GameStop vs. Tesla.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yfinance as yf\n",
    "import pandas as pd\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Question 1: Use yfinance to Extract Stock Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_graph(stock_data, revenue_data, stock): #three inputs, in which the third is the string representing the name of the stock\n",
    "    fig = make_subplots(rows=2, cols=1, shared_xaxes=True, subplot_titles=(\"Historical Share Price\", \"Historical Revenue\"), vertical_spacing = .3) #Sharing of the x-axis(time)\n",
    "    stock_data_specific = stock_data[stock_data.Date <= '2021--06-14'] #Max time limit on stock data\n",
    "    revenue_data_specific = revenue_data[revenue_data.Date <= '2021-04-30'] #Max time limit on revenue data\n",
    "    fig.add_trace(go.Scatter(x=pd.to_datetime(stock_data_specific.Date, infer_datetime_format=True), y=stock_data_specific.Close.astype(\"float\"), name=\"Share Price\"), row=1, col=1) #Scatter plot of the historical share price data\n",
    "    fig.add_trace(go.Scatter(x=pd.to_datetime(revenue_data_specific.Date, infer_datetime_format=True), y=revenue_data_specific.Revenue.astype(\"float\"), name=\"Revenue\"), row=2, col=1) #Scatter plot of the historical revenue data\n",
    "    fig.update_xaxes(title_text=\"Date\", row=1, col=1)\n",
    "    fig.update_xaxes(title_text=\"Date\", row=2, col=1)\n",
    "    fig.update_yaxes(title_text=\"Price ($US)\", row=1, col=1)\n",
    "    fig.update_yaxes(title_text=\"Revenue ($US Millions)\", row=2, col=1) #These last four lines update the title text x-axis and y-axis of the subplots to 'Date' and 'Price' or 'Revenue' respectively\n",
    "    fig.update_layout(showlegend=False,\n",
    "    height=900,\n",
    "    title=stock,\n",
    "    xaxis_rangeslider_visible=True) #Sets title of the graph to the name of the stock and makes the x-axis slider visible\n",
    "    fig.update_layout(template='plotly_dark') #Styles the graph to a dark theme. \n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Using the Ticker module so we can create an object that will allow us to access data from the TSLA stocks \n",
    "\n",
    "tesla=yf.Ticker('TSLA')\n",
    "tesla_share_price_data=tesla.history(period='max')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-06-29 00:00:00-04:00</td>\n",
       "      <td>1.266667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.169333</td>\n",
       "      <td>1.592667</td>\n",
       "      <td>281494500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-06-30 00:00:00-04:00</td>\n",
       "      <td>1.719333</td>\n",
       "      <td>2.028000</td>\n",
       "      <td>1.553333</td>\n",
       "      <td>1.588667</td>\n",
       "      <td>257806500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-07-01 00:00:00-04:00</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.728000</td>\n",
       "      <td>1.351333</td>\n",
       "      <td>1.464000</td>\n",
       "      <td>123282000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-07-02 00:00:00-04:00</td>\n",
       "      <td>1.533333</td>\n",
       "      <td>1.540000</td>\n",
       "      <td>1.247333</td>\n",
       "      <td>1.280000</td>\n",
       "      <td>77097000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-07-06 00:00:00-04:00</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.055333</td>\n",
       "      <td>1.074000</td>\n",
       "      <td>103003500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Date      Open      High       Low     Close  \\\n",
       "0 2010-06-29 00:00:00-04:00  1.266667  1.666667  1.169333  1.592667   \n",
       "1 2010-06-30 00:00:00-04:00  1.719333  2.028000  1.553333  1.588667   \n",
       "2 2010-07-01 00:00:00-04:00  1.666667  1.728000  1.351333  1.464000   \n",
       "3 2010-07-02 00:00:00-04:00  1.533333  1.540000  1.247333  1.280000   \n",
       "4 2010-07-06 00:00:00-04:00  1.333333  1.333333  1.055333  1.074000   \n",
       "\n",
       "      Volume  Dividends  Stock Splits  \n",
       "0  281494500        0.0           0.0  \n",
       "1  257806500        0.0           0.0  \n",
       "2  123282000        0.0           0.0  \n",
       "3   77097000        0.0           0.0  \n",
       "4  103003500        0.0           0.0  "
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tesla_share_price_data.reset_index(inplace=True)\n",
    "tesla_share_price_data.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Question 2: Use Webscraping to Extract Tesla Revenue Data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Using 'requests' library to download the webpage and extract the text\n",
    "tesla_url='https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm'\n",
    "html_data=requests.get(tesla_url).text\n",
    "with open('revenue.txt','w') as f:\n",
    "    f.write(html_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Parsing the html data using 'beautiful_soup'\n",
    "\n",
    "soup_tesla=BeautifulSoup(html_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
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      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2476557556.py:10: FutureWarning:\n",
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      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2476557556.py:10: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2476557556.py:10: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2476557556.py:10: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2476557556.py:10: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2476557556.py:10: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-09-30</td>\n",
       "      <td>$21,454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-06-30</td>\n",
       "      <td>$16,934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-03-31</td>\n",
       "      <td>$18,756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>$17,719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>$13,757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-06-30</td>\n",
       "      <td>$11,958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-03-31</td>\n",
       "      <td>$10,389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>$10,744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-09-30</td>\n",
       "      <td>$8,771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>$6,036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>$5,985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>$7,384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>$6,303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>$6,350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>$4,541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>$7,226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>$6,824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>$4,002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>$3,409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>$3,288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-09-30</td>\n",
       "      <td>$2,985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-06-30</td>\n",
       "      <td>$2,790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-03-31</td>\n",
       "      <td>$2,696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>$2,285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-09-30</td>\n",
       "      <td>$2,298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>$1,270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-03-31</td>\n",
       "      <td>$1,147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>$1,214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>$937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2015-06-30</td>\n",
       "      <td>$955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2015-03-31</td>\n",
       "      <td>$940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>$957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>$852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2014-06-30</td>\n",
       "      <td>$769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2014-03-31</td>\n",
       "      <td>$621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>$615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2013-09-30</td>\n",
       "      <td>$431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2013-06-30</td>\n",
       "      <td>$405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2013-03-31</td>\n",
       "      <td>$562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>$306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2012-09-30</td>\n",
       "      <td>$50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2012-06-30</td>\n",
       "      <td>$27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2012-03-31</td>\n",
       "      <td>$30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2011-12-31</td>\n",
       "      <td>$39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2011-09-30</td>\n",
       "      <td>$58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>$58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2011-03-31</td>\n",
       "      <td>$49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2010-12-31</td>\n",
       "      <td>$36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2010-09-30</td>\n",
       "      <td>$31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2010-06-30</td>\n",
       "      <td>$28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2010-03-31</td>\n",
       "      <td>$21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2009-12-31</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2009-09-30</td>\n",
       "      <td>$46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2009-06-30</td>\n",
       "      <td>$27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date  Revenue\n",
       "0   2022-09-30  $21,454\n",
       "1   2022-06-30  $16,934\n",
       "2   2022-03-31  $18,756\n",
       "3   2021-12-31  $17,719\n",
       "4   2021-09-30  $13,757\n",
       "5   2021-06-30  $11,958\n",
       "6   2021-03-31  $10,389\n",
       "7   2020-12-31  $10,744\n",
       "8   2020-09-30   $8,771\n",
       "9   2020-06-30   $6,036\n",
       "10  2020-03-31   $5,985\n",
       "11  2019-12-31   $7,384\n",
       "12  2019-09-30   $6,303\n",
       "13  2019-06-30   $6,350\n",
       "14  2019-03-31   $4,541\n",
       "15  2018-12-31   $7,226\n",
       "16  2018-09-30   $6,824\n",
       "17  2018-06-30   $4,002\n",
       "18  2018-03-31   $3,409\n",
       "19  2017-12-31   $3,288\n",
       "20  2017-09-30   $2,985\n",
       "21  2017-06-30   $2,790\n",
       "22  2017-03-31   $2,696\n",
       "23  2016-12-31   $2,285\n",
       "24  2016-09-30   $2,298\n",
       "25  2016-06-30   $1,270\n",
       "26  2016-03-31   $1,147\n",
       "27  2015-12-31   $1,214\n",
       "28  2015-09-30     $937\n",
       "29  2015-06-30     $955\n",
       "30  2015-03-31     $940\n",
       "31  2014-12-31     $957\n",
       "32  2014-09-30     $852\n",
       "33  2014-06-30     $769\n",
       "34  2014-03-31     $621\n",
       "35  2013-12-31     $615\n",
       "36  2013-09-30     $431\n",
       "37  2013-06-30     $405\n",
       "38  2013-03-31     $562\n",
       "39  2012-12-31     $306\n",
       "40  2012-09-30      $50\n",
       "41  2012-06-30      $27\n",
       "42  2012-03-31      $30\n",
       "43  2011-12-31      $39\n",
       "44  2011-09-30      $58\n",
       "45  2011-06-30      $58\n",
       "46  2011-03-31      $49\n",
       "47  2010-12-31      $36\n",
       "48  2010-09-30      $31\n",
       "49  2010-06-30      $28\n",
       "50  2010-03-31      $21\n",
       "51  2009-12-31         \n",
       "52  2009-09-30      $46\n",
       "53  2009-06-30      $27"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#creating a data frame object\n",
    "tesla_revenue=pd.DataFrame(columns=['Date','Revenue'])\n",
    "\n",
    "for row in soup_tesla.find_all('table'):#find_all method to find all table elements in the HTML document AND iteration through each table using a for loop\n",
    "    if row.find('th').getText().startswith('Tesla Quarterly Revenue'): #using 'find' to get the header cell 'th' and retrieves text through 'getText()'. Checks to see if it starts with the 'GameStop Quarterly Revenue' text. \n",
    "        for row in row.find('tbody').find_all('tr'): #If true, then it proceeds to extract the data from the table body 'tb'\n",
    "            col=row.find_all('td') #Suing the find_all method to find all the table data points (i.e. 'td')\n",
    "            date=col[0].text\n",
    "            revenue=col[1].text #Storing of text content of the first and second cells respectivelly on the date and revenue variables\n",
    "            tesla_revenue=tesla_revenue.append({'Date':date,'Revenue':revenue},ignore_index=True) #Data is appended to dataframe using the the 'append' method\n",
    "\n",
    "tesla_revenue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2411100756.py:1: FutureWarning:\n",
      "\n",
      "The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-09-30</td>\n",
       "      <td>21454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-06-30</td>\n",
       "      <td>16934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-03-31</td>\n",
       "      <td>18756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>17719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>13757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-06-30</td>\n",
       "      <td>11958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-03-31</td>\n",
       "      <td>10389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>10744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-09-30</td>\n",
       "      <td>8771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>6036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>5985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>7384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-09-30</td>\n",
       "      <td>6303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>6350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>4541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>7226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>6824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>4002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>3409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>3288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-09-30</td>\n",
       "      <td>2985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-06-30</td>\n",
       "      <td>2790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-03-31</td>\n",
       "      <td>2696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-09-30</td>\n",
       "      <td>2298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>1270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-03-31</td>\n",
       "      <td>1147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>1214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2015-06-30</td>\n",
       "      <td>955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2015-03-31</td>\n",
       "      <td>940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2014-06-30</td>\n",
       "      <td>769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2014-03-31</td>\n",
       "      <td>621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2013-09-30</td>\n",
       "      <td>431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2013-06-30</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2013-03-31</td>\n",
       "      <td>562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2012-09-30</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2012-06-30</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2012-03-31</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2011-12-31</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2011-09-30</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2011-06-30</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2011-03-31</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2010-12-31</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2010-09-30</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2010-06-30</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2010-03-31</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2009-12-31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2009-09-30</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2009-06-30</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date Revenue\n",
       "0   2022-09-30   21454\n",
       "1   2022-06-30   16934\n",
       "2   2022-03-31   18756\n",
       "3   2021-12-31   17719\n",
       "4   2021-09-30   13757\n",
       "5   2021-06-30   11958\n",
       "6   2021-03-31   10389\n",
       "7   2020-12-31   10744\n",
       "8   2020-09-30    8771\n",
       "9   2020-06-30    6036\n",
       "10  2020-03-31    5985\n",
       "11  2019-12-31    7384\n",
       "12  2019-09-30    6303\n",
       "13  2019-06-30    6350\n",
       "14  2019-03-31    4541\n",
       "15  2018-12-31    7226\n",
       "16  2018-09-30    6824\n",
       "17  2018-06-30    4002\n",
       "18  2018-03-31    3409\n",
       "19  2017-12-31    3288\n",
       "20  2017-09-30    2985\n",
       "21  2017-06-30    2790\n",
       "22  2017-03-31    2696\n",
       "23  2016-12-31    2285\n",
       "24  2016-09-30    2298\n",
       "25  2016-06-30    1270\n",
       "26  2016-03-31    1147\n",
       "27  2015-12-31    1214\n",
       "28  2015-09-30     937\n",
       "29  2015-06-30     955\n",
       "30  2015-03-31     940\n",
       "31  2014-12-31     957\n",
       "32  2014-09-30     852\n",
       "33  2014-06-30     769\n",
       "34  2014-03-31     621\n",
       "35  2013-12-31     615\n",
       "36  2013-09-30     431\n",
       "37  2013-06-30     405\n",
       "38  2013-03-31     562\n",
       "39  2012-12-31     306\n",
       "40  2012-09-30      50\n",
       "41  2012-06-30      27\n",
       "42  2012-03-31      30\n",
       "43  2011-12-31      39\n",
       "44  2011-09-30      58\n",
       "45  2011-06-30      58\n",
       "46  2011-03-31      49\n",
       "47  2010-12-31      36\n",
       "48  2010-09-30      31\n",
       "49  2010-06-30      28\n",
       "50  2010-03-31      21\n",
       "51  2009-12-31     NaN\n",
       "52  2009-09-30      46\n",
       "53  2009-06-30      27"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tesla_revenue['Revenue'] = tesla_revenue['Revenue'].str.replace('$','')\n",
    "tesla_revenue['Revenue'] = tesla_revenue['Revenue'].str.replace(',','')\n",
    "tesla_revenue=tesla_revenue[tesla_revenue !='']\n",
    "tesla_revenue"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Question 3: Use yfinance to Extract Stock Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "yfinance.Ticker object <GME>"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Using the Ticker function to extract data on GameStop stocks\n",
    "game_stop=yf.Ticker('GME')\n",
    "game_stop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002-02-13 00:00:00-05:00</th>\n",
