Data science course 5.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "75d62a9a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: pandas==1.3.3 in c:\\users\\hp\\appdata\\roaming\\python\\python39\\site-packages (1.3.3)\n",
      "Requirement already satisfied: numpy>=1.17.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas==1.3.3) (1.21.5)\n",
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      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: requests==2.26.0 in c:\\users\\hp\\appdata\\roaming\\python\\python39\\site-packages (2.26.0)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests==2.26.0) (2.0.4)\n",
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      "Defaulting to user installation because normal site-packages is not writeable\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: Could not find a version that satisfies the requirement bs4==4.10.0 (from versions: 0.0.0, 0.0.1)\n",
      "ERROR: No matching distribution found for bs4==4.10.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: html5lib==1.1 in c:\\users\\hp\\appdata\\roaming\\python\\python39\\site-packages (1.1)\n",
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      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: yfinance==0.1.67 in c:\\users\\hp\\appdata\\roaming\\python\\python39\\site-packages (0.1.67)\n",
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     ]
    }
   ],
   "source": [
    "!pip install pandas==1.3.3\n",
    "!pip install requests==2.26.0\n",
    "!pip install bs4==4.10.0 \n",
    "!pip install html5lib==1.1\n",
    "!pip install lxml==4.6.4\n",
    "!pip install plotly==5.3.1\n",
    "!pip install yfinance==0.1.67"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f2b8af5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amazon.com, Inc. (AMZN) Stock Historical Prices & Data - Yahoo Finance\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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jan 01, 2021</td>\n",
       "      <td>3,270.00</td>\n",
       "      <td>3,363.89</td>\n",
       "      <td>3,086.00</td>\n",
       "      <td>3,206.20</td>\n",
       "      <td>71,528,900</td>\n",
       "      <td>3,206.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Dec 01, 2020</td>\n",
       "      <td>3,188.50</td>\n",
       "      <td>3,350.65</td>\n",
       "      <td>3,072.82</td>\n",
       "      <td>3,256.93</td>\n",
       "      <td>77,556,200</td>\n",
       "      <td>3,256.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nov 01, 2020</td>\n",
       "      <td>3,061.74</td>\n",
       "      <td>3,366.80</td>\n",
       "      <td>2,950.12</td>\n",
       "      <td>3,168.04</td>\n",
       "      <td>90,810,500</td>\n",
       "      <td>3,168.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Oct 01, 2020</td>\n",
       "      <td>3,208.00</td>\n",
       "      <td>3,496.24</td>\n",
       "      <td>3,019.00</td>\n",
       "      <td>3,036.15</td>\n",
       "      <td>116,226,100</td>\n",
       "      <td>3,036.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sep 01, 2020</td>\n",
       "      <td>3,489.58</td>\n",
       "      <td>3,552.25</td>\n",
       "      <td>2,871.00</td>\n",
       "      <td>3,148.73</td>\n",
       "      <td>115,899,300</td>\n",
       "      <td>3,148.73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date      Open      High       Low     Close       Volume Adj Close\n",
       "0  Jan 01, 2021  3,270.00  3,363.89  3,086.00  3,206.20   71,528,900  3,206.20\n",
       "1  Dec 01, 2020  3,188.50  3,350.65  3,072.82  3,256.93   77,556,200  3,256.93\n",
       "2  Nov 01, 2020  3,061.74  3,366.80  2,950.12  3,168.04   90,810,500  3,168.04\n",
       "3  Oct 01, 2020  3,208.00  3,496.24  3,019.00  3,036.15  116,226,100  3,036.15\n",
       "4  Sep 01, 2020  3,489.58  3,552.25  2,871.00  3,148.73  115,899,300  3,148.73"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/amazon_data_webpage.html\"\n",
    "data  = requests.get(url).text\n",
    "soup = BeautifulSoup(data, 'html5lib')\n",
    "\n",
    "title_tag = soup.find('title')\n",
    "title_content = title_tag.get_text()\n",
    "print(title_content)\n",
    "\n",
    "amazon_data = pd.DataFrame(columns=[\"Date\", \"Open\", \"High\", \"Low\", \"Close\", \"Volume\"])\n",
    "\n",
    "for row in soup.find(\"tbody\").find_all(\"tr\"):\n",
    "    col = row.find_all(\"td\")\n",
    "    date = col[0].text\n",
    "    Open = col[1].text\n",
    "    high = col[2].text\n",
    "    low = col[3].text\n",
    "    close = col[4].text\n",
    "    adj_close = col[5].text\n",
    "    volume = col[6].text\n",
    "    \n",
    "    amazon_data = amazon_data.append({\"Date\":date, \"Open\":Open, \"High\":high, \"Low\":low, \"Close\":close, \"Adj Close\":adj_close, \"Volume\":volume}, ignore_index=True)\n",
    "\n",
    "amazon_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e4a3e3d",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# %%%%%%     Peer graded assignment   %%%%%%\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3a67c98c",
   "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"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a13aaae5",
   "metadata": {},
   "source": [
    "### Question 1 - Extracting Tesla Stock Data Using yfinance - 2 Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b06ee405",
   "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>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</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</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-06-30</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</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-07-01</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</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-07-02</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</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-07-06</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</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date      Open      High       Low     Close     Volume  Dividends  \\\n",
       "0 2010-06-29  1.266667  1.666667  1.169333  1.592667  281494500          0   \n",
       "1 2010-06-30  1.719333  2.028000  1.553333  1.588667  257806500          0   \n",
       "2 2010-07-01  1.666667  1.728000  1.351333  1.464000  123282000          0   \n",
       "3 2010-07-02  1.533333  1.540000  1.247333  1.280000   77097000          0   \n",
       "4 2010-07-06  1.333333  1.333333  1.055333  1.074000  103003500          0   \n",
       "\n",
       "   Stock Splits  \n",
       "0           0.0  \n",
       "1           0.0  \n",
       "2           0.0  \n",
       "3           0.0  \n",
       "4           0.0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tesla = yf.Ticker('TSLA')\n",
    "tesla_data = tesla.history(period=\"max\")\n",
    "tesla_data.reset_index(inplace=True)\n",
    "tesla_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d39d19cb",
   "metadata": {},
   "source": [
    "### Question 2 - Extracting Tesla Revenue Data Using Webscraping - 1 Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "87a15c2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tesla Revenue 2010-2022 | TSLA | MacroTrends\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_10084\\479786801.py:13: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  tesla_revenue[\"Revenue\"] = tesla_revenue['Revenue'].str.replace(',|\\$',\"\")\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>8</th>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2012</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2011</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2010</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2009</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Date Revenue\n",
       "8   2013    2013\n",
       "9   2012     413\n",
       "10  2011     204\n",
       "11  2010     117\n",
       "12  2009     112"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm\"\n",
    "html_data  = requests.get(url).text\n",
    "soup = BeautifulSoup(html_data, 'html5lib')\n",
    "title_tag = soup.find('title')\n",
    "title_content = title_tag.get_text()\n",
    "\n",
    "print(title_content)\n",
    "\n",
    "table = soup.find(\"table\")\n",
    "tesla_revenue = pd.read_html(str(table))[0]\n",
    "tesla_revenue.columns = [\"Date\", \"Revenue\"]\n",
    "\n",
    "tesla_revenue[\"Revenue\"] = tesla_revenue['Revenue'].str.replace(',|\\$',\"\")\n",
    "tesla_revenue.dropna(inplace=True)\n",
    "tesla_revenue = tesla_revenue[tesla_revenue['Revenue'] != \"\"]\n",
    "tesla_revenue.tail(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "093b487e",
   "metadata": {},
   "source": [
    "### Question 3 - Extracting GameStop Stock Data Using yfinance - 2 Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8bc8f015",
   "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>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>2002-02-13</td>\n",
       "      <td>1.620128</td>\n",
       "      <td>1.693350</td>\n",
       "      <td>1.603296</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>1</th>\n",
       "      <td>2002-02-14</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2002-02-15</td>\n",
       "      <td>1.683250</td>\n",
       "      <td>1.687458</td>\n",
       "      <td>1.658001</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>3</th>\n",
       "      <td>2002-02-19</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</td>\n",
       "      <td>1.615921</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  Dividends  \\\n",
       "0 2002-02-13  1.620128  1.693350  1.603296  1.691666  76216000        0.0   \n",
       "1 2002-02-14  1.712707  1.716074  1.670626  1.683250  11021600        0.0   \n",
       "2 2002-02-15  1.683250  1.687458  1.658001  1.674834   8389600        0.0   \n",
       "3 2002-02-19  1.666418  1.666418  1.578047  1.607504   7410400        0.0   \n",
       "4 2002-02-20  1.615921  1.662210  1.603296  1.662210   6892800        0.0   \n",
