StocksAnalyze.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e21c9b69",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime as dt\n",
    "from pandas_datareader import data as pdr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5cc4082e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(datetime.datetime(2008, 9, 25, 19, 2, 20, 862980),\n",
       " datetime.datetime(2022, 6, 4, 19, 2, 20, 862980))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "end = dt.datetime.now()\n",
    "start = end - dt.timedelta(days=5000)\n",
    "start,end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "15685274",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['RELIANCE.NS', 'ADANIPOWER.NS', 'TATAMOTORS.NS', 'TCS.NS']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stockList = ['RELIANCE','ADANIPOWER','TATAMOTORS','TCS']\n",
    "stocks = [i+ '.NS' for i in stockList]\n",
    "stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dc4bcc8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th>Attributes</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Adj Close</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Close</th>\n",
       "      <th colspan=\"2\" halign=\"left\">High</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Low</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Open</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Symbols</th>\n",
       "      <th>RELIANCE.NS</th>\n",
       "      <th>ADANIPOWER.NS</th>\n",
       "      <th>TATAMOTORS.NS</th>\n",
       "      <th>TCS.NS</th>\n",
       "      <th>RELIANCE.NS</th>\n",
       "      <th>ADANIPOWER.NS</th>\n",
       "      <th>TATAMOTORS.NS</th>\n",
       "      <th>TCS.NS</th>\n",
       "      <th>RELIANCE.NS</th>\n",
       "      <th>ADANIPOWER.NS</th>\n",
       "      <th>...</th>\n",
       "      <th>TATAMOTORS.NS</th>\n",
       "      <th>TCS.NS</th>\n",
       "      <th>RELIANCE.NS</th>\n",
       "      <th>ADANIPOWER.NS</th>\n",
       "      <th>TATAMOTORS.NS</th>\n",
       "      <th>TCS.NS</th>\n",
       "      <th>RELIANCE.NS</th>\n",
       "      <th>ADANIPOWER.NS</th>\n",
       "      <th>TATAMOTORS.NS</th>\n",
       "      <th>TCS.NS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008-09-25</th>\n",
       "      <td>453.326355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.142250</td>\n",
       "      <td>132.640091</td>\n",
       "      <td>501.669678</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.984985</td>\n",
       "      <td>172.100006</td>\n",
       "      <td>510.089844</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>75.183578</td>\n",
       "      <td>167.762497</td>\n",
       "      <td>505.483521</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.172249</td>\n",
       "      <td>178.274994</td>\n",
       "      <td>19862032.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8228876.0</td>\n",
       "      <td>15122632.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-09-26</th>\n",
       "      <td>439.339722</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.416100</td>\n",
       "      <td>130.289368</td>\n",
       "      <td>486.191406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.115044</td>\n",
       "      <td>169.050003</td>\n",
       "      <td>503.972839</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>72.245102</td>\n",
       "      <td>166.550003</td>\n",
       "      <td>499.762756</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.984985</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>14013409.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2800676.0</td>\n",
       "      <td>4217244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-09-29</th>\n",
       "      <td>432.547699</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.771980</td>\n",
       "      <td>119.460815</td>\n",
       "      <td>478.675140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.167381</td>\n",
       "      <td>155.000000</td>\n",
       "      <td>490.351959</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>68.900970</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>489.113678</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.296005</td>\n",
       "      <td>169.699997</td>\n",
       "      <td>24485066.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3711138.0</td>\n",
       "      <td>5578636.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-09-30</th>\n",
       "      <td>436.240265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.817497</td>\n",
       "      <td>128.247009</td>\n",
       "      <td>482.761414</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.050095</td>\n",
       "      <td>166.399994</td>\n",
       "      <td>491.590210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>67.139854</td>\n",
       "      <td>147.500000</td>\n",
       "      <td>468.038452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69.257149</td>\n",
       "      <td>148.000000</td>\n",
       "      <td>27436084.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8033447.0</td>\n",
       "      <td>8391372.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-10-01</th>\n",
       "      <td>426.695709</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.041191</td>\n",
       "      <td>129.431976</td>\n",
       "      <td>472.199036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.209114</td>\n",
       "      <td>167.937500</td>\n",
       "      <td>486.141876</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>66.506645</td>\n",
       "      <td>161.337494</td>\n",
       "      <td>485.398895</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.267761</td>\n",
       "      <td>167.399994</td>\n",
       "      <td>14035646.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6886025.0</td>\n",
       "      <td>6017916.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Attributes   Adj Close                                               Close  \\\n",
       "Symbols    RELIANCE.NS ADANIPOWER.NS TATAMOTORS.NS      TCS.NS RELIANCE.NS   \n",
       "Date                                                                         \n",
       "2008-09-25  453.326355           NaN     70.142250  132.640091  501.669678   \n",
       "2008-09-26  439.339722           NaN     68.416100  130.289368  486.191406   \n",
       "2008-09-29  432.547699           NaN     64.771980  119.460815  478.675140   \n",
       "2008-09-30  436.240265           NaN     62.817497  128.247009  482.761414   \n",
       "2008-10-01  426.695709           NaN     62.041191  129.431976  472.199036   \n",
       "\n",
       "Attributes                                                High                \\\n",
       "Symbols    ADANIPOWER.NS TATAMOTORS.NS      TCS.NS RELIANCE.NS ADANIPOWER.NS   \n",
       "Date                                                                           \n",
       "2008-09-25           NaN     75.984985  172.100006  510.089844           NaN   \n",
       "2008-09-26           NaN     74.115044  169.050003  503.972839           NaN   \n",
       "2008-09-29           NaN     70.167381  155.000000  490.351959           NaN   \n",
       "2008-09-30           NaN     68.050095  166.399994  491.590210           NaN   \n",
       "2008-10-01           NaN     67.209114  167.937500  486.141876           NaN   \n",