       "      <td>1.620128</td>\n",
       "      <td>1.693349</td>\n",
       "      <td>1.603295</td>\n",
       "      <td>1.691666</td>\n",
       "      <td>76216000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-02-14 00:00:00-05:00</th>\n",
       "      <td>1.712707</td>\n",
       "      <td>1.716074</td>\n",
       "      <td>1.670626</td>\n",
       "      <td>1.683250</td>\n",
       "      <td>11021600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-02-15 00:00:00-05:00</th>\n",
       "      <td>1.683250</td>\n",
       "      <td>1.687458</td>\n",
       "      <td>1.658002</td>\n",
       "      <td>1.674834</td>\n",
       "      <td>8389600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-02-19 00:00:00-05:00</th>\n",
       "      <td>1.666418</td>\n",
       "      <td>1.666418</td>\n",
       "      <td>1.578047</td>\n",
       "      <td>1.607504</td>\n",
       "      <td>7410400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-02-20 00:00:00-05:00</th>\n",
       "      <td>1.615920</td>\n",
       "      <td>1.662210</td>\n",
       "      <td>1.603296</td>\n",
       "      <td>1.662210</td>\n",
       "      <td>6892800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-06 00:00:00-05:00</th>\n",
       "      <td>21.879999</td>\n",
       "      <td>24.879999</td>\n",
       "      <td>21.770000</td>\n",
       "      <td>23.860001</td>\n",
       "      <td>8708400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-07 00:00:00-05:00</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>23.049999</td>\n",
       "      <td>20.500000</td>\n",
       "      <td>21.219999</td>\n",
       "      <td>9093700</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-08 00:00:00-05:00</th>\n",
       "      <td>21.430000</td>\n",
       "      <td>21.549999</td>\n",
       "      <td>20.610001</td>\n",
       "      <td>21.100000</td>\n",
       "      <td>2846400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-09 00:00:00-05:00</th>\n",
       "      <td>21.250000</td>\n",
       "      <td>21.650000</td>\n",
       "      <td>19.670000</td>\n",
       "      <td>19.670000</td>\n",
       "      <td>4497400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-10 00:00:00-05:00</th>\n",
       "      <td>19.559999</td>\n",
       "      <td>20.040001</td>\n",
       "      <td>19.049999</td>\n",
       "      <td>19.270000</td>\n",
       "      <td>2895800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5286 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Open       High        Low      Close  \\\n",
       "Date                                                                    \n",
       "2002-02-13 00:00:00-05:00   1.620128   1.693349   1.603295   1.691666   \n",
       "2002-02-14 00:00:00-05:00   1.712707   1.716074   1.670626   1.683250   \n",
       "2002-02-15 00:00:00-05:00   1.683250   1.687458   1.658002   1.674834   \n",
       "2002-02-19 00:00:00-05:00   1.666418   1.666418   1.578047   1.607504   \n",
       "2002-02-20 00:00:00-05:00   1.615920   1.662210   1.603296   1.662210   \n",
       "...                              ...        ...        ...        ...   \n",
       "2023-02-06 00:00:00-05:00  21.879999  24.879999  21.770000  23.860001   \n",
       "2023-02-07 00:00:00-05:00  23.000000  23.049999  20.500000  21.219999   \n",
       "2023-02-08 00:00:00-05:00  21.430000  21.549999  20.610001  21.100000   \n",
       "2023-02-09 00:00:00-05:00  21.250000  21.650000  19.670000  19.670000   \n",
       "2023-02-10 00:00:00-05:00  19.559999  20.040001  19.049999  19.270000   \n",
       "\n",
       "                             Volume  Dividends  Stock Splits  \n",
       "Date                                                          \n",
       "2002-02-13 00:00:00-05:00  76216000        0.0           0.0  \n",
       "2002-02-14 00:00:00-05:00  11021600        0.0           0.0  \n",
       "2002-02-15 00:00:00-05:00   8389600        0.0           0.0  \n",
       "2002-02-19 00:00:00-05:00   7410400        0.0           0.0  \n",
       "2002-02-20 00:00:00-05:00   6892800        0.0           0.0  \n",
       "...                             ...        ...           ...  \n",
       "2023-02-06 00:00:00-05:00   8708400        0.0           0.0  \n",
       "2023-02-07 00:00:00-05:00   9093700        0.0           0.0  \n",
       "2023-02-08 00:00:00-05:00   2846400        0.0           0.0  \n",
       "2023-02-09 00:00:00-05:00   4497400        0.0           0.0  \n",
       "2023-02-10 00:00:00-05:00   2895800        0.0           0.0  \n",
       "\n",
       "[5286 rows x 7 columns]"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Set the results to the maximum amount of time available \n",
    "gme_data=game_stop.history(period='max')\n",
    "gme_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th></th>\n",
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       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>2002-02-13 00:00:00-05:00</td>\n",
       "      <td>1.620128</td>\n",
       "      <td>1.693349</td>\n",
       "      <td>1.603295</td>\n",
       "      <td>1.691666</td>\n",
       "      <td>76216000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2002-02-14 00:00:00-05:00</td>\n",
       "      <td>1.712707</td>\n",
       "      <td>1.716074</td>\n",
       "      <td>1.670626</td>\n",
       "      <td>1.683250</td>\n",
       "      <td>11021600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2002-02-15 00:00:00-05:00</td>\n",
       "      <td>1.683250</td>\n",
       "      <td>1.687458</td>\n",
       "      <td>1.658002</td>\n",
       "      <td>1.674834</td>\n",
       "      <td>8389600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2002-02-19 00:00:00-05:00</td>\n",
       "      <td>1.666418</td>\n",
       "      <td>1.666418</td>\n",
       "      <td>1.578047</td>\n",
       "      <td>1.607504</td>\n",
       "      <td>7410400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2002-02-20 00:00:00-05:00</td>\n",
       "      <td>1.615920</td>\n",
       "      <td>1.662210</td>\n",
       "      <td>1.603296</td>\n",
       "      <td>1.662210</td>\n",
       "      <td>6892800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Date      Open      High       Low     Close    Volume  \\\n",
       "0 2002-02-13 00:00:00-05:00  1.620128  1.693349  1.603295  1.691666  76216000   \n",
       "1 2002-02-14 00:00:00-05:00  1.712707  1.716074  1.670626  1.683250  11021600   \n",
       "2 2002-02-15 00:00:00-05:00  1.683250  1.687458  1.658002  1.674834   8389600   \n",
       "3 2002-02-19 00:00:00-05:00  1.666418  1.666418  1.578047  1.607504   7410400   \n",
       "4 2002-02-20 00:00:00-05:00  1.615920  1.662210  1.603296  1.662210   6892800   \n",
       "\n",
       "   Dividends  Stock Splits  \n",
       "0        0.0           0.0  \n",
       "1        0.0           0.0  \n",
       "2        0.0           0.0  \n",
       "3        0.0           0.0  \n",
       "4        0.0           0.0  "
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Reset index and display the first 5 results\n",
    "gme_data.reset_index(inplace=True)\n",
    "gme_data.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Question 4: Use Webscraping to Extract GME Revenue Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Use 'requests' library to download the webpage and extract the text\n",
    "game_stop_url='https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html'\n",
    "html_data=requests.get(game_stop_url).text\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Parse the html data using beautiful_soup\n",
    "soup_game_stop=BeautifulSoup(html_data,'html5lib')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n",
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2629818500.py:9: FutureWarning:\n",
      "\n",
      "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>$1,021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-31</td>\n",
       "      <td>$2,194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>$1,439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-07-31</td>\n",
       "      <td>$1,286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-04-30</td>\n",
       "      <td>$1,548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2006-01-31</td>\n",
       "      <td>$1,667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2005-10-31</td>\n",
       "      <td>$534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2005-07-31</td>\n",
       "      <td>$416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2005-04-30</td>\n",
       "      <td>$475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2005-01-31</td>\n",
       "      <td>$709</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date Revenue\n",
       "0   2020-04-30  $1,021\n",
       "1   2020-01-31  $2,194\n",
       "2   2019-10-31  $1,439\n",
       "3   2019-07-31  $1,286\n",
       "4   2019-04-30  $1,548\n",
       "..         ...     ...\n",
       "57  2006-01-31  $1,667\n",
       "58  2005-10-31    $534\n",
       "59  2005-07-31    $416\n",
       "60  2005-04-30    $475\n",
       "61  2005-01-31    $709\n",
       "\n",
       "[62 rows x 2 columns]"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gme_revenue=pd.DataFrame(columns=['Date','Revenue'])\n",
    "\n",
    "for row in soup_game_stop.find_all('table'):\n",
    "    if row.find('th').getText().startswith('GameStop Quarterly Revenue'):\n",
    "        for row in row.find('tbody').find_all('tr'):\n",
    "            col=row.find_all('td')\n",
    "            date=col[0].text\n",
    "            revenue=col[1].text\n",
    "            gme_revenue=gme_revenue.append({'Date':date,'Revenue':revenue},ignore_index=True)\n",
    "\n",
    "gme_revenue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Downloding the quarterly revenue table of GameStop the working directory with no index column\n",
    "gme_revenue.to_csv('GameStop_Quaterly_Revenue.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\16193\\AppData\\Local\\Temp\\ipykernel_27168\\2980921511.py:1: FutureWarning:\n",
      "\n",
      "The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>1021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-31</td>\n",
       "      <td>2194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>1439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-07-31</td>\n",
       "      <td>1286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-04-30</td>\n",
       "      <td>1548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2006-01-31</td>\n",
       "      <td>1667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2005-10-31</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2005-07-31</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2005-04-30</td>\n",
       "      <td>475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2005-01-31</td>\n",
       "      <td>709</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date Revenue\n",
       "0   2020-04-30    1021\n",
       "1   2020-01-31    2194\n",
       "2   2019-10-31    1439\n",
       "3   2019-07-31    1286\n",
       "4   2019-04-30    1548\n",
       "..         ...     ...\n",
       "57  2006-01-31    1667\n",
       "58  2005-10-31     534\n",
       "59  2005-07-31     416\n",
       "60  2005-04-30     475\n",
       "61  2005-01-31     709\n",
       "\n",
       "[62 rows x 2 columns]"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gme_revenue['Revenue'] = gme_revenue['Revenue'].str.replace('$','')\n",
    "gme_revenue['Revenue'] = gme_revenue['Revenue'].str.replace(',','')\n",
    "gme_revenue=gme_revenue[gme_revenue !='']\n",
    "gme_revenue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2006-01-31</td>\n",
       "      <td>1 667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2005-10-31</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2005-07-31</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2005-04-30</td>\n",
       "      <td>475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2005-01-31</td>\n",
       "      <td>709</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date Revenue\n",
       "57  2006-01-31   1 667\n",
       "58  2005-10-31     534\n",
       "59  2005-07-31     416\n",
       "60  2005-04-30     475\n",
       "61  2005-01-31     709"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gme_revenue.tail()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "QUestion 5: Plot Tesla Stock Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
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          "2010-12-09T00:00:00-05:00",
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          "2011-02-15T00:00:00-05:00",
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          "2011-02-18T00:00:00-05:00",
          "2011-02-22T00:00:00-05:00",
          "2011-02-23T00:00:00-05:00",
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          "2011-03-02T00:00:00-05:00",
          "2011-03-03T00:00:00-05:00",
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          "2011-04-07T00:00:00-04:00",
          "2011-04-08T00:00:00-04:00",
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          "2011-04-14T00:00:00-04:00",
          "2011-04-15T00:00:00-04:00",
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          "2011-05-04T00:00:00-04:00",
          "2011-05-05T00:00:00-04:00",
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          "2011-05-11T00:00:00-04:00",
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          "2011-05-25T00:00:00-04:00",
          "2011-05-26T00:00:00-04:00",
          "2011-05-27T00:00:00-04:00",
          "2011-05-31T00:00:00-04:00",
          "2011-06-01T00:00:00-04:00",
          "2011-06-02T00:00:00-04:00",
          "2011-06-03T00:00:00-04:00",
          "2011-06-06T00:00:00-04:00",
          "2011-06-07T00:00:00-04:00",
          "2011-06-08T00:00:00-04:00",
          "2011-06-09T00:00:00-04:00",
          "2011-06-10T00:00:00-04:00",
          "2011-06-13T00:00:00-04:00",
          "2011-06-14T00:00:00-04:00",
          "2011-06-15T00:00:00-04:00",
          "2011-06-16T00:00:00-04:00",
          "2011-06-17T00:00:00-04:00",
          "2011-06-20T00:00:00-04:00",
          "2011-06-21T00:00:00-04:00",
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          "2011-06-23T00:00:00-04:00",
          "2011-06-24T00:00:00-04:00",
          "2011-06-27T00:00:00-04:00",
          "2011-06-28T00:00:00-04:00",
          "2011-06-29T00:00:00-04:00",
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          "2011-07-06T00:00:00-04:00",
          "2011-07-07T00:00:00-04:00",
          "2011-07-08T00:00:00-04:00",
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          "2011-07-12T00:00:00-04:00",
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          "2011-07-14T00:00:00-04:00",
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          "2011-07-19T00:00:00-04:00",
          "2011-07-20T00:00:00-04:00",
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          "2011-07-25T00:00:00-04:00",
          "2011-07-26T00:00:00-04:00",
          "2011-07-27T00:00:00-04:00",
          "2011-07-28T00:00:00-04:00",
          "2011-07-29T00:00:00-04:00",
          "2011-08-01T00:00:00-04:00",
          "2011-08-02T00:00:00-04:00",
          "2011-08-03T00:00:00-04:00",
          "2011-08-04T00:00:00-04:00",
          "2011-08-05T00:00:00-04:00",
          "2011-08-08T00:00:00-04:00",
          "2011-08-09T00:00:00-04:00",
          "2011-08-10T00:00:00-04:00",
          "2011-08-11T00:00:00-04:00",
          "2011-08-12T00:00:00-04:00",
          "2011-08-15T00:00:00-04:00",
          "2011-08-16T00:00:00-04:00",
          "2011-08-17T00:00:00-04:00",
          "2011-08-18T00:00:00-04:00",
          "2011-08-19T00:00:00-04:00",
          "2011-08-22T00:00:00-04:00",
          "2011-08-23T00:00:00-04:00",
          "2011-08-24T00:00:00-04:00",
          "2011-08-25T00:00:00-04:00",
          "2011-08-26T00:00:00-04:00",
          "2011-08-29T00:00:00-04:00",
          "2011-08-30T00:00:00-04:00",
          "2011-08-31T00:00:00-04:00",
          "2011-09-01T00:00:00-04:00",
          "2011-09-02T00:00:00-04:00",
          "2011-09-06T00:00:00-04:00",
          "2011-09-07T00:00:00-04:00",
          "2011-09-08T00:00:00-04:00",
          "2011-09-09T00:00:00-04:00",
          "2011-09-12T00:00:00-04:00",
          "2011-09-13T00:00:00-04:00",
          "2011-09-14T00:00:00-04:00",
          "2011-09-15T00:00:00-04:00",
          "2011-09-16T00:00:00-04:00",
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          "2011-09-20T00:00:00-04:00",
          "2011-09-21T00:00:00-04:00",
          "2011-09-22T00:00:00-04:00",
          "2011-09-23T00:00:00-04:00",
          "2011-09-26T00:00:00-04:00",
          "2011-09-27T00:00:00-04:00",
          "2011-09-28T00:00:00-04:00",
          "2011-09-29T00:00:00-04:00",
          "2011-09-30T00:00:00-04:00",
          "2011-10-03T00:00:00-04:00",
          "2011-10-04T00:00:00-04:00",
          "2011-10-05T00:00:00-04:00",
          "2011-10-06T00:00:00-04:00",
          "2011-10-07T00:00:00-04:00",
          "2011-10-10T00:00:00-04:00",
          "2011-10-11T00:00:00-04:00",
          "2011-10-12T00:00:00-04:00",
          "2011-10-13T00:00:00-04:00",
          "2011-10-14T00:00:00-04:00",
          "2011-10-17T00:00:00-04:00",
          "2011-10-18T00:00:00-04:00",
          "2011-10-19T00:00:00-04:00",
          "2011-10-20T00:00:00-04:00",
          "2011-10-21T00:00:00-04:00",
          "2011-10-24T00:00:00-04:00",
          "2011-10-25T00:00:00-04:00",
          "2011-10-26T00:00:00-04:00",
          "2011-10-27T00:00:00-04:00",
          "2011-10-28T00:00:00-04:00",
          "2011-10-31T00:00:00-04:00",
          "2011-11-01T00:00:00-04:00",
          "2011-11-02T00:00:00-04:00",
          "2011-11-03T00:00:00-04:00",
          "2011-11-04T00:00:00-04:00",
          "2011-11-07T00:00:00-05:00",
          "2011-11-08T00:00:00-05:00",
          "2011-11-09T00:00:00-05:00",
          "2011-11-10T00:00:00-05:00",
          "2011-11-11T00:00:00-05:00",
          "2011-11-14T00:00:00-05:00",
          "2011-11-15T00:00:00-05:00",
          "2011-11-16T00:00:00-05:00",
          "2011-11-17T00:00:00-05:00",
          "2011-11-18T00:00:00-05:00",
          "2011-11-21T00:00:00-05:00",
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          "2011-11-23T00:00:00-05:00",
          "2011-11-25T00:00:00-05:00",
          "2011-11-28T00:00:00-05:00",
          "2011-11-29T00:00:00-05:00",
          "2011-11-30T00:00:00-05:00",
          "2011-12-01T00:00:00-05:00",
          "2011-12-02T00:00:00-05:00",
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          "2012-02-02T00:00:00-05:00",
          "2012-02-03T00:00:00-05:00",
          "2012-02-06T00:00:00-05:00",
          "2012-02-07T00:00:00-05:00",
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          "2012-02-09T00:00:00-05:00",
          "2012-02-10T00:00:00-05:00",
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          "2012-03-08T00:00:00-05:00",
          "2012-03-09T00:00:00-05:00",
          "2012-03-12T00:00:00-04:00",
          "2012-03-13T00:00:00-04:00",