       "\n",
       "   Stock Splits  \n",
       "0           0.0  \n",
       "1           0.0  \n",
       "2           0.0  \n",
       "3           0.0  \n",
       "4           0.0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gme = yf.Ticker('GME')\n",
    "gme_data = gme.history(period=\"max\")\n",
    "gme_data.reset_index(inplace=True)\n",
    "gme_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fe286f6",
   "metadata": {},
   "source": [
    "### Question 4 - Extracting GameStop Revenue Data Using Webscraping - 1 Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a5c95871",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GameStop Revenue 2006-2020 | GME | MacroTrends\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_10084\\4288721892.py:13: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  gme_revenue[\"Revenue\"] = gme_revenue['Revenue'].str.replace(',|\\$',\"\")\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>8</th>\n",
       "      <td>2013</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2012</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2011</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2010</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2009</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Date Revenue\n",
       "8   2013    2013\n",
       "9   2012     413\n",
       "10  2011     204\n",
       "11  2010     117\n",
       "12  2009     112"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html\"\n",
    "html_data  = requests.get(url).text\n",
    "soup = BeautifulSoup(html_data, 'html5lib')\n",
    "title_tag = soup.find('title')\n",
    "title_content = title_tag.get_text()\n",
    "\n",
    "print(title_content)\n",
    "\n",
    "table = soup.find(\"table\")\n",
    "gme_revenue = pd.read_html(str(table))[0]\n",
    "gme_revenue.columns = [\"Date\", \"Revenue\"]\n",
    "\n",
    "gme_revenue[\"Revenue\"] = gme_revenue['Revenue'].str.replace(',|\\$',\"\")\n",
    "gme_revenue.dropna(inplace=True)\n",
    "gme_revenue = gme_revenue[gme_revenue['Revenue'] != \"\"]\n",
    "tesla_revenue.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "af2081e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_graph(stock_data, revenue_data, stock):\n",
    "    fig = make_subplots(rows=2, cols=1, shared_xaxes=True, subplot_titles=(\"Historical Share Price\", \"Historical Revenue\"), vertical_spacing = .3)\n",
    "    stock_data_specific = stock_data[stock_data.Date <= '2021--06-14']\n",
    "    revenue_data_specific = revenue_data[revenue_data.Date <= '2021-04-30']\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)\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)\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)\n",
    "    fig.update_layout(showlegend=False,\n",
    "    height=900,\n",
    "    title=stock,\n",
    "    xaxis_rangeslider_visible=True)\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d365123d",
   "metadata": {},
   "source": [
    "### Question 5 - Tesla Stock and Revenue Dashboard - 2 Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d9924c3a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
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          "2011-03-24T00:00:00",
          "2011-03-25T00:00:00",
          "2011-03-28T00:00:00",
          "2011-03-29T00:00:00",
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          "2011-03-31T00:00:00",
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          "2011-04-04T00:00:00",
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          "2011-04-08T00:00:00",
          "2011-04-11T00:00:00",
          "2011-04-12T00:00:00",
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          "2011-04-14T00:00:00",
          "2011-04-15T00:00:00",
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          "2011-04-19T00:00:00",
          "2011-04-20T00:00:00",
          "2011-04-21T00:00:00",
          "2011-04-25T00:00:00",
          "2011-04-26T00:00:00",
          "2011-04-27T00:00:00",
          "2011-04-28T00:00:00",
          "2011-04-29T00:00:00",
          "2011-05-02T00:00:00",
          "2011-05-03T00:00:00",
          "2011-05-04T00:00:00",
          "2011-05-05T00:00:00",
          "2011-05-06T00:00:00",
          "2011-05-09T00:00:00",
          "2011-05-10T00:00:00",
          "2011-05-11T00:00:00",
          "2011-05-12T00:00:00",
          "2011-05-13T00:00:00",
          "2011-05-16T00:00:00",
          "2011-05-17T00:00:00",
          "2011-05-18T00:00:00",
          "2011-05-19T00:00:00",
          "2011-05-20T00:00:00",
          "2011-05-23T00:00:00",
          "2011-05-24T00:00:00",
          "2011-05-25T00:00:00",
          "2011-05-26T00:00:00",
          "2011-05-27T00:00:00",
          "2011-05-31T00:00:00",
          "2011-06-01T00:00:00",
          "2011-06-02T00:00:00",
          "2011-06-03T00:00:00",
          "2011-06-06T00:00:00",
          "2011-06-07T00:00:00",
          "2011-06-08T00:00:00",
          "2011-06-09T00:00:00",
          "2011-06-10T00:00:00",
          "2011-06-13T00:00:00",
          "2011-06-14T00:00:00",
          "2011-06-15T00:00:00",
          "2011-06-16T00:00:00",
          "2011-06-17T00:00:00",
          "2011-06-20T00:00:00",
          "2011-06-21T00:00:00",
          "2011-06-22T00:00:00",
          "2011-06-23T00:00:00",
          "2011-06-24T00:00:00",
          "2011-06-27T00:00:00",
          "2011-06-28T00:00:00",
          "2011-06-29T00:00:00",
          "2011-06-30T00:00:00",
          "2011-07-01T00:00:00",
          "2011-07-05T00:00:00",
          "2011-07-06T00:00:00",
          "2011-07-07T00:00:00",
          "2011-07-08T00:00:00",
          "2011-07-11T00:00:00",
          "2011-07-12T00:00:00",
          "2011-07-13T00:00:00",
          "2011-07-14T00:00:00",
          "2011-07-15T00:00:00",
          "2011-07-18T00:00:00",
          "2011-07-19T00:00:00",
          "2011-07-20T00:00:00",
          "2011-07-21T00:00:00",
          "2011-07-22T00:00:00",
          "2011-07-25T00:00:00",
          "2011-07-26T00:00:00",
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          "2011-08-02T00:00:00",
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          "2011-08-04T00:00:00",
          "2011-08-05T00:00:00",
          "2011-08-08T00:00:00",
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          "2011-11-08T00:00:00",
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          "2013-07-29T00:00:00",
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          "2013-08-01T00:00:00",
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          "2013-11-14T00:00:00",
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          "2014-02-12T00:00:00",
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          "2014-05-08T00:00:00",
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          "2014-05-13T00:00:00",
          "2014-05-14T00:00:00",
          "2014-05-15T00:00:00",
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          "2014-05-22T00:00:00",
          "2014-05-23T00:00:00",
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          "2014-07-07T00:00:00",
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          "2014-07-14T00:00:00",
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          "2014-07-16T00:00:00",
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          "2014-07-23T00:00:00",
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          "2014-07-25T00:00:00",
          "2014-07-28T00:00:00",
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          "2014-08-07T00:00:00",
          "2014-08-08T00:00:00",
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          "2014-08-14T00:00:00",
          "2014-08-15T00:00:00",
          "2014-08-18T00:00:00",
          "2014-08-19T00:00:00",
          "2014-08-20T00:00:00",
          "2014-08-21T00:00:00",
          "2014-08-22T00:00:00",
          "2014-08-25T00:00:00",
          "2014-08-26T00:00:00",
          "2014-08-27T00:00:00",
          "2014-08-28T00:00:00",
          "2014-08-29T00:00:00",
          "2014-09-02T00:00:00",
          "2014-09-03T00:00:00",
          "2014-09-04T00:00:00",
          "2014-09-05T00:00:00",
          "2014-09-08T00:00:00",
          "2014-09-09T00:00:00",
          "2014-09-10T00:00:00",
          "2014-09-11T00:00:00",
          "2014-09-12T00:00:00",
          "2014-09-15T00:00:00",
          "2014-09-16T00:00:00",
          "2014-09-17T00:00:00",
          "2014-09-18T00:00:00",
          "2014-09-19T00:00:00",
          "2014-09-22T00:00:00",
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          "2014-09-25T00:00:00",
          "2014-09-26T00:00:00",
          "2014-09-29T00:00:00",
          "2014-09-30T00:00:00",
          "2014-10-01T00:00:00",
          "2014-10-02T00:00:00",
          "2014-10-03T00:00:00",
          "2014-10-06T00:00:00",
          "2014-10-07T00:00:00",
          "2014-10-08T00:00:00",
          "2014-10-09T00:00:00",
          "2014-10-10T00:00:00",
          "2014-10-13T00:00:00",
          "2014-10-14T00:00:00",
          "2014-10-15T00:00:00",
          "2014-10-16T00:00:00",
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          "2014-10-20T00:00:00",
          "2014-10-21T00:00:00",
          "2014-10-22T00:00:00",
          "2014-10-23T00:00:00",
          "2014-10-24T00:00:00",
          "2014-10-27T00:00:00",
          "2014-10-28T00:00:00",
          "2014-10-29T00:00:00",
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          "2014-11-13T00:00:00",
          "2014-11-14T00:00:00",
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          "2014-11-21T00:00:00",
          "2014-11-24T00:00:00",
          "2014-11-25T00:00:00",
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          "2014-12-01T00:00:00",
          "2014-12-02T00:00:00",
          "2014-12-03T00:00:00",
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          "2014-12-09T00:00:00",
