dyol92Auf7vnb9RrUI+rXrgq7KE/KgJzn7v7KCyXISY2huv/93paJbRi7dNr+edz/zxun8y0\nwI2ButlPREREAPqMD2SCaL35b/mk5WRnZtP/of606h7+KbtREZgltEbNGzFqySiatG7C0p8tZfu7\n/7/ieGFeIVmbsmjesTldrugSwV6KiIhIbXF68um06dWGrX/dSnbm8c/Brs12pO4gbXpa4D6I39TM\ndF0F5joivlN8YA5zbAwLb1zIoaxDAHy38TuKCopIujOpzPnNIiIicnLx+Xz0Gd8Hf5Gf9S+uj3R3\nKqwwrzCw/LUPhs0aVmMPMlCCqkN+1PdHXDv3WvKz89kwZwOfPPsJ2/62DYDGLRpHuHciIiJSm5xz\n0zk0iGtA+gvpFBcVR7o7FZL6eCp7tu7h/J+eT4cLO9RYuwrMdUziiEQSbkig4EjBD56vuOTuJWx+\nbXMEeyYiIiK1ScOmDTnnpnP4/pvv2b50e/kHRFjWlixWPraSpqc35dLHLq3RthWY66A9W/cELU99\nPLWGeyIiIiK1WdJdgcexpT9f9rLQtYG/2M/iOxdTXFDM0OeG0rBZ2WtPhIMCcx1U1oqIWilRRERE\nSmp3bjtOTz6dz5d8zoGvD0S6O2VKm5HGNx9/Q8INCdjVVuPtKzDXQWWtiKiVEkVERKS0PuP7gB/W\nzVoX6a4E9f233/P+b96nUXwjhvw5fMtfh6LAXAf1f7B/0HKtlCgiIiKl9bixB43iG7F+1nqKCooi\n3Z1jNr+2mek9p/PUGU+Rn51Pwg0JxLWNi0hfFJjroMSURBKGJxDXOg6fz6eVEkVERKRM9U+pT6+b\ne5Hz7xzc2y7S3QECYfmNkW+QtSkL/IGydTPXRewBBrERaVXCrnVia1ontj72d2JKBDsjIiIitVrS\nXUmsfWYt6TPSSRieEOnusPKxlUHLUx9PjcgFQF1hFhERETnJtereio4DOvLF+1+wd9veSHen1j3A\nQIFZRERERAI3/wHpL0T2EXO71u/C5/MF3RapBxgoMIuIiIgI3X7SjVNancKGlzZQmFsYkT78a9m/\nmHPJHIoLg688GKkHGCgwi4iIiAixDWPpfWtvjuw9QsYbGTXe/oY5G5g/dD5FBUXcsPAGhi8YTpue\nbYiJjaFNzzYRfYCBbvoTEREREQCS7kzi42kfkz4jnZ439ayRNv1+PyseXcFHD39E4xaNSXkrhTP6\nnQFQa57wpSvMIiIiIgJAi84t6Dy4MztSd5C1OSvs7RUVFPHOHe/w0cMfEd8pnttW3XYsLNcmCswi\nIiIickzS+CQA0p5PC2s7+Tn5vHb1a6yfvZ5257Vj3OpxtOzWMqxtVpYCs4iIiIgc0/WqrjRt35SN\nL28k/1B+WNrI+XcOcwbMYfu72+kypAu3/OOWiK3iVxEKzCIiIiJyTL369Tj39nPJ+z6PLa9vqfb6\n92zdw+wLZ7Nr3S7Ovf1cRr49kgZxDaq9neqkwCwiIiIiP3De7efhi/GRNqN6p2XsSN3B7Itmc+Cr\nAwycOpBhLwwjJrb2x9Ha30MRERERqVHNOzSn61VdyfxnJpnpmdVSZ8aiDF4e9DL52flc89I1DJgy\noMwFSmobBWYREREROc7Rm//Sn6/6yn9rnl7DwhsXUq9+PUYtGUXvW3pXuc6apMAsIiIiIsfpPLgz\n8Z3i2TR/E7kHcytVh7/Yz7v3vct7971HXNs4bl15K50Hd67mnoafArOIiIiIHCemXgzn3XkeBYcK\n2PTqphM+vjC3kEUjFrH26bW07N6ScavH0bZ32zD0NPwUmEVEREQkqHNvO5eY2BjSZqTh9/srfNyR\nfUeYd9k8MhZl0PGSjty26jbiO8aHsafhpcAsIiIiIkHFtYmj+3XdydqUxberv63QMQe+OsCLF7/I\njtQd9BjRg9HLRtP41MZh7ml4KTCLiIiISJmOrfxXgUfMZaZnMqvvLPZs3cOFD1zI8PnDiW0YG+4u\nhp0Cs4iIiIiUqdPATpzW9TS2/O8WDu89XOZ+25ZuY86AORzKOsQVz1zB4CcG44uJjsfGlUeBWURE\nRETK5PP5SBqfRFFeEZ/O/TToPutmr2PBsAX4i/zcuOhGkn+WXMO9DC8FZhEREREJqffNvanXsN5x\nN//5/X4+fPhD3rn9HRo1b8TY5WPpfl33CPY0PBSYRURERCSkxi0a0+PGHuzbto+vPvwKgKKCIt4e\n9zYrpq4g/sx4bvv4Njpc1CGyHQ2T6J+FLSIiIiJh12d8HzbO28jr171Ofk4+9RvXJz8nn/Z92jNy\n8Uji2sRFuotho8AsIiIiIuU68PUBAPIO5gGQn5MPwPn3nF+nwzJoSoaIiIiIVEDq46lBy9c8taaG\ne1LzFJhFREREpFy7M3afUHldosAsIiIiIuVqldDqhMrrEgVmERERESlX/wf7By3vN6lfDfek5umm\nPxEREREpV2JKIhCYy7w7YzetElrRb1K/Y+V1mQKziIiIiFRIYkriSRGQS9OUDBERERGREBSYRURE\nRERCUGAWEREREQmhUnOYzawx8ArQGsgGbnbO7S61zx3AXUAh8J/OucVm5gO+BbZ5u612zk2qbOdF\nRERERMKtsjf93Q1scs49YmYpwGTg50c3mllb4GdAH6ARkGpmfwc6AOucc8Oq1m0RERERkZpR2cDc\nD5jmvV4KTCm1/QJglXMuD8gzs+1AT+As4HQz+xA4AtznnHPlNZaZmUl6+q5