          "2012-03-14T00:00:00-04:00",
          "2012-03-15T00:00:00-04:00",
          "2012-03-16T00:00:00-04:00",
          "2012-03-19T00:00:00-04:00",
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          "2012-04-12T00:00:00-04:00",
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          "2012-04-19T00:00:00-04:00",
          "2012-04-20T00:00:00-04:00",
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          "2012-04-24T00:00:00-04:00",
          "2012-04-25T00:00:00-04:00",
          "2012-04-26T00:00:00-04:00",
          "2012-04-27T00:00:00-04:00",
          "2012-04-30T00:00:00-04:00",
          "2012-05-01T00:00:00-04:00",
          "2012-05-02T00:00:00-04:00",
          "2012-05-03T00:00:00-04:00",
          "2012-05-04T00:00:00-04:00",
          "2012-05-07T00:00:00-04:00",
          "2012-05-08T00:00:00-04:00",
          "2012-05-09T00:00:00-04:00",
          "2012-05-10T00:00:00-04:00",
          "2012-05-11T00:00:00-04:00",
          "2012-05-14T00:00:00-04:00",
          "2012-05-15T00:00:00-04:00",
          "2012-05-16T00:00:00-04:00",
          "2012-05-17T00:00:00-04:00",
          "2012-05-18T00:00:00-04:00",
          "2012-05-21T00:00:00-04:00",
          "2012-05-22T00:00:00-04:00",
          "2012-05-23T00:00:00-04:00",
          "2012-05-24T00:00:00-04:00",
          "2012-05-25T00:00:00-04:00",
          "2012-05-29T00:00:00-04:00",
          "2012-05-30T00:00:00-04:00",
          "2012-05-31T00:00:00-04:00",
          "2012-06-01T00:00:00-04:00",
          "2012-06-04T00:00:00-04:00",
          "2012-06-05T00:00:00-04:00",
          "2012-06-06T00:00:00-04:00",
          "2012-06-07T00:00:00-04:00",
          "2012-06-08T00:00:00-04:00",
          "2012-06-11T00:00:00-04:00",
          "2012-06-12T00:00:00-04:00",
          "2012-06-13T00:00:00-04:00",
          "2012-06-14T00:00:00-04:00",
          "2012-06-15T00:00:00-04:00",
          "2012-06-18T00:00:00-04:00",
          "2012-06-19T00:00:00-04:00",
          "2012-06-20T00:00:00-04:00",
          "2012-06-21T00:00:00-04:00",
          "2012-06-22T00:00:00-04:00",
          "2012-06-25T00:00:00-04:00",
          "2012-06-26T00:00:00-04:00",
          "2012-06-27T00:00:00-04:00",
          "2012-06-28T00:00:00-04:00",
          "2012-06-29T00:00:00-04:00",
          "2012-07-02T00:00:00-04:00",
          "2012-07-03T00:00:00-04:00",
          "2012-07-05T00:00:00-04:00",
          "2012-07-06T00:00:00-04:00",
          "2012-07-09T00:00:00-04:00",
          "2012-07-10T00:00:00-04:00",
          "2012-07-11T00:00:00-04:00",
          "2012-07-12T00:00:00-04:00",
          "2012-07-13T00:00:00-04:00",
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          "2012-07-26T00:00:00-04:00",
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          "2012-08-01T00:00:00-04:00",
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          "2012-08-06T00:00:00-04:00",
          "2012-08-07T00:00:00-04:00",
          "2012-08-08T00:00:00-04:00",
          "2012-08-09T00:00:00-04:00",
          "2012-08-10T00:00:00-04:00",
          "2012-08-13T00:00:00-04:00",
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          "2012-11-07T00:00:00-05:00",
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          "2012-11-13T00:00:00-05:00",
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          "2013-01-02T00:00:00-05:00",
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          "2013-02-07T00:00:00-05:00",
          "2013-02-08T00:00:00-05:00",
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          "2013-02-13T00:00:00-05:00",
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          "2013-06-03T00:00:00-04:00",
          "2013-06-04T00:00:00-04:00",
          "2013-06-05T00:00:00-04:00",
          "2013-06-06T00:00:00-04:00",
          "2013-06-07T00:00:00-04:00",
          "2013-06-10T00:00:00-04:00",
          "2013-06-11T00:00:00-04:00",
          "2013-06-12T00:00:00-04:00",
          "2013-06-13T00:00:00-04:00",
          "2013-06-14T00:00:00-04:00",
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          "2013-06-20T00:00:00-04:00",
          "2013-06-21T00:00:00-04:00",
          "2013-06-24T00:00:00-04:00",
          "2013-06-25T00:00:00-04:00",
          "2013-06-26T00:00:00-04:00",
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          "2013-06-28T00:00:00-04:00",
          "2013-07-01T00:00:00-04:00",
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          "2013-07-03T00:00:00-04:00",
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          "2013-07-17T00:00:00-04:00",
          "2013-07-18T00:00:00-04:00",
          "2013-07-19T00:00:00-04:00",
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          "2013-08-13T00:00:00-04:00",
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          "2013-08-21T00:00:00-04:00",
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          "2013-08-23T00:00:00-04:00",
          "2013-08-26T00:00:00-04:00",
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          "2013-09-03T00:00:00-04:00",
          "2013-09-04T00:00:00-04:00",
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          "2013-09-10T00:00:00-04:00",
          "2013-09-11T00:00:00-04:00",
          "2013-09-12T00:00:00-04:00",
          "2013-09-13T00:00:00-04:00",
          "2013-09-16T00:00:00-04:00",
          "2013-09-17T00:00:00-04:00",
          "2013-09-18T00:00:00-04:00",
          "2013-09-19T00:00:00-04:00",
          "2013-09-20T00:00:00-04:00",
          "2013-09-23T00:00:00-04:00",
          "2013-09-24T00:00:00-04:00",
          "2013-09-25T00:00:00-04:00",
          "2013-09-26T00:00:00-04:00",
          "2013-09-27T00:00:00-04:00",
          "2013-09-30T00:00:00-04:00",
          "2013-10-01T00:00:00-04:00",
          "2013-10-02T00:00:00-04:00",
          "2013-10-03T00:00:00-04:00",
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          "2013-10-07T00:00:00-04:00",
          "2013-10-08T00:00:00-04:00",
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          "2013-10-10T00:00:00-04:00",
          "2013-10-11T00:00:00-04:00",
          "2013-10-14T00:00:00-04:00",
          "2013-10-15T00:00:00-04:00",
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          "2013-10-18T00:00:00-04:00",
          "2013-10-21T00:00:00-04:00",
          "2013-10-22T00:00:00-04:00",
          "2013-10-23T00:00:00-04:00",
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          "2013-10-25T00:00:00-04:00",
          "2013-10-28T00:00:00-04:00",
          "2013-10-29T00:00:00-04:00",
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          "2013-11-12T00:00:00-05:00",
          "2013-11-13T00:00:00-05:00",
          "2013-11-14T00:00:00-05:00",
          "2013-11-15T00:00:00-05:00",
          "2013-11-18T00:00:00-05:00",
          "2013-11-19T00:00:00-05:00",
          "2013-11-20T00:00:00-05:00",
          "2013-11-21T00:00:00-05:00",
          "2013-11-22T00:00:00-05:00",
          "2013-11-25T00:00:00-05:00",
          "2013-11-26T00:00:00-05:00",
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          "2013-12-02T00:00:00-05:00",
          "2013-12-03T00:00:00-05:00",
          "2013-12-04T00:00:00-05:00",
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          "2013-12-11T00:00:00-05:00",
          "2013-12-12T00:00:00-05:00",
          "2013-12-13T00:00:00-05:00",
          "2013-12-16T00:00:00-05:00",
          "2013-12-17T00:00:00-05:00",
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          "2013-12-23T00:00:00-05:00",
          "2013-12-24T00:00:00-05:00",
          "2013-12-26T00:00:00-05:00",
          "2013-12-27T00:00:00-05:00",
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          "2013-12-31T00:00:00-05:00",
          "2014-01-02T00:00:00-05:00",
          "2014-01-03T00:00:00-05:00",
          "2014-01-06T00:00:00-05:00",
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          "2014-01-09T00:00:00-05:00",
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          "2014-01-13T00:00:00-05:00",
          "2014-01-14T00:00:00-05:00",
          "2014-01-15T00:00:00-05:00",
          "2014-01-16T00:00:00-05:00",
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          "2014-01-22T00:00:00-05:00",
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          "2014-01-24T00:00:00-05:00",
          "2014-01-27T00:00:00-05:00",
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          "2014-01-29T00:00:00-05:00",
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          "2014-02-04T00:00:00-05:00",
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          "2014-02-06T00:00:00-05:00",
          "2014-02-07T00:00:00-05:00",
          "2014-02-10T00:00:00-05:00",
          "2014-02-11T00:00:00-05:00",
          "2014-02-12T00:00:00-05:00",
          "2014-02-13T00:00:00-05:00",
          "2014-02-14T00:00:00-05:00",
          "2014-02-18T00:00:00-05:00",
          "2014-02-19T00:00:00-05:00",
          "2014-02-20T00:00:00-05:00",
          "2014-02-21T00:00:00-05:00",
          "2014-02-24T00:00:00-05:00",
          "2014-02-25T00:00:00-05:00",
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          "2014-03-10T00:00:00-04:00",
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          "2014-03-12T00:00:00-04:00",
          "2014-03-13T00:00:00-04:00",
          "2014-03-14T00:00:00-04:00",
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          "2014-03-18T00:00:00-04:00",
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          "2014-05-08T00:00:00-04:00",
          "2014-05-09T00:00:00-04:00",
          "2014-05-12T00:00:00-04:00",
          "2014-05-13T00:00:00-04:00",
          "2014-05-14T00:00:00-04:00",
          "2014-05-15T00:00:00-04:00",
          "2014-05-16T00:00:00-04:00",
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          "2014-05-21T00:00:00-04:00",
          "2014-05-22T00:00:00-04:00",
          "2014-05-23T00:00:00-04:00",
          "2014-05-27T00:00:00-04:00",
          "2014-05-28T00:00:00-04:00",
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          "2014-06-02T00:00:00-04:00",
          "2014-06-03T00:00:00-04:00",
          "2014-06-04T00:00:00-04:00",
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          "2014-06-06T00:00:00-04:00",
          "2014-06-09T00:00:00-04:00",
          "2014-06-10T00:00:00-04:00",
          "2014-06-11T00:00:00-04:00",
          "2014-06-12T00:00:00-04:00",
          "2014-06-13T00:00:00-04:00",
          "2014-06-16T00:00:00-04:00",
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          "2014-06-18T00:00:00-04:00",
          "2014-06-19T00:00:00-04:00",
          "2014-06-20T00:00:00-04:00",
          "2014-06-23T00:00:00-04:00",
          "2014-06-24T00:00:00-04:00",
          "2014-06-25T00:00:00-04:00",
          "2014-06-26T00:00:00-04:00",
          "2014-06-27T00:00:00-04:00",
          "2014-06-30T00:00:00-04:00",
          "2014-07-01T00:00:00-04:00",
          "2014-07-02T00:00:00-04:00",
          "2014-07-03T00:00:00-04:00",
          "2014-07-07T00:00:00-04:00",
          "2014-07-08T00:00:00-04:00",
          "2014-07-09T00:00:00-04:00",
          "2014-07-10T00:00:00-04:00",
          "2014-07-11T00:00:00-04:00",
          "2014-07-14T00:00:00-04:00",
          "2014-07-15T00:00:00-04:00",
          "2014-07-16T00:00:00-04:00",
          "2014-07-17T00:00:00-04:00",
          "2014-07-18T00:00:00-04:00",
          "2014-07-21T00:00:00-04:00",
          "2014-07-22T00:00:00-04:00",
          "2014-07-23T00:00:00-04:00",
          "2014-07-24T00:00:00-04:00",
          "2014-07-25T00:00:00-04:00",
          "2014-07-28T00:00:00-04:00",
          "2014-07-29T00:00:00-04:00",
          "2014-07-30T00:00:00-04:00",
          "2014-07-31T00:00:00-04:00",
          "2014-08-01T00:00:00-04:00",
          "2014-08-04T00:00:00-04:00",
          "2014-08-05T00:00:00-04:00",
          "2014-08-06T00:00:00-04:00",
          "2014-08-07T00:00:00-04:00",
          "2014-08-08T00:00:00-04:00",
          "2014-08-11T00:00:00-04:00",
          "2014-08-12T00:00:00-04:00",
          "2014-08-13T00:00:00-04:00",
          "2014-08-14T00:00:00-04:00",
          "2014-08-15T00:00:00-04:00",
          "2014-08-18T00:00:00-04:00",
          "2014-08-19T00:00:00-04:00",
          "2014-08-20T00:00:00-04:00",
          "2014-08-21T00:00:00-04:00",
          "2014-08-22T00:00:00-04:00",
          "2014-08-25T00:00:00-04:00",
          "2014-08-26T00:00:00-04:00",
          "2014-08-27T00:00:00-04:00",
          "2014-08-28T00:00:00-04:00",
          "2014-08-29T00:00:00-04:00",
          "2014-09-02T00:00:00-04:00",
          "2014-09-03T00:00:00-04:00",
          "2014-09-04T00:00:00-04:00",
          "2014-09-05T00:00:00-04:00",
          "2014-09-08T00:00:00-04:00",
          "2014-09-09T00:00:00-04:00",
          "2014-09-10T00:00:00-04:00",
          "2014-09-11T00:00:00-04:00",
          "2014-09-12T00:00:00-04:00",
          "2014-09-15T00:00:00-04:00",
          "2014-09-16T00:00:00-04:00",
          "2014-09-17T00:00:00-04:00",
          "2014-09-18T00:00:00-04:00",
          "2014-09-19T00:00:00-04:00",
          "2014-09-22T00:00:00-04:00",
          "2014-09-23T00:00:00-04:00",
          "2014-09-24T00:00:00-04:00",
          "2014-09-25T00:00:00-04:00",
          "2014-09-26T00:00:00-04:00",
          "2014-09-29T00:00:00-04:00",
          "2014-09-30T00:00:00-04:00",
          "2014-10-01T00:00:00-04:00",
          "2014-10-02T00:00:00-04:00",
          "2014-10-03T00:00:00-04:00",
          "2014-10-06T00:00:00-04:00",
          "2014-10-07T00:00:00-04:00",
          "2014-10-08T00:00:00-04:00",
          "2014-10-09T00:00:00-04:00",
          "2014-10-10T00:00:00-04:00",
          "2014-10-13T00:00:00-04:00",
          "2014-10-14T00:00:00-04:00",
          "2014-10-15T00:00:00-04:00",
          "2014-10-16T00:00:00-04:00",
          "2014-10-17T00:00:00-04:00",
          "2014-10-20T00:00:00-04:00",
          "2014-10-21T00:00:00-04:00",
          "2014-10-22T00:00:00-04:00",
          "2014-10-23T00:00:00-04:00",
          "2014-10-24T00:00:00-04:00",
          "2014-10-27T00:00:00-04:00",
          "2014-10-28T00:00:00-04:00",
          "2014-10-29T00:00:00-04:00",
          "2014-10-30T00:00:00-04:00",
          "2014-10-31T00:00:00-04:00",
          "2014-11-03T00:00:00-05:00",
          "2014-11-04T00:00:00-05:00",
          "2014-11-05T00:00:00-05:00",
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          "2014-11-07T00:00:00-05:00",
          "2014-11-10T00:00:00-05:00",
          "2014-11-11T00:00:00-05:00",
          "2014-11-12T00:00:00-05:00",
          "2014-11-13T00:00:00-05:00",
          "2014-11-14T00:00:00-05:00",
          "2014-11-17T00:00:00-05:00",
          "2014-11-18T00:00:00-05:00",
          "2014-11-19T00:00:00-05:00",
          "2014-11-20T00:00:00-05:00",
          "2014-11-21T00:00:00-05:00",
          "2014-11-24T00:00:00-05:00",
          "2014-11-25T00:00:00-05:00",
          "2014-11-26T00:00:00-05:00",
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          "2014-12-01T00:00:00-05:00",
          "2014-12-02T00:00:00-05:00",
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          "2014-12-08T00:00:00-05:00",
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          "2014-12-11T00:00:00-05:00",
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          "2014-12-30T00:00:00-05:00",
          "2014-12-31T00:00:00-05:00",
          "2015-01-02T00:00:00-05:00",
          "2015-01-05T00:00:00-05:00",
          "2015-01-06T00:00:00-05:00",
          "2015-01-07T00:00:00-05:00",
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          "2015-01-21T00:00:00-05:00",
          "2015-01-22T00:00:00-05:00",
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          "2015-02-02T00:00:00-05:00",
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          "2015-02-11T00:00:00-05:00",
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          "2015-02-27T00:00:00-05:00",
          "2015-03-02T00:00:00-05:00",
          "2015-03-03T00:00:00-05:00",
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          "2015-05-07T00:00:00-04:00",
          "2015-05-08T00:00:00-04:00",
          "2015-05-11T00:00:00-04:00",
          "2015-05-12T00:00:00-04:00",
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          "2015-05-14T00:00:00-04:00",
          "2015-05-15T00:00:00-04:00",
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          "2015-05-19T00:00:00-04:00",
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          "2015-05-28T00:00:00-04:00",
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          "2015-06-04T00:00:00-04:00",
          "2015-06-05T00:00:00-04:00",
          "2015-06-08T00:00:00-04:00",
          "2015-06-09T00:00:00-04:00",
          "2015-06-10T00:00:00-04:00",
          "2015-06-11T00:00:00-04:00",
          "2015-06-12T00:00:00-04:00",
          "2015-06-15T00:00:00-04:00",
          "2015-06-16T00:00:00-04:00",
          "2015-06-17T00:00:00-04:00",
          "2015-06-18T00:00:00-04:00",
          "2015-06-19T00:00:00-04:00",
          "2015-06-22T00:00:00-04:00",
          "2015-06-23T00:00:00-04:00",
          "2015-06-24T00:00:00-04:00",
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          "2015-06-26T00:00:00-04:00",
          "2015-06-29T00:00:00-04:00",
          "2015-06-30T00:00:00-04:00",
          "2015-07-01T00:00:00-04:00",
          "2015-07-02T00:00:00-04:00",
          "2015-07-06T00:00:00-04:00",
          "2015-07-07T00:00:00-04:00",
          "2015-07-08T00:00:00-04:00",
          "2015-07-09T00:00:00-04:00",
          "2015-07-10T00:00:00-04:00",
          "2015-07-13T00:00:00-04:00",
          "2015-07-14T00:00:00-04:00",
          "2015-07-15T00:00:00-04:00",
          "2015-07-16T00:00:00-04:00",
          "2015-07-17T00:00:00-04:00",
          "2015-07-20T00:00:00-04:00",
          "2015-07-21T00:00:00-04:00",
          "2015-07-22T00:00:00-04:00",
          "2015-07-23T00:00:00-04:00",
          "2015-07-24T00:00:00-04:00",
          "2015-07-27T00:00:00-04:00",
          "2015-07-28T00:00:00-04:00",
          "2015-07-29T00:00:00-04:00",
          "2015-07-30T00:00:00-04:00",
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          "2015-08-03T00:00:00-04:00",
          "2015-08-04T00:00:00-04:00",
          "2015-08-05T00:00:00-04:00",
          "2015-08-06T00:00:00-04:00",
          "2015-08-07T00:00:00-04:00",
          "2015-08-10T00:00:00-04:00",
          "2015-08-11T00:00:00-04:00",
          "2015-08-12T00:00:00-04:00",
          "2015-08-13T00:00:00-04:00",
          "2015-08-14T00:00:00-04:00",
          "2015-08-17T00:00:00-04:00",
          "2015-08-18T00:00:00-04:00",
          "2015-08-19T00:00:00-04:00",
          "2015-08-20T00:00:00-04:00",
          "2015-08-21T00:00:00-04:00",
          "2015-08-24T00:00:00-04:00",
          "2015-08-25T00:00:00-04:00",
          "2015-08-26T00:00:00-04:00",
          "2015-08-27T00:00:00-04:00",
          "2015-08-28T00:00:00-04:00",
          "2015-08-31T00:00:00-04:00",
          "2015-09-01T00:00:00-04:00",
          "2015-09-02T00:00:00-04:00",
          "2015-09-03T00:00:00-04:00",