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          "2014-12-11T00:00:00",
          "2014-12-12T00:00:00",
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          "2014-12-16T00:00:00",
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          "2014-12-18T00:00:00",
          "2014-12-19T00:00:00",
          "2014-12-22T00:00:00",
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          "2015-01-02T00:00:00",
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($US)\"}},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.0,0.35],\"title\":{\"text\":\"Revenue ($US Millions)\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "tesla_data['Date'] = pd.to_datetime(tesla_data['Date'])\n",
    "tesla_revenue['Date'] = pd.to_datetime(tesla_revenue['Date'])\n",
    "\n",
    "\n",
    "make_graph(tesla_data, tesla_revenue, 'Tesla')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1097724c",
   "metadata": {},
   "source": [
    "### Question 6 - GameStop Stock and Revenue Dashboard- 2 Points\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "4e22f5d3",
   "metadata": {},
   "outputs": [
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          "2002-08-28T00:00:00",
          "2002-08-29T00:00:00",
          "2002-08-30T00:00:00",
          "2002-09-03T00:00:00",
          "2002-09-04T00:00:00",
          "2002-09-05T00:00:00",
          "2002-09-06T00:00:00",
          "2002-09-09T00:00:00",
          "2002-09-10T00:00:00",
          "2002-09-11T00:00:00",
          "2002-09-12T00:00:00",
          "2002-09-13T00:00:00",
          "2002-09-16T00:00:00",
          "2002-09-17T00:00:00",
          "2002-09-18T00:00:00",
          "2002-09-19T00:00:00",
          "2002-09-20T00:00:00",
          "2002-09-23T00:00:00",
          "2002-09-24T00:00:00",
          "2002-09-25T00:00:00",
          "2002-09-26T00:00:00",
          "2002-09-27T00:00:00",
          "2002-09-30T00:00:00",
          "2002-10-01T00:00:00",
          "2002-10-02T00:00:00",
          "2002-10-03T00:00:00",
          "2002-10-04T00:00:00",
          "2002-10-07T00:00:00",
          "2002-10-08T00:00:00",
          "2002-10-09T00:00:00",
          "2002-10-10T00:00:00",
          "2002-10-11T00:00:00",
          "2002-10-14T00:00:00",
          "2002-10-15T00:00:00",
          "2002-10-16T00:00:00",
          "2002-10-17T00:00:00",
          "2002-10-18T00:00:00",
          "2002-10-21T00:00:00",
          "2002-10-22T00:00:00",
          "2002-10-23T00:00:00",
          "2002-10-24T00:00:00",
          "2002-10-25T00:00:00",
          "2002-10-28T00:00:00",
          "2002-10-29T00:00:00",
          "2002-10-30T00:00:00",
          "2002-10-31T00:00:00",
          "2002-11-01T00:00:00",
          "2002-11-04T00:00:00",
          "2002-11-05T00:00:00",
          "2002-11-06T00:00:00",
          "2002-11-07T00:00:00",
          "2002-11-08T00:00:00",
          "2002-11-11T00:00:00",
          "2002-11-12T00:00:00",
          "2002-11-13T00:00:00",
          "2002-11-14T00:00:00",
          "2002-11-15T00:00:00",
          "2002-11-18T00:00:00",
          "2002-11-19T00:00:00",
          "2002-11-20T00:00:00",
          "2002-11-21T00:00:00",
          "2002-11-22T00:00:00",
          "2002-11-25T00:00:00",
          "2002-11-26T00:00:00",
          "2002-11-27T00:00:00",
          "2002-11-29T00:00:00",
          "2002-12-02T00:00:00",
          "2002-12-03T00:00:00",
          "2002-12-04T00:00:00",
          "2002-12-05T00:00:00",
          "2002-12-06T00:00:00",
          "2002-12-09T00:00:00",
          "2002-12-10T00:00:00",
          "2002-12-11T00:00:00",
          "2002-12-12T00:00:00",
          "2002-12-13T00:00:00",
          "2002-12-16T00:00:00",
          "2002-12-17T00:00:00",
          "2002-12-18T00:00:00",
          "2002-12-19T00:00:00",
          "2002-12-20T00:00:00",
          "2002-12-23T00:00:00",
          "2002-12-24T00:00:00",
          "2002-12-26T00:00:00",
          "2002-12-27T00:00:00",
          "2002-12-30T00:00:00",
          "2002-12-31T00:00:00",
          "2003-01-02T00:00:00",
          "2003-01-03T00:00:00",
          "2003-01-06T00:00:00",
          "2003-01-07T00:00:00",
          "2003-01-08T00:00:00",
          "2003-01-09T00:00:00",
          "2003-01-10T00:00:00",
          "2003-01-13T00:00:00",
          "2003-01-14T00:00:00",
          "2003-01-15T00:00:00",
          "2003-01-16T00:00:00",
          "2003-01-17T00:00:00",
          "2003-01-21T00:00:00",
          "2003-01-22T00:00:00",
          "2003-01-23T00:00:00",
          "2003-01-24T00:00:00",
          "2003-01-27T00:00:00",
          "2003-01-28T00:00:00",
          "2003-01-29T00:00:00",
          "2003-01-30T00:00:00",
          "2003-01-31T00:00:00",
          "2003-02-03T00:00:00",
          "2003-02-04T00:00:00",
          "2003-02-05T00:00:00",
          "2003-02-06T00:00:00",
          "2003-02-07T00:00:00",
          "2003-02-10T00:00:00",
          "2003-02-11T00:00:00",
          "2003-02-12T00:00:00",
          "2003-02-13T00:00:00",
          "2003-02-14T00:00:00",
          "2003-02-18T00:00:00",
          "2003-02-19T00:00:00",
          "2003-02-20T00:00:00",
          "2003-02-21T00:00:00",
          "2003-02-24T00:00:00",
          "2003-02-25T00:00:00",
          "2003-02-26T00:00:00",
          "2003-02-27T00:00:00",
          "2003-02-28T00:00:00",
          "2003-03-03T00:00:00",
          "2003-03-04T00:00:00",
          "2003-03-05T00:00:00",
          "2003-03-06T00:00:00",
          "2003-03-07T00:00:00",
          "2003-03-10T00:00:00",
          "2003-03-11T00:00:00",
          "2003-03-12T00:00:00",
          "2003-03-13T00:00:00",
          "2003-03-14T00:00:00",
          "2003-03-17T00:00:00",
          "2003-03-18T00:00:00",
          "2003-03-19T00:00:00",
          "2003-03-20T00:00:00",
          "2003-03-21T00:00:00",
          "2003-03-24T00:00:00",
          "2003-03-25T00:00:00",
          "2003-03-26T00:00:00",
          "2003-03-27T00:00:00",
          "2003-03-28T00:00:00",
          "2003-03-31T00:00:00",
          "2003-04-01T00:00:00",
          "2003-04-02T00:00:00",
          "2003-04-03T00:00:00",
          "2003-04-04T00:00:00",
          "2003-04-07T00:00:00",
          "2003-04-08T00:00:00",
          "2003-04-09T00:00:00",
          "2003-04-10T00:00:00",
          "2003-04-11T00:00:00",
          "2003-04-14T00:00:00",
          "2003-04-15T00:00:00",
          "2003-04-16T00:00:00",
          "2003-04-17T00:00:00",
          "2003-04-21T00:00:00",
          "2003-04-22T00:00:00",
          "2003-04-23T00:00:00",
          "2003-04-24T00:00:00",
          "2003-04-25T00:00:00",
          "2003-04-28T00:00:00",
          "2003-04-29T00:00:00",
          "2003-04-30T00:00:00",
          "2003-05-01T00:00:00",
          "2003-05-02T00:00:00",
          "2003-05-05T00:00:00",
          "2003-05-06T00:00:00",
          "2003-05-07T00:00:00",
          "2003-05-08T00:00:00",
          "2003-05-09T00:00:00",
          "2003-05-12T00:00:00",
          "2003-05-13T00:00:00",
          "2003-05-14T00:00:00",
          "2003-05-15T00:00:00",
          "2003-05-16T00:00:00",
          "2003-05-19T00:00:00",
          "2003-05-20T00:00:00",
          "2003-05-21T00:00:00",
          "2003-05-22T00:00:00",
          "2003-05-23T00:00:00",
          "2003-05-27T00:00:00",
          "2003-05-28T00:00:00",
          "2003-05-29T00:00:00",
          "2003-05-30T00:00:00",
          "2003-06-02T00:00:00",
          "2003-06-03T00:00:00",
          "2003-06-04T00:00:00",
          "2003-06-05T00:00:00",
          "2003-06-06T00:00:00",
          "2003-06-09T00:00:00",
          "2003-06-10T00:00:00",
          "2003-06-11T00:00:00",
          "2003-06-12T00:00:00",
          "2003-06-13T00:00:00",
          "2003-06-16T00:00:00",
          "2003-06-17T00:00:00",
          "2003-06-18T00:00:00",
          "2003-06-19T00:00:00",
          "2003-06-20T00:00:00",
          "2003-06-23T00:00:00",
          "2003-06-24T00:00:00",
          "2003-06-25T00:00:00",
          "2003-06-26T00:00:00",
          "2003-06-27T00:00:00",
          "2003-06-30T00:00:00",
          "2003-07-01T00:00:00",
          "2003-07-02T00:00:00",
          "2003-07-03T00:00:00",
          "2003-07-07T00:00:00",
          "2003-07-08T00:00:00",
          "2003-07-09T00:00:00",
          "2003-07-10T00:00:00",
          "2003-07-11T00:00:00",
          "2003-07-14T00:00:00",
          "2003-07-15T00:00:00",
          "2003-07-16T00:00:00",
          "2003-07-17T00:00:00",
          "2003-07-18T00:00:00",
          "2003-07-21T00:00:00",
          "2003-07-22T00:00:00",
          "2003-07-23T00:00:00",
          "2003-07-24T00:00:00",
          "2003-07-25T00:00:00",
          "2003-07-28T00:00:00",
          "2003-07-29T00:00:00",
          "2003-07-30T00:00:00",
          "2003-07-31T00:00:00",
          "2003-08-01T00:00:00",
          "2003-08-04T00:00:00",
          "2003-08-05T00:00:00",
          "2003-08-06T00:00:00",
          "2003-08-07T00:00:00",
          "2003-08-08T00:00:00",
          "2003-08-11T00:00:00",
          "2003-08-12T00:00:00",
          "2003-08-13T00:00:00",
          "2003-08-14T00:00:00",
          "2003-08-15T00:00:00",
          "2003-08-18T00:00:00",
          "2003-08-19T00:00:00",
          "2003-08-20T00:00:00",
          "2003-08-21T00:00:00",
          "2003-08-22T00:00:00",
          "2003-08-25T00:00:00",
          "2003-08-26T00:00:00",
          "2003-08-27T00:00:00",
          "2003-08-28T00:00:00",
          "2003-08-29T00:00:00",
          "2003-09-02T00:00:00",
          "2003-09-03T00:00:00",
          "2003-09-04T00:00:00",
          "2003-09-05T00:00:00",
          "2003-09-08T00:00:00",
          "2003-09-09T00:00:00",
          "2003-09-10T00:00:00",
          "2003-09-11T00:00:00",
          "2003-09-12T00:00:00",
          "2003-09-15T00:00:00",
          "2003-09-16T00:00:00",
          "2003-09-17T00:00:00",
          "2003-09-18T00:00:00",
          "2003-09-19T00:00:00",
          "2003-09-22T00:00:00",
          "2003-09-23T00:00:00",
          "2003-09-24T00:00:00",
          "2003-09-25T00:00:00",