       "\n",
       "Attributes  ...           Low                    Open                \\\n",
       "Symbols     ... TATAMOTORS.NS      TCS.NS RELIANCE.NS ADANIPOWER.NS   \n",
       "Date        ...                                                       \n",
       "2008-09-25  ...     75.183578  167.762497  505.483521           NaN   \n",
       "2008-09-26  ...     72.245102  166.550003  499.762756           NaN   \n",
       "2008-09-29  ...     68.900970  153.000000  489.113678           NaN   \n",
       "2008-09-30  ...     67.139854  147.500000  468.038452           NaN   \n",
       "2008-10-01  ...     66.506645  161.337494  485.398895           NaN   \n",
       "\n",
       "Attributes                                Volume                              \\\n",
       "Symbols    TATAMOTORS.NS      TCS.NS RELIANCE.NS ADANIPOWER.NS TATAMOTORS.NS   \n",
       "Date                                                                           \n",
       "2008-09-25     77.172249  178.274994  19862032.0           NaN     8228876.0   \n",
       "2008-09-26     75.984985  175.000000  14013409.0           NaN     2800676.0   \n",
       "2008-09-29     70.296005  169.699997  24485066.0           NaN     3711138.0   \n",
       "2008-09-30     69.257149  148.000000  27436084.0           NaN     8033447.0   \n",
       "2008-10-01     68.267761  167.399994  14035646.0           NaN     6886025.0   \n",
       "\n",
       "Attributes              \n",
       "Symbols         TCS.NS  \n",
       "Date                    \n",
       "2008-09-25  15122632.0  \n",
       "2008-09-26   4217244.0  \n",
       "2008-09-29   5578636.0  \n",
       "2008-09-30   8391372.0  \n",
       "2008-10-01   6017916.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pdr.get_data_yahoo(stocks,start,end)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "750076a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2008-09-25', '2008-09-26', '2008-09-29', '2008-09-30',\n",
       "               '2008-10-01', '2008-10-03', '2008-10-06', '2008-10-07',\n",
       "               '2008-10-08', '2008-10-10',\n",
       "               ...\n",
       "               '2022-05-23', '2022-05-24', '2022-05-25', '2022-05-26',\n",
       "               '2022-05-27', '2022-05-30', '2022-05-31', '2022-06-01',\n",
       "               '2022-06-02', '2022-06-03'],\n",
       "              dtype='datetime64[ns]', name='Date', length=3371, freq=None)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1d44347f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex([('Adj Close',   'RELIANCE.NS'),\n",
       "            ('Adj Close', 'ADANIPOWER.NS'),\n",
       "            ('Adj Close', 'TATAMOTORS.NS'),\n",
       "            ('Adj Close',        'TCS.NS'),\n",
       "            (    'Close',   'RELIANCE.NS'),\n",
       "            (    'Close', 'ADANIPOWER.NS'),\n",
       "            (    'Close', 'TATAMOTORS.NS'),\n",
       "            (    'Close',        'TCS.NS'),\n",
       "            (     'High',   'RELIANCE.NS'),\n",
       "            (     'High', 'ADANIPOWER.NS'),\n",
       "            (     'High', 'TATAMOTORS.NS'),\n",
       "            (     'High',        'TCS.NS'),\n",
       "            (      'Low',   'RELIANCE.NS'),\n",
       "            (      'Low', 'ADANIPOWER.NS'),\n",
       "            (      'Low', 'TATAMOTORS.NS'),\n",
       "            (      'Low',        'TCS.NS'),\n",
       "            (     'Open',   'RELIANCE.NS'),\n",
       "            (     'Open', 'ADANIPOWER.NS'),\n",
       "            (     'Open', 'TATAMOTORS.NS'),\n",
       "            (     'Open',        'TCS.NS'),\n",
       "            (   'Volume',   'RELIANCE.NS'),\n",
       "            (   'Volume', 'ADANIPOWER.NS'),\n",
       "            (   'Volume', 'TATAMOTORS.NS'),\n",
       "            (   'Volume',        'TCS.NS')],\n",
       "           names=['Attributes', 'Symbols'])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d024cabf",
   "metadata": {},
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Symbols</th>\n",
       "      <th>RELIANCE.NS</th>\n",
       "      <th>ADANIPOWER.NS</th>\n",
       "      <th>TATAMOTORS.NS</th>\n",
       "      <th>TCS.NS</th>\n",
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       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008-09-25</th>\n",
       "      <td>501.669678</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.984985</td>\n",
       "      <td>172.100006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-09-26</th>\n",
       "      <td>486.191406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.115044</td>\n",
       "      <td>169.050003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-09-29</th>\n",
       "      <td>478.675140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.167381</td>\n",
       "      <td>155.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-09-30</th>\n",
       "      <td>482.761414</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.050095</td>\n",
       "      <td>166.399994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-10-01</th>\n",
       "      <td>472.199036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.209114</td>\n",
       "      <td>167.937500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Symbols     RELIANCE.NS  ADANIPOWER.NS  TATAMOTORS.NS      TCS.NS\n",
       "Date                                                             \n",
       "2008-09-25   501.669678            NaN      75.984985  172.100006\n",
       "2008-09-26   486.191406            NaN      74.115044  169.050003\n",
       "2008-09-29   478.675140            NaN      70.167381  155.000000\n",
       "2008-09-30   482.761414            NaN      68.050095  166.399994\n",
       "2008-10-01   472.199036            NaN      67.209114  167.937500"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Close = df.Close\n",
    "Close.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cb09c82c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Symbols</th>\n",
       "      <th>RELIANCE.NS</th>\n",
       "      <th>ADANIPOWER.NS</th>\n",
       "      <th>TATAMOTORS.NS</th>\n",
       "      <th>TCS.NS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>66.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>66.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2562.303034</td>\n",
       "      <td>222.827274</td>\n",
       "      <td>427.857574</td>\n",
       "      <td>3542.746956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>142.807621</td>\n",
       "      <td>73.258899</td>\n",
       "      <td>18.194786</td>\n",
       "      <td>151.507179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2235.500000</td>\n",
       "      <td>116.449997</td>\n",
       "      <td>372.299988</td>\n",
       "      <td>3167.649902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10%</th>\n",
       "      <td>2370.875000</td>\n",
       "      <td>122.400002</td>\n",
       "      <td>404.125000</td>\n",
       "      <td>3338.474976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2591.475098</td>\n",
       "      <td>234.724998</td>\n",
       "      <td>432.000000</td>\n",
       "      <td>3547.449951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90%</th>\n",
       "      <td>2767.224976</td>\n",
       "      <td>309.300003</td>\n",