          "2015-09-04T00:00:00-04:00",
          "2015-09-08T00:00:00-04:00",
          "2015-09-09T00:00:00-04:00",
          "2015-09-10T00:00:00-04:00",
          "2015-09-11T00:00:00-04:00",
          "2015-09-14T00:00:00-04:00",
          "2015-09-15T00:00:00-04:00",
          "2015-09-16T00:00:00-04:00",
          "2015-09-17T00:00:00-04:00",
          "2015-09-18T00:00:00-04:00",
          "2015-09-21T00:00:00-04:00",
          "2015-09-22T00:00:00-04:00",
          "2015-09-23T00:00:00-04:00",
          "2015-09-24T00:00:00-04:00",
          "2015-09-25T00:00:00-04:00",
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          "2015-09-30T00:00:00-04:00",
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          "2015-10-05T00:00:00-04:00",
          "2015-10-06T00:00:00-04:00",
          "2015-10-07T00:00:00-04:00",
          "2015-10-08T00:00:00-04:00",
          "2015-10-09T00:00:00-04:00",
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          "2015-10-13T00:00:00-04:00",
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          "2015-10-15T00:00:00-04:00",
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          "2015-10-21T00:00:00-04:00",
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          "2015-10-27T00:00:00-04:00",
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          "2015-12-11T00:00:00-05:00",
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          "2015-12-22T00:00:00-05:00",
          "2015-12-23T00:00:00-05:00",
          "2015-12-24T00:00:00-05:00",
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          "2016-01-13T00:00:00-05:00",
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          "2016-01-15T00:00:00-05:00",
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          "2016-01-21T00:00:00-05:00",
          "2016-01-22T00:00:00-05:00",
          "2016-01-25T00:00:00-05:00",
          "2016-01-26T00:00:00-05:00",
          "2016-01-27T00:00:00-05:00",
          "2016-01-28T00:00:00-05:00",
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          "2016-02-01T00:00:00-05:00",
          "2016-02-02T00:00:00-05:00",
          "2016-02-03T00:00:00-05:00",
          "2016-02-04T00:00:00-05:00",
          "2016-02-05T00:00:00-05:00",
          "2016-02-08T00:00:00-05:00",
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          "2016-02-10T00:00:00-05:00",
          "2016-02-11T00:00:00-05:00",
          "2016-02-12T00:00:00-05:00",
          "2016-02-16T00:00:00-05:00",
          "2016-02-17T00:00:00-05:00",
          "2016-02-18T00:00:00-05:00",
          "2016-02-19T00:00:00-05:00",
          "2016-02-22T00:00:00-05:00",
          "2016-02-23T00:00:00-05:00",
          "2016-02-24T00:00:00-05:00",
          "2016-02-25T00:00:00-05:00",
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          "2016-02-29T00:00:00-05:00",
          "2016-03-01T00:00:00-05:00",
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          "2016-03-03T00:00:00-05:00",
          "2016-03-04T00:00:00-05:00",
          "2016-03-07T00:00:00-05:00",
          "2016-03-08T00:00:00-05:00",
          "2016-03-09T00:00:00-05:00",
          "2016-03-10T00:00:00-05:00",
          "2016-03-11T00:00:00-05:00",
          "2016-03-14T00:00:00-04:00",
          "2016-03-15T00:00:00-04:00",
          "2016-03-16T00:00:00-04:00",
          "2016-03-17T00:00:00-04:00",
          "2016-03-18T00:00:00-04:00",
          "2016-03-21T00:00:00-04:00",
          "2016-03-22T00:00:00-04:00",
          "2016-03-23T00:00:00-04:00",
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          "2016-04-07T00:00:00-04:00",
          "2016-04-08T00:00:00-04:00",
          "2016-04-11T00:00:00-04:00",
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          "2016-04-14T00:00:00-04:00",
          "2016-04-15T00:00:00-04:00",
          "2016-04-18T00:00:00-04:00",
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          "2016-04-21T00:00:00-04:00",
          "2016-04-22T00:00:00-04:00",
          "2016-04-25T00:00:00-04:00",
          "2016-04-26T00:00:00-04:00",
          "2016-04-27T00:00:00-04:00",
          "2016-04-28T00:00:00-04:00",
          "2016-04-29T00:00:00-04:00",
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          "2016-05-04T00:00:00-04:00",
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          "2016-05-06T00:00:00-04:00",
          "2016-05-09T00:00:00-04:00",
          "2016-05-10T00:00:00-04:00",
          "2016-05-11T00:00:00-04:00",
          "2016-05-12T00:00:00-04:00",
          "2016-05-13T00:00:00-04:00",
          "2016-05-16T00:00:00-04:00",
          "2016-05-17T00:00:00-04:00",
          "2016-05-18T00:00:00-04:00",
          "2016-05-19T00:00:00-04:00",
          "2016-05-20T00:00:00-04:00",
          "2016-05-23T00:00:00-04:00",
          "2016-05-24T00:00:00-04:00",
          "2016-05-25T00:00:00-04:00",
          "2016-05-26T00:00:00-04:00",
          "2016-05-27T00:00:00-04:00",
          "2016-05-31T00:00:00-04:00",
          "2016-06-01T00:00:00-04:00",
          "2016-06-02T00:00:00-04:00",
          "2016-06-03T00:00:00-04:00",
          "2016-06-06T00:00:00-04:00",
          "2016-06-07T00:00:00-04:00",
          "2016-06-08T00:00:00-04:00",
          "2016-06-09T00:00:00-04:00",
          "2016-06-10T00:00:00-04:00",
          "2016-06-13T00:00:00-04:00",
          "2016-06-14T00:00:00-04:00",
          "2016-06-15T00:00:00-04:00",
          "2016-06-16T00:00:00-04:00",
          "2016-06-17T00:00:00-04:00",
          "2016-06-20T00:00:00-04:00",
          "2016-06-21T00:00:00-04:00",
          "2016-06-22T00:00:00-04:00",
          "2016-06-23T00:00:00-04:00",
          "2016-06-24T00:00:00-04:00",
          "2016-06-27T00:00:00-04:00",
          "2016-06-28T00:00:00-04:00",
          "2016-06-29T00:00:00-04:00",
          "2016-06-30T00:00:00-04:00",
          "2016-07-01T00:00:00-04:00",
          "2016-07-05T00:00:00-04:00",
          "2016-07-06T00:00:00-04:00",
          "2016-07-07T00:00:00-04:00",
          "2016-07-08T00:00:00-04:00",
          "2016-07-11T00:00:00-04:00",
          "2016-07-12T00:00:00-04:00",
          "2016-07-13T00:00:00-04:00",
          "2016-07-14T00:00:00-04:00",
          "2016-07-15T00:00:00-04:00",
          "2016-07-18T00:00:00-04:00",
          "2016-07-19T00:00:00-04:00",
          "2016-07-20T00:00:00-04:00",
          "2016-07-21T00:00:00-04:00",
          "2016-07-22T00:00:00-04:00",
          "2016-07-25T00:00:00-04:00",
          "2016-07-26T00:00:00-04:00",
          "2016-07-27T00:00:00-04:00",
          "2016-07-28T00:00:00-04:00",
          "2016-07-29T00:00:00-04:00",
          "2016-08-01T00:00:00-04:00",
          "2016-08-02T00:00:00-04:00",
          "2016-08-03T00:00:00-04:00",
          "2016-08-04T00:00:00-04:00",
          "2016-08-05T00:00:00-04:00",
          "2016-08-08T00:00:00-04:00",
          "2016-08-09T00:00:00-04:00",
          "2016-08-10T00:00:00-04:00",
          "2016-08-11T00:00:00-04:00",
          "2016-08-12T00:00:00-04:00",
          "2016-08-15T00:00:00-04:00",
          "2016-08-16T00:00:00-04:00",
          "2016-08-17T00:00:00-04:00",
          "2016-08-18T00:00:00-04:00",
          "2016-08-19T00:00:00-04:00",
          "2016-08-22T00:00:00-04:00",
          "2016-08-23T00:00:00-04:00",
          "2016-08-24T00:00:00-04:00",
          "2016-08-25T00:00:00-04:00",
          "2016-08-26T00:00:00-04:00",
          "2016-08-29T00:00:00-04:00",
          "2016-08-30T00:00:00-04:00",
          "2016-08-31T00:00:00-04:00",
          "2016-09-01T00:00:00-04:00",
          "2016-09-02T00:00:00-04:00",
          "2016-09-06T00:00:00-04:00",
          "2016-09-07T00:00:00-04:00",
          "2016-09-08T00:00:00-04:00",
          "2016-09-09T00:00:00-04:00",
          "2016-09-12T00:00:00-04:00",
          "2016-09-13T00:00:00-04:00",
          "2016-09-14T00:00:00-04:00",
          "2016-09-15T00:00:00-04:00",
          "2016-09-16T00:00:00-04:00",
          "2016-09-19T00:00:00-04:00",
          "2016-09-20T00:00:00-04:00",
          "2016-09-21T00:00:00-04:00",
          "2016-09-22T00:00:00-04:00",
          "2016-09-23T00:00:00-04:00",
          "2016-09-26T00:00:00-04:00",
          "2016-09-27T00:00:00-04:00",
          "2016-09-28T00:00:00-04:00",
          "2016-09-29T00:00:00-04:00",
          "2016-09-30T00:00:00-04:00",
          "2016-10-03T00:00:00-04:00",
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          "2016-10-06T00:00:00-04:00",
          "2016-10-07T00:00:00-04:00",
          "2016-10-10T00:00:00-04:00",
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          "2017-07-25T00:00:00-04:00",
          "2017-07-26T00:00:00-04:00",
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          "2017-07-31T00:00:00-04:00",
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          "2017-08-02T00:00:00-04:00",
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          "2017-08-16T00:00:00-04:00",
          "2017-08-17T00:00:00-04:00",
          "2017-08-18T00:00:00-04:00",
          "2017-08-21T00:00:00-04:00",
          "2017-08-22T00:00:00-04:00",
          "2017-08-23T00:00:00-04:00",
          "2017-08-24T00:00:00-04:00",
          "2017-08-25T00:00:00-04:00",
          "2017-08-28T00:00:00-04:00",
          "2017-08-29T00:00:00-04:00",
          "2017-08-30T00:00:00-04:00",
          "2017-08-31T00:00:00-04:00",
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          "2017-09-05T00:00:00-04:00",
          "2017-09-06T00:00:00-04:00",
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          "2017-09-08T00:00:00-04:00",
          "2017-09-11T00:00:00-04:00",
          "2017-09-12T00:00:00-04:00",
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          "2017-09-14T00:00:00-04:00",
          "2017-09-15T00:00:00-04:00",
          "2017-09-18T00:00:00-04:00",
          "2017-09-19T00:00:00-04:00",
          "2017-09-20T00:00:00-04:00",
          "2017-09-21T00:00:00-04:00",
          "2017-09-22T00:00:00-04:00",
          "2017-09-25T00:00:00-04:00",
          "2017-09-26T00:00:00-04:00",
          "2017-09-27T00:00:00-04:00",
          "2017-09-28T00:00:00-04:00",
          "2017-09-29T00:00:00-04:00",
          "2017-10-02T00:00:00-04:00",
          "2017-10-03T00:00:00-04:00",
          "2017-10-04T00:00:00-04:00",
          "2017-10-05T00:00:00-04:00",
          "2017-10-06T00:00:00-04:00",
          "2017-10-09T00:00:00-04:00",
          "2017-10-10T00:00:00-04:00",
          "2017-10-11T00:00:00-04:00",
          "2017-10-12T00:00:00-04:00",
          "2017-10-13T00:00:00-04:00",
          "2017-10-16T00:00:00-04:00",
          "2017-10-17T00:00:00-04:00",
          "2017-10-18T00:00:00-04:00",
          "2017-10-19T00:00:00-04:00",
          "2017-10-20T00:00:00-04:00",
          "2017-10-23T00:00:00-04:00",
          "2017-10-24T00:00:00-04:00",
          "2017-10-25T00:00:00-04:00",
          "2017-10-26T00:00:00-04:00",
          "2017-10-27T00:00:00-04:00",
          "2017-10-30T00:00:00-04:00",
          "2017-10-31T00:00:00-04:00",
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          "2017-11-02T00:00:00-04:00",
          "2017-11-03T00:00:00-04:00",
          "2017-11-06T00:00:00-05:00",
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          "2017-11-08T00:00:00-05:00",
          "2017-11-09T00:00:00-05:00",
          "2017-11-10T00:00:00-05:00",
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          "2017-11-15T00:00:00-05:00",
          "2017-11-16T00:00:00-05:00",
          "2017-11-17T00:00:00-05:00",
          "2017-11-20T00:00:00-05:00",
          "2017-11-21T00:00:00-05:00",
          "2017-11-22T00:00:00-05:00",
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          "2017-11-27T00:00:00-05:00",
          "2017-11-28T00:00:00-05:00",
          "2017-11-29T00:00:00-05:00",
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          "2017-12-19T00:00:00-05:00",
          "2017-12-20T00:00:00-05:00",
          "2017-12-21T00:00:00-05:00",
          "2017-12-22T00:00:00-05:00",
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          "2017-12-28T00:00:00-05:00",
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          "2018-01-03T00:00:00-05:00",
          "2018-01-04T00:00:00-05:00",
          "2018-01-05T00:00:00-05:00",
          "2018-01-08T00:00:00-05:00",
          "2018-01-09T00:00:00-05:00",
          "2018-01-10T00:00:00-05:00",
          "2018-01-11T00:00:00-05:00",
          "2018-01-12T00:00:00-05:00",
          "2018-01-16T00:00:00-05:00",
          "2018-01-17T00:00:00-05:00",
          "2018-01-18T00:00:00-05:00",
          "2018-01-19T00:00:00-05:00",
          "2018-01-22T00:00:00-05:00",
          "2018-01-23T00:00:00-05:00",
          "2018-01-24T00:00:00-05:00",
          "2018-01-25T00:00:00-05:00",
          "2018-01-26T00:00:00-05:00",
          "2018-01-29T00:00:00-05:00",
          "2018-01-30T00:00:00-05:00",
          "2018-01-31T00:00:00-05:00",
          "2018-02-01T00:00:00-05:00",
          "2018-02-02T00:00:00-05:00",
          "2018-02-05T00:00:00-05:00",
          "2018-02-06T00:00:00-05:00",
          "2018-02-07T00:00:00-05:00",
          "2018-02-08T00:00:00-05:00",
          "2018-02-09T00:00:00-05:00",
          "2018-02-12T00:00:00-05:00",
          "2018-02-13T00:00:00-05:00",
          "2018-02-14T00:00:00-05:00",
          "2018-02-15T00:00:00-05:00",
          "2018-02-16T00:00:00-05:00",
          "2018-02-20T00:00:00-05:00",
          "2018-02-21T00:00:00-05:00",
          "2018-02-22T00:00:00-05:00",
          "2018-02-23T00:00:00-05:00",
          "2018-02-26T00:00:00-05:00",
          "2018-02-27T00:00:00-05:00",
          "2018-02-28T00:00:00-05:00",
          "2018-03-01T00:00:00-05:00",
          "2018-03-02T00:00:00-05:00",
          "2018-03-05T00:00:00-05:00",
          "2018-03-06T00:00:00-05:00",
          "2018-03-07T00:00:00-05:00",
          "2018-03-08T00:00:00-05:00",
          "2018-03-09T00:00:00-05:00",
          "2018-03-12T00:00:00-04:00",
          "2018-03-13T00:00:00-04:00",
          "2018-03-14T00:00:00-04:00",
          "2018-03-15T00:00:00-04:00",
          "2018-03-16T00:00:00-04:00",
          "2018-03-19T00:00:00-04:00",
          "2018-03-20T00:00:00-04:00",
          "2018-03-21T00:00:00-04:00",
          "2018-03-22T00:00:00-04:00",
          "2018-03-23T00:00:00-04:00",
          "2018-03-26T00:00:00-04:00",
          "2018-03-27T00:00:00-04:00",
          "2018-03-28T00:00:00-04:00",
          "2018-03-29T00:00:00-04:00",
          "2018-04-02T00:00:00-04:00",
          "2018-04-03T00:00:00-04:00",
          "2018-04-04T00:00:00-04:00",
          "2018-04-05T00:00:00-04:00",
          "2018-04-06T00:00:00-04:00",
          "2018-04-09T00:00:00-04:00",
          "2018-04-10T00:00:00-04:00",
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          "2018-04-12T00:00:00-04:00",
          "2018-04-13T00:00:00-04:00",
          "2018-04-16T00:00:00-04:00",
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          "2018-04-19T00:00:00-04:00",
          "2018-04-20T00:00:00-04:00",
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          "2018-04-25T00:00:00-04:00",
          "2018-04-26T00:00:00-04:00",
          "2018-04-27T00:00:00-04:00",
          "2018-04-30T00:00:00-04:00",
          "2018-05-01T00:00:00-04:00",
          "2018-05-02T00:00:00-04:00",
          "2018-05-03T00:00:00-04:00",
          "2018-05-04T00:00:00-04:00",
          "2018-05-07T00:00:00-04:00",
          "2018-05-08T00:00:00-04:00",
          "2018-05-09T00:00:00-04:00",
          "2018-05-10T00:00:00-04:00",
          "2018-05-11T00:00:00-04:00",
          "2018-05-14T00:00:00-04:00",
          "2018-05-15T00:00:00-04:00",
          "2018-05-16T00:00:00-04:00",
          "2018-05-17T00:00:00-04:00",
          "2018-05-18T00:00:00-04:00",
          "2018-05-21T00:00:00-04:00",
          "2018-05-22T00:00:00-04:00",
          "2018-05-23T00:00:00-04:00",
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          "2018-10-25T00:00:00-04:00",
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          "2019-04-09T00:00:00-04:00",
          "2019-04-10T00:00:00-04:00",
          "2019-04-11T00:00:00-04:00",
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          "2019-04-26T00:00:00-04:00",
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          "2019-05-02T00:00:00-04:00",
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          "2019-05-06T00:00:00-04:00",
          "2019-05-07T00:00:00-04:00",
          "2019-05-08T00:00:00-04:00",
          "2019-05-09T00:00:00-04:00",
          "2019-05-10T00:00:00-04:00",
          "2019-05-13T00:00:00-04:00",
          "2019-05-14T00:00:00-04:00",
          "2019-05-15T00:00:00-04:00",
          "2019-05-16T00:00:00-04:00",
          "2019-05-17T00:00:00-04:00",
          "2019-05-20T00:00:00-04:00",
          "2019-05-21T00:00:00-04:00",
          "2019-05-22T00:00:00-04:00",
          "2019-05-23T00:00:00-04:00",
          "2019-05-24T00:00:00-04:00",
          "2019-05-28T00:00:00-04:00",
          "2019-05-29T00:00:00-04:00",
          "2019-05-30T00:00:00-04:00",
          "2019-05-31T00:00:00-04:00",
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          "2019-06-04T00:00:00-04:00",
          "2019-06-05T00:00:00-04:00",
          "2019-06-06T00:00:00-04:00",
          "2019-06-07T00:00:00-04:00",
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          "2019-06-11T00:00:00-04:00",
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          "2019-06-13T00:00:00-04:00",
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          "2019-07-25T00:00:00-04:00",
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          "2019-07-29T00:00:00-04:00",
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          "2019-08-26T00:00:00-04:00",
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          "2019-08-28T00:00:00-04:00",
          "2019-08-29T00:00:00-04:00",
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          "2019-09-10T00:00:00-04:00",
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          "2019-09-12T00:00:00-04:00",
          "2019-09-13T00:00:00-04:00",
          "2019-09-16T00:00:00-04:00",
          "2019-09-17T00:00:00-04:00",
          "2019-09-18T00:00:00-04:00",
          "2019-09-19T00:00:00-04:00",
          "2019-09-20T00:00:00-04:00",
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          "2019-09-25T00:00:00-04:00",
          "2019-09-26T00:00:00-04:00",
          "2019-09-27T00:00:00-04:00",
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          "2019-10-03T00:00:00-04:00",
          "2019-10-04T00:00:00-04:00",
          "2019-10-07T00:00:00-04:00",
          "2019-10-08T00:00:00-04:00",
          "2019-10-09T00:00:00-04:00",
          "2019-10-10T00:00:00-04:00",
          "2019-10-11T00:00:00-04:00",
          "2019-10-14T00:00:00-04:00",
          "2019-10-15T00:00:00-04:00",
          "2019-10-16T00:00:00-04:00",
          "2019-10-17T00:00:00-04:00",
          "2019-10-18T00:00:00-04:00",
          "2019-10-21T00:00:00-04:00",
          "2019-10-22T00:00:00-04:00",
          "2019-10-23T00:00:00-04:00",
          "2019-10-24T00:00:00-04:00",
          "2019-10-25T00:00:00-04:00",