          "2003-09-26T00:00:00",
          "2003-09-29T00:00:00",
          "2003-09-30T00:00:00",
          "2003-10-01T00:00:00",
          "2003-10-02T00:00:00",
          "2003-10-03T00:00:00",
          "2003-10-06T00:00:00",
          "2003-10-07T00:00:00",
          "2003-10-08T00:00:00",
          "2003-10-09T00:00:00",
          "2003-10-10T00:00:00",
          "2003-10-13T00:00:00",
          "2003-10-14T00:00:00",
          "2003-10-15T00:00:00",
          "2003-10-16T00:00:00",
          "2003-10-17T00:00:00",
          "2003-10-20T00:00:00",
          "2003-10-21T00:00:00",
          "2003-10-22T00:00:00",
          "2003-10-23T00:00:00",
          "2003-10-24T00:00:00",
          "2003-10-27T00:00:00",
          "2003-10-28T00:00:00",
          "2003-10-29T00:00:00",
          "2003-10-30T00:00:00",
          "2003-10-31T00:00:00",
          "2003-11-03T00:00:00",
          "2003-11-04T00:00:00",
          "2003-11-05T00:00:00",
          "2003-11-06T00:00:00",
          "2003-11-07T00:00:00",
          "2003-11-10T00:00:00",
          "2003-11-11T00:00:00",
          "2003-11-12T00:00:00",
          "2003-11-13T00:00:00",
          "2003-11-14T00:00:00",
          "2003-11-17T00:00:00",
          "2003-11-18T00:00:00",
          "2003-11-19T00:00:00",
          "2003-11-20T00:00:00",
          "2003-11-21T00:00:00",
          "2003-11-24T00:00:00",
          "2003-11-25T00:00:00",
          "2003-11-26T00:00:00",
          "2003-11-28T00:00:00",
          "2003-12-01T00:00:00",
          "2003-12-02T00:00:00",
          "2003-12-03T00:00:00",
          "2003-12-04T00:00:00",
          "2003-12-05T00:00:00",
          "2003-12-08T00:00:00",
          "2003-12-09T00:00:00",
          "2003-12-10T00:00:00",
          "2003-12-11T00:00:00",
          "2003-12-12T00:00:00",
          "2003-12-15T00:00:00",
          "2003-12-16T00:00:00",
          "2003-12-17T00:00:00",
          "2003-12-18T00:00:00",
          "2003-12-19T00:00:00",
          "2003-12-22T00:00:00",
          "2003-12-23T00:00:00",
          "2003-12-24T00:00:00",
          "2003-12-26T00:00:00",
          "2003-12-29T00:00:00",
          "2003-12-30T00:00:00",
          "2003-12-31T00:00:00",
          "2004-01-02T00:00:00",
          "2004-01-05T00:00:00",
          "2004-01-06T00:00:00",
          "2004-01-07T00:00:00",
          "2004-01-08T00:00:00",
          "2004-01-09T00:00:00",
          "2004-01-12T00:00:00",
          "2004-01-13T00:00:00",
          "2004-01-14T00:00:00",
          "2004-01-15T00:00:00",
          "2004-01-16T00:00:00",
          "2004-01-20T00:00:00",
          "2004-01-21T00:00:00",
          "2004-01-22T00:00:00",
          "2004-01-23T00:00:00",
          "2004-01-26T00:00:00",
          "2004-01-27T00:00:00",
          "2004-01-28T00:00:00",
          "2004-01-29T00:00:00",
          "2004-01-30T00:00:00",
          "2004-02-02T00:00:00",
          "2004-02-03T00:00:00",
          "2004-02-04T00:00:00",
          "2004-02-05T00:00:00",
          "2004-02-06T00:00:00",
          "2004-02-09T00:00:00",
          "2004-02-10T00:00:00",
          "2004-02-11T00:00:00",
          "2004-02-12T00:00:00",
          "2004-02-13T00:00:00",
          "2004-02-17T00:00:00",
          "2004-02-18T00:00:00",
          "2004-02-19T00:00:00",
          "2004-02-20T00:00:00",
          "2004-02-23T00:00:00",
          "2004-02-24T00:00:00",
          "2004-02-25T00:00:00",
          "2004-02-26T00:00:00",
          "2004-02-27T00:00:00",
          "2004-03-01T00:00:00",
          "2004-03-02T00:00:00",
          "2004-03-03T00:00:00",
          "2004-03-04T00:00:00",
          "2004-03-05T00:00:00",
          "2004-03-08T00:00:00",
          "2004-03-09T00:00:00",
          "2004-03-10T00:00:00",
          "2004-03-11T00:00:00",
          "2004-03-12T00:00:00",
          "2004-03-15T00:00:00",
          "2004-03-16T00:00:00",
          "2004-03-17T00:00:00",
          "2004-03-18T00:00:00",
          "2004-03-19T00:00:00",
          "2004-03-22T00:00:00",
          "2004-03-23T00:00:00",
          "2004-03-24T00:00:00",
          "2004-03-25T00:00:00",
          "2004-03-26T00:00:00",
          "2004-03-29T00:00:00",
          "2004-03-30T00:00:00",
          "2004-03-31T00:00:00",
          "2004-04-01T00:00:00",
          "2004-04-02T00:00:00",
          "2004-04-05T00:00:00",
          "2004-04-06T00:00:00",
          "2004-04-07T00:00:00",
          "2004-04-08T00:00:00",
          "2004-04-12T00:00:00",
          "2004-04-13T00:00:00",
          "2004-04-14T00:00:00",
          "2004-04-15T00:00:00",
          "2004-04-16T00:00:00",
          "2004-04-19T00:00:00",
          "2004-04-20T00:00:00",
          "2004-04-21T00:00:00",
          "2004-04-22T00:00:00",
          "2004-04-23T00:00:00",
          "2004-04-26T00:00:00",
          "2004-04-27T00:00:00",
          "2004-04-28T00:00:00",
          "2004-04-29T00:00:00",
          "2004-04-30T00:00:00",
          "2004-05-03T00:00:00",
          "2004-05-04T00:00:00",
          "2004-05-05T00:00:00",
          "2004-05-06T00:00:00",
          "2004-05-07T00:00:00",
          "2004-05-10T00:00:00",
          "2004-05-11T00:00:00",
          "2004-05-12T00:00:00",
          "2004-05-13T00:00:00",
          "2004-05-14T00:00:00",
          "2004-05-17T00:00:00",
          "2004-05-18T00:00:00",
          "2004-05-19T00:00:00",
          "2004-05-20T00:00:00",
          "2004-05-21T00:00:00",
          "2004-05-24T00:00:00",
          "2004-05-25T00:00:00",
          "2004-05-26T00:00:00",
          "2004-05-27T00:00:00",
          "2004-05-28T00:00:00",
          "2004-06-01T00:00:00",
          "2004-06-02T00:00:00",
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          "2004-06-04T00:00:00",
          "2004-06-07T00:00:00",
          "2004-06-08T00:00:00",
          "2004-06-09T00:00:00",
          "2004-06-10T00:00:00",
          "2004-06-14T00:00:00",
          "2004-06-15T00:00:00",
          "2004-06-16T00:00:00",
          "2004-06-17T00:00:00",
          "2004-06-18T00:00:00",
          "2004-06-21T00:00:00",
          "2004-06-22T00:00:00",
          "2004-06-23T00:00:00",
          "2004-06-24T00:00:00",
          "2004-06-25T00:00:00",
          "2004-06-28T00:00:00",
          "2004-06-29T00:00:00",
          "2004-06-30T00:00:00",
          "2004-07-01T00:00:00",
          "2004-07-02T00:00:00",
          "2004-07-06T00:00:00",
          "2004-07-07T00:00:00",
          "2004-07-08T00:00:00",
          "2004-07-09T00:00:00",
          "2004-07-12T00:00:00",
          "2004-07-13T00:00:00",
          "2004-07-14T00:00:00",
          "2004-07-15T00:00:00",
          "2004-07-16T00:00:00",
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          "2004-07-21T00:00:00",
          "2004-07-22T00:00:00",
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          "2004-07-26T00:00:00",
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          "2004-08-09T00:00:00",
          "2004-08-10T00:00:00",
          "2004-08-11T00:00:00",
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          "2004-08-26T00:00:00",
          "2004-08-27T00:00:00",
          "2004-08-30T00:00:00",
          "2004-08-31T00:00:00",
          "2004-09-01T00:00:00",
          "2004-09-02T00:00:00",
          "2004-09-03T00:00:00",
          "2004-09-07T00:00:00",
          "2004-09-08T00:00:00",
          "2004-09-09T00:00:00",
          "2004-09-10T00:00:00",
          "2004-09-13T00:00:00",
          "2004-09-14T00:00:00",
          "2004-09-15T00:00:00",
          "2004-09-16T00:00:00",
          "2004-09-17T00:00:00",
          "2004-09-20T00:00:00",
          "2004-09-21T00:00:00",
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          "2004-09-27T00:00:00",
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          "2004-09-29T00:00:00",
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          "2004-10-01T00:00:00",
          "2004-10-04T00:00:00",
          "2004-10-05T00:00:00",
          "2004-10-06T00:00:00",
          "2004-10-07T00:00:00",
          "2004-10-08T00:00:00",
          "2004-10-11T00:00:00",
          "2004-10-12T00:00:00",
          "2004-10-13T00:00:00",
          "2004-10-14T00:00:00",
          "2004-10-15T00:00:00",
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          "2004-10-21T00:00:00",
          "2004-10-22T00:00:00",
          "2004-10-25T00:00:00",
          "2004-10-26T00:00:00",
          "2004-10-27T00:00:00",
          "2004-10-28T00:00:00",
          "2004-10-29T00:00:00",
          "2004-11-01T00:00:00",
          "2004-11-02T00:00:00",
          "2004-11-03T00:00:00",
          "2004-11-04T00:00:00",
          "2004-11-05T00:00:00",
          "2004-11-08T00:00:00",
          "2004-11-09T00:00:00",
          "2004-11-10T00:00:00",
          "2004-11-11T00:00:00",
          "2004-11-12T00:00:00",
          "2004-11-15T00:00:00",
          "2004-11-16T00:00:00",
          "2004-11-17T00:00:00",
          "2004-11-18T00:00:00",
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          "2004-11-22T00:00:00",
          "2004-11-23T00:00:00",
          "2004-11-24T00:00:00",
          "2004-11-26T00:00:00",
          "2004-11-29T00:00:00",
          "2004-11-30T00:00:00",
          "2004-12-01T00:00:00",
          "2004-12-02T00:00:00",
          "2004-12-03T00:00:00",
          "2004-12-06T00:00:00",
          "2004-12-07T00:00:00",
          "2004-12-08T00:00:00",
          "2004-12-09T00:00:00",
          "2004-12-10T00:00:00",
          "2004-12-13T00:00:00",
          "2004-12-14T00:00:00",
          "2004-12-15T00:00:00",
          "2004-12-16T00:00:00",
          "2004-12-17T00:00:00",
          "2004-12-20T00:00:00",
          "2004-12-21T00:00:00",
          "2004-12-22T00:00:00",
          "2004-12-23T00:00:00",
          "2004-12-27T00:00:00",
          "2004-12-28T00:00:00",
          "2004-12-29T00:00:00",
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          "2005-01-03T00:00:00",
          "2005-01-04T00:00:00",
          "2005-01-05T00:00:00",
          "2005-01-06T00:00:00",