KdrW8utvVSDul2wLU\nVpRIT0+PdBekHJEYgxoXEky4x0Vd/7ytqzQuol+5gdnMxgH3lSr+Djjovc4Gmpfa3qzE9pL77AIe\nd84tNLN+BKZ1nF9eH9q3b09SUvvydquU9l61mZmZYW2nZFtHqa3aLz09naSkpEh3Q8pR02NQ40KC\nqYlxUZc/b+sqjYvoEeqLTbmB2Tk3G5hdsszM3gSaen82BQ6UOuz7EttL7pNBYE4zzrlUM2tvZj7n\nnL+8foiIiIiIREJln5KxCrjSez0EWFlq+ydAfzNrZGbNge7AZuBhYCKAmfUCvlFYFhEREZHarLJz\nmKcDc80sFcgHRgGY2S+A7c65t83szwSCdAzwkHMu18z+ALxiZkMJXGm+paonICIiIiISTpUKzM65\nw8ANQcr/VOL1TGBmqe37gaGVaVNEREREJBK0cImIiIiISAgKzCIiIiIiISgwi4iIiIiEoMAsIiIi\nIhKCArOIiIiISAgKzCIiIiIiISgwi4iIiIiEoMAsIiIiIhKCArOIiIiISAgKzCIiIiIiISgwi4iI\niIiEoMAsIiIiIhKCArOIiIiISAgKzCIiIiIiISgwi4iIiIiEoMAsIiIiIhKCArOIiIiISAgKzCIi\nIiIiISgwi4iIiIiEoMAsIiIiIhKCArOIiIiISAgKzCIiIiIiISgwi4iIiIiEEBvpDoiI1HWbX9vM\nysdWsjtjN60SWtH/wf4kpiRWur61a9cyceJEunTpgt/vp7CwkLFjx3LmmWeyfPly7r33Xl555RVe\nffVVJkyYwJYtW1ixYgWTJ08mOTm5Gs9MROTkoMAsIhJGm1/bzBsj3zj2d9amrGN/VyU09+3bl6ee\negqAQ4cOMWbMGH7/+99z7733ArBs2TKefvppzIwnn3ySt956i7i4uCqciYjIyUuBWUSkCpb9chkZ\nCzPK3J6dmR20/C9j/8L7v3k/6LaEGxIY/MTgCvehSZMmjBgxgqlTp9K2bVv69u1LRkYGDz30EAMH\nDiQrK4u77rqL2bNn8+yzz5KWlkZxcTG33HILQ4YMYcyYMbRo0YKDBw/ywgsv8Mgjj/D1119TXFzM\nxIkTSU5OZtiwYVxwwQU45/D5fDz33HPExcXx6KOPsnHjRgoKCpgwYQKDBg3iySefPK4NEZFopsAs\nIhJGxQXFJ1ReWaeddhr79++nbdu2jBgxgsWLF/PII4/QuXNn3nzzTV588UXWrFnDt99+y4IFC8jL\ny+PGG2/k4osvBuCqq67isssuY/78+Zx66qk89thj7N+/n9GjR7NkyRIOHTrE0KFDmTJlCvfffz8r\nVqygQYMG7N+/n0WLFnHw4EFeeukl6tevH7SNZs2aVev5iojUJAVmEZEqGPzE4JBXg6f3nE7Wpqzj\nytv0bMP4T8dXWz8yMzO5+uqr2bZtW5n7fP7552zZsoUxY8YAUFhYyM6dOwE488wzj+2Tnp7Oxo0b\nj+2zb98+ABISEgBo164deXl57Ny5k969ewPQvHlzJk6cyMyZM4O2ocAsItFMT8kQEQmj/g/2D1re\nb1K/amsjJyeHhQsX0qJFi5D7nXXWWSQnJzNv3jzmzp3LkCFD6NChAwA+n+/YPkOHDmXevHnMnDmT\nK664gvj4+B/sU7K+TZs2AZCdnc24ceNCtiEiEq10hVlEJIyO3tiX+njqsadk9JvUr0o3/AGsWbOG\nMWPGEBMTQ1FRERMmTKB58+asXbu2zGN+/OMf88knnzBq1CgOHz7MoEGDjrsRMCUlhcmTJzN69Ghy\ncnIYNWoUMTHBr61ceumlrF69mpEjR1JUVMQ999zDJZdcUm4bIiLRRoFZRCTMElMSqxyQS0pOTmb1\n6tVlbgOYN2/esbIPPvjg2OtJkyYdd0zJfRs0aMC0adOO26dkHQ888MCx11OmTDlu32BtiIhEM03J\nEBEREREJQYFZRERERCQEBWYRERERkRAUmEVEREREQlBgFhEREREJQYFZRERERCQEBWYRERERkRAU\nmEVEREREQlBgFhEREREJQYFZRERERCQEn9/vj3QfQkpPT6/dHRQRERGROiEpKckXrLzWB2YRERER\nkUjSlAwRERERkRAUmEVEREREQlBgFhEREREJQYFZRERERCQEBWYRERERkRBiI92BijCz+sCLQCeg\nIfCfQAYwB/ADm4F7nHPF3v6tgFVAT+dcrpnVA/4E9PGOf8Q5t7hUG42BV4DWQDZws3Nut5l1AWYA\nDYA8IMU5t7fUsX2BZ4BCYJlz7nde+RNAPwLv8wvOuZnV+Lac9KJ4XDwDXAzkAL92zq2txrflpFfb\nx4V3fD3gdWCWc+5dr+wtoCVQABxxzg2prvdEav+4MLNLvT4VAFnAWOfcYTN7GBhK4HNkonPuk+p8\nX052UTwubgHuBuoBbznnHq3Gt0WCiJYrzKOBvc65/sAVwP8QGKCTvTIfcA2AmV0OLAPaljh+DFDf\nOXext1+XIG3cDWzy6nsZmOyVv+C1cwmBgd01yLEzgFEEwnGymZ1rZv8BdHHOXeiV/9rMTq3sGyBB\nReO4uAow4ALgeuDZSp67lK1Wjwsz6wysAM4vtelsoJ9zbqDCcljU6nEBPAdc6+2zDbjdzM4DBgDJ\nQAr6vAiHaBwXnb06BxL4t6SBF/wljKIlMC8EpnivfQS+aScB//DKlgKDvNfF3ut9JY6/HNhpZkuA\nmcA7QdroB7xbsj7vW2FrYJiZfQRcCPzg272ZNQMaOuf+5ZzzA+957a8GbvN28xP4FlhwQmct5YnG\ncZEAvOecK3bO7QGKzKzkh69UXa0dF5444Hbgw6MFZtYGiAfeMbNU74uVVK/aPi4GOue+817HArle\nfcucc37n3A4g1rvCKdUnGsfFICANmOv1c5VzTvkizKIiMDvncpxz2WbWFFhE4NuZzwsiEPiJo7m3\n79+D/ATaksC3vquAPwIvBWmmGXCwVH0tgB7A+8B/AKcCNwc57vsSf2cDzZ1zuc65/d63vrkEpmTk\nnNiZSyjROC6ADcAVZlbfzM7y6mlyIuctodXycYFz7lPn3GelihsATwLXAtcBT5lZ6wqftJQrCsbF\nLgAzu87b7+VS9f2gj1I9onRctAQuAcYBw4E/m1n8CZ+8nJComMMMYGYdgL8Azznn5pvZtBKbmwIH\nQhy+F1js/Q/wDzPr6s0dmuVtn0cg3DQtVd8+INs596HXh8XAZWZ2CoGf0yEwwI8e94O+eFMwFgEf\nOecer8RpSzmibVw455aZ2fnAR8AWIN3rh1SjWjwubnLO7QzS5r+BGc65QiDLzNYTmLqTdUInLiHV\n9nFhZvd5ZVd482NL1leRPkolROG42EsgV2QD2Wb2GYHpHJrfHkZREZi9nyuXAfc655Z7xevNbKBz\n7iNgCCV+3gwiFbgSeMPMegE7nHPbCcz/OdpGvLfPJ159K51zR8zsczPr75xbSeAb3Rbn3LME5jkd\nPTbfm1P0BYGfZ37n/dyyHHjSOfdq1d8FKS1Kx0VX4Bvn3MXeh/TLzjn9A1iNavu4KMMgYAJwpZnF\nAYlA6avQUgW1fVyY2UMEpgIMcs4d8YpXAdPM7L+AHwEx3lQuqSZRPC7uMbNGBKZ7JgDbq/I+SPmi\nIjADDxL4uWKKmR2da/RzAj9DNCDwD8uiEMfPBKab2RoCc5TGB9lnOjDXzFKBfAI3a0HgJ49nzSwW\n+BL4dZBjxwOvEhi4y5xza71vhGcBd5jZHd5+tzrnvqzQGUtFROO4aAQ8bmY/JTAX7Z4Kn61UVG0f\nF8dxzi01s8u9NouBBxWMql2tHRdeaHsYWAcsNTOA151z081sJYF7YmLQ50U4ROu4mE0gOPuAR51z\nJedVSxj4/H5/+XuJiIiIiJykouKmPxERERGRSFFgFhEREREJQYFZRERERCQEBWYRERERkRAUmEVE\nREREQoiWx8qJiNQpZnY9MInA53AMgWdyP+Ft+x3wvvd81orWF/QYM5sD/JjAQgkxBB5D9V/Oubnl\n1DcMONs596cKn5SISB2lK8wiIjXMzE4nsBT2YOdcL+BCIMXMrvZ2GUDg+d0nItQxv3XO9XbO9QSu\nAR4zs0Hl1JdEYElfEZGTnq4wi4jUvJZAfeAUYK9zLsfMbgZyzWws0AeYZWY/AVoAv/f2PRX4lXNu\noXfl+DSgC/CHksc45zaV1bBz7gszewb4KfC+mQ0oXT+BZdvHA5jZ18BC4FkCKxDWA/7onFtQnW+I\niEhtpivMIiI1zDn3KfAW8IWZfWJmfwTqOee2O+deBtKA273gO8F7fR6BlcF+W6Kqvc657t70ipLH\nlGcz0M17fVz9zrkMYAYwwzn3EjAZSHfOJRFYwvchMzurau+CiEj0UGAWEYkA59zdQCcCy+Z2BNaY\n2XVBdh0NJHrL9t4PxJXYtraSzfuBIxWo/6hBwHgz2wCsAJoAPSrZtohI1NGUDBGRGmZmQ4E459zr\nwEvAS2Z2B4ErvG+W2n0l8CHwEbAcmF9i2xEqpyeQUYH6j6oHjHbOrfP634bATYQiIicFXWEWEal5\nh4HHzawTgJn5gARgvbe9EIg1sxZAVwLTJP4GDKbsG/sKqcBFEDM7G7gHmF5O/SXr+wC42zu+HbAR\nOKOiJysiEu0UmEVEaphz7kPgd8BiM3PAVgJBdaq3y7sE5hB3A2YBW8xsPdAaOMXMmgSp9l1ghpld\nFGTbVDPb4NUxH7jfOfexc25fiPpXADeZ2QSvr43NbDOB8Pwr59y/quGtEBGJCj6/3x/pPoiIiIiI\n1Fq6wiwiIiIiEoICs4iIiIhICArMIiIiIiIhKDCLiIiIiISgwCwiIiIiEoICs4iIiIhICArMIiIi\nIiIhKDCLiIiIiITwf+ymc+4tgjBbAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(134,159))\n", "\n", "plt.axvline(x=134,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=135,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=136,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=137,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=138,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=144,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=151,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=156,linewidth=4,color='blue', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### July 2016\n", "- July 5, 