          "2019-10-28T00:00:00-04:00",
          "2019-10-29T00:00:00-04:00",
          "2019-10-30T00:00:00-04:00",
          "2019-10-31T00:00:00-04:00",
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          "2019-11-04T00:00:00-05:00",
          "2019-11-05T00:00:00-05:00",
          "2019-11-06T00:00:00-05:00",
          "2019-11-07T00:00:00-05:00",
          "2019-11-08T00:00:00-05:00",
          "2019-11-11T00:00:00-05:00",
          "2019-11-12T00:00:00-05:00",
          "2019-11-13T00:00:00-05:00",
          "2019-11-14T00:00:00-05:00",
          "2019-11-15T00:00:00-05:00",
          "2019-11-18T00:00:00-05:00",
          "2019-11-19T00:00:00-05:00",
          "2019-11-20T00:00:00-05:00",
          "2019-11-21T00:00:00-05:00",
          "2019-11-22T00:00:00-05:00",
          "2019-11-25T00:00:00-05:00",
          "2019-11-26T00:00:00-05:00",
          "2019-11-27T00:00:00-05:00",
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          "2019-12-03T00:00:00-05:00",
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          "2019-12-06T00:00:00-05:00",
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          "2019-12-10T00:00:00-05:00",
          "2019-12-11T00:00:00-05:00",
          "2019-12-12T00:00:00-05:00",
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          "2019-12-16T00:00:00-05:00",
          "2019-12-17T00:00:00-05:00",
          "2019-12-18T00:00:00-05:00",
          "2019-12-19T00:00:00-05:00",
          "2019-12-20T00:00:00-05:00",
          "2019-12-23T00:00:00-05:00",
          "2019-12-24T00:00:00-05:00",
          "2019-12-26T00:00:00-05:00",
          "2019-12-27T00:00:00-05:00",
          "2019-12-30T00:00:00-05:00",
          "2019-12-31T00:00:00-05:00",
          "2020-01-02T00:00:00-05:00",
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   "source": [
    "#Using make_graph function to graph the Tesla Stcok Data\n",
    "tesla_share_price_data.reset_index(inplace=True,drop=True)\n",
    "make_graph(tesla_share_price_data, tesla_revenue, 'Tesla')\n"
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  },
  {
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Question 6: Plot GameStop Stock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
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          "2002-11-05T00:00:00-05:00",
          "2002-11-06T00:00:00-05:00",
          "2002-11-07T00:00:00-05:00",
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          "2002-11-13T00:00:00-05:00",
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          "2002-12-03T00:00:00-05:00",
          "2002-12-04T00:00:00-05:00",
          "2002-12-05T00:00:00-05:00",
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          "2002-12-18T00:00:00-05:00",
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          "2003-09-19T00:00:00-04:00",
          "2003-09-22T00:00:00-04:00",
          "2003-09-23T00:00:00-04:00",
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          "2003-09-25T00:00:00-04:00",
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          "2003-11-03T00:00:00-05:00",
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          "2003-11-17T00:00:00-05:00",
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          "2003-11-19T00:00:00-05:00",
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          "2003-11-24T00:00:00-05:00",
          "2003-11-25T00:00:00-05:00",
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          "2003-12-01T00:00:00-05:00",
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          "2003-12-08T00:00:00-05:00",
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          "2003-12-24T00:00:00-05:00",
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          "2004-01-02T00:00:00-05:00",
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          "2004-01-06T00:00:00-05:00",
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          "2004-01-08T00:00:00-05:00",
          "2004-01-09T00:00:00-05:00",
          "2004-01-12T00:00:00-05:00",
          "2004-01-13T00:00:00-05:00",
          "2004-01-14T00:00:00-05:00",
          "2004-01-15T00:00:00-05:00",
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          "2004-01-20T00:00:00-05:00",
          "2004-01-21T00:00:00-05:00",
          "2004-01-22T00:00:00-05:00",
          "2004-01-23T00:00:00-05:00",
          "2004-01-26T00:00:00-05:00",
          "2004-01-27T00:00:00-05:00",
          "2004-01-28T00:00:00-05:00",
          "2004-01-29T00:00:00-05:00",
          "2004-01-30T00:00:00-05:00",
          "2004-02-02T00:00:00-05:00",
          "2004-02-03T00:00:00-05:00",
          "2004-02-04T00:00:00-05:00",
          "2004-02-05T00:00:00-05:00",
          "2004-02-06T00:00:00-05:00",
          "2004-02-09T00:00:00-05:00",
          "2004-02-10T00:00:00-05:00",
          "2004-02-11T00:00:00-05:00",
          "2004-02-12T00:00:00-05:00",
          "2004-02-13T00:00:00-05:00",
          "2004-02-17T00:00:00-05:00",
          "2004-02-18T00:00:00-05:00",
          "2004-02-19T00:00:00-05:00",
          "2004-02-20T00:00:00-05:00",
          "2004-02-23T00:00:00-05:00",
          "2004-02-24T00:00:00-05:00",
          "2004-02-25T00:00:00-05:00",
          "2004-02-26T00:00:00-05:00",
          "2004-02-27T00:00:00-05:00",
          "2004-03-01T00:00:00-05:00",
          "2004-03-02T00:00:00-05:00",
          "2004-03-03T00:00:00-05:00",
          "2004-03-04T00:00:00-05:00",
          "2004-03-05T00:00:00-05:00",
          "2004-03-08T00:00:00-05:00",
          "2004-03-09T00:00:00-05:00",
          "2004-03-10T00:00:00-05:00",
          "2004-03-11T00:00:00-05:00",
          "2004-03-12T00:00:00-05:00",
          "2004-03-15T00:00:00-05:00",
          "2004-03-16T00:00:00-05:00",
          "2004-03-17T00:00:00-05:00",
          "2004-03-18T00:00:00-05:00",
          "2004-03-19T00:00:00-05:00",
          "2004-03-22T00:00:00-05:00",
          "2004-03-23T00:00:00-05:00",
          "2004-03-24T00:00:00-05:00",
          "2004-03-25T00:00:00-05:00",
          "2004-03-26T00:00:00-05:00",
          "2004-03-29T00:00:00-05:00",
          "2004-03-30T00:00:00-05:00",
          "2004-03-31T00:00:00-05:00",
          "2004-04-01T00:00:00-05:00",
          "2004-04-02T00:00:00-05:00",
          "2004-04-05T00:00:00-04:00",
          "2004-04-06T00:00:00-04:00",
          "2004-04-07T00:00:00-04:00",
          "2004-04-08T00:00:00-04:00",
          "2004-04-12T00:00:00-04:00",
          "2004-04-13T00:00:00-04:00",
          "2004-04-14T00:00:00-04:00",
          "2004-04-15T00:00:00-04:00",
          "2004-04-16T00:00:00-04:00",
          "2004-04-19T00:00:00-04:00",
          "2004-04-20T00:00:00-04:00",
          "2004-04-21T00:00:00-04:00",
          "2004-04-22T00:00:00-04:00",
          "2004-04-23T00:00:00-04:00",
          "2004-04-26T00:00:00-04:00",
          "2004-04-27T00:00:00-04:00",
          "2004-04-28T00:00:00-04:00",
          "2004-04-29T00:00:00-04:00",
          "2004-04-30T00:00:00-04:00",
          "2004-05-03T00:00:00-04:00",
          "2004-05-04T00:00:00-04:00",
          "2004-05-05T00:00:00-04:00",
          "2004-05-06T00:00:00-04:00",
          "2004-05-07T00:00:00-04:00",
          "2004-05-10T00:00:00-04:00",
          "2004-05-11T00:00:00-04:00",
          "2004-05-12T00:00:00-04:00",
          "2004-05-13T00:00:00-04:00",
          "2004-05-14T00:00:00-04:00",
          "2004-05-17T00:00:00-04:00",
          "2004-05-18T00:00:00-04:00",
          "2004-05-19T00:00:00-04:00",
          "2004-05-20T00:00:00-04:00",
          "2004-05-21T00:00:00-04:00",
          "2004-05-24T00:00:00-04:00",
          "2004-05-25T00:00:00-04:00",
          "2004-05-26T00:00:00-04:00",
          "2004-05-27T00:00:00-04:00",
          "2004-05-28T00:00:00-04:00",
          "2004-06-01T00:00:00-04:00",
          "2004-06-02T00:00:00-04:00",
          "2004-06-03T00:00:00-04:00",
          "2004-06-04T00:00:00-04:00",
          "2004-06-07T00:00:00-04:00",
          "2004-06-08T00:00:00-04:00",
          "2004-06-09T00:00:00-04:00",
          "2004-06-10T00:00:00-04:00",
          "2004-06-14T00:00:00-04:00",
          "2004-06-15T00:00:00-04:00",
          "2004-06-16T00:00:00-04:00",
          "2004-06-17T00:00:00-04:00",
          "2004-06-18T00:00:00-04:00",
          "2004-06-21T00:00:00-04:00",
          "2004-06-22T00:00:00-04:00",
          "2004-06-23T00:00:00-04:00",
          "2004-06-24T00:00:00-04:00",
          "2004-06-25T00:00:00-04:00",
          "2004-06-28T00:00:00-04:00",
          "2004-06-29T00:00:00-04:00",
          "2004-06-30T00:00:00-04:00",
          "2004-07-01T00:00:00-04:00",
          "2004-07-02T00:00:00-04:00",
          "2004-07-06T00:00:00-04:00",
          "2004-07-07T00:00:00-04:00",
          "2004-07-08T00:00:00-04:00",
          "2004-07-09T00:00:00-04:00",
          "2004-07-12T00:00:00-04:00",
          "2004-07-13T00:00:00-04:00",
          "2004-07-14T00:00:00-04:00",
          "2004-07-15T00:00:00-04:00",
          "2004-07-16T00:00:00-04:00",
          "2004-07-19T00:00:00-04:00",
          "2004-07-20T00:00:00-04:00",
          "2004-07-21T00:00:00-04:00",
          "2004-07-22T00:00:00-04:00",
          "2004-07-23T00:00:00-04:00",
          "2004-07-26T00:00:00-04:00",
          "2004-07-27T00:00:00-04:00",
          "2004-07-28T00:00:00-04:00",
          "2004-07-29T00:00:00-04:00",
          "2004-07-30T00:00:00-04:00",
          "2004-08-02T00:00:00-04:00",
          "2004-08-03T00:00:00-04:00",
          "2004-08-04T00:00:00-04:00",
          "2004-08-05T00:00:00-04:00",
          "2004-08-06T00:00:00-04:00",
          "2004-08-09T00:00:00-04:00",
          "2004-08-10T00:00:00-04:00",
          "2004-08-11T00:00:00-04:00",
          "2004-08-12T00:00:00-04:00",
          "2004-08-13T00:00:00-04:00",
          "2004-08-16T00:00:00-04:00",
          "2004-08-17T00:00:00-04:00",
          "2004-08-18T00:00:00-04:00",
          "2004-08-19T00:00:00-04:00",
          "2004-08-20T00:00:00-04:00",
          "2004-08-23T00:00:00-04:00",
          "2004-08-24T00:00:00-04:00",
          "2004-08-25T00:00:00-04:00",
          "2004-08-26T00:00:00-04:00",
          "2004-08-27T00:00:00-04:00",
          "2004-08-30T00:00:00-04:00",
          "2004-08-31T00:00:00-04:00",
          "2004-09-01T00:00:00-04:00",
          "2004-09-02T00:00:00-04:00",
          "2004-09-03T00:00:00-04:00",
          "2004-09-07T00:00:00-04:00",
          "2004-09-08T00:00:00-04:00",
          "2004-09-09T00:00:00-04:00",
          "2004-09-10T00:00:00-04:00",
          "2004-09-13T00:00:00-04:00",
          "2004-09-14T00:00:00-04:00",
          "2004-09-15T00:00:00-04:00",
          "2004-09-16T00:00:00-04:00",
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          "2004-09-20T00:00:00-04:00",
          "2004-09-21T00:00:00-04:00",
          "2004-09-22T00:00:00-04:00",
          "2004-09-23T00:00:00-04:00",
          "2004-09-24T00:00:00-04:00",
          "2004-09-27T00:00:00-04:00",
          "2004-09-28T00:00:00-04:00",
          "2004-09-29T00:00:00-04:00",
          "2004-09-30T00:00:00-04:00",
          "2004-10-01T00:00:00-04:00",
          "2004-10-04T00:00:00-04:00",
          "2004-10-05T00:00:00-04:00",
          "2004-10-06T00:00:00-04:00",
          "2004-10-07T00:00:00-04:00",
          "2004-10-08T00:00:00-04:00",
          "2004-10-11T00:00:00-04:00",
          "2004-10-12T00:00:00-04:00",
          "2004-10-13T00:00:00-04:00",
          "2004-10-14T00:00:00-04:00",
          "2004-10-15T00:00:00-04:00",
          "2004-10-18T00:00:00-04:00",
          "2004-10-19T00:00:00-04:00",
          "2004-10-20T00:00:00-04:00",
          "2004-10-21T00:00:00-04:00",
          "2004-10-22T00:00:00-04:00",
          "2004-10-25T00:00:00-04:00",
          "2004-10-26T00:00:00-04:00",
          "2004-10-27T00:00:00-04:00",
          "2004-10-28T00:00:00-04:00",
          "2004-10-29T00:00:00-04:00",
          "2004-11-01T00:00:00-05:00",
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          "2004-11-08T00:00:00-05:00",
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          "2004-11-11T00:00:00-05:00",
          "2004-11-12T00:00:00-05:00",
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          "2004-11-18T00:00:00-05:00",
          "2004-11-19T00:00:00-05:00",
          "2004-11-22T00:00:00-05:00",
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          "2004-11-24T00:00:00-05:00",
          "2004-11-26T00:00:00-05:00",
          "2004-11-29T00:00:00-05:00",
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          "2004-12-01T00:00:00-05:00",
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          "2004-12-13T00:00:00-05:00",
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          "2005-05-03T00:00:00-04:00",
          "2005-05-04T00:00:00-04:00",
          "2005-05-05T00:00:00-04:00",
          "2005-05-06T00:00:00-04:00",
          "2005-05-09T00:00:00-04:00",
          "2005-05-10T00:00:00-04:00",
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          "2005-05-12T00:00:00-04:00",
          "2005-05-13T00:00:00-04:00",
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          "2005-05-17T00:00:00-04:00",
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          "2005-05-24T00:00:00-04:00",
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          "2005-05-26T00:00:00-04:00",
          "2005-05-27T00:00:00-04:00",
          "2005-05-31T00:00:00-04:00",
          "2005-06-01T00:00:00-04:00",
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          "2005-06-10T00:00:00-04:00",
          "2005-06-13T00:00:00-04:00",
          "2005-06-14T00:00:00-04:00",
          "2005-06-15T00:00:00-04:00",
          "2005-06-16T00:00:00-04:00",
          "2005-06-17T00:00:00-04:00",
          "2005-06-20T00:00:00-04:00",
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          "2005-06-22T00:00:00-04:00",
          "2005-06-23T00:00:00-04:00",
          "2005-06-24T00:00:00-04:00",
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          "2005-06-29T00:00:00-04:00",
          "2005-06-30T00:00:00-04:00",
          "2005-07-01T00:00:00-04:00",
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          "2005-07-07T00:00:00-04:00",
          "2005-07-08T00:00:00-04:00",
          "2005-07-11T00:00:00-04:00",
          "2005-07-12T00:00:00-04:00",
          "2005-07-13T00:00:00-04:00",
          "2005-07-14T00:00:00-04:00",
          "2005-07-15T00:00:00-04:00",
          "2005-07-18T00:00:00-04:00",
          "2005-07-19T00:00:00-04:00",
          "2005-07-20T00:00:00-04:00",
          "2005-07-21T00:00:00-04:00",
          "2005-07-22T00:00:00-04:00",
          "2005-07-25T00:00:00-04:00",
          "2005-07-26T00:00:00-04:00",
          "2005-07-27T00:00:00-04:00",
          "2005-07-28T00:00:00-04:00",
          "2005-07-29T00:00:00-04:00",
          "2005-08-01T00:00:00-04:00",
          "2005-08-02T00:00:00-04:00",
          "2005-08-03T00:00:00-04:00",
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          "2005-08-05T00:00:00-04:00",
          "2005-08-08T00:00:00-04:00",
          "2005-08-09T00:00:00-04:00",
          "2005-08-10T00:00:00-04:00",
          "2005-08-11T00:00:00-04:00",
          "2005-08-12T00:00:00-04:00",
          "2005-08-15T00:00:00-04:00",
          "2005-08-16T00:00:00-04:00",
          "2005-08-17T00:00:00-04:00",
          "2005-08-18T00:00:00-04:00",
          "2005-08-19T00:00:00-04:00",
          "2005-08-22T00:00:00-04:00",
          "2005-08-23T00:00:00-04:00",
          "2005-08-24T00:00:00-04:00",
          "2005-08-25T00:00:00-04:00",
          "2005-08-26T00:00:00-04:00",
          "2005-08-29T00:00:00-04:00",
          "2005-08-30T00:00:00-04:00",
          "2005-08-31T00:00:00-04:00",
          "2005-09-01T00:00:00-04:00",
          "2005-09-02T00:00:00-04:00",
          "2005-09-06T00:00:00-04:00",
          "2005-09-07T00:00:00-04:00",
          "2005-09-08T00:00:00-04:00",
          "2005-09-09T00:00:00-04:00",
          "2005-09-12T00:00:00-04:00",
          "2005-09-13T00:00:00-04:00",
          "2005-09-14T00:00:00-04:00",
          "2005-09-15T00:00:00-04:00",
          "2005-09-16T00:00:00-04:00",
          "2005-09-19T00:00:00-04:00",
          "2005-09-20T00:00:00-04:00",
          "2005-09-21T00:00:00-04:00",
          "2005-09-22T00:00:00-04:00",
          "2005-09-23T00:00:00-04:00",
          "2005-09-26T00:00:00-04:00",
          "2005-09-27T00:00:00-04:00",
          "2005-09-28T00:00:00-04:00",
          "2005-09-29T00:00:00-04:00",
          "2005-09-30T00:00:00-04:00",
          "2005-10-03T00:00:00-04:00",
          "2005-10-04T00:00:00-04:00",
          "2005-10-05T00:00:00-04:00",
          "2005-10-06T00:00:00-04:00",
          "2005-10-07T00:00:00-04:00",
          "2005-10-10T00:00:00-04:00",
          "2005-10-11T00:00:00-04:00",
          "2005-10-12T00:00:00-04:00",
          "2005-10-13T00:00:00-04:00",
          "2005-10-14T00:00:00-04:00",
          "2005-10-17T00:00:00-04:00",
          "2005-10-18T00:00:00-04:00",
          "2005-10-19T00:00:00-04:00",
          "2005-10-20T00:00:00-04:00",
          "2005-10-21T00:00:00-04:00",
          "2005-10-24T00:00:00-04:00",
          "2005-10-25T00:00:00-04:00",
          "2005-10-26T00:00:00-04:00",
          "2005-10-27T00:00:00-04:00",
          "2005-10-28T00:00:00-04:00",
          "2005-10-31T00:00:00-05:00",
          "2005-11-01T00:00:00-05:00",
          "2005-11-02T00:00:00-05:00",
          "2005-11-03T00:00:00-05:00",
          "2005-11-04T00:00:00-05:00",
          "2005-11-07T00:00:00-05:00",
          "2005-11-08T00:00:00-05:00",
          "2005-11-09T00:00:00-05:00",
          "2005-11-10T00:00:00-05:00",
          "2005-11-11T00:00:00-05:00",
          "2005-11-14T00:00:00-05:00",
          "2005-11-15T00:00:00-05:00",
          "2005-11-16T00:00:00-05:00",
          "2005-11-17T00:00:00-05:00",
          "2005-11-18T00:00:00-05:00",
          "2005-11-21T00:00:00-05:00",
          "2005-11-22T00:00:00-05:00",
          "2005-11-23T00:00:00-05:00",
          "2005-11-25T00:00:00-05:00",
          "2005-11-28T00:00:00-05:00",
          "2005-11-29T00:00:00-05:00",
          "2005-11-30T00:00:00-05:00",
          "2005-12-01T00:00:00-05:00",
          "2005-12-02T00:00:00-05:00",
          "2005-12-05T00:00:00-05:00",
          "2005-12-06T00:00:00-05:00",
          "2005-12-07T00:00:00-05:00",
          "2005-12-08T00:00:00-05:00",
          "2005-12-09T00:00:00-05:00",
          "2005-12-12T00:00:00-05:00",
          "2005-12-13T00:00:00-05:00",
          "2005-12-14T00:00:00-05:00",
          "2005-12-15T00:00:00-05:00",
          "2005-12-16T00:00:00-05:00",
          "2005-12-19T00:00:00-05:00",
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          "2005-12-21T00:00:00-05:00",
          "2005-12-22T00:00:00-05:00",
          "2005-12-23T00:00:00-05:00",
          "2005-12-27T00:00:00-05:00",
          "2005-12-28T00:00:00-05:00",
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          "2006-01-09T00:00:00-05:00",
          "2006-01-10T00:00:00-05:00",
          "2006-01-11T00:00:00-05:00",
          "2006-01-12T00:00:00-05:00",
          "2006-01-13T00:00:00-05:00",
          "2006-01-17T00:00:00-05:00",