          "2005-01-07T00:00:00",
          "2005-01-10T00:00:00",
          "2005-01-11T00:00:00",
          "2005-01-12T00:00:00",
          "2005-01-13T00:00:00",
          "2005-01-14T00:00:00",
          "2005-01-18T00:00:00",
          "2005-01-19T00:00:00",
          "2005-01-20T00:00:00",
          "2005-01-21T00:00:00",
          "2005-01-24T00:00:00",
          "2005-01-25T00:00:00",
          "2005-01-26T00:00:00",
          "2005-01-27T00:00:00",
          "2005-01-28T00:00:00",
          "2005-01-31T00:00:00",
          "2005-02-01T00:00:00",
          "2005-02-02T00:00:00",
          "2005-02-03T00:00:00",
          "2005-02-04T00:00:00",
          "2005-02-07T00:00:00",
          "2005-02-08T00:00:00",
          "2005-02-09T00:00:00",
          "2005-02-10T00:00:00",
          "2005-02-11T00:00:00",
          "2005-02-14T00:00:00",
          "2005-02-15T00:00:00",
          "2005-02-16T00:00:00",
          "2005-02-17T00:00:00",
          "2005-02-18T00:00:00",
          "2005-02-22T00:00:00",
          "2005-02-23T00:00:00",
          "2005-02-24T00:00:00",
          "2005-02-25T00:00:00",
          "2005-02-28T00:00:00",
          "2005-03-01T00:00:00",
          "2005-03-02T00:00:00",
          "2005-03-03T00:00:00",
          "2005-03-04T00:00:00",
          "2005-03-07T00:00:00",
          "2005-03-08T00:00:00",
          "2005-03-09T00:00:00",
          "2005-03-10T00:00:00",
          "2005-03-11T00:00:00",
          "2005-03-14T00:00:00",
          "2005-03-15T00:00:00",
          "2005-03-16T00:00:00",
          "2005-03-17T00:00:00",
          "2005-03-18T00:00:00",
          "2005-03-21T00:00:00",
          "2005-03-22T00:00:00",
          "2005-03-23T00:00:00",
          "2005-03-24T00:00:00",
          "2005-03-28T00:00:00",
          "2005-03-29T00:00:00",
          "2005-03-30T00:00:00",
          "2005-03-31T00:00:00",
          "2005-04-01T00:00:00",
          "2005-04-04T00:00:00",
          "2005-04-05T00:00:00",
          "2005-04-06T00:00:00",
          "2005-04-07T00:00:00",
          "2005-04-08T00:00:00",
          "2005-04-11T00:00:00",
          "2005-04-12T00:00:00",
          "2005-04-13T00:00:00",
          "2005-04-14T00:00:00",
          "2005-04-15T00:00:00",
          "2005-04-18T00:00:00",
          "2005-04-19T00:00:00",
          "2005-04-20T00:00:00",
          "2005-04-21T00:00:00",
          "2005-04-22T00:00:00",
          "2005-04-25T00:00:00",
          "2005-04-26T00:00:00",
          "2005-04-27T00:00:00",
          "2005-04-28T00:00:00",
          "2005-04-29T00:00:00",
          "2005-05-02T00:00:00",
          "2005-05-03T00:00:00",
          "2005-05-04T00:00:00",
          "2005-05-05T00:00:00",
          "2005-05-06T00:00:00",
          "2005-05-09T00:00:00",
          "2005-05-10T00:00:00",
          "2005-05-11T00:00:00",
          "2005-05-12T00:00:00",
          "2005-05-13T00:00:00",
          "2005-05-16T00:00:00",
          "2005-05-17T00:00:00",
          "2005-05-18T00:00:00",
          "2005-05-19T00:00:00",
          "2005-05-20T00:00:00",
          "2005-05-23T00:00:00",
          "2005-05-24T00:00:00",
          "2005-05-25T00:00:00",
          "2005-05-26T00:00:00",
          "2005-05-27T00:00:00",
          "2005-05-31T00:00:00",
          "2005-06-01T00:00:00",
          "2005-06-02T00:00:00",
          "2005-06-03T00:00:00",
          "2005-06-06T00:00:00",
          "2005-06-07T00:00:00",
          "2005-06-08T00:00:00",
          "2005-06-09T00:00:00",
          "2005-06-10T00:00:00",
          "2005-06-13T00:00:00",
          "2005-06-14T00:00:00",
          "2005-06-15T00:00:00",
          "2005-06-16T00:00:00",
          "2005-06-17T00:00:00",
          "2005-06-20T00:00:00",
          "2005-06-21T00:00:00",
          "2005-06-22T00:00:00",
          "2005-06-23T00:00:00",
          "2005-06-24T00:00:00",
          "2005-06-27T00:00:00",
          "2005-06-28T00:00:00",
          "2005-06-29T00:00:00",
          "2005-06-30T00:00:00",
          "2005-07-01T00:00:00",
          "2005-07-05T00:00:00",
          "2005-07-06T00:00:00",
          "2005-07-07T00:00:00",
          "2005-07-08T00:00:00",
          "2005-07-11T00:00:00",
          "2005-07-12T00:00:00",
          "2005-07-13T00:00:00",
          "2005-07-14T00:00:00",
          "2005-07-15T00:00:00",
          "2005-07-18T00:00:00",
          "2005-07-19T00:00:00",
          "2005-07-20T00:00:00",
          "2005-07-21T00:00:00",
          "2005-07-22T00:00:00",
          "2005-07-25T00:00:00",
          "2005-07-26T00:00:00",
          "2005-07-27T00:00:00",
          "2005-07-28T00:00:00",
          "2005-07-29T00:00:00",
          "2005-08-01T00:00:00",
          "2005-08-02T00:00:00",
          "2005-08-03T00:00:00",
          "2005-08-04T00:00:00",
          "2005-08-05T00:00:00",
          "2005-08-08T00:00:00",
          "2005-08-09T00:00:00",
          "2005-08-10T00:00:00",
          "2005-08-11T00:00:00",
          "2005-08-12T00:00:00",
          "2005-08-15T00:00:00",
          "2005-08-16T00:00:00",
          "2005-08-17T00:00:00",
          "2005-08-18T00:00:00",
          "2005-08-19T00:00:00",
          "2005-08-22T00:00:00",
          "2005-08-23T00:00:00",
          "2005-08-24T00:00:00",
          "2005-08-25T00:00:00",
          "2005-08-26T00:00:00",
          "2005-08-29T00:00:00",
          "2005-08-30T00:00:00",
          "2005-08-31T00:00:00",
          "2005-09-01T00:00:00",
          "2005-09-02T00:00:00",
          "2005-09-06T00:00:00",
          "2005-09-07T00:00:00",
          "2005-09-08T00:00:00",
          "2005-09-09T00:00:00",
          "2005-09-12T00:00:00",
          "2005-09-13T00:00:00",
          "2005-09-14T00:00:00",
          "2005-09-15T00:00:00",
          "2005-09-16T00:00:00",
          "2005-09-19T00:00:00",
          "2005-09-20T00:00:00",
          "2005-09-21T00:00:00",
          "2005-09-22T00:00:00",
          "2005-09-23T00:00:00",
          "2005-09-26T00:00:00",
          "2005-09-27T00:00:00",
          "2005-09-28T00:00:00",
          "2005-09-29T00:00:00",
          "2005-09-30T00:00:00",
          "2005-10-03T00:00:00",
          "2005-10-04T00:00:00",
          "2005-10-05T00:00:00",
          "2005-10-06T00:00:00",
          "2005-10-07T00:00:00",
          "2005-10-10T00:00:00",
          "2005-10-11T00:00:00",
          "2005-10-12T00:00:00",
          "2005-10-13T00:00:00",
          "2005-10-14T00:00:00",
          "2005-10-17T00:00:00",
          "2005-10-18T00:00:00",
          "2005-10-19T00:00:00",
          "2005-10-20T00:00:00",
          "2005-10-21T00:00:00",
          "2005-10-24T00:00:00",
          "2005-10-25T00:00:00",
          "2005-10-26T00:00:00",
          "2005-10-27T00:00:00",
          "2005-10-28T00:00:00",
          "2005-10-31T00:00:00",
          "2005-11-01T00:00:00",
          "2005-11-02T00:00:00",
          "2005-11-03T00:00:00",
          "2005-11-04T00:00:00",
          "2005-11-07T00:00:00",
          "2005-11-08T00:00:00",
          "2005-11-09T00:00:00",
          "2005-11-10T00:00:00",
          "2005-11-11T00:00:00",
          "2005-11-14T00:00:00",
          "2005-11-15T00:00:00",
          "2005-11-16T00:00:00",
          "2005-11-17T00:00:00",
          "2005-11-18T00:00:00",
          "2005-11-21T00:00:00",
          "2005-11-22T00:00:00",
          "2005-11-23T00:00:00",
          "2005-11-25T00:00:00",
          "2005-11-28T00:00:00",
          "2005-11-29T00:00:00",
          "2005-11-30T00:00:00",
          "2005-12-01T00:00:00",
          "2005-12-02T00:00:00",
          "2005-12-05T00:00:00",
          "2005-12-06T00:00:00",
          "2005-12-07T00:00:00",
          "2005-12-08T00:00:00",
          "2005-12-09T00:00:00",
          "2005-12-12T00:00:00",
          "2005-12-13T00:00:00",
          "2005-12-14T00:00:00",
          "2005-12-15T00:00:00",
          "2005-12-16T00:00:00",
          "2005-12-19T00:00:00",
          "2005-12-20T00:00:00",
          "2005-12-21T00:00:00",
          "2005-12-22T00:00:00",
          "2005-12-23T00:00:00",
          "2005-12-27T00:00:00",
          "2005-12-28T00:00:00",
          "2005-12-29T00:00:00",
          "2005-12-30T00:00:00",
          "2006-01-03T00:00:00",
          "2006-01-04T00:00:00",
          "2006-01-05T00:00:00",
          "2006-01-06T00:00:00",
          "2006-01-09T00:00:00",
          "2006-01-10T00:00:00",
          "2006-01-11T00:00:00",
          "2006-01-12T00:00:00",
          "2006-01-13T00:00:00",
          "2006-01-17T00:00:00",
          "2006-01-18T00:00:00",
          "2006-01-19T00:00:00",
          "2006-01-20T00:00:00",
          "2006-01-23T00:00:00",
          "2006-01-24T00:00:00",
          "2006-01-25T00:00:00",
          "2006-01-26T00:00:00",
          "2006-01-27T00:00:00",
          "2006-01-30T00:00:00",
          "2006-01-31T00:00:00",
          "2006-02-01T00:00:00",
          "2006-02-02T00:00:00",
          "2006-02-03T00:00:00",
          "2006-02-06T00:00:00",
          "2006-02-07T00:00:00",
          "2006-02-08T00:00:00",
          "2006-02-09T00:00:00",
          "2006-02-10T00:00:00",
          "2006-02-13T00:00:00",
          "2006-02-14T00:00:00",
          "2006-02-15T00:00:00",
          "2006-02-16T00:00:00",
          "2006-02-17T00:00:00",
          "2006-02-21T00:00:00",
          "2006-02-22T00:00:00",
          "2006-02-23T00:00:00",
          "2006-02-24T00:00:00",
          "2006-02-27T00:00:00",
          "2006-02-28T00:00:00",
          "2006-03-01T00:00:00",
          "2006-03-02T00:00:00",
          "2006-03-03T00:00:00",
          "2006-03-06T00:00:00",
          "2006-03-07T00:00:00",
          "2006-03-08T00:00:00",
          "2006-03-09T00:00:00",
          "2006-03-10T00:00:00",
          "2006-03-13T00:00:00",
          "2006-03-14T00:00:00",
          "2006-03-15T00:00:00",
          "2006-03-16T00:00:00",
          "2006-03-17T00:00:00",
          "2006-03-20T00:00:00",
          "2006-03-21T00:00:00",
          "2006-03-22T00:00:00",
          "2006-03-23T00:00:00",
          "2006-03-24T00:00:00",
          "2006-03-27T00:00:00",
          "2006-03-28T00:00:00",