       "      <td>448.774994</td>\n",
       "      <td>3721.974976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2819.850098</td>\n",
       "      <td>340.250000</td>\n",
       "      <td>459.750000</td>\n",
       "      <td>3814.800049</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Symbols  RELIANCE.NS  ADANIPOWER.NS  TATAMOTORS.NS       TCS.NS\n",
       "count      66.000000      66.000000      66.000000    66.000000\n",
       "mean     2562.303034     222.827274     427.857574  3542.746956\n",
       "std       142.807621      73.258899      18.194786   151.507179\n",
       "min      2235.500000     116.449997     372.299988  3167.649902\n",
       "10%      2370.875000     122.400002     404.125000  3338.474976\n",
       "50%      2591.475098     234.724998     432.000000  3547.449951\n",
       "90%      2767.224976     309.300003     448.774994  3721.974976\n",
       "max      2819.850098     340.250000     459.750000  3814.800049"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Close[Close.index > end - dt.timedelta(days=100)].describe(percentiles=[0.1,0.5,0.9])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71714d19",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "27329d8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Close.plot(figsize=(12,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7712fab0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9f5b1784",
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.offline as pyo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "367219f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.9.0.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pyo.init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4bddb0ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.plotting.backend='plotly'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a8194c07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "Symbols=RELIANCE.NS<br>Date=%{x}<br>value=%{y}<extra></extra>",
         "legendgroup": "RELIANCE.NS",
         "line": {
          "color": "#636efa",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "RELIANCE.NS",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          "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",
          "2008-10-03T00:00:00",
          "2008-10-06T00:00:00",
          "2008-10-07T00:00:00",
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          "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",
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          "2008-10-27T00:00:00",
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          "2009-06-09T00:00:00",
          "2009-06-10T00:00:00",
          "2009-06-11T00:00:00",
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          "2009-06-29T00:00:00",
          "2009-06-30T00:00:00",
          "2009-07-01T00:00:00",
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          "2009-07-07T00:00:00",
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          "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",
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          "2009-07-22T00:00:00",
          "2009-07-23T00:00:00",
          "2009-07-24T00:00:00",
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          "2009-07-28T00:00:00",
          "2009-07-29T00:00:00",
          "2009-07-30T00:00:00",
          "2009-07-31T00:00:00",
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          "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",
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          "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",
          "2009-09-07T00:00:00",
          "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",
          "2009-09-22T00:00:00",
          "2009-09-23T00:00:00",
          "2009-09-24T00:00:00",
          "2009-09-25T00:00:00",
          "2009-09-29T00:00:00",
          "2009-09-30T00:00:00",
          "2009-10-01T00:00:00",
          "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",
          "2009-10-20T00:00:00",
          "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",
          "2009-11-03T00:00:00",
          "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",
          "2009-11-26T00:00:00",
          "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",
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          "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",
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          "2010-01-04T00:00:00",
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          "2010-01-08T00:00:00",
          "2010-01-11T00:00:00",
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          "2010-01-15T00:00:00",
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          "2010-01-22T00:00:00",
          "2010-01-25T00:00:00",
          "2010-01-27T00:00:00",
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          "2010-01-29T00:00:00",
          "2010-02-01T00:00:00",
          "2010-02-02T00:00:00",
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          "2010-02-04T00:00:00",
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          "2010-02-08T00:00:00",
          "2010-02-09T00:00:00",
          "2010-02-10T00:00:00",
          "2010-02-11T00:00:00",
          "2010-02-15T00:00:00",
          "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",
          "2010-03-02T00:00:00",
          "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",
          "2010-03-25T00:00:00",
          "2010-03-26T00:00:00",
          "2010-03-29T00:00:00",
          "2010-03-30T00:00:00",
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          "2010-04-08T00:00:00",
          "2010-04-09T00:00:00",
          "2010-04-12T00:00:00",
          "2010-04-13T00:00:00",
          "2010-04-15T00:00:00",
          "2010-04-16T00:00:00",
          "2010-04-19T00:00:00",
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          "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",
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          "2010-05-04T00:00:00",
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          "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",
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          "2010-05-20T00:00:00",
          "2010-05-21T00:00:00",
          "2010-05-24T00:00:00",
          "2010-05-25T00:00:00",
          "2010-05-26T00:00:00",
          "2010-05-27T00:00:00",
          "2010-05-28T00:00:00",
          "2010-05-31T00:00:00",
          "2010-06-01T00:00:00",
          "2010-06-02T00:00:00",
          "2010-06-03T00:00:00",
          "2010-06-04T00:00:00",
          "2010-06-07T00:00:00",
          "2010-06-08T00:00:00",
          "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",
          "2010-06-24T00:00:00",
          "2010-06-25T00:00:00",
          "2010-06-28T00:00:00",
          "2010-06-29T00:00:00",
          "2010-06-30T00:00:00",
          "2010-07-01T00:00:00",
          "2010-07-02T00:00:00",
          "2010-07-05T00:00:00",
          "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",
          "2010-07-21T00:00:00",
          "2010-07-22T00:00:00",
          "2010-07-23T00:00:00",
          "2010-07-26T00:00:00",
          "2010-07-27T00:00:00",
          "2010-07-28T00:00:00",