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          "2006-01-23T00:00:00-05:00",
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          "2006-01-25T00:00:00-05:00",
          "2006-01-26T00:00:00-05:00",
          "2006-01-27T00:00:00-05:00",
          "2006-01-30T00:00:00-05:00",
          "2006-01-31T00:00:00-05:00",
          "2006-02-01T00:00:00-05:00",
          "2006-02-02T00:00:00-05:00",
          "2006-02-03T00:00:00-05:00",
          "2006-02-06T00:00:00-05:00",
          "2006-02-07T00:00:00-05:00",
          "2006-02-08T00:00:00-05:00",
          "2006-02-09T00:00:00-05:00",
          "2006-02-10T00:00:00-05:00",
          "2006-02-13T00:00:00-05:00",
          "2006-02-14T00:00:00-05:00",
          "2006-02-15T00:00:00-05:00",
          "2006-02-16T00:00:00-05:00",
          "2006-02-17T00:00:00-05:00",
          "2006-02-21T00:00:00-05:00",
          "2006-02-22T00:00:00-05:00",
          "2006-02-23T00:00:00-05:00",
          "2006-02-24T00:00:00-05:00",
          "2006-02-27T00:00:00-05:00",
          "2006-02-28T00:00:00-05:00",
          "2006-03-01T00:00:00-05:00",
          "2006-03-02T00:00:00-05:00",
          "2006-03-03T00:00:00-05:00",
          "2006-03-06T00:00:00-05:00",
          "2006-03-07T00:00:00-05:00",
          "2006-03-08T00:00:00-05:00",
          "2006-03-09T00:00:00-05:00",
          "2006-03-10T00:00:00-05:00",
          "2006-03-13T00:00:00-05:00",
          "2006-03-14T00:00:00-05:00",
          "2006-03-15T00:00:00-05:00",
          "2006-03-16T00:00:00-05:00",
          "2006-03-17T00:00:00-05:00",
          "2006-03-20T00:00:00-05:00",
          "2006-03-21T00:00:00-05:00",
          "2006-03-22T00:00:00-05:00",
          "2006-03-23T00:00:00-05:00",
          "2006-03-24T00:00:00-05:00",
          "2006-03-27T00:00:00-05:00",
          "2006-03-28T00:00:00-05:00",
          "2006-03-29T00:00:00-05:00",
          "2006-03-30T00:00:00-05:00",
          "2006-03-31T00:00:00-05:00",
          "2006-04-03T00:00:00-04:00",
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          "2006-04-07T00:00:00-04:00",
          "2006-04-10T00:00:00-04:00",
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          "2006-04-17T00:00:00-04:00",
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          "2006-04-19T00:00:00-04:00",
          "2006-04-20T00:00:00-04:00",
          "2006-04-21T00:00:00-04:00",
          "2006-04-24T00:00:00-04:00",
          "2006-04-25T00:00:00-04:00",
          "2006-04-26T00:00:00-04:00",
          "2006-04-27T00:00:00-04:00",
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          "2006-05-01T00:00:00-04:00",
          "2006-05-02T00:00:00-04:00",
          "2006-05-03T00:00:00-04:00",
          "2006-05-04T00:00:00-04:00",
          "2006-05-05T00:00:00-04:00",
          "2006-05-08T00:00:00-04:00",
          "2006-05-09T00:00:00-04:00",
          "2006-05-10T00:00:00-04:00",
          "2006-05-11T00:00:00-04:00",
          "2006-05-12T00:00:00-04:00",
          "2006-05-15T00:00:00-04:00",
          "2006-05-16T00:00:00-04:00",
          "2006-05-17T00:00:00-04:00",
          "2006-05-18T00:00:00-04:00",
          "2006-05-19T00:00:00-04:00",
          "2006-05-22T00:00:00-04:00",
          "2006-05-23T00:00:00-04:00",
          "2006-05-24T00:00:00-04:00",
          "2006-05-25T00:00:00-04:00",
          "2006-05-26T00:00:00-04:00",
          "2006-05-30T00:00:00-04:00",
          "2006-05-31T00:00:00-04:00",
          "2006-06-01T00:00:00-04:00",
          "2006-06-02T00:00:00-04:00",
          "2006-06-05T00:00:00-04:00",
          "2006-06-06T00:00:00-04:00",
          "2006-06-07T00:00:00-04:00",
          "2006-06-08T00:00:00-04:00",
          "2006-06-09T00:00:00-04:00",
          "2006-06-12T00:00:00-04:00",
          "2006-06-13T00:00:00-04:00",
          "2006-06-14T00:00:00-04:00",
          "2006-06-15T00:00:00-04:00",
          "2006-06-16T00:00:00-04:00",
          "2006-06-19T00:00:00-04:00",
          "2006-06-20T00:00:00-04:00",
          "2006-06-21T00:00:00-04:00",
          "2006-06-22T00:00:00-04:00",
          "2006-06-23T00:00:00-04:00",
          "2006-06-26T00:00:00-04:00",
          "2006-06-27T00:00:00-04:00",
          "2006-06-28T00:00:00-04:00",
          "2006-06-29T00:00:00-04:00",
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          "2006-07-03T00:00:00-04:00",
          "2006-07-05T00:00:00-04:00",
          "2006-07-06T00:00:00-04:00",
          "2006-07-07T00:00:00-04:00",
          "2006-07-10T00:00:00-04:00",
          "2006-07-11T00:00:00-04:00",
          "2006-07-12T00:00:00-04:00",
          "2006-07-13T00:00:00-04:00",
          "2006-07-14T00:00:00-04:00",
          "2006-07-17T00:00:00-04:00",
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          "2006-07-21T00:00:00-04:00",
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          "2006-07-25T00:00:00-04:00",
          "2006-07-26T00:00:00-04:00",
          "2006-07-27T00:00:00-04:00",
          "2006-07-28T00:00:00-04:00",
          "2006-07-31T00:00:00-04:00",
          "2006-08-01T00:00:00-04:00",
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          "2006-08-03T00:00:00-04:00",
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          "2006-08-07T00:00:00-04:00",
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          "2006-08-09T00:00:00-04:00",
          "2006-08-10T00:00:00-04:00",
          "2006-08-11T00:00:00-04:00",
          "2006-08-14T00:00:00-04:00",
          "2006-08-15T00:00:00-04:00",
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          "2006-08-21T00:00:00-04:00",
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          "2006-08-28T00:00:00-04:00",
          "2006-08-29T00:00:00-04:00",
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          "2006-09-01T00:00:00-04:00",
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          "2006-09-07T00:00:00-04:00",
          "2006-09-08T00:00:00-04:00",
          "2006-09-11T00:00:00-04:00",
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          "2006-09-13T00:00:00-04:00",
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          "2006-09-27T00:00:00-04:00",
          "2006-09-28T00:00:00-04:00",
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          "2006-10-02T00:00:00-04:00",
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          "2006-10-11T00:00:00-04:00",
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          "2006-10-26T00:00:00-04:00",
          "2006-10-27T00:00:00-04:00",
          "2006-10-30T00:00:00-05:00",
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          "2006-11-01T00:00:00-05:00",
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          "2006-11-09T00:00:00-05:00",
          "2006-11-10T00:00:00-05:00",
          "2006-11-13T00:00:00-05:00",
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          "2006-11-20T00:00:00-05:00",
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          "2006-11-24T00:00:00-05:00",
          "2006-11-27T00:00:00-05:00",
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          "2006-12-12T00:00:00-05:00",
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          "2007-06-08T00:00:00-04:00",
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          "2007-06-12T00:00:00-04:00",
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          "2007-06-14T00:00:00-04:00",
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          "2008-07-28T00:00:00-04:00",
          "2008-07-29T00:00:00-04:00",
          "2008-07-30T00:00:00-04:00",
          "2008-07-31T00:00:00-04:00",
          "2008-08-01T00:00:00-04:00",
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          "2008-08-06T00:00:00-04:00",
          "2008-08-07T00:00:00-04:00",
          "2008-08-08T00:00:00-04:00",
          "2008-08-11T00:00:00-04:00",
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          "2008-08-14T00:00:00-04:00",
          "2008-08-15T00:00:00-04:00",
          "2008-08-18T00:00:00-04:00",
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          "2008-08-22T00:00:00-04:00",
          "2008-08-25T00:00:00-04:00",
          "2008-08-26T00:00:00-04:00",
          "2008-08-27T00:00:00-04:00",
          "2008-08-28T00:00:00-04:00",
          "2008-08-29T00:00:00-04:00",
          "2008-09-02T00:00:00-04:00",
          "2008-09-03T00:00:00-04:00",
          "2008-09-04T00:00:00-04:00",
          "2008-09-05T00:00:00-04:00",
          "2008-09-08T00:00:00-04:00",
          "2008-09-09T00:00:00-04:00",
          "2008-09-10T00:00:00-04:00",
          "2008-09-11T00:00:00-04:00",
          "2008-09-12T00:00:00-04:00",
          "2008-09-15T00:00:00-04:00",
          "2008-09-16T00:00:00-04:00",
          "2008-09-17T00:00:00-04:00",
          "2008-09-18T00:00:00-04:00",
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          "2008-09-22T00:00:00-04:00",
          "2008-09-23T00:00:00-04:00",
          "2008-09-24T00:00:00-04:00",
          "2008-09-25T00:00:00-04:00",
          "2008-09-26T00:00:00-04:00",
          "2008-09-29T00:00:00-04:00",
          "2008-09-30T00:00:00-04:00",
          "2008-10-01T00:00:00-04:00",
          "2008-10-02T00:00:00-04:00",
          "2008-10-03T00:00:00-04:00",
          "2008-10-06T00:00:00-04:00",
          "2008-10-07T00:00:00-04:00",
          "2008-10-08T00:00:00-04:00",
          "2008-10-09T00:00:00-04:00",
          "2008-10-10T00:00:00-04:00",
          "2008-10-13T00:00:00-04:00",
          "2008-10-14T00:00:00-04:00",
          "2008-10-15T00:00:00-04:00",
          "2008-10-16T00:00:00-04:00",
          "2008-10-17T00:00:00-04:00",
          "2008-10-20T00:00:00-04:00",
          "2008-10-21T00:00:00-04:00",
          "2008-10-22T00:00:00-04:00",
          "2008-10-23T00:00:00-04:00",
          "2008-10-24T00:00:00-04:00",
          "2008-10-27T00:00:00-04:00",
          "2008-10-28T00:00:00-04:00",
          "2008-10-29T00:00:00-04:00",
          "2008-10-30T00:00:00-04:00",
          "2008-10-31T00:00:00-04:00",
          "2008-11-03T00:00:00-05:00",
          "2008-11-04T00:00:00-05:00",
          "2008-11-05T00:00:00-05:00",
          "2008-11-06T00:00:00-05:00",
          "2008-11-07T00:00:00-05:00",
          "2008-11-10T00:00:00-05:00",
          "2008-11-11T00:00:00-05:00",
          "2008-11-12T00:00:00-05:00",
          "2008-11-13T00:00:00-05:00",
          "2008-11-14T00:00:00-05:00",
          "2008-11-17T00:00:00-05:00",
          "2008-11-18T00:00:00-05:00",
          "2008-11-19T00:00:00-05:00",
          "2008-11-20T00:00:00-05:00",
          "2008-11-21T00:00:00-05:00",
          "2008-11-24T00:00:00-05:00",
          "2008-11-25T00:00:00-05:00",
          "2008-11-26T00:00:00-05:00",
          "2008-11-28T00:00:00-05:00",
          "2008-12-01T00:00:00-05:00",
          "2008-12-02T00:00:00-05:00",
          "2008-12-03T00:00:00-05:00",
          "2008-12-04T00:00:00-05:00",
          "2008-12-05T00:00:00-05:00",
          "2008-12-08T00:00:00-05:00",
          "2008-12-09T00:00:00-05:00",
          "2008-12-10T00:00:00-05:00",
          "2008-12-11T00:00:00-05:00",
          "2008-12-12T00:00:00-05:00",
          "2008-12-15T00:00:00-05:00",
          "2008-12-16T00:00:00-05:00",
          "2008-12-17T00:00:00-05:00",
          "2008-12-18T00:00:00-05:00",
          "2008-12-19T00:00:00-05:00",
          "2008-12-22T00:00:00-05:00",
          "2008-12-23T00:00:00-05:00",
          "2008-12-24T00:00:00-05:00",
          "2008-12-26T00:00:00-05:00",
          "2008-12-29T00:00:00-05:00",
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          "2008-12-31T00:00:00-05:00",
          "2009-01-02T00:00:00-05:00",
          "2009-01-05T00:00:00-05:00",
          "2009-01-06T00:00:00-05:00",
          "2009-01-07T00:00:00-05:00",
          "2009-01-08T00:00:00-05:00",
          "2009-01-09T00:00:00-05:00",
          "2009-01-12T00:00:00-05:00",
          "2009-01-13T00:00:00-05:00",
          "2009-01-14T00:00:00-05:00",
          "2009-01-15T00:00:00-05:00",
          "2009-01-16T00:00:00-05:00",
          "2009-01-20T00:00:00-05:00",
          "2009-01-21T00:00:00-05:00",
          "2009-01-22T00:00:00-05:00",
          "2009-01-23T00:00:00-05:00",
          "2009-01-26T00:00:00-05:00",
          "2009-01-27T00:00:00-05:00",
          "2009-01-28T00:00:00-05:00",
          "2009-01-29T00:00:00-05:00",
          "2009-01-30T00:00:00-05:00",
          "2009-02-02T00:00:00-05:00",
          "2009-02-03T00:00:00-05:00",
          "2009-02-04T00:00:00-05:00",
          "2009-02-05T00:00:00-05:00",
          "2009-02-06T00:00:00-05:00",
          "2009-02-09T00:00:00-05:00",
          "2009-02-10T00:00:00-05:00",
          "2009-02-11T00:00:00-05:00",
          "2009-02-12T00:00:00-05:00",
          "2009-02-13T00:00:00-05:00",
          "2009-02-17T00:00:00-05:00",
          "2009-02-18T00:00:00-05:00",
          "2009-02-19T00:00:00-05:00",
          "2009-02-20T00:00:00-05:00",
          "2009-02-23T00:00:00-05:00",
          "2009-02-24T00:00:00-05:00",
          "2009-02-25T00:00:00-05:00",
          "2009-02-26T00:00:00-05:00",
          "2009-02-27T00:00:00-05:00",
          "2009-03-02T00:00:00-05:00",
          "2009-03-03T00:00:00-05:00",
          "2009-03-04T00:00:00-05:00",
          "2009-03-05T00:00:00-05:00",
          "2009-03-06T00:00:00-05:00",
          "2009-03-09T00:00:00-04:00",
          "2009-03-10T00:00:00-04:00",
          "2009-03-11T00:00:00-04:00",
          "2009-03-12T00:00:00-04:00",
          "2009-03-13T00:00:00-04:00",
          "2009-03-16T00:00:00-04:00",
          "2009-03-17T00:00:00-04:00",
          "2009-03-18T00:00:00-04:00",
          "2009-03-19T00:00:00-04:00",
          "2009-03-20T00:00:00-04:00",
          "2009-03-23T00:00:00-04:00",
          "2009-03-24T00:00:00-04:00",
          "2009-03-25T00:00:00-04:00",
          "2009-03-26T00:00:00-04:00",
          "2009-03-27T00:00:00-04:00",
          "2009-03-30T00:00:00-04:00",
          "2009-03-31T00:00:00-04:00",
          "2009-04-01T00:00:00-04:00",
          "2009-04-02T00:00:00-04:00",
          "2009-04-03T00:00:00-04:00",
          "2009-04-06T00:00:00-04:00",
          "2009-04-07T00:00:00-04:00",
          "2009-04-08T00:00:00-04:00",
          "2009-04-09T00:00:00-04:00",
          "2009-04-13T00:00:00-04:00",
          "2009-04-14T00:00:00-04:00",
          "2009-04-15T00:00:00-04:00",
          "2009-04-16T00:00:00-04:00",
          "2009-04-17T00:00:00-04:00",
          "2009-04-20T00:00:00-04:00",
          "2009-04-21T00:00:00-04:00",
          "2009-04-22T00:00:00-04:00",
          "2009-04-23T00:00:00-04:00",
          "2009-04-24T00:00:00-04:00",
          "2009-04-27T00:00:00-04:00",
          "2009-04-28T00:00:00-04:00",
          "2009-04-29T00:00:00-04:00",
          "2009-04-30T00:00:00-04:00",
          "2009-05-01T00:00:00-04:00",
          "2009-05-04T00:00:00-04:00",
          "2009-05-05T00:00:00-04:00",
          "2009-05-06T00:00:00-04:00",
          "2009-05-07T00:00:00-04:00",
          "2009-05-08T00:00:00-04:00",
          "2009-05-11T00:00:00-04:00",
          "2009-05-12T00:00:00-04:00",
          "2009-05-13T00:00:00-04:00",
          "2009-05-14T00:00:00-04:00",
          "2009-05-15T00:00:00-04:00",
          "2009-05-18T00:00:00-04:00",
          "2009-05-19T00:00:00-04:00",
          "2009-05-20T00:00:00-04:00",
          "2009-05-21T00:00:00-04:00",
          "2009-05-22T00:00:00-04:00",
          "2009-05-26T00:00:00-04:00",
          "2009-05-27T00:00:00-04:00",
          "2009-05-28T00:00:00-04:00",
          "2009-05-29T00:00:00-04:00",
          "2009-06-01T00:00:00-04:00",
          "2009-06-02T00:00:00-04:00",
          "2009-06-03T00:00:00-04:00",
          "2009-06-04T00:00:00-04:00",
          "2009-06-05T00:00:00-04:00",
          "2009-06-08T00:00:00-04:00",
          "2009-06-09T00:00:00-04:00",
          "2009-06-10T00:00:00-04:00",
          "2009-06-11T00:00:00-04:00",
          "2009-06-12T00:00:00-04:00",
          "2009-06-15T00:00:00-04:00",
          "2009-06-16T00:00:00-04:00",
          "2009-06-17T00:00:00-04:00",
          "2009-06-18T00:00:00-04:00",
          "2009-06-19T00:00:00-04:00",
          "2009-06-22T00:00:00-04:00",
          "2009-06-23T00:00:00-04:00",
          "2009-06-24T00:00:00-04:00",
          "2009-06-25T00:00:00-04:00",
          "2009-06-26T00:00:00-04:00",
          "2009-06-29T00:00:00-04:00",
          "2009-06-30T00:00:00-04:00",
          "2009-07-01T00:00:00-04:00",
          "2009-07-02T00:00:00-04:00",
          "2009-07-06T00:00:00-04:00",
          "2009-07-07T00:00:00-04:00",
          "2009-07-08T00:00:00-04:00",
          "2009-07-09T00:00:00-04:00",
          "2009-07-10T00:00:00-04:00",
          "2009-07-13T00:00:00-04:00",
          "2009-07-14T00:00:00-04:00",
          "2009-07-15T00:00:00-04:00",
          "2009-07-16T00:00:00-04:00",
          "2009-07-17T00:00:00-04:00",
          "2009-07-20T00:00:00-04:00",
          "2009-07-21T00:00:00-04:00",
          "2009-07-22T00:00:00-04:00",
          "2009-07-23T00:00:00-04:00",
          "2009-07-24T00:00:00-04:00",
          "2009-07-27T00:00:00-04:00",
          "2009-07-28T00:00:00-04:00",
          "2009-07-29T00:00:00-04:00",
          "2009-07-30T00:00:00-04:00",
          "2009-07-31T00:00:00-04:00",
          "2009-08-03T00:00:00-04:00",
          "2009-08-04T00:00:00-04:00",
          "2009-08-05T00:00:00-04:00",
          "2009-08-06T00:00:00-04:00",
          "2009-08-07T00:00:00-04:00",
          "2009-08-10T00:00:00-04:00",
          "2009-08-11T00:00:00-04:00",
          "2009-08-12T00:00:00-04:00",
          "2009-08-13T00:00:00-04:00",
          "2009-08-14T00:00:00-04:00",
          "2009-08-17T00:00:00-04:00",
          "2009-08-18T00:00:00-04:00",
          "2009-08-19T00:00:00-04:00",
          "2009-08-20T00:00:00-04:00",
          "2009-08-21T00:00:00-04:00",
          "2009-08-24T00:00:00-04:00",
          "2009-08-25T00:00:00-04:00",
          "2009-08-26T00:00:00-04:00",
          "2009-08-27T00:00:00-04:00",
          "2009-08-28T00:00:00-04:00",
          "2009-08-31T00:00:00-04:00",
          "2009-09-01T00:00:00-04:00",
          "2009-09-02T00:00:00-04:00",
          "2009-09-03T00:00:00-04:00",
          "2009-09-04T00:00:00-04:00",
          "2009-09-08T00:00:00-04:00",
          "2009-09-09T00:00:00-04:00",
          "2009-09-10T00:00:00-04:00",
          "2009-09-11T00:00:00-04:00",
          "2009-09-14T00:00:00-04:00",
          "2009-09-15T00:00:00-04:00",
          "2009-09-16T00:00:00-04:00",
          "2009-09-17T00:00:00-04:00",
          "2009-09-18T00:00:00-04:00",
          "2009-09-21T00:00:00-04:00",
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          "2009-09-29T00:00:00-04:00",
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          "2009-10-07T00:00:00-04:00",
          "2009-10-08T00:00:00-04:00",
          "2009-10-09T00:00:00-04:00",
          "2009-10-12T00:00:00-04:00",
          "2009-10-13T00:00:00-04:00",
          "2009-10-14T00:00:00-04:00",
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          "2009-10-19T00:00:00-04:00",
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          "2009-10-21T00:00:00-04:00",
          "2009-10-22T00:00:00-04:00",
          "2009-10-23T00:00:00-04:00",
          "2009-10-26T00:00:00-04:00",