2016 - Charlotte, NC\n", "- July 12, 2016 - Portsmouth, NH\n", "- July 13, 2016 - Springfield, IL\n", "- July 14, 2016 - Annandale, VA\n", "- July 18, 2016 - Cincinnati, OH\n", "- July 22, 2016 - Tampa, FL\n", "- July 23, 2016 - Miami, FL\n", "- July 29, 2016 - Harrisburg, PA\n", "- July 30, 2016 - Youngstown, OH\n", "- July 31, 2016 - Columbus, OH" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uoQvbrIyzgfkEEFzhsaUKwdeZYwCIiYm5wu5VT0JCgtvbdKewC2aniYmpfLoacV5dv4bA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\nDMySJElSBgZmSZIkKQMDsyRJkpTB/wAXDRjz+Nc3TQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(159,182))\n", "\n", "plt.axvline(x=162,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=167,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=168,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=169,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=173,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=175,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=176,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=180,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=181,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=182,linewidth=4,color='blue', alpha=0.5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### August 2016\n", "\n", "- Aug. 1, 2016 - Omaha, NE\n", "- Aug. 4, 2016 - Las Vegas, NV\n", "- Aug. 8, 2016 - St. Petersburg, FL\n", "- Aug. 10, 2016 - Des Moines, IA\n", "- Aug. 15, 2016 - Scranton, PA\n", "- Aug. 16, 2016 - Philadelphia, PA\n", "- Aug. 17, 2016 - Cleveland, OH\n", "- Aug. 25, 2016 - Reno, NV" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AyWTqC/wReL3ki0ajsQewGWhZ3n1EHC1hdQK+Qb4079+8wvv6BfvRpHcTUvakkHM5xw7R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\nUbMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(183,208))\n", "\n", "plt.axvline(x=183,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=184,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=187,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=189,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=194,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=195,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=196,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=203,linewidth=4,color='blue', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### September 2016\n", "- Sept. 5, 2016 - Cleveland, OH\n", "- Sept. 6, 2016 - Tampa, FL\n", "- Sept. 8, 2016 - Charlotte, NC\n", "- Sept. 15, 2016 - Greensboro, NC\n", "- Sept. 19, 2016 - Philadelphia, PA\n", "- Sept. 21, 2016 - Orlando, FL\n", "- Sept. 27, 2016 - Raleigh, NC\n", "- Sept. 28, 2016 - Durham, NH\n", "- Sept. 30, 2016 - Fort