          "2006-03-29T00:00:00",
          "2006-03-30T00:00:00",
          "2006-03-31T00:00:00",
          "2006-04-03T00:00:00",
          "2006-04-04T00:00:00",
          "2006-04-05T00:00:00",
          "2006-04-06T00:00:00",
          "2006-04-07T00:00:00",
          "2006-04-10T00:00:00",
          "2006-04-11T00:00:00",
          "2006-04-12T00:00:00",
          "2006-04-13T00:00:00",
          "2006-04-17T00:00:00",
          "2006-04-18T00:00:00",
          "2006-04-19T00:00:00",
          "2006-04-20T00:00:00",
          "2006-04-21T00:00:00",
          "2006-04-24T00:00:00",
          "2006-04-25T00:00:00",
          "2006-04-26T00:00:00",
          "2006-04-27T00:00:00",
          "2006-04-28T00:00:00",
          "2006-05-01T00:00:00",
          "2006-05-02T00:00:00",
          "2006-05-03T00:00:00",
          "2006-05-04T00:00:00",
          "2006-05-05T00:00:00",
          "2006-05-08T00:00:00",
          "2006-05-09T00:00:00",
          "2006-05-10T00:00:00",
          "2006-05-11T00:00:00",
          "2006-05-12T00:00:00",
          "2006-05-15T00:00:00",
          "2006-05-16T00:00:00",
          "2006-05-17T00:00:00",
          "2006-05-18T00:00:00",
          "2006-05-19T00:00:00",
          "2006-05-22T00:00:00",
          "2006-05-23T00:00:00",
          "2006-05-24T00:00:00",
          "2006-05-25T00:00:00",
          "2006-05-26T00:00:00",
          "2006-05-30T00:00:00",
          "2006-05-31T00:00:00",
          "2006-06-01T00:00:00",
          "2006-06-02T00:00:00",
          "2006-06-05T00:00:00",
          "2006-06-06T00:00:00",
          "2006-06-07T00:00:00",
          "2006-06-08T00:00:00",
          "2006-06-09T00:00:00",
          "2006-06-12T00:00:00",
          "2006-06-13T00:00:00",
          "2006-06-14T00:00:00",
          "2006-06-15T00:00:00",
          "2006-06-16T00:00:00",
          "2006-06-19T00:00:00",
          "2006-06-20T00:00:00",
          "2006-06-21T00:00:00",
          "2006-06-22T00:00:00",
          "2006-06-23T00:00:00",
          "2006-06-26T00:00:00",
          "2006-06-27T00:00:00",
          "2006-06-28T00:00:00",
          "2006-06-29T00:00:00",
          "2006-06-30T00:00:00",
          "2006-07-03T00:00:00",
          "2006-07-05T00:00:00",
          "2006-07-06T00:00:00",
          "2006-07-07T00:00:00",
          "2006-07-10T00:00:00",
          "2006-07-11T00:00:00",
          "2006-07-12T00:00:00",
          "2006-07-13T00:00:00",
          "2006-07-14T00:00:00",
          "2006-07-17T00:00:00",
          "2006-07-18T00:00:00",
          "2006-07-19T00:00:00",
          "2006-07-20T00:00:00",
          "2006-07-21T00:00:00",
          "2006-07-24T00:00:00",
          "2006-07-25T00:00:00",
          "2006-07-26T00:00:00",
          "2006-07-27T00:00:00",
          "2006-07-28T00:00:00",
          "2006-07-31T00:00:00",
          "2006-08-01T00:00:00",
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          "2006-08-03T00:00:00",
          "2006-08-04T00:00:00",
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          "2006-08-08T00:00:00",
          "2006-08-09T00:00:00",
          "2006-08-10T00:00:00",
          "2006-08-11T00:00:00",
          "2006-08-14T00:00:00",
          "2006-08-15T00:00:00",
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          "2006-08-29T00:00:00",
          "2006-08-30T00:00:00",
          "2006-08-31T00:00:00",
          "2006-09-01T00:00:00",
          "2006-09-05T00:00:00",
          "2006-09-06T00:00:00",
          "2006-09-07T00:00:00",
          "2006-09-08T00:00:00",
          "2006-09-11T00:00:00",
          "2006-09-12T00:00:00",
          "2006-09-13T00:00:00",
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          "2007-06-08T00:00:00",
          "2007-06-11T00:00:00",
          "2007-06-12T00:00:00",
          "2007-06-13T00:00:00",
          "2007-06-14T00:00:00",
          "2007-06-15T00:00:00",
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          "2007-07-25T00:00:00",
          "2007-07-26T00:00:00",
          "2007-07-27T00:00:00",
          "2007-07-30T00:00:00",
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          "2007-08-28T00:00:00",
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          "2007-08-30T00:00:00",
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          "2007-09-04T00:00:00",
          "2007-09-05T00:00:00",
          "2007-09-06T00:00:00",
          "2007-09-07T00:00:00",
          "2007-09-10T00:00:00",
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          "2007-09-27T00:00:00",
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          "2007-10-01T00:00:00",
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          "2007-10-04T00:00:00",
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          "2007-10-08T00:00:00",
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          "2007-10-10T00:00:00",
          "2007-10-11T00:00:00",
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          "2007-10-22T00:00:00",
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          "2007-10-29T00:00:00",
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          "2007-10-31T00:00:00",
          "2007-11-01T00:00:00",
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          "2007-11-07T00:00:00",
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          "2007-11-12T00:00:00",
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          "2007-11-14T00:00:00",
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          "2007-11-19T00:00:00",
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          "2007-11-26T00:00:00",
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          "2008-09-22T00:00:00",
          "2008-09-23T00:00:00",
          "2008-09-24T00:00:00",
          "2008-09-25T00:00:00",
          "2008-09-26T00:00:00",
          "2008-09-29T00:00:00",
          "2008-09-30T00:00:00",
          "2008-10-01T00:00:00",
          "2008-10-02T00:00:00",
          "2008-10-03T00:00:00",
          "2008-10-06T00:00:00",
          "2008-10-07T00:00:00",
          "2008-10-08T00:00:00",
          "2008-10-09T00:00:00",
          "2008-10-10T00:00:00",
          "2008-10-13T00:00:00",
          "2008-10-14T00:00:00",
          "2008-10-15T00:00:00",
          "2008-10-16T00:00:00",
          "2008-10-17T00:00:00",
          "2008-10-20T00:00:00",
          "2008-10-21T00:00:00",
          "2008-10-22T00:00:00",
          "2008-10-23T00:00:00",
          "2008-10-24T00:00:00",
          "2008-10-27T00:00:00",
          "2008-10-28T00:00:00",
          "2008-10-29T00:00:00",
          "2008-10-30T00:00:00",
          "2008-10-31T00:00:00",
          "2008-11-03T00:00:00",
          "2008-11-04T00:00:00",
          "2008-11-05T00:00:00",
          "2008-11-06T00:00:00",
          "2008-11-07T00:00:00",
          "2008-11-10T00:00:00",
          "2008-11-11T00:00:00",
          "2008-11-12T00:00:00",
          "2008-11-13T00:00:00",
          "2008-11-14T00:00:00",
          "2008-11-17T00:00:00",
          "2008-11-18T00:00:00",
          "2008-11-19T00:00:00",
          "2008-11-20T00:00:00",
          "2008-11-21T00:00:00",
          "2008-11-24T00:00:00",
          "2008-11-25T00:00:00",
          "2008-11-26T00:00:00",
          "2008-11-28T00:00:00",
          "2008-12-01T00:00:00",
          "2008-12-02T00:00:00",
          "2008-12-03T00:00:00",
          "2008-12-04T00:00:00",
          "2008-12-05T00:00:00",
          "2008-12-08T00:00:00",
          "2008-12-09T00:00:00",
          "2008-12-10T00:00:00",
          "2008-12-11T00:00:00",
          "2008-12-12T00:00:00",
          "2008-12-15T00:00:00",
          "2008-12-16T00:00:00",
          "2008-12-17T00:00:00",
          "2008-12-18T00:00:00",
          "2008-12-19T00:00:00",
          "2008-12-22T00:00:00",
          "2008-12-23T00:00:00",
          "2008-12-24T00:00:00",
          "2008-12-26T00:00:00",
          "2008-12-29T00:00:00",
          "2008-12-30T00:00:00",
          "2008-12-31T00:00:00",
          "2009-01-02T00:00:00",
          "2009-01-05T00:00:00",
          "2009-01-06T00:00:00",
          "2009-01-07T00:00:00",
          "2009-01-08T00:00:00",
          "2009-01-09T00:00:00",
          "2009-01-12T00:00:00",
          "2009-01-13T00:00:00",
          "2009-01-14T00:00:00",
          "2009-01-15T00:00:00",
          "2009-01-16T00:00:00",
          "2009-01-20T00:00:00",
          "2009-01-21T00:00:00",
          "2009-01-22T00:00:00",
          "2009-01-23T00:00:00",
          "2009-01-26T00:00:00",
          "2009-01-27T00:00:00",
          "2009-01-28T00:00:00",
          "2009-01-29T00:00:00",
          "2009-01-30T00:00:00",
          "2009-02-02T00:00:00",
          "2009-02-03T00:00:00",
          "2009-02-04T00:00:00",
          "2009-02-05T00:00:00",
          "2009-02-06T00:00:00",
          "2009-02-09T00:00:00",
          "2009-02-10T00:00:00",
          "2009-02-11T00:00:00",
          "2009-02-12T00:00:00",
          "2009-02-13T00:00:00",
          "2009-02-17T00:00:00",
          "2009-02-18T00:00:00",
          "2009-02-19T00:00:00",
          "2009-02-20T00:00:00",
          "2009-02-23T00:00:00",
          "2009-02-24T00:00:00",
          "2009-02-25T00:00:00",
          "2009-02-26T00:00:00",
          "2009-02-27T00:00:00",
          "2009-03-02T00:00:00",
          "2009-03-03T00:00:00",
          "2009-03-04T00:00:00",
          "2009-03-05T00:00:00",
          "2009-03-06T00:00:00",
          "2009-03-09T00:00:00",
          "2009-03-10T00:00:00",
          "2009-03-11T00:00:00",
          "2009-03-12T00:00:00",
          "2009-03-13T00:00:00",
          "2009-03-16T00:00:00",
          "2009-03-17T00:00:00",
          "2009-03-18T00:00:00",
          "2009-03-19T00:00:00",
          "2009-03-20T00:00:00",
          "2009-03-23T00:00:00",
          "2009-03-24T00:00:00",
          "2009-03-25T00:00:00",
          "2009-03-26T00:00:00",
          "2009-03-27T00:00:00",
          "2009-03-30T00:00:00",
          "2009-03-31T00:00:00",
          "2009-04-01T00:00:00",
          "2009-04-02T00:00:00",