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          "2009-10-28T00:00:00-04:00",
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          "2009-11-02T00:00:00-05:00",
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          "2010-02-09T00:00:00-05:00",
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          "2010-03-08T00:00:00-05:00",
          "2010-03-09T00:00:00-05:00",
          "2010-03-10T00:00:00-05:00",
          "2010-03-11T00:00:00-05:00",
          "2010-03-12T00:00:00-05:00",
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          "2010-05-07T00:00:00-04:00",
          "2010-05-10T00:00:00-04:00",
          "2010-05-11T00:00:00-04:00",
          "2010-05-12T00:00:00-04:00",
          "2010-05-13T00:00:00-04:00",
          "2010-05-14T00:00:00-04:00",
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          "2010-06-10T00:00:00-04:00",
          "2010-06-11T00:00:00-04:00",
          "2010-06-14T00:00:00-04:00",
          "2010-06-15T00:00:00-04:00",
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          "2010-07-01T00:00:00-04:00",
          "2010-07-02T00:00:00-04:00",
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          "2010-07-12T00:00:00-04:00",
          "2010-07-13T00:00:00-04:00",
          "2010-07-14T00:00:00-04:00",
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          "2010-08-06T00:00:00-04:00",
          "2010-08-09T00:00:00-04:00",
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          "2010-08-11T00:00:00-04:00",
          "2010-08-12T00:00:00-04:00",
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          "2010-09-01T00:00:00-04:00",
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          "2010-09-13T00:00:00-04:00",
          "2010-09-14T00:00:00-04:00",
          "2010-09-15T00:00:00-04:00",
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          "2010-10-11T00:00:00-04:00",
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          "2010-11-01T00:00:00-04:00",
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          "2011-10-18T00:00:00-04:00",
          "2011-10-19T00:00:00-04:00",
          "2011-10-20T00:00:00-04:00",
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          "2012-01-03T00:00:00-05:00",
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          "2012-01-25T00:00:00-05:00",
          "2012-01-26T00:00:00-05:00",
          "2012-01-27T00:00:00-05:00",
          "2012-01-30T00:00:00-05:00",
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          "2012-02-02T00:00:00-05:00",
          "2012-02-03T00:00:00-05:00",
          "2012-02-06T00:00:00-05:00",
          "2012-02-07T00:00:00-05:00",
          "2012-02-08T00:00:00-05:00",
          "2012-02-09T00:00:00-05:00",
          "2012-02-10T00:00:00-05:00",
          "2012-02-13T00:00:00-05:00",
          "2012-02-14T00:00:00-05:00",
          "2012-02-15T00:00:00-05:00",
          "2012-02-16T00:00:00-05:00",
          "2012-02-17T00:00:00-05:00",
          "2012-02-21T00:00:00-05:00",
          "2012-02-22T00:00:00-05:00",
          "2012-02-23T00:00:00-05:00",
          "2012-02-24T00:00:00-05:00",
          "2012-02-27T00:00:00-05:00",
          "2012-02-28T00:00:00-05:00",
          "2012-02-29T00:00:00-05:00",
          "2012-03-01T00:00:00-05:00",
          "2012-03-02T00:00:00-05:00",
          "2012-03-05T00:00:00-05:00",
          "2012-03-06T00:00:00-05:00",
          "2012-03-07T00:00:00-05:00",
          "2012-03-08T00:00:00-05:00",
          "2012-03-09T00:00:00-05:00",
          "2012-03-12T00:00:00-04:00",
          "2012-03-13T00:00:00-04:00",
          "2012-03-14T00:00:00-04:00",
          "2012-03-15T00:00:00-04:00",
          "2012-03-16T00:00:00-04:00",
          "2012-03-19T00:00:00-04:00",
          "2012-03-20T00:00:00-04:00",
          "2012-03-21T00:00:00-04:00",
          "2012-03-22T00:00:00-04:00",
          "2012-03-23T00:00:00-04:00",
          "2012-03-26T00:00:00-04:00",
          "2012-03-27T00:00:00-04:00",
          "2012-03-28T00:00:00-04:00",
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          "2012-04-12T00:00:00-04:00",
          "2012-04-13T00:00:00-04:00",
          "2012-04-16T00:00:00-04:00",
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          "2012-04-19T00:00:00-04:00",
          "2012-04-20T00:00:00-04:00",
          "2012-04-23T00:00:00-04:00",
          "2012-04-24T00:00:00-04:00",
          "2012-04-25T00:00:00-04:00",
          "2012-04-26T00:00:00-04:00",
          "2012-04-27T00:00:00-04:00",
          "2012-04-30T00:00:00-04:00",
          "2012-05-01T00:00:00-04:00",
          "2012-05-02T00:00:00-04:00",
          "2012-05-03T00:00:00-04:00",
          "2012-05-04T00:00:00-04:00",
          "2012-05-07T00:00:00-04:00",
          "2012-05-08T00:00:00-04:00",
          "2012-05-09T00:00:00-04:00",
          "2012-05-10T00:00:00-04:00",
          "2012-05-11T00:00:00-04:00",
          "2012-05-14T00:00:00-04:00",
          "2012-05-15T00:00:00-04:00",
          "2012-05-16T00:00:00-04:00",
          "2012-05-17T00:00:00-04:00",
          "2012-05-18T00:00:00-04:00",
          "2012-05-21T00:00:00-04:00",
          "2012-05-22T00:00:00-04:00",
          "2012-05-23T00:00:00-04:00",
          "2012-05-24T00:00:00-04:00",
          "2012-05-25T00:00:00-04:00",
          "2012-05-29T00:00:00-04:00",
          "2012-05-30T00:00:00-04:00",
          "2012-05-31T00:00:00-04:00",
          "2012-06-01T00:00:00-04:00",
          "2012-06-04T00:00:00-04:00",
          "2012-06-05T00:00:00-04:00",
          "2012-06-06T00:00:00-04:00",
          "2012-06-07T00:00:00-04:00",
          "2012-06-08T00:00:00-04:00",
          "2012-06-11T00:00:00-04:00",
          "2012-06-12T00:00:00-04:00",
          "2012-06-13T00:00:00-04:00",
          "2012-06-14T00:00:00-04:00",
          "2012-06-15T00:00:00-04:00",
          "2012-06-18T00:00:00-04:00",
          "2012-06-19T00:00:00-04:00",
          "2012-06-20T00:00:00-04:00",
          "2012-06-21T00:00:00-04:00",
          "2012-06-22T00:00:00-04:00",
          "2012-06-25T00:00:00-04:00",
          "2012-06-26T00:00:00-04:00",
          "2012-06-27T00:00:00-04:00",
          "2012-06-28T00:00:00-04:00",
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          "2012-07-02T00:00:00-04:00",
          "2012-07-03T00:00:00-04:00",
          "2012-07-05T00:00:00-04:00",
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          "2012-07-10T00:00:00-04:00",
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          "2012-07-12T00:00:00-04:00",
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          "2012-07-25T00:00:00-04:00",
          "2012-07-26T00:00:00-04:00",
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          "2012-08-02T00:00:00-04:00",
          "2012-08-03T00:00:00-04:00",
          "2012-08-06T00:00:00-04:00",
          "2012-08-07T00:00:00-04:00",
          "2012-08-08T00:00:00-04:00",
          "2012-08-09T00:00:00-04:00",
          "2012-08-10T00:00:00-04:00",
          "2012-08-13T00:00:00-04:00",
          "2012-08-14T00:00:00-04:00",
          "2012-08-15T00:00:00-04:00",
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          "2012-08-27T00:00:00-04:00",
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          "2012-09-11T00:00:00-04:00",
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          "2012-09-13T00:00:00-04:00",
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          "2012-11-08T00:00:00-05:00",
          "2012-11-09T00:00:00-05:00",
          "2012-11-12T00:00:00-05:00",
          "2012-11-13T00:00:00-05:00",
          "2012-11-14T00:00:00-05:00",
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          "2012-11-21T00:00:00-05:00",
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          "2013-01-02T00:00:00-05:00",
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          "2013-05-03T00:00:00-04:00",
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          "2013-06-04T00:00:00-04:00",
          "2013-06-05T00:00:00-04:00",
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          "2013-07-25T00:00:00-04:00",
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          "2013-08-08T00:00:00-04:00",
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          "2013-08-13T00:00:00-04:00",
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          "2013-08-15T00:00:00-04:00",
          "2013-08-16T00:00:00-04:00",
          "2013-08-19T00:00:00-04:00",
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          "2013-08-21T00:00:00-04:00",
          "2013-08-22T00:00:00-04:00",
          "2013-08-23T00:00:00-04:00",
          "2013-08-26T00:00:00-04:00",
          "2013-08-27T00:00:00-04:00",
          "2013-08-28T00:00:00-04:00",
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          "2013-09-04T00:00:00-04:00",
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          "2013-09-09T00:00:00-04:00",
          "2013-09-10T00:00:00-04:00",
          "2013-09-11T00:00:00-04:00",
          "2013-09-12T00:00:00-04:00",
          "2013-09-13T00:00:00-04:00",
          "2013-09-16T00:00:00-04:00",
          "2013-09-17T00:00:00-04:00",
          "2013-09-18T00:00:00-04:00",
          "2013-09-19T00:00:00-04:00",
          "2013-09-20T00:00:00-04:00",
          "2013-09-23T00:00:00-04:00",
          "2013-09-24T00:00:00-04:00",
          "2013-09-25T00:00:00-04:00",
          "2013-09-26T00:00:00-04:00",
          "2013-09-27T00:00:00-04:00",
          "2013-09-30T00:00:00-04:00",
          "2013-10-01T00:00:00-04:00",
          "2013-10-02T00:00:00-04:00",
          "2013-10-03T00:00:00-04:00",
          "2013-10-04T00:00:00-04:00",
          "2013-10-07T00:00:00-04:00",
          "2013-10-08T00:00:00-04:00",
          "2013-10-09T00:00:00-04:00",
          "2013-10-10T00:00:00-04:00",
          "2013-10-11T00:00:00-04:00",
          "2013-10-14T00:00:00-04:00",
          "2013-10-15T00:00:00-04:00",
          "2013-10-16T00:00:00-04:00",
          "2013-10-17T00:00:00-04:00",
          "2013-10-18T00:00:00-04:00",
          "2013-10-21T00:00:00-04:00",
          "2013-10-22T00:00:00-04:00",
          "2013-10-23T00:00:00-04:00",
          "2013-10-24T00:00:00-04:00",
          "2013-10-25T00:00:00-04:00",
          "2013-10-28T00:00:00-04:00",
          "2013-10-29T00:00:00-04:00",
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          "2013-11-07T00:00:00-05:00",
          "2013-11-08T00:00:00-05:00",
          "2013-11-11T00:00:00-05:00",
          "2013-11-12T00:00:00-05:00",
          "2013-11-13T00:00:00-05:00",
          "2013-11-14T00:00:00-05:00",
          "2013-11-15T00:00:00-05:00",
          "2013-11-18T00:00:00-05:00",
          "2013-11-19T00:00:00-05:00",
          "2013-11-20T00:00:00-05:00",
          "2013-11-21T00:00:00-05:00",
          "2013-11-22T00:00:00-05:00",
          "2013-11-25T00:00:00-05:00",
          "2013-11-26T00:00:00-05:00",
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          "2013-12-03T00:00:00-05:00",
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          "2013-12-09T00:00:00-05:00",
          "2013-12-10T00:00:00-05:00",
          "2013-12-11T00:00:00-05:00",
          "2013-12-12T00:00:00-05:00",
          "2013-12-13T00:00:00-05:00",
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          "2013-12-20T00:00:00-05:00",
          "2013-12-23T00:00:00-05:00",
          "2013-12-24T00:00:00-05:00",
          "2013-12-26T00:00:00-05:00",
          "2013-12-27T00:00:00-05:00",
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          "2014-01-02T00:00:00-05:00",
          "2014-01-03T00:00:00-05:00",
          "2014-01-06T00:00:00-05:00",
          "2014-01-07T00:00:00-05:00",
          "2014-01-08T00:00:00-05:00",
          "2014-01-09T00:00:00-05:00",
          "2014-01-10T00:00:00-05:00",
          "2014-01-13T00:00:00-05:00",
          "2014-01-14T00:00:00-05:00",
          "2014-01-15T00:00:00-05:00",
          "2014-01-16T00:00:00-05:00",
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          "2014-01-27T00:00:00-05:00",
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          "2014-01-29T00:00:00-05:00",
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          "2014-02-13T00:00:00-05:00",
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          "2014-03-10T00:00:00-04:00",
          "2014-03-11T00:00:00-04:00",
          "2014-03-12T00:00:00-04:00",
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          "2014-05-12T00:00:00-04:00",
          "2014-05-13T00:00:00-04:00",
          "2014-05-14T00:00:00-04:00",
          "2014-05-15T00:00:00-04:00",
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          "2014-05-21T00:00:00-04:00",
          "2014-05-22T00:00:00-04:00",
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          "2014-05-28T00:00:00-04:00",
          "2014-05-29T00:00:00-04:00",
          "2014-05-30T00:00:00-04:00",
          "2014-06-02T00:00:00-04:00",
          "2014-06-03T00:00:00-04:00",
          "2014-06-04T00:00:00-04:00",
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          "2014-06-06T00:00:00-04:00",
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          "2014-06-10T00:00:00-04:00",
          "2014-06-11T00:00:00-04:00",
          "2014-06-12T00:00:00-04:00",
          "2014-06-13T00:00:00-04:00",
          "2014-06-16T00:00:00-04:00",
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          "2014-06-19T00:00:00-04:00",
          "2014-06-20T00:00:00-04:00",
          "2014-06-23T00:00:00-04:00",
          "2014-06-24T00:00:00-04:00",
          "2014-06-25T00:00:00-04:00",
          "2014-06-26T00:00:00-04:00",
          "2014-06-27T00:00:00-04:00",
          "2014-06-30T00:00:00-04:00",
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          "2014-07-02T00:00:00-04:00",
          "2014-07-03T00:00:00-04:00",
          "2014-07-07T00:00:00-04:00",
          "2014-07-08T00:00:00-04:00",
          "2014-07-09T00:00:00-04:00",
          "2014-07-10T00:00:00-04:00",
          "2014-07-11T00:00:00-04:00",
          "2014-07-14T00:00:00-04:00",
          "2014-07-15T00:00:00-04:00",
          "2014-07-16T00:00:00-04:00",
          "2014-07-17T00:00:00-04:00",
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          "2014-07-21T00:00:00-04:00",
          "2014-07-22T00:00:00-04:00",
          "2014-07-23T00:00:00-04:00",
          "2014-07-24T00:00:00-04:00",
          "2014-07-25T00:00:00-04:00",
          "2014-07-28T00:00:00-04:00",
          "2014-07-29T00:00:00-04:00",
          "2014-07-30T00:00:00-04:00",
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          "2014-08-01T00:00:00-04:00",
          "2014-08-04T00:00:00-04:00",
          "2014-08-05T00:00:00-04:00",
          "2014-08-06T00:00:00-04:00",
          "2014-08-07T00:00:00-04:00",
          "2014-08-08T00:00:00-04:00",
          "2014-08-11T00:00:00-04:00",
          "2014-08-12T00:00:00-04:00",
          "2014-08-13T00:00:00-04:00",
          "2014-08-14T00:00:00-04:00",
          "2014-08-15T00:00:00-04:00",
          "2014-08-18T00:00:00-04:00",
          "2014-08-19T00:00:00-04:00",
          "2014-08-20T00:00:00-04:00",
          "2014-08-21T00:00:00-04:00",
          "2014-08-22T00:00:00-04:00",
          "2014-08-25T00:00:00-04:00",
          "2014-08-26T00:00:00-04:00",
          "2014-08-27T00:00:00-04:00",
          "2014-08-28T00:00:00-04:00",
          "2014-08-29T00:00:00-04:00",
          "2014-09-02T00:00:00-04:00",
          "2014-09-03T00:00:00-04:00",
          "2014-09-04T00:00:00-04:00",
          "2014-09-05T00:00:00-04:00",
          "2014-09-08T00:00:00-04:00",
          "2014-09-09T00:00:00-04:00",
          "2014-09-10T00:00:00-04:00",
          "2014-09-11T00:00:00-04:00",
          "2014-09-12T00:00:00-04:00",
          "2014-09-15T00:00:00-04:00",
          "2014-09-16T00:00:00-04:00",
          "2014-09-17T00:00:00-04:00",
          "2014-09-18T00:00:00-04:00",
          "2014-09-19T00:00:00-04:00",
          "2014-09-22T00:00:00-04:00",
          "2014-09-23T00:00:00-04:00",
          "2014-09-24T00:00:00-04:00",
          "2014-09-25T00:00:00-04:00",
          "2014-09-26T00:00:00-04:00",
          "2014-09-29T00:00:00-04:00",
          "2014-09-30T00:00:00-04:00",
          "2014-10-01T00:00:00-04:00",
          "2014-10-02T00:00:00-04:00",
          "2014-10-03T00:00:00-04:00",
          "2014-10-06T00:00:00-04:00",
          "2014-10-07T00:00:00-04:00",
          "2014-10-08T00:00:00-04:00",
          "2014-10-09T00:00:00-04:00",
          "2014-10-10T00:00:00-04:00",
          "2014-10-13T00:00:00-04:00",
          "2014-10-14T00:00:00-04:00",
          "2014-10-15T00:00:00-04:00",
          "2014-10-16T00:00:00-04:00",
          "2014-10-17T00:00:00-04:00",
          "2014-10-20T00:00:00-04:00",
          "2014-10-21T00:00:00-04:00",
          "2014-10-22T00:00:00-04:00",
          "2014-10-23T00:00:00-04:00",
          "2014-10-24T00:00:00-04:00",
          "2014-10-27T00:00:00-04:00",
          "2014-10-28T00:00:00-04:00",
          "2014-10-29T00:00:00-04:00",
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          "2014-11-03T00:00:00-05:00",
          "2014-11-04T00:00:00-05:00",
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          "2014-11-07T00:00:00-05:00",
          "2014-11-10T00:00:00-05:00",
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          "2014-11-13T00:00:00-05:00",
          "2014-11-14T00:00:00-05:00",
          "2014-11-17T00:00:00-05:00",
          "2014-11-18T00:00:00-05:00",
          "2014-11-19T00:00:00-05:00",
          "2014-11-20T00:00:00-05:00",
          "2014-11-21T00:00:00-05:00",
          "2014-11-24T00:00:00-05:00",
          "2014-11-25T00:00:00-05:00",
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          "2014-12-01T00:00:00-05:00",
          "2014-12-02T00:00:00-05:00",
          "2014-12-03T00:00:00-05:00",
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          "2014-12-05T00:00:00-05:00",
          "2014-12-08T00:00:00-05:00",
          "2014-12-09T00:00:00-05:00",
          "2014-12-10T00:00:00-05:00",
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          "2014-12-17T00:00:00-05:00",
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          "2014-12-24T00:00:00-05:00",
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          "2015-01-02T00:00:00-05:00",
          "2015-01-05T00:00:00-05:00",
          "2015-01-06T00:00:00-05:00",
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          "2015-01-13T00:00:00-05:00",
          "2015-01-14T00:00:00-05:00",
          "2015-01-15T00:00:00-05:00",
          "2015-01-16T00:00:00-05:00",
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          "2015-04-14T00:00:00-04:00",
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          "2015-05-06T00:00:00-04:00",
          "2015-05-07T00:00:00-04:00",
          "2015-05-08T00:00:00-04:00",
          "2015-05-11T00:00:00-04:00",
          "2015-05-12T00:00:00-04:00",
          "2015-05-13T00:00:00-04:00",
          "2015-05-14T00:00:00-04:00",
          "2015-05-15T00:00:00-04:00",
          "2015-05-18T00:00:00-04:00",
          "2015-05-19T00:00:00-04:00",