          "2010-07-29T00:00:00",
          "2010-07-30T00:00:00",
          "2010-08-02T00:00:00",
          "2010-08-03T00:00:00",
          "2010-08-04T00:00:00",
          "2010-08-05T00:00:00",
          "2010-08-06T00:00:00",
          "2010-08-09T00:00:00",
          "2010-08-10T00:00:00",
          "2010-08-11T00:00:00",
          "2010-08-12T00:00:00",
          "2010-08-13T00:00:00",
          "2010-08-16T00:00:00",
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          "2010-08-18T00:00:00",
          "2010-08-19T00:00:00",
          "2010-08-20T00:00:00",
          "2010-08-23T00:00:00",
          "2010-08-24T00:00:00",
          "2010-08-25T00:00:00",
          "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",
          "2010-09-03T00:00:00",
          "2010-09-06T00:00:00",
          "2010-09-07T00:00:00",
          "2010-09-08T00:00:00",
          "2010-09-09T00:00:00",
          "2010-09-13T00:00:00",
          "2010-09-14T00:00:00",
          "2010-09-15T00:00:00",
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          "2010-09-17T00:00:00",
          "2010-09-20T00:00:00",
          "2010-09-21T00:00:00",
          "2010-09-22T00:00:00",
          "2010-09-23T00:00:00",
          "2010-09-24T00:00:00",
          "2010-09-27T00:00:00",
          "2010-09-28T00:00:00",
          "2010-09-29T00:00:00",
          "2010-09-30T00:00:00",
          "2010-10-01T00:00:00",
          "2010-10-04T00:00:00",
          "2010-10-05T00:00:00",
          "2010-10-06T00:00:00",
          "2010-10-07T00:00:00",
          "2010-10-08T00:00:00",
          "2010-10-11T00:00:00",
          "2010-10-12T00:00:00",
          "2010-10-13T00:00:00",
          "2010-10-14T00:00:00",
          "2010-10-15T00:00:00",
          "2010-10-18T00:00:00",
          "2010-10-19T00:00:00",
          "2010-10-20T00:00:00",
          "2010-10-21T00:00:00",
          "2010-10-22T00:00:00",
          "2010-10-25T00:00:00",
          "2010-10-26T00:00:00",
          "2010-10-27T00:00:00",
          "2010-10-28T00:00:00",
          "2010-10-29T00:00:00",
          "2010-11-01T00:00:00",
          "2010-11-02T00:00:00",
          "2010-11-03T00:00:00",
          "2010-11-04T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-09T00:00:00",
          "2010-11-10T00:00:00",
          "2010-11-11T00:00:00",
          "2010-11-12T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-16T00:00:00",
          "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",
          "2010-11-25T00:00:00",
          "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",
          "2010-12-06T00:00:00",
          "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",
          "2010-12-20T00:00:00",
          "2010-12-21T00:00:00",
          "2010-12-22T00:00:00",
          "2010-12-23T00:00:00",
          "2010-12-24T00:00:00",
          "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",
          "2011-01-06T00:00:00",
          "2011-01-07T00:00:00",
          "2011-01-10T00:00:00",
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          "2011-01-24T00:00:00",
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          "2011-01-27T00:00:00",
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          "2011-02-01T00:00:00",
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          "2011-02-07T00:00:00",
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          "2011-02-21T00:00:00",
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          "2011-04-08T00:00:00",
          "2011-04-11T00:00:00",
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          "2011-04-21T00:00:00",
          "2011-04-25T00:00:00",
          "2011-04-26T00:00:00",
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          "2011-04-28T00:00:00",
          "2011-04-29T00:00:00",
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          "2011-05-09T00:00:00",
          "2011-05-10T00:00:00",
          "2011-05-11T00:00:00",
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          "2011-05-27T00:00:00",
          "2011-05-30T00:00:00",
          "2011-05-31T00:00:00",
          "2011-06-01T00:00:00",
          "2011-06-02T00:00:00",
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          "2011-06-06T00:00:00",
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          "2011-06-13T00:00:00",
          "2011-06-14T00:00:00",
          "2011-06-15T00:00:00",
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          "2011-06-22T00:00:00",
          "2011-06-23T00:00:00",
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          "2011-11-04T00:00:00",
          "2011-11-08T00:00:00",
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          "2011-11-11T00:00:00",
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          "2011-11-15T00:00:00",
          "2011-11-16T00:00:00",
          "2011-11-17T00:00:00",
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          "2011-11-22T00:00:00",
          "2011-11-23T00:00:00",
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          "2011-11-25T00:00:00",
          "2011-11-28T00:00:00",
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          "2011-12-02T00:00:00",
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          "2013-07-16T00:00:00",
          "2013-07-17T00:00:00",
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          "2013-09-26T00:00:00",
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          "2013-10-07T00:00:00",
          "2013-10-08T00:00:00",
          "2013-10-09T00:00:00",
          "2013-10-10T00:00:00",
          "2013-10-11T00:00:00",
          "2013-10-14T00:00:00",
          "2013-10-15T00:00:00",
          "2013-10-17T00:00:00",
          "2013-10-18T00:00:00",
          "2013-10-21T00:00:00",
          "2013-10-22T00:00:00",
          "2013-10-23T00:00:00",
          "2013-10-24T00:00:00",
          "2013-10-25T00:00:00",
          "2013-10-28T00:00:00",
          "2013-10-29T00:00:00",
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          "2013-11-14T00:00:00",
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          "2013-11-21T00:00:00",
          "2013-11-22T00:00:00",
          "2013-11-25T00:00:00",
          "2013-11-26T00:00:00",
          "2013-11-27T00:00:00",
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          "2013-12-10T00:00:00",
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          "2014-01-03T00:00:00",
          "2014-01-06T00:00:00",
          "2014-01-07T00:00:00",
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          "2014-01-10T00:00:00",
          "2014-01-13T00:00:00",
          "2014-01-14T00:00:00",
          "2014-01-15T00:00:00",
          "2014-01-16T00:00:00",
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          "2014-01-20T00:00:00",
          "2014-01-21T00:00:00",
          "2014-01-22T00:00:00",
          "2014-01-23T00:00:00",
          "2014-01-24T00:00:00",
          "2014-01-27T00:00:00",
          "2014-01-28T00:00:00",
          "2014-01-29T00:00:00",
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          "2014-02-10T00:00:00",
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          "2014-02-14T00:00:00",
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          "2014-02-24T00:00:00",
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          "2014-03-24T00:00:00",