          "2009-04-03T00:00:00",
          "2009-04-06T00:00:00",
          "2009-04-07T00:00:00",
          "2009-04-08T00:00:00",
          "2009-04-09T00:00:00",
          "2009-04-13T00:00:00",
          "2009-04-14T00:00:00",
          "2009-04-15T00:00:00",
          "2009-04-16T00:00:00",
          "2009-04-17T00:00:00",
          "2009-04-20T00:00:00",
          "2009-04-21T00:00:00",
          "2009-04-22T00:00:00",
          "2009-04-23T00:00:00",
          "2009-04-24T00:00:00",
          "2009-04-27T00:00:00",
          "2009-04-28T00:00:00",
          "2009-04-29T00:00:00",
          "2009-04-30T00:00:00",
          "2009-05-01T00:00:00",
          "2009-05-04T00:00:00",
          "2009-05-05T00:00:00",
          "2009-05-06T00:00:00",
          "2009-05-07T00:00:00",
          "2009-05-08T00:00:00",
          "2009-05-11T00:00:00",
          "2009-05-12T00:00:00",
          "2009-05-13T00:00:00",
          "2009-05-14T00:00:00",
          "2009-05-15T00:00:00",
          "2009-05-18T00:00:00",
          "2009-05-19T00:00:00",
          "2009-05-20T00:00:00",
          "2009-05-21T00:00:00",
          "2009-05-22T00:00:00",
          "2009-05-26T00:00:00",
          "2009-05-27T00:00:00",
          "2009-05-28T00:00:00",
          "2009-05-29T00:00:00",
          "2009-06-01T00:00:00",
          "2009-06-02T00:00:00",
          "2009-06-03T00:00:00",
          "2009-06-04T00:00:00",
          "2009-06-05T00:00:00",
          "2009-06-08T00:00:00",
          "2009-06-09T00:00:00",
          "2009-06-10T00:00:00",
          "2009-06-11T00:00:00",
          "2009-06-12T00:00:00",
          "2009-06-15T00:00:00",
          "2009-06-16T00:00:00",
          "2009-06-17T00:00:00",
          "2009-06-18T00:00:00",
          "2009-06-19T00:00:00",
          "2009-06-22T00:00:00",
          "2009-06-23T00:00:00",
          "2009-06-24T00:00:00",
          "2009-06-25T00:00:00",
          "2009-06-26T00:00:00",
          "2009-06-29T00:00:00",
          "2009-06-30T00:00:00",
          "2009-07-01T00:00:00",
          "2009-07-02T00:00:00",
          "2009-07-06T00:00:00",
          "2009-07-07T00:00:00",
          "2009-07-08T00:00:00",
          "2009-07-09T00:00:00",
          "2009-07-10T00:00:00",
          "2009-07-13T00:00:00",
          "2009-07-14T00:00:00",
          "2009-07-15T00:00:00",
          "2009-07-16T00:00:00",
          "2009-07-17T00:00:00",
          "2009-07-20T00:00:00",
          "2009-07-21T00:00:00",
          "2009-07-22T00:00:00",
          "2009-07-23T00:00:00",
          "2009-07-24T00:00:00",
          "2009-07-27T00:00:00",
          "2009-07-28T00:00:00",
          "2009-07-29T00:00:00",
          "2009-07-30T00:00:00",
          "2009-07-31T00:00:00",
          "2009-08-03T00:00:00",
          "2009-08-04T00:00:00",
          "2009-08-05T00:00:00",
          "2009-08-06T00:00:00",
          "2009-08-07T00:00:00",
          "2009-08-10T00:00:00",
          "2009-08-11T00:00:00",
          "2009-08-12T00:00:00",
          "2009-08-13T00:00:00",
          "2009-08-14T00:00:00",
          "2009-08-17T00:00:00",
          "2009-08-18T00:00:00",
          "2009-08-19T00:00:00",
          "2009-08-20T00:00:00",
          "2009-08-21T00:00:00",
          "2009-08-24T00:00:00",
          "2009-08-25T00:00:00",
          "2009-08-26T00:00:00",
          "2009-08-27T00:00:00",
          "2009-08-28T00:00:00",
          "2009-08-31T00:00:00",
          "2009-09-01T00:00:00",
          "2009-09-02T00:00:00",
          "2009-09-03T00:00:00",
          "2009-09-04T00:00:00",
          "2009-09-08T00:00:00",
          "2009-09-09T00:00:00",
          "2009-09-10T00:00:00",
          "2009-09-11T00:00:00",
          "2009-09-14T00:00:00",
          "2009-09-15T00:00:00",
          "2009-09-16T00:00:00",
          "2009-09-17T00:00:00",
          "2009-09-18T00:00:00",
          "2009-09-21T00:00:00",
          "2009-09-22T00:00:00",
          "2009-09-23T00:00:00",
          "2009-09-24T00:00:00",
          "2009-09-25T00:00:00",
          "2009-09-28T00:00:00",
          "2009-09-29T00:00:00",
          "2009-09-30T00:00:00",
          "2009-10-01T00:00:00",
          "2009-10-02T00:00:00",
          "2009-10-05T00:00:00",
          "2009-10-06T00:00:00",
          "2009-10-07T00:00:00",
          "2009-10-08T00:00:00",
          "2009-10-09T00:00:00",
          "2009-10-12T00:00:00",
          "2009-10-13T00:00:00",
          "2009-10-14T00:00:00",
          "2009-10-15T00:00:00",
          "2009-10-16T00:00:00",
          "2009-10-19T00:00:00",
          "2009-10-20T00:00:00",
          "2009-10-21T00:00:00",
          "2009-10-22T00:00:00",
          "2009-10-23T00:00:00",
          "2009-10-26T00:00:00",
          "2009-10-27T00:00:00",
          "2009-10-28T00:00:00",
          "2009-10-29T00:00:00",
          "2009-10-30T00:00:00",
          "2009-11-02T00:00:00",
          "2009-11-03T00:00:00",
          "2009-11-04T00:00:00",
          "2009-11-05T00:00:00",
          "2009-11-06T00:00:00",
          "2009-11-09T00:00:00",
          "2009-11-10T00:00:00",
          "2009-11-11T00:00:00",
          "2009-11-12T00:00:00",
          "2009-11-13T00:00:00",
          "2009-11-16T00:00:00",
          "2009-11-17T00:00:00",
          "2009-11-18T00:00:00",
          "2009-11-19T00:00:00",
          "2009-11-20T00:00:00",
          "2009-11-23T00:00:00",
          "2009-11-24T00:00:00",
          "2009-11-25T00:00:00",
          "2009-11-27T00:00:00",
          "2009-11-30T00:00:00",
          "2009-12-01T00:00:00",
          "2009-12-02T00:00:00",
          "2009-12-03T00:00:00",
          "2009-12-04T00:00:00",
          "2009-12-07T00:00:00",
          "2009-12-08T00:00:00",
          "2009-12-09T00:00:00",
          "2009-12-10T00:00:00",
          "2009-12-11T00:00:00",
          "2009-12-14T00:00:00",
          "2009-12-15T00:00:00",
          "2009-12-16T00:00:00",
          "2009-12-17T00:00:00",
          "2009-12-18T00:00:00",
          "2009-12-21T00:00:00",
          "2009-12-22T00:00:00",
          "2009-12-23T00:00:00",
          "2009-12-24T00:00:00",
          "2009-12-28T00:00:00",
          "2009-12-29T00:00:00",
          "2009-12-30T00:00:00",
          "2009-12-31T00:00:00",
          "2010-01-04T00:00:00",
          "2010-01-05T00:00:00",
          "2010-01-06T00:00:00",
          "2010-01-07T00:00:00",
          "2010-01-08T00:00:00",
          "2010-01-11T00:00:00",
          "2010-01-12T00:00:00",
          "2010-01-13T00:00:00",
          "2010-01-14T00:00:00",
          "2010-01-15T00:00:00",
          "2010-01-19T00:00:00",
          "2010-01-20T00:00:00",
          "2010-01-21T00:00:00",
          "2010-01-22T00:00:00",
          "2010-01-25T00:00:00",
          "2010-01-26T00:00:00",
          "2010-01-27T00:00:00",
          "2010-01-28T00:00:00",
          "2010-01-29T00:00:00",
          "2010-02-01T00:00:00",
          "2010-02-02T00:00:00",
          "2010-02-03T00:00:00",
          "2010-02-04T00:00:00",
          "2010-02-05T00:00:00",
          "2010-02-08T00:00:00",
          "2010-02-09T00:00:00",
          "2010-02-10T00:00:00",
          "2010-02-11T00:00:00",
          "2010-02-12T00:00:00",
          "2010-02-16T00:00:00",
          "2010-02-17T00:00:00",
          "2010-02-18T00:00:00",
          "2010-02-19T00:00:00",
          "2010-02-22T00:00:00",
          "2010-02-23T00:00:00",
          "2010-02-24T00:00:00",
          "2010-02-25T00:00:00",
          "2010-02-26T00:00:00",
          "2010-03-01T00:00:00",
          "2010-03-02T00:00:00",
          "2010-03-03T00:00:00",
          "2010-03-04T00:00:00",
          "2010-03-05T00:00:00",
          "2010-03-08T00:00:00",
          "2010-03-09T00:00:00",
          "2010-03-10T00:00:00",
          "2010-03-11T00:00:00",
          "2010-03-12T00:00:00",
          "2010-03-15T00:00:00",
          "2010-03-16T00:00:00",
          "2010-03-17T00:00:00",
          "2010-03-18T00:00:00",
          "2010-03-19T00:00:00",
          "2010-03-22T00:00:00",
          "2010-03-23T00:00:00",
          "2010-03-24T00:00:00",
          "2010-03-25T00:00:00",
          "2010-03-26T00:00:00",
          "2010-03-29T00:00:00",
          "2010-03-30T00:00:00",
          "2010-03-31T00:00:00",
          "2010-04-01T00:00:00",
          "2010-04-05T00:00:00",
          "2010-04-06T00:00:00",
          "2010-04-07T00:00:00",
          "2010-04-08T00:00:00",
          "2010-04-09T00:00:00",
          "2010-04-12T00:00:00",
          "2010-04-13T00:00:00",
          "2010-04-14T00:00:00",
          "2010-04-15T00:00:00",
          "2010-04-16T00:00:00",
          "2010-04-19T00:00:00",
          "2010-04-20T00:00:00",
          "2010-04-21T00:00:00",
          "2010-04-22T00:00:00",
          "2010-04-23T00:00:00",
          "2010-04-26T00:00:00",
          "2010-04-27T00:00:00",
          "2010-04-28T00:00:00",
          "2010-04-29T00:00:00",
          "2010-04-30T00:00:00",
          "2010-05-03T00:00:00",
          "2010-05-04T00:00:00",
          "2010-05-05T00:00:00",
          "2010-05-06T00:00:00",
          "2010-05-07T00:00:00",
          "2010-05-10T00:00:00",
          "2010-05-11T00:00:00",
          "2010-05-12T00:00:00",
          "2010-05-13T00:00:00",
          "2010-05-14T00:00:00",
          "2010-05-17T00:00:00",
          "2010-05-18T00:00:00",
          "2010-05-19T00:00:00",
          "2010-05-20T00:00:00",
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          "2010-05-25T00:00:00",
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          "2010-05-27T00:00:00",
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          "2010-06-01T00:00:00",
          "2010-06-02T00:00:00",
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          "2010-06-09T00:00:00",
          "2010-06-10T00:00:00",
          "2010-06-11T00:00:00",
          "2010-06-14T00:00:00",
          "2010-06-15T00:00:00",
          "2010-06-16T00:00:00",
          "2010-06-17T00:00:00",
          "2010-06-18T00:00:00",
          "2010-06-21T00:00:00",
          "2010-06-22T00:00:00",
          "2010-06-23T00:00:00",