          "2015-05-20T00:00:00-04:00",
          "2015-05-21T00:00:00-04:00",
          "2015-05-22T00:00:00-04:00",
          "2015-05-26T00:00:00-04:00",
          "2015-05-27T00:00:00-04:00",
          "2015-05-28T00:00:00-04:00",
          "2015-05-29T00:00:00-04:00",
          "2015-06-01T00:00:00-04:00",
          "2015-06-02T00:00:00-04:00",
          "2015-06-03T00:00:00-04:00",
          "2015-06-04T00:00:00-04:00",
          "2015-06-05T00:00:00-04:00",
          "2015-06-08T00:00:00-04:00",
          "2015-06-09T00:00:00-04:00",
          "2015-06-10T00:00:00-04:00",
          "2015-06-11T00:00:00-04:00",
          "2015-06-12T00:00:00-04:00",
          "2015-06-15T00:00:00-04:00",
          "2015-06-16T00:00:00-04:00",
          "2015-06-17T00:00:00-04:00",
          "2015-06-18T00:00:00-04:00",
          "2015-06-19T00:00:00-04:00",
          "2015-06-22T00:00:00-04:00",
          "2015-06-23T00:00:00-04:00",
          "2015-06-24T00:00:00-04:00",
          "2015-06-25T00:00:00-04:00",
          "2015-06-26T00:00:00-04:00",
          "2015-06-29T00:00:00-04:00",
          "2015-06-30T00:00:00-04:00",
          "2015-07-01T00:00:00-04:00",
          "2015-07-02T00:00:00-04:00",
          "2015-07-06T00:00:00-04:00",
          "2015-07-07T00:00:00-04:00",
          "2015-07-08T00:00:00-04:00",
          "2015-07-09T00:00:00-04:00",
          "2015-07-10T00:00:00-04:00",
          "2015-07-13T00:00:00-04:00",
          "2015-07-14T00:00:00-04:00",
          "2015-07-15T00:00:00-04:00",
          "2015-07-16T00:00:00-04:00",
          "2015-07-17T00:00:00-04:00",
          "2015-07-20T00:00:00-04:00",
          "2015-07-21T00:00:00-04:00",
          "2015-07-22T00:00:00-04:00",
          "2015-07-23T00:00:00-04:00",
          "2015-07-24T00:00:00-04:00",
          "2015-07-27T00:00:00-04:00",
          "2015-07-28T00:00:00-04:00",
          "2015-07-29T00:00:00-04:00",
          "2015-07-30T00:00:00-04:00",
          "2015-07-31T00:00:00-04:00",
          "2015-08-03T00:00:00-04:00",
          "2015-08-04T00:00:00-04:00",
          "2015-08-05T00:00:00-04:00",
          "2015-08-06T00:00:00-04:00",
          "2015-08-07T00:00:00-04:00",
          "2015-08-10T00:00:00-04:00",
          "2015-08-11T00:00:00-04:00",
          "2015-08-12T00:00:00-04:00",
          "2015-08-13T00:00:00-04:00",
          "2015-08-14T00:00:00-04:00",
          "2015-08-17T00:00:00-04:00",
          "2015-08-18T00:00:00-04:00",
          "2015-08-19T00:00:00-04:00",
          "2015-08-20T00:00:00-04:00",
          "2015-08-21T00:00:00-04:00",
          "2015-08-24T00:00:00-04:00",
          "2015-08-25T00:00:00-04:00",
          "2015-08-26T00:00:00-04:00",
          "2015-08-27T00:00:00-04:00",
          "2015-08-28T00:00:00-04:00",
          "2015-08-31T00:00:00-04:00",
          "2015-09-01T00:00:00-04:00",
          "2015-09-02T00:00:00-04:00",
          "2015-09-03T00:00:00-04:00",
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          "2015-09-08T00:00:00-04:00",
          "2015-09-09T00:00:00-04:00",
          "2015-09-10T00:00:00-04:00",
          "2015-09-11T00:00:00-04:00",
          "2015-09-14T00:00:00-04:00",
          "2015-09-15T00:00:00-04:00",
          "2015-09-16T00:00:00-04:00",
          "2015-09-17T00:00:00-04:00",
          "2015-09-18T00:00:00-04:00",
          "2015-09-21T00:00:00-04:00",
          "2015-09-22T00:00:00-04:00",
          "2015-09-23T00:00:00-04:00",
          "2015-09-24T00:00:00-04:00",
          "2015-09-25T00:00:00-04:00",
          "2015-09-28T00:00:00-04:00",
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          "2015-10-01T00:00:00-04:00",
          "2015-10-02T00:00:00-04:00",
          "2015-10-05T00:00:00-04:00",
          "2015-10-06T00:00:00-04:00",
          "2015-10-07T00:00:00-04:00",
          "2015-10-08T00:00:00-04:00",
          "2015-10-09T00:00:00-04:00",
          "2015-10-12T00:00:00-04:00",
          "2015-10-13T00:00:00-04:00",
          "2015-10-14T00:00:00-04:00",
          "2015-10-15T00:00:00-04:00",
          "2015-10-16T00:00:00-04:00",
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          "2015-10-21T00:00:00-04:00",
          "2015-10-22T00:00:00-04:00",
          "2015-10-23T00:00:00-04:00",
          "2015-10-26T00:00:00-04:00",
          "2015-10-27T00:00:00-04:00",
          "2015-10-28T00:00:00-04:00",
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          "2015-11-02T00:00:00-05:00",
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          "2015-11-06T00:00:00-05:00",
          "2015-11-09T00:00:00-05:00",
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          "2015-11-11T00:00:00-05:00",
          "2015-11-12T00:00:00-05:00",
          "2015-11-13T00:00:00-05:00",
          "2015-11-16T00:00:00-05:00",
          "2015-11-17T00:00:00-05:00",
          "2015-11-18T00:00:00-05:00",
          "2015-11-19T00:00:00-05:00",
          "2015-11-20T00:00:00-05:00",
          "2015-11-23T00:00:00-05:00",
          "2015-11-24T00:00:00-05:00",
          "2015-11-25T00:00:00-05:00",
          "2015-11-27T00:00:00-05:00",
          "2015-11-30T00:00:00-05:00",
          "2015-12-01T00:00:00-05:00",
          "2015-12-02T00:00:00-05:00",
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          "2015-12-07T00:00:00-05:00",
          "2015-12-08T00:00:00-05:00",
          "2015-12-09T00:00:00-05:00",
          "2015-12-10T00:00:00-05:00",
          "2015-12-11T00:00:00-05:00",
          "2015-12-14T00:00:00-05:00",
          "2015-12-15T00:00:00-05:00",
          "2015-12-16T00:00:00-05:00",
          "2015-12-17T00:00:00-05:00",
          "2015-12-18T00:00:00-05:00",
          "2015-12-21T00:00:00-05:00",
          "2015-12-22T00:00:00-05:00",
          "2015-12-23T00:00:00-05:00",
          "2015-12-24T00:00:00-05:00",
          "2015-12-28T00:00:00-05:00",
          "2015-12-29T00:00:00-05:00",
          "2015-12-30T00:00:00-05:00",
          "2015-12-31T00:00:00-05:00",
          "2016-01-04T00:00:00-05:00",
          "2016-01-05T00:00:00-05:00",
          "2016-01-06T00:00:00-05:00",
          "2016-01-07T00:00:00-05:00",
          "2016-01-08T00:00:00-05:00",
          "2016-01-11T00:00:00-05:00",
          "2016-01-12T00:00:00-05:00",
          "2016-01-13T00:00:00-05:00",
          "2016-01-14T00:00:00-05:00",
          "2016-01-15T00:00:00-05:00",
          "2016-01-19T00:00:00-05:00",
          "2016-01-20T00:00:00-05:00",
          "2016-01-21T00:00:00-05:00",
          "2016-01-22T00:00:00-05:00",
          "2016-01-25T00:00:00-05:00",
          "2016-01-26T00:00:00-05:00",
          "2016-01-27T00:00:00-05:00",
          "2016-01-28T00:00:00-05:00",
          "2016-01-29T00:00:00-05:00",
          "2016-02-01T00:00:00-05:00",
          "2016-02-02T00:00:00-05:00",
          "2016-02-03T00:00:00-05:00",
          "2016-02-04T00:00:00-05:00",
          "2016-02-05T00:00:00-05:00",
          "2016-02-08T00:00:00-05:00",
          "2016-02-09T00:00:00-05:00",
          "2016-02-10T00:00:00-05:00",
          "2016-02-11T00:00:00-05:00",
          "2016-02-12T00:00:00-05:00",
          "2016-02-16T00:00:00-05:00",
          "2016-02-17T00:00:00-05:00",
          "2016-02-18T00:00:00-05:00",
          "2016-02-19T00:00:00-05:00",
          "2016-02-22T00:00:00-05:00",
          "2016-02-23T00:00:00-05:00",
          "2016-02-24T00:00:00-05:00",
          "2016-02-25T00:00:00-05:00",
          "2016-02-26T00:00:00-05:00",
          "2016-02-29T00:00:00-05:00",
          "2016-03-01T00:00:00-05:00",
          "2016-03-02T00:00:00-05:00",
          "2016-03-03T00:00:00-05:00",
          "2016-03-04T00:00:00-05:00",
          "2016-03-07T00:00:00-05:00",
          "2016-03-08T00:00:00-05:00",
          "2016-03-09T00:00:00-05:00",
          "2016-03-10T00:00:00-05:00",
          "2016-03-11T00:00:00-05:00",
          "2016-03-14T00:00:00-04:00",
          "2016-03-15T00:00:00-04:00",
          "2016-03-16T00:00:00-04:00",
          "2016-03-17T00:00:00-04:00",
          "2016-03-18T00:00:00-04:00",
          "2016-03-21T00:00:00-04:00",
          "2016-03-22T00:00:00-04:00",
          "2016-03-23T00:00:00-04:00",
          "2016-03-24T00:00:00-04:00",
          "2016-03-28T00:00:00-04:00",
          "2016-03-29T00:00:00-04:00",
          "2016-03-30T00:00:00-04:00",
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          "2016-04-01T00:00:00-04:00",
          "2016-04-04T00:00:00-04:00",
          "2016-04-05T00:00:00-04:00",
          "2016-04-06T00:00:00-04:00",
          "2016-04-07T00:00:00-04:00",
          "2016-04-08T00:00:00-04:00",
          "2016-04-11T00:00:00-04:00",
          "2016-04-12T00:00:00-04:00",
          "2016-04-13T00:00:00-04:00",
          "2016-04-14T00:00:00-04:00",
          "2016-04-15T00:00:00-04:00",
          "2016-04-18T00:00:00-04:00",
          "2016-04-19T00:00:00-04:00",
          "2016-04-20T00:00:00-04:00",
          "2016-04-21T00:00:00-04:00",
          "2016-04-22T00:00:00-04:00",
          "2016-04-25T00:00:00-04:00",
          "2016-04-26T00:00:00-04:00",
          "2016-04-27T00:00:00-04:00",
          "2016-04-28T00:00:00-04:00",
          "2016-04-29T00:00:00-04:00",
          "2016-05-02T00:00:00-04:00",
          "2016-05-03T00:00:00-04:00",
          "2016-05-04T00:00:00-04:00",
          "2016-05-05T00:00:00-04:00",
          "2016-05-06T00:00:00-04:00",
          "2016-05-09T00:00:00-04:00",
          "2016-05-10T00:00:00-04:00",
          "2016-05-11T00:00:00-04:00",
          "2016-05-12T00:00:00-04:00",
          "2016-05-13T00:00:00-04:00",
          "2016-05-16T00:00:00-04:00",
          "2016-05-17T00:00:00-04:00",
          "2016-05-18T00:00:00-04:00",
          "2016-05-19T00:00:00-04:00",
          "2016-05-20T00:00:00-04:00",
          "2016-05-23T00:00:00-04:00",
          "2016-05-24T00:00:00-04:00",
          "2016-05-25T00:00:00-04:00",
          "2016-05-26T00:00:00-04:00",
          "2016-05-27T00:00:00-04:00",
          "2016-05-31T00:00:00-04:00",
          "2016-06-01T00:00:00-04:00",
          "2016-06-02T00:00:00-04:00",
          "2016-06-03T00:00:00-04:00",
          "2016-06-06T00:00:00-04:00",
          "2016-06-07T00:00:00-04:00",
          "2016-06-08T00:00:00-04:00",
          "2016-06-09T00:00:00-04:00",
          "2016-06-10T00:00:00-04:00",
          "2016-06-13T00:00:00-04:00",
          "2016-06-14T00:00:00-04:00",
          "2016-06-15T00:00:00-04:00",
          "2016-06-16T00:00:00-04:00",
          "2016-06-17T00:00:00-04:00",
          "2016-06-20T00:00:00-04:00",
          "2016-06-21T00:00:00-04:00",
          "2016-06-22T00:00:00-04:00",
          "2016-06-23T00:00:00-04:00",
          "2016-06-24T00:00:00-04:00",
          "2016-06-27T00:00:00-04:00",
          "2016-06-28T00:00:00-04:00",
          "2016-06-29T00:00:00-04:00",
          "2016-06-30T00:00:00-04:00",
          "2016-07-01T00:00:00-04:00",
          "2016-07-05T00:00:00-04:00",
          "2016-07-06T00:00:00-04:00",
          "2016-07-07T00:00:00-04:00",
          "2016-07-08T00:00:00-04:00",
          "2016-07-11T00:00:00-04:00",
          "2016-07-12T00:00:00-04:00",
          "2016-07-13T00:00:00-04:00",
          "2016-07-14T00:00:00-04:00",
          "2016-07-15T00:00:00-04:00",
          "2016-07-18T00:00:00-04:00",
          "2016-07-19T00:00:00-04:00",
          "2016-07-20T00:00:00-04:00",
          "2016-07-21T00:00:00-04:00",
          "2016-07-22T00:00:00-04:00",
          "2016-07-25T00:00:00-04:00",
          "2016-07-26T00:00:00-04:00",
          "2016-07-27T00:00:00-04:00",
          "2016-07-28T00:00:00-04:00",
          "2016-07-29T00:00:00-04:00",
          "2016-08-01T00:00:00-04:00",
          "2016-08-02T00:00:00-04:00",
          "2016-08-03T00:00:00-04:00",
          "2016-08-04T00:00:00-04:00",
          "2016-08-05T00:00:00-04:00",
          "2016-08-08T00:00:00-04:00",
          "2016-08-09T00:00:00-04:00",
          "2016-08-10T00:00:00-04:00",
          "2016-08-11T00:00:00-04:00",
          "2016-08-12T00:00:00-04:00",
          "2016-08-15T00:00:00-04:00",
          "2016-08-16T00:00:00-04:00",
          "2016-08-17T00:00:00-04:00",
          "2016-08-18T00:00:00-04:00",
          "2016-08-19T00:00:00-04:00",
          "2016-08-22T00:00:00-04:00",
          "2016-08-23T00:00:00-04:00",
          "2016-08-24T00:00:00-04:00",
          "2016-08-25T00:00:00-04:00",
          "2016-08-26T00:00:00-04:00",
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          "2017-08-22T00:00:00-04:00",
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          "2017-12-19T00:00:00-05:00",
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          "2018-01-09T00:00:00-05:00",
          "2018-01-10T00:00:00-05:00",
          "2018-01-11T00:00:00-05:00",
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          "2018-01-18T00:00:00-05:00",
          "2018-01-19T00:00:00-05:00",
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          "2018-01-25T00:00:00-05:00",
          "2018-01-26T00:00:00-05:00",
          "2018-01-29T00:00:00-05:00",
          "2018-01-30T00:00:00-05:00",
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          "2018-03-22T00:00:00-04:00",
          "2018-03-23T00:00:00-04:00",
          "2018-03-26T00:00:00-04:00",
          "2018-03-27T00:00:00-04:00",
          "2018-03-28T00:00:00-04:00",
          "2018-03-29T00:00:00-04:00",
          "2018-04-02T00:00:00-04:00",
          "2018-04-03T00:00:00-04:00",
          "2018-04-04T00:00:00-04:00",
          "2018-04-05T00:00:00-04:00",
          "2018-04-06T00:00:00-04:00",
          "2018-04-09T00:00:00-04:00",
          "2018-04-10T00:00:00-04:00",
          "2018-04-11T00:00:00-04:00",
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          "2018-10-08T00:00:00-04:00",
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          "2018-10-15T00:00:00-04:00",
          "2018-10-16T00:00:00-04:00",
          "2018-10-17T00:00:00-04:00",
          "2018-10-18T00:00:00-04:00",
          "2018-10-19T00:00:00-04:00",
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          "2018-10-23T00:00:00-04:00",
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          "2018-10-25T00:00:00-04:00",
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          "2018-11-08T00:00:00-05:00",
          "2018-11-09T00:00:00-05:00",
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          "2018-11-16T00:00:00-05:00",
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          "2018-11-23T00:00:00-05:00",
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          "2018-11-27T00:00:00-05:00",
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          "2019-04-09T00:00:00-04:00",
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          "2019-04-11T00:00:00-04:00",
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          "2019-04-25T00:00:00-04:00",
          "2019-04-26T00:00:00-04:00",
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          "2019-05-06T00:00:00-04:00",
          "2019-05-07T00:00:00-04:00",
          "2019-05-08T00:00:00-04:00",
          "2019-05-09T00:00:00-04:00",
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          "2019-05-15T00:00:00-04:00",
          "2019-05-16T00:00:00-04:00",
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          "2019-05-22T00:00:00-04:00",
          "2019-05-23T00:00:00-04:00",
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          "2019-05-28T00:00:00-04:00",
          "2019-05-29T00:00:00-04:00",
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          "2019-06-11T00:00:00-04:00",
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          "2019-06-18T00:00:00-04:00",
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          "2019-06-21T00:00:00-04:00",
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          "2019-06-25T00:00:00-04:00",
          "2019-06-26T00:00:00-04:00",
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          "2019-07-18T00:00:00-04:00",
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          "2019-07-22T00:00:00-04:00",
          "2019-07-23T00:00:00-04:00",
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          "2019-07-25T00:00:00-04:00",
          "2019-07-26T00:00:00-04:00",
          "2019-07-29T00:00:00-04:00",
          "2019-07-30T00:00:00-04:00",
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          "2019-08-02T00:00:00-04:00",
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          "2019-08-06T00:00:00-04:00",
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          "2019-08-08T00:00:00-04:00",
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          "2019-08-13T00:00:00-04:00",
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          "2019-08-15T00:00:00-04:00",
          "2019-08-16T00:00:00-04:00",
          "2019-08-19T00:00:00-04:00",
          "2019-08-20T00:00:00-04:00",
          "2019-08-21T00:00:00-04:00",
          "2019-08-22T00:00:00-04:00",
          "2019-08-23T00:00:00-04:00",
          "2019-08-26T00:00:00-04:00",
          "2019-08-27T00:00:00-04:00",
          "2019-08-28T00:00:00-04:00",
          "2019-08-29T00:00:00-04:00",
          "2019-08-30T00:00:00-04:00",
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          "2019-09-09T00:00:00-04:00",
          "2019-09-10T00:00:00-04:00",
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          "2019-09-12T00:00:00-04:00",
          "2019-09-13T00:00:00-04:00",
          "2019-09-16T00:00:00-04:00",
          "2019-09-17T00:00:00-04:00",
          "2019-09-18T00:00:00-04:00",
          "2019-09-19T00:00:00-04:00",
          "2019-09-20T00:00:00-04:00",
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          "2019-09-25T00:00:00-04:00",
          "2019-09-26T00:00:00-04:00",
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          "2019-10-03T00:00:00-04:00",
          "2019-10-04T00:00:00-04:00",
          "2019-10-07T00:00:00-04:00",
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          "2019-10-09T00:00:00-04:00",
          "2019-10-10T00:00:00-04:00",
          "2019-10-11T00:00:00-04:00",
          "2019-10-14T00:00:00-04:00",
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          "2019-10-16T00:00:00-04:00",
          "2019-10-17T00:00:00-04:00",
          "2019-10-18T00:00:00-04:00",
          "2019-10-21T00:00:00-04:00",
          "2019-10-22T00:00:00-04:00",
          "2019-10-23T00:00:00-04:00",
          "2019-10-24T00:00:00-04:00",
          "2019-10-25T00:00:00-04:00",
          "2019-10-28T00:00:00-04:00",
          "2019-10-29T00:00:00-04:00",
          "2019-10-30T00:00:00-04:00",
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          "2019-11-04T00:00:00-05:00",
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          "2019-11-11T00:00:00-05:00",
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          "2019-11-13T00:00:00-05:00",
          "2019-11-14T00:00:00-05:00",
          "2019-11-15T00:00:00-05:00",
          "2019-11-18T00:00:00-05:00",
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   ],
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    "gme_data.reset_index(inplace=True,drop=True)\n",
    "make_graph(gme_data, gme_revenue, 'GameStop')"
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