          "2014-03-25T00:00:00",
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          "2014-04-10T00:00:00",
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          "2014-05-09T00:00:00",
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          "2014-05-14T00:00:00",
          "2014-05-15T00:00:00",
          "2014-05-16T00:00:00",
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          "2014-05-21T00:00:00",
          "2014-05-22T00:00:00",
          "2014-05-23T00:00:00",
          "2014-05-26T00:00:00",
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          "2014-05-28T00:00:00",
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          "2014-06-03T00:00:00",
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          "2014-06-09T00:00:00",
          "2014-06-10T00:00:00",
          "2014-06-11T00:00:00",
          "2014-06-12T00:00:00",
          "2014-06-13T00:00:00",
          "2014-06-16T00:00:00",
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          "2014-06-20T00:00:00",
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          "2014-06-24T00:00:00",
          "2014-06-25T00:00:00",
          "2014-06-26T00:00:00",
          "2014-06-27T00:00:00",
          "2014-06-30T00:00:00",
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          "2014-07-02T00:00:00",
          "2014-07-03T00:00:00",
          "2014-07-04T00:00:00",
          "2014-07-07T00:00:00",
          "2014-07-08T00:00:00",
          "2014-07-09T00:00:00",
          "2014-07-10T00:00:00",
          "2014-07-11T00:00:00",
          "2014-07-14T00:00:00",
          "2014-07-15T00:00:00",
          "2014-07-16T00:00:00",
          "2014-07-17T00:00:00",
          "2014-07-18T00:00:00",
          "2014-07-21T00:00:00",
          "2014-07-22T00:00:00",
          "2014-07-23T00:00:00",
          "2014-07-24T00:00:00",
          "2014-07-25T00:00:00",
          "2014-07-28T00:00:00",
          "2014-07-30T00:00:00",
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          "2014-08-01T00:00:00",
          "2014-08-04T00:00:00",
          "2014-08-05T00:00:00",
          "2014-08-06T00:00:00",
          "2014-08-07T00:00:00",
          "2014-08-08T00:00:00",
          "2014-08-11T00:00:00",
          "2014-08-12T00:00:00",
          "2014-08-13T00:00:00",
          "2014-08-14T00:00:00",
          "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",
          "2014-09-01T00:00:00",
          "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",
          "2014-09-23T00:00:00",
          "2014-09-24T00:00:00",
          "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",
          "2014-10-07T00:00:00",
          "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",
          "2014-10-17T00:00:00",
          "2014-10-20T00:00:00",
          "2014-10-21T00:00:00",
          "2014-10-22T00:00:00",
          "2014-10-27T00:00:00",
          "2014-10-28T00:00:00",
          "2014-10-29T00:00:00",
          "2014-10-30T00:00:00",
          "2014-10-31T00:00:00",
          "2014-11-03T00:00:00",
          "2014-11-05T00:00:00",
          "2014-11-07T00:00:00",
          "2014-11-10T00:00:00",
          "2014-11-11T00:00:00",
          "2014-11-12T00:00:00",
          "2014-11-13T00:00:00",
          "2014-11-14T00:00:00",
          "2014-11-17T00:00:00",
          "2014-11-18T00:00:00",
          "2014-11-19T00:00:00",
          "2014-11-20T00:00:00",
          "2014-11-21T00:00:00",
          "2014-11-24T00:00:00",
          "2014-11-25T00:00:00",
          "2014-11-26T00:00:00",
          "2014-11-27T00:00:00",
          "2014-11-28T00:00:00",
          "2014-12-01T00:00:00",
          "2014-12-02T00:00:00",
          "2014-12-03T00:00:00",
          "2014-12-04T00:00:00",
          "2014-12-05T00:00:00",
          "2014-12-08T00:00:00",
          "2014-12-09T00:00:00",
          "2014-12-10T00:00:00",
          "2014-12-11T00:00:00",
          "2014-12-12T00:00:00",
          "2014-12-15T00:00:00",
          "2014-12-16T00:00:00",
          "2014-12-17T00:00:00",
          "2014-12-18T00:00:00",
          "2014-12-19T00:00:00",
          "2014-12-22T00:00:00",
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          "2014-12-26T00:00:00",
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          "2014-12-30T00:00:00",
          "2014-12-31T00:00:00",
          "2015-01-01T00:00:00",
          "2015-01-02T00:00:00",
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          "2015-01-15T00:00:00",
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          "2015-03-11T00:00:00",
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          "2010-07-26T00:00:00",
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          "2010-10-25T00:00:00",
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          "2010-10-27T00:00:00",
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          "2010-10-29T00:00:00",
          "2010-11-01T00:00:00",
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          "2010-11-04T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-09T00:00:00",
          "2010-11-10T00:00:00",
          "2010-11-11T00:00:00",
          "2010-11-12T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-16T00:00:00",
          "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",
          "2010-11-25T00:00:00",
          "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",
          "2010-12-06T00:00:00",
          "2010-12-07T00:00:00",
          "2010-12-08T00:00:00",
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          "2010-12-15T00:00:00",
          "2010-12-16T00:00:00",
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          "2010-12-22T00:00:00",
          "2010-12-23T00:00:00",
          "2010-12-24T00:00:00",
          "2010-12-27T00:00:00",
          "2010-12-28T00:00:00",
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          "2010-12-30T00:00:00",
          "2010-12-31T00:00:00",
          "2011-01-03T00:00:00",
          "2011-01-04T00:00:00",
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          "2011-05-10T00:00:00",
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          "2011-05-25T00:00:00",
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          "2011-06-09T00:00:00",
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          "2011-06-15T00:00:00",
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          "2011-06-22T00:00:00",
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          "2011-06-24T00:00:00",
          "2011-06-27T00:00:00",
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          "2011-07-01T00:00:00",
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          "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",
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          "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",
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          "2011-08-03T00:00:00",
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          "2011-08-10T00:00:00",
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          "2011-08-24T00:00:00",
          "2011-08-25T00:00:00",
          "2011-08-26T00:00:00",
          "2011-08-29T00:00:00",
          "2011-08-30T00:00:00",
          "2011-09-02T00:00:00",
          "2011-09-05T00:00:00",
          "2011-09-06T00:00:00",
          "2011-09-07T00:00:00",
          "2011-09-08T00:00:00",
          "2011-09-09T00:00:00",
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          "2011-09-13T00:00:00",
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          "2011-10-03T00:00:00",
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          "2011-10-05T00:00:00",
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          "2011-10-10T00:00:00",
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          "2011-11-08T00:00:00",
          "2011-11-09T00:00:00",
          "2011-11-11T00:00:00",
          "2011-11-14T00:00:00",
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          "2011-11-16T00:00:00",
          "2011-11-17T00:00:00",
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          "2011-11-22T00:00:00",
          "2011-11-23T00:00:00",
          "2011-11-24T00:00:00",
          "2011-11-25T00:00:00",
          "2011-11-28T00:00:00",
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          "2011-11-30T00:00:00",
          "2011-12-01T00:00:00",
          "2011-12-02T00:00:00",
          "2011-12-05T00:00:00",
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          "2011-12-08T00:00:00",
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          "2011-12-12T00:00:00",
          "2011-12-13T00:00:00",
          "2011-12-14T00:00:00",
          "2011-12-15T00:00:00",
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          "2011-12-21T00:00:00",
          "2011-12-22T00:00:00",
          "2011-12-23T00:00:00",
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          "2012-01-02T00:00:00",
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          "2010-07-05T00:00:00",
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          "2010-09-01T00:00:00",
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          "2010-10-27T00:00:00",
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          "2010-10-29T00:00:00",
          "2010-11-01T00:00:00",
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          "2010-11-08T00:00:00",
          "2010-11-09T00:00:00",
          "2010-11-10T00:00:00",
          "2010-11-11T00:00:00",
          "2010-11-12T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-16T00:00:00",
          "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",
          "2010-11-25T00:00:00",
          "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",
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          "2010-12-07T00:00:00",
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          "2010-12-14T00:00:00",
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          "2010-12-22T00:00:00",
          "2010-12-23T00:00:00",
          "2010-12-24T00:00:00",
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          "2010-12-31T00:00:00",
          "2011-01-03T00:00:00",
          "2011-01-04T00:00:00",
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          "2011-06-24T00:00:00",
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          "2011-07-01T00:00:00",
          "2011-07-04T00:00:00",
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          "2011-07-06T00:00:00",
          "2011-07-07T00:00:00",
          "2011-07-08T00:00:00",
          "2011-07-11T00:00:00",
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          "2011-07-14T00:00:00",
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          "2011-07-25T00:00:00",
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          "2011-08-01T00:00:00",
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          "2011-08-08T00:00:00",
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          "2011-08-25T00:00:00",
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          "2011-08-29T00:00:00",
          "2011-08-30T00:00:00",
          "2011-09-02T00:00:00",
          "2011-09-05T00:00:00",
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          "2011-11-08T00:00:00",
          "2011-11-09T00:00:00",
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          "2011-11-16T00:00:00",
          "2011-11-17T00:00:00",
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          "2011-11-22T00:00:00",
          "2011-11-23T00:00:00",
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          "2011-11-30T00:00:00",
          "2011-12-01T00:00:00",
          "2011-12-02T00:00:00",
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          "2011-12-07T00:00:00",
          "2011-12-08T00:00:00",
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          "2012-01-02T00:00:00",
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          "2015-11-05T00:00:00",
          "2015-11-06T00:00:00",
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          "2015-11-10T00:00:00",
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          "2015-11-16T00:00:00",
          "2015-11-17T00:00:00",
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          "2015-11-23T00:00:00",
          "2015-11-24T00:00:00",
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          "2015-11-30T00:00:00",
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          "2015-12-15T00:00:00",
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          "2015-12-23T00:00:00",
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          "2015-12-28T00:00:00",
          "2015-12-29T00:00:00",
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          "2016-01-18T00:00:00",
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          "2016-05-04T00:00:00",
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          "2009-12-29T00:00:00",
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          "2010-05-10T00:00:00",
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          "2010-05-26T00:00:00",
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          "2010-05-28T00:00:00",
          "2010-05-31T00:00:00",
          "2010-06-01T00:00:00",
          "2010-06-02T00:00:00",
          "2010-06-03T00:00:00",
          "2010-06-04T00:00:00",
          "2010-06-07T00:00:00",
          "2010-06-08T00:00:00",
          "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",
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          "2010-06-17T00:00:00",
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          "2010-06-22T00:00:00",
          "2010-06-23T00:00:00",
          "2010-06-24T00:00:00",
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          "2010-06-29T00:00:00",
          "2010-06-30T00:00:00",
          "2010-07-01T00:00:00",
          "2010-07-02T00:00:00",
          "2010-07-05T00:00:00",
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          "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",
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          "2010-07-20T00:00:00",
          "2010-07-21T00:00:00",
          "2010-07-22T00:00:00",
          "2010-07-23T00:00:00",
          "2010-07-26T00:00:00",
          "2010-07-27T00:00:00",
          "2010-07-28T00:00:00",
          "2010-07-29T00:00:00",
          "2010-07-30T00:00:00",
          "2010-08-02T00:00:00",
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          "2010-08-04T00:00:00",
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          "2010-08-09T00:00:00",
          "2010-08-10T00:00:00",
          "2010-08-11T00:00:00",
          "2010-08-12T00:00:00",
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          "2010-08-18T00:00:00",
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          "2010-08-23T00:00:00",
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          "2010-08-25T00:00:00",
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          "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",
          "2010-09-03T00:00:00",
          "2010-09-06T00:00:00",
          "2010-09-07T00:00:00",
          "2010-09-08T00:00:00",
          "2010-09-09T00:00:00",
          "2010-09-13T00:00:00",
          "2010-09-14T00:00:00",
          "2010-09-15T00:00:00",
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          "2010-09-20T00:00:00",
          "2010-09-21T00:00:00",
          "2010-09-22T00:00:00",
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          "2010-09-24T00:00:00",
          "2010-09-27T00:00:00",
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          "2010-09-29T00:00:00",
          "2010-09-30T00:00:00",
          "2010-10-01T00:00:00",
          "2010-10-04T00:00:00",
          "2010-10-05T00:00:00",
          "2010-10-06T00:00:00",
          "2010-10-07T00:00:00",
          "2010-10-08T00:00:00",
          "2010-10-11T00:00:00",
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          "2010-10-14T00:00:00",
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          "2010-10-22T00:00:00",
          "2010-10-25T00:00:00",
          "2010-10-26T00:00:00",
          "2010-10-27T00:00:00",
          "2010-10-28T00:00:00",
          "2010-10-29T00:00:00",
          "2010-11-01T00:00:00",
          "2010-11-02T00:00:00",
          "2010-11-03T00:00:00",
          "2010-11-04T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-09T00:00:00",
          "2010-11-10T00:00:00",
          "2010-11-11T00:00:00",
          "2010-11-12T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-16T00:00:00",
          "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",
          "2010-11-25T00:00:00",
          "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",
          "2010-12-06T00:00:00",
          "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",
          "2010-12-20T00:00:00",
          "2010-12-21T00:00:00",
          "2010-12-22T00:00:00",
          "2010-12-23T00:00:00",
          "2010-12-24T00:00:00",
          "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",
          "2011-01-06T00:00:00",
          "2011-01-07T00:00:00",
          "2011-01-10T00:00:00",
          "2011-01-11T00:00:00",
          "2011-01-12T00:00:00",
          "2011-01-13T00:00:00",
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          "2011-01-17T00:00:00",
          "2011-01-18T00:00:00",
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          "2011-01-20T00:00:00",
          "2011-01-21T00:00:00",
          "2011-01-24T00:00:00",
          "2011-01-25T00:00:00",
          "2011-01-27T00:00:00",
          "2011-01-28T00:00:00",
          "2011-01-31T00:00:00",
          "2011-02-01T00:00:00",
          "2011-02-02T00:00:00",
          "2011-02-03T00:00:00",
          "2011-02-04T00:00:00",
          "2011-02-07T00:00:00",
          "2011-02-08T00:00:00",
          "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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          "2011-02-25T00:00:00",
          "2011-02-28T00:00:00",
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          "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",
          "2011-03-15T00:00:00",
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          "2011-03-22T00:00:00",
          "2011-03-23T00:00:00",
          "2011-03-24T00:00:00",
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          "2011-03-28T00:00:00",
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          "2011-04-06T00:00:00",
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          "2011-04-08T00:00:00",
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          "2011-04-13T00:00:00",
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          "2011-04-25T00:00:00",
          "2011-04-26T00:00:00",
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          "2011-04-28T00:00:00",
          "2011-04-29T00:00:00",
          "2011-05-02T00:00:00",
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          "2011-05-04T00:00:00",
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          "2011-05-09T00:00:00",
          "2011-05-10T00:00:00",
          "2011-05-11T00:00:00",
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          "2011-05-27T00:00:00",
          "2011-05-30T00:00:00",
          "2011-05-31T00:00:00",
          "2011-06-01T00:00:00",
          "2011-06-02T00:00:00",
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          "2011-06-07T00:00:00",
          "2011-06-08T00:00:00",
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          "2011-06-22T00:00:00",
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          "2011-06-24T00:00:00",
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          "2011-06-29T00:00:00",
          "2011-06-30T00:00:00",
          "2011-07-01T00:00:00",
          "2011-07-04T00:00:00",
          "2011-07-05T00:00:00",
          "2011-07-06T00:00:00",
          "2011-07-07T00:00:00",
          "2011-07-08T00:00:00",
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          "2011-07-13T00:00:00",
          "2011-07-14T00:00:00",
          "2011-07-15T00:00:00",
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          "2011-07-21T00:00:00",
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          "2011-07-25T00:00:00",
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          "2011-07-29T00:00:00",
          "2011-08-01T00:00:00",
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          "2011-08-10T00:00:00",
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          "2011-09-02T00:00:00",
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          "2011-11-08T00:00:00",
          "2011-11-09T00:00:00",
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          "2011-11-17T00:00:00",
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          "2011-11-25T00:00:00",
          "2011-11-28T00:00:00",
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          "2011-11-30T00:00:00",
          "2011-12-01T00:00:00",
          "2011-12-02T00:00:00",
          "2011-12-05T00:00:00",
          "2011-12-07T00:00:00",
          "2011-12-08T00:00:00",
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          "2011-12-14T00:00:00",
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          "2011-12-16T00:00:00",
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          "2011-12-22T00:00:00",
          "2011-12-23T00:00:00",
          "2011-12-26T00:00:00",
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          "2012-01-02T00:00:00",
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          "2014-02-06T00:00:00",
          "2014-02-07T00:00:00",
          "2014-02-10T00:00:00",
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          "2014-04-10T00:00:00",
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          "2014-05-02T00:00:00",
          "2014-05-05T00:00:00",
          "2014-05-06T00:00:00",
          "2014-05-07T00:00:00",
          "2014-05-08T00:00:00",
          "2014-05-09T00:00:00",
          "2014-05-12T00:00:00",
          "2014-05-13T00:00:00",
          "2014-05-14T00:00:00",
          "2014-05-15T00:00:00",
          "2014-05-16T00:00:00",
          "2014-05-19T00:00:00",
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          "2014-05-21T00:00:00",
          "2014-05-22T00:00:00",
          "2014-05-23T00:00:00",
          "2014-05-26T00:00:00",
          "2014-05-27T00:00:00",
          "2014-05-28T00:00:00",
          "2014-05-29T00:00:00",
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          "2014-06-02T00:00:00",
          "2014-06-03T00:00:00",
          "2014-06-04T00:00:00",
          "2014-06-05T00:00:00",
          "2014-06-06T00:00:00",
          "2014-06-09T00:00:00",
          "2014-06-10T00:00:00",
          "2014-06-11T00:00:00",
          "2014-06-12T00:00:00",
          "2014-06-13T00:00:00",
          "2014-06-16T00:00:00",
          "2014-06-17T00:00:00",
          "2014-06-18T00:00:00",
          "2014-06-19T00:00:00",
          "2014-06-20T00:00:00",
          "2014-06-23T00:00:00",
          "2014-06-24T00:00:00",
          "2014-06-25T00:00:00",
          "2014-06-26T00:00:00",
          "2014-06-27T00:00:00",
          "2014-06-30T00:00:00",
          "2014-07-01T00:00:00",
          "2014-07-02T00:00:00",
          "2014-07-03T00:00:00",
          "2014-07-04T00:00:00",
          "2014-07-07T00:00:00",
          "2014-07-08T00:00:00",
          "2014-07-09T00:00:00",
          "2014-07-10T00:00:00",
          "2014-07-11T00:00:00",
          "2014-07-14T00:00:00",
          "2014-07-15T00:00:00",
          "2014-07-16T00:00:00",
          "2014-07-17T00:00:00",
          "2014-07-18T00:00:00",
          "2014-07-21T00:00:00",
          "2014-07-22T00:00:00",
          "2014-07-23T00:00:00",
          "2014-07-24T00:00:00",
          "2014-07-25T00:00:00",
          "2014-07-28T00:00:00",
          "2014-07-30T00:00:00",
          "2014-07-31T00:00:00",
          "2014-08-01T00:00:00",
          "2014-08-04T00:00:00",
          "2014-08-05T00:00:00",
          "2014-08-06T00:00:00",
          "2014-08-07T00:00:00",
          "2014-08-08T00:00:00",
          "2014-08-11T00:00:00",
          "2014-08-12T00:00:00",
          "2014-08-13T00:00:00",
          "2014-08-14T00:00:00",
          "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",
          "2014-09-01T00:00:00",
          "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",
          "2014-09-23T00:00:00",
          "2014-09-24T00:00:00",
          "2014-09-25T00:00:00",
          "2014-09-26T00:00:00",
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          "2014-09-30T00:00:00",
          "2014-10-01T00:00:00",
          "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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          "2014-10-21T00:00:00",
          "2014-10-22T00:00:00",
          "2014-10-27T00:00:00",
          "2014-10-28T00:00:00",
          "2014-10-29T00:00:00",
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          "2014-11-03T00:00:00",
          "2014-11-05T00:00:00",
          "2014-11-07T00:00:00",
          "2014-11-10T00:00:00",
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          "2014-11-12T00:00:00",
          "2014-11-13T00:00:00",
          "2014-11-14T00:00:00",
          "2014-11-17T00:00:00",
          "2014-11-18T00:00:00",
          "2014-11-19T00:00:00",
          "2014-11-20T00:00:00",
          "2014-11-21T00:00:00",
          "2014-11-24T00:00:00",
          "2014-11-25T00:00:00",
          "2014-11-26T00:00:00",
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          "2014-12-12T00:00:00",
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          "2015-01-01T00:00:00",
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          "2015-02-10T00:00:00",
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          "2015-02-20T00:00:00",
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          "2015-05-08T00:00:00",
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          "2015-05-22T00:00:00",
          "2015-05-25T00:00:00",
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          "2015-06-04T00:00:00",
          "2015-06-05T00:00:00",
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          "2015-06-12T00:00:00",
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          "2015-06-16T00:00:00",
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          "2015-06-18T00:00:00",
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          "2015-07-06T00:00:00",
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          "2015-07-14T00:00:00",
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          "2015-07-22T00:00:00",
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          "2015-07-27T00:00:00",
          "2015-07-28T00:00:00",
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          "2015-08-21T00:00:00",
          "2015-08-24T00:00:00",
          "2015-08-25T00:00:00",
          "2015-08-26T00:00:00",
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          "2015-08-31T00:00:00",
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          "2015-09-03T00:00:00",
          "2015-09-04T00:00:00",
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          "2015-09-09T00:00:00",
          "2015-09-10T00:00:00",
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          "2015-09-14T00:00:00",
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          "2015-09-28T00:00:00",
          "2015-09-29T00:00:00",
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          "2015-10-06T00:00:00",
          "2015-10-07T00:00:00",
          "2015-10-08T00:00:00",
          "2015-10-09T00:00:00",
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          "2015-10-13T00:00:00",
          "2015-10-14T00:00:00",
          "2015-10-15T00:00:00",
          "2015-10-16T00:00:00",
          "2015-10-19T00:00:00",
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          "2015-10-21T00:00:00",
          "2015-10-23T00:00:00",
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          "2015-10-28T00:00:00",
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          "2015-11-10T00:00:00",
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          "2015-11-23T00:00:00",
          "2015-11-24T00:00:00",
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          "2015-12-04T00:00:00",
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          "2015-12-08T00:00:00",
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          "2015-12-11T00:00:00",
          "2015-12-14T00:00:00",
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          "2015-12-16T00:00:00",
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          "2015-12-22T00:00:00",
          "2015-12-23T00:00:00",
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          "2015-12-28T00:00:00",
          "2015-12-29T00:00:00",
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          "2016-01-01T00:00:00",
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