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          "2010-06-29T00:00:00",
          "2010-06-30T00:00:00",
          "2010-07-01T00:00:00",
          "2010-07-02T00:00:00",
          "2010-07-06T00:00:00",
          "2010-07-07T00:00:00",
          "2010-07-08T00:00:00",
          "2010-07-09T00:00:00",
          "2010-07-12T00:00:00",
          "2010-07-13T00:00:00",
          "2010-07-14T00:00:00",
          "2010-07-15T00:00:00",
          "2010-07-16T00:00:00",
          "2010-07-19T00:00:00",
          "2010-07-20T00:00:00",
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          "2010-07-22T00:00:00",
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          "2010-08-02T00:00:00",
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          "2010-08-06T00:00:00",
          "2010-08-09T00:00:00",
          "2010-08-10T00:00:00",
          "2010-08-11T00:00:00",
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          "2010-08-26T00:00:00",
          "2010-08-27T00:00:00",
          "2010-08-30T00:00:00",
          "2010-08-31T00:00:00",
          "2010-09-01T00:00:00",
          "2010-09-02T00:00:00",
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          "2010-09-09T00:00:00",
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          "2010-09-13T00:00:00",
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          "2010-09-29T00:00:00",
          "2010-09-30T00:00:00",
          "2010-10-01T00:00:00",
          "2010-10-04T00:00:00",
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          "2010-11-05T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-09T00:00:00",
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          "2010-11-11T00:00:00",
          "2010-11-12T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-16T00:00:00",
          "2010-11-17T00:00:00",
          "2010-11-18T00:00:00",
          "2010-11-19T00:00:00",
          "2010-11-22T00:00:00",
          "2010-11-23T00:00:00",
          "2010-11-24T00:00:00",
          "2010-11-26T00:00:00",
          "2010-11-29T00:00:00",
          "2010-11-30T00:00:00",
          "2010-12-01T00:00:00",
          "2010-12-02T00:00:00",
          "2010-12-03T00:00:00",
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          "2010-12-07T00:00:00",
          "2010-12-08T00:00:00",
          "2010-12-09T00:00:00",
          "2010-12-10T00:00:00",
          "2010-12-13T00:00:00",
          "2010-12-14T00:00:00",
          "2010-12-15T00:00:00",
          "2010-12-16T00:00:00",
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          "2010-12-20T00:00:00",
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          "2010-12-22T00:00:00",
          "2010-12-23T00:00:00",
          "2010-12-27T00:00:00",
          "2010-12-28T00:00:00",
          "2010-12-29T00:00:00",
          "2010-12-30T00:00:00",
          "2010-12-31T00:00:00",
          "2011-01-03T00:00:00",
          "2011-01-04T00:00:00",
          "2011-01-05T00:00:00",
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          "2011-01-12T00:00:00",
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          "2011-01-27T00:00:00",
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          "2011-02-01T00:00:00",
          "2011-02-02T00:00:00",
          "2011-02-03T00:00:00",
          "2011-02-04T00:00:00",
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          "2011-02-09T00:00:00",
          "2011-02-10T00:00:00",
          "2011-02-11T00:00:00",
          "2011-02-14T00:00:00",
          "2011-02-15T00:00:00",
          "2011-02-16T00:00:00",
          "2011-02-17T00:00:00",
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          "2011-02-22T00:00:00",
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          "2011-03-02T00:00:00",
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          "2011-03-04T00:00:00",
          "2011-03-07T00:00:00",
          "2011-03-08T00:00:00",
          "2011-03-09T00:00:00",
          "2011-03-10T00:00:00",
          "2011-03-11T00:00:00",
          "2011-03-14T00:00:00",
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          "2011-03-16T00:00:00",
          "2011-03-17T00:00:00",
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          "2011-03-22T00:00:00",
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          "2011-04-06T00:00:00",
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          "2011-04-21T00:00:00",
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          "2011-05-06T00:00:00",
          "2011-05-09T00:00:00",
          "2011-05-10T00:00:00",
          "2011-05-11T00:00:00",
          "2011-05-12T00:00:00",
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          "2011-05-18T00:00:00",
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          "2011-05-20T00:00:00",
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          "2011-05-25T00:00:00",
          "2011-05-26T00:00:00",
          "2011-05-27T00:00:00",
          "2011-05-31T00:00:00",
          "2011-06-01T00:00:00",
          "2011-06-02T00:00:00",
          "2011-06-03T00:00:00",
          "2011-06-06T00:00:00",
          "2011-06-07T00:00:00",
          "2011-06-08T00:00:00",
          "2011-06-09T00:00:00",
          "2011-06-10T00:00:00",
          "2011-06-13T00:00:00",
          "2011-06-14T00:00:00",
          "2011-06-15T00:00:00",
          "2011-06-16T00:00:00",
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          "2011-06-20T00:00:00",
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          "2011-06-22T00:00:00",
          "2011-06-23T00:00:00",
          "2011-06-24T00:00:00",
          "2011-06-27T00:00:00",
          "2011-06-28T00:00:00",
          "2011-06-29T00:00:00",
          "2011-06-30T00:00:00",
          "2011-07-01T00:00:00",
          "2011-07-05T00:00:00",
          "2011-07-06T00:00:00",
          "2011-07-07T00:00:00",
          "2011-07-08T00:00:00",
          "2011-07-11T00:00:00",
          "2011-07-12T00:00:00",
          "2011-07-13T00:00:00",
          "2011-07-14T00:00:00",
          "2011-07-15T00:00:00",
          "2011-07-18T00:00:00",
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          "2011-07-20T00:00:00",
          "2011-07-21T00:00:00",
          "2011-07-22T00:00:00",
          "2011-07-25T00:00:00",
          "2011-07-26T00:00:00",
          "2011-07-27T00:00:00",
          "2011-07-28T00:00:00",
          "2011-07-29T00:00:00",
          "2011-08-01T00:00:00",
          "2011-08-02T00:00:00",
          "2011-08-03T00:00:00",
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          "2011-08-18T00:00:00",
          "2011-08-19T00:00:00",
          "2011-08-22T00:00:00",
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          "2011-08-25T00:00:00",
          "2011-08-26T00:00:00",
          "2011-08-29T00:00:00",
          "2011-08-30T00:00:00",
          "2011-08-31T00:00:00",
          "2011-09-01T00:00:00",
          "2011-09-02T00:00:00",
          "2011-09-06T00:00:00",
          "2011-09-07T00:00:00",
          "2011-09-08T00:00:00",
          "2011-09-09T00:00:00",
          "2011-09-12T00:00:00",
          "2011-09-13T00:00:00",
          "2011-09-14T00:00:00",
          "2011-09-15T00:00:00",
          "2011-09-16T00:00:00",
          "2011-09-19T00:00:00",
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          "2011-09-21T00:00:00",
          "2011-09-22T00:00:00",
          "2011-09-23T00:00:00",
          "2011-09-26T00:00:00",
          "2011-09-27T00:00:00",
          "2011-09-28T00:00:00",
          "2011-09-29T00:00:00",
          "2011-09-30T00:00:00",
          "2011-10-03T00:00:00",
          "2011-10-04T00:00:00",
          "2011-10-05T00:00:00",
          "2011-10-06T00:00:00",
          "2011-10-07T00:00:00",
          "2011-10-10T00:00:00",
          "2011-10-11T00:00:00",
          "2011-10-12T00:00:00",
          "2011-10-13T00:00:00",
          "2011-10-14T00:00:00",
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          "2011-10-25T00:00:00",
          "2011-10-26T00:00:00",
          "2011-10-27T00:00:00",
          "2011-10-28T00:00:00",
          "2011-10-31T00:00:00",
          "2011-11-01T00:00:00",
          "2011-11-02T00:00:00",
          "2011-11-03T00:00:00",
          "2011-11-04T00:00:00",
          "2011-11-07T00:00:00",
          "2011-11-08T00:00:00",
          "2011-11-09T00:00:00",
          "2011-11-10T00:00:00",
          "2011-11-11T00:00:00",
          "2011-11-14T00:00:00",
          "2011-11-15T00:00:00",
          "2011-11-16T00:00:00",
          "2011-11-17T00:00:00",
          "2011-11-18T00:00:00",
          "2011-11-21T00:00:00",
          "2011-11-22T00:00:00",
          "2011-11-23T00:00:00",
          "2011-11-25T00:00:00",
          "2011-11-28T00:00:00",
          "2011-11-29T00:00:00",
          "2011-11-30T00:00:00",
          "2011-12-01T00:00:00",
          "2011-12-02T00:00:00",
          "2011-12-05T00:00:00",
          "2011-12-06T00:00:00",
          "2011-12-07T00:00:00",
          "2011-12-08T00:00:00",
          "2011-12-09T00:00:00",
          "2011-12-12T00:00:00",
          "2011-12-13T00:00:00",
          "2011-12-14T00:00:00",
          "2011-12-15T00:00:00",
          "2011-12-16T00:00:00",
          "2011-12-19T00:00:00",
          "2011-12-20T00:00:00",
          "2011-12-21T00:00:00",
          "2011-12-22T00:00:00",
          "2011-12-23T00:00:00",
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          "2011-12-30T00:00:00",
          "2012-01-03T00:00:00",
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   ],
   "source": [
    "gme_data['Date'] = pd.to_datetime(gme_data['Date'])\n",
    "gme_revenue['Date'] = pd.to_datetime(gme_revenue['Date'])\n",
    "\n",
    "\n",
    "make_graph(gme_data, gme_revenue, 'GameStop')"
   ]
  },
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   "execution_count": null,
   "id": "983ba0dd",
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   "outputs": [],
   "source": []
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