Pierce, FL" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IqXHmwBk2jdlE1dCqRIwo+R/2irUq0vGNjmScyGDN52scWKGIiNiLrYF5JpBpMpnWUHCD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\niIiIiETx/x/SC8c8gxfPAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(209,231))\n", "\n", "plt.axvline(x=211,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=212,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=213,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=218,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=222,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=224,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=228,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=229,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=231,linewidth=4,color='blue', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### October 2016\n", "- Oct. 3, 2016 - Toledo, OH\n", "- Oct. 4, 2016 - Harrisburg, PA\n", "- Oct. 10, 2016 - Columbus, OH\n", "- Oct. 11, 2016 - Miami, FL\n", "- Oct. 12, 2016 - Pueblo, CO\n", "- Oct. 21, 2016 - Cleveland, OH\n", "- Oct. 22, 2016 - Philadelphia, PA\n", "- Oct. 23, 2016 - Raleigh, NC\n", "- Oct. 24, 2016 - Manchester, NH\n", "- Oct. 25, 2016 - Coconut Creek, FL\n", "- Oct. 26, 2016 - Tampa, FL\n", "- Oct. 27, 2016 - Winston Salem, NC\n", "- Oct. 28, 2016 - Des Moines, IA\n", "- Oct. 30, 2016 - Wilton Manors, FL\n", "- Oct. 31, 2016 - Cincinnati, OH" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kF+MmYO7r6sPl45cRPjUcnoGeAICk5UkQDSIq9lXYuXfK44gfKUk0iAAAVw9XAIBKpcKa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\nKHijAHVn6hCZFWnT441G2a4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oc+WBSogG0WbLhZN9xGbHwtBjGHSBqfI95Tj+l+MITgnG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\nIh7+Py1RbLXDeZm6AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poll_df.plot('Start Date','Difference',figsize=(12,6),marker='o',linestyle='-',color='purple',xlim=(232,262))\n", "\n", "plt.axvline(x=234,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=235,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=241,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=242,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=243,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=252,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=253,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=254,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=255,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=256,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=257,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=258,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=259,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=261,linewidth=4,color='blue', alpha=0.5)\n", "plt.axvline(x=262,linewidth=4,color='blue', alpha=0.5)\n" ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }