{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "99b92926",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       ".container {width:84% !important;\n",
       "}\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/bz/5cj1tzbj5xn319rpqrw6gpmh0000gn/T/ipykernel_20460/3498817066.py:30: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").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: center;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>australian_dollar</th>\n",
       "      <th>bulgarian_lev</th>\n",
       "      <th>brazilian_real</th>\n",
       "      <th>canadian_dollar</th>\n",
       "      <th>swiss_franc</th>\n",
       "      <th>chinese_yuan</th>\n",
       "      <th>cypriot_pound</th>\n",
       "      <th>czech_koruna</th>\n",
       "      <th>danish_krone</th>\n",
       "      <th>estonian_kroon</th>\n",
       "      <th>uk_pound</th>\n",
       "      <th>greek_drachma</th>\n",
       "      <th>hong_kong_dollar</th>\n",
       "      <th>croatian_kuna</th>\n",
       "      <th>hungarian_forint</th>\n",
       "      <th>indonesian_rupiah</th>\n",
       "      <th>israeli_shekel</th>\n",
       "      <th>indian_rupee</th>\n",
       "      <th>iceland_krona</th>\n",
       "      <th>japanese_yen</th>\n",
       "      <th>korean_won</th>\n",
       "      <th>lithuanian_litas</th>\n",
       "      <th>latvian_lats</th>\n",
       "      <th>maltese_lira</th>\n",
       "      <th>mexican_peso</th>\n",
       "      <th>malaysian_ringgit</th>\n",
       "      <th>norwegian_krone</th>\n",
       "      <th>new_zealand_dollar</th>\n",
       "      <th>philippine_peso</th>\n",
       "      <th>polish_zloty</th>\n",
       "      <th>romanian_leu</th>\n",
       "      <th>russian_rouble</th>\n",
       "      <th>swedish_krona</th>\n",
       "      <th>singapore_dollar</th>\n",
       "      <th>slovenian_tolar</th>\n",
       "      <th>slovak_koruna</th>\n",
       "      <th>thai_baht</th>\n",
       "      <th>turkish_lira</th>\n",
       "      <th>us_dollar</th>\n",
       "      <th>south_african_rand</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.9100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8004</td>\n",
       "      <td>1.6168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5823</td>\n",
       "      <td>35.1070</td>\n",
       "      <td>7.4501</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7111</td>\n",
       "      <td>327.1500</td>\n",
       "      <td>9.1332</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.4800</td>\n",
       "      <td>9,433.6100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.4800</td>\n",
       "      <td>133.7300</td>\n",
       "      <td>1,398.5900</td>\n",
       "      <td>4.7170</td>\n",
       "      <td>0.6668</td>\n",
       "      <td>0.4432</td>\n",
       "      <td>11.6446</td>\n",
       "      <td>4.4798</td>\n",
       "      <td>8.8550</td>\n",
       "      <td>2.2229</td>\n",
       "      <td>45.5100</td>\n",
       "      <td>4.0712</td>\n",
       "      <td>1.3111</td>\n",
       "      <td>25.2875</td>\n",
       "      <td>9.4696</td>\n",
       "      <td>1.9554</td>\n",
       "      <td>189.0450</td>\n",
       "      <td>42.9910</td>\n",
       "      <td>42.6799</td>\n",
       "      <td>0.3723</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>6.9358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.8944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7965</td>\n",
       "      <td>1.6123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5823</td>\n",
       "      <td>34.9170</td>\n",
       "      <td>7.4495</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7122</td>\n",
       "      <td>324.7000</td>\n",
       "      <td>9.1341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.8000</td>\n",
       "      <td>9,314.5100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.5300</td>\n",
       "      <td>130.9600</td>\n",
       "      <td>1,373.0100</td>\n",
       "      <td>4.7174</td>\n",
       "      <td>0.6657</td>\n",
       "      <td>0.4432</td>\n",
       "      <td>11.5960</td>\n",
       "      <td>4.4805</td>\n",
       "      <td>8.7745</td>\n",
       "      <td>2.2011</td>\n",
       "      <td>44.7450</td>\n",
       "      <td>4.0245</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>26.5876</td>\n",
       "      <td>9.4025</td>\n",
       "      <td>1.9655</td>\n",
       "      <td>188.7750</td>\n",
       "      <td>42.8480</td>\n",
       "      <td>42.5048</td>\n",
       "      <td>0.3728</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>6.7975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.8820</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7711</td>\n",
       "      <td>1.6116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5820</td>\n",
       "      <td>34.8500</td>\n",
       "      <td>7.4452</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7076</td>\n",
       "      <td>324.7200</td>\n",
       "      <td>9.1010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.6700</td>\n",
       "      <td>9,337.6800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.5400</td>\n",
       "      <td>131.4200</td>\n",
       "      <td>1,359.5400</td>\n",
       "      <td>4.6994</td>\n",
       "      <td>0.6649</td>\n",
       "      <td>0.4420</td>\n",
       "      <td>11.4705</td>\n",
       "      <td>4.4637</td>\n",
       "      <td>8.7335</td>\n",
       "      <td>2.1890</td>\n",
       "      <td>44.8720</td>\n",
       "      <td>4.0065</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>27.4315</td>\n",
       "      <td>9.3050</td>\n",
       "      <td>1.9699</td>\n",
       "      <td>188.7000</td>\n",
       "      <td>42.7780</td>\n",
       "      <td>42.6949</td>\n",
       "      <td>0.3722</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>6.7307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7602</td>\n",
       "      <td>1.6165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5819</td>\n",
       "      <td>34.8860</td>\n",
       "      <td>7.4431</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7058</td>\n",
       "      <td>324.4000</td>\n",
       "      <td>9.0131</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.0900</td>\n",
       "      <td>9,218.7700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.0600</td>\n",
       "      <td>129.4300</td>\n",
       "      <td>1,337.1600</td>\n",
       "      <td>4.6548</td>\n",
       "      <td>0.6627</td>\n",
       "      <td>0.4413</td>\n",
       "      <td>11.5511</td>\n",
       "      <td>4.4203</td>\n",
       "      <td>8.6295</td>\n",
       "      <td>2.1531</td>\n",
       "      <td>44.4360</td>\n",
       "      <td>4.0165</td>\n",
       "      <td>1.3092</td>\n",
       "      <td>26.9876</td>\n",
       "      <td>9.1800</td>\n",
       "      <td>1.9436</td>\n",
       "      <td>188.8000</td>\n",
       "      <td>42.7650</td>\n",
       "      <td>42.1678</td>\n",
       "      <td>0.3701</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>6.8283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999-01-08</td>\n",
       "      <td>1.8406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7643</td>\n",
       "      <td>1.6138</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5819</td>\n",
       "      <td>34.9380</td>\n",
       "      <td>7.4433</td>\n",
       "      <td>15.6466</td>\n",
       "      <td>0.7094</td>\n",
       "      <td>324.0000</td>\n",
       "      <td>9.0302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.1500</td>\n",
       "      <td>9,321.6300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.9900</td>\n",
       "      <td>130.0900</td>\n",
       "      <td>1,366.7300</td>\n",
       "      <td>4.6643</td>\n",
       "      <td>0.6654</td>\n",
       "      <td>0.4419</td>\n",
       "      <td>11.4414</td>\n",
       "      <td>4.4295</td>\n",
       "      <td>8.5900</td>\n",
       "      <td>2.1557</td>\n",
       "      <td>44.2950</td>\n",
       "      <td>4.0363</td>\n",
       "      <td>1.3143</td>\n",
       "      <td>27.2075</td>\n",
       "      <td>9.1650</td>\n",
       "      <td>1.9537</td>\n",
       "      <td>188.8400</td>\n",
       "      <td>42.5600</td>\n",
       "      <td>42.5590</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>6.7855</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     date      australian_dollar   bulgarian_lev  brazilian_real    canadian_dollar        swiss_franc      chinese_yuan     cypriot_pound        czech_koruna         danish_krone        estonian_kroon          uk_pound           greek_drachma      hong_kong_dollar    croatian_kuna   hungarian_forint     indonesian_rupiah   israeli_shekel  indian_rupee     iceland_krona        japanese_yen          korean_won        lithuanian_litas       latvian_lats         maltese_lira         mexican_peso       malaysian_ringgit     norwegian_krone    new_zealand_dollar     philippine_peso       polish_zloty         romanian_leu        russian_rouble        swedish_krona      singapore_dollar      slovenian_tolar       slovak_koruna          thai_baht          turkish_lira           us_dollar       south_african_rand \n",
       "0 1999-01-04               1.9100      NaN             NaN                     1.8004               1.6168      NaN                    0.5823              35.1070               7.4501              15.6466               0.7111             327.1500               9.1332      NaN                   251.4800           9,433.6100       NaN            NaN                   81.4800             133.7300           1,398.5900               4.7170               0.6668               0.4432              11.6446               4.4798               8.8550               2.2229              45.5100               4.0712               1.3111              25.2875               9.4696               1.9554             189.0450              42.9910              42.6799               0.3723               1.1789               6.9358\n",
       "1 1999-01-05               1.8944      NaN             NaN                     1.7965               1.6123      NaN                    0.5823              34.9170               7.4495              15.6466               0.7122             324.7000               9.1341      NaN                   250.8000           9,314.5100       NaN            NaN                   81.5300             130.9600           1,373.0100               4.7174               0.6657               0.4432              11.5960               4.4805               8.7745               2.2011              44.7450               4.0245               1.3168              26.5876               9.4025               1.9655             188.7750              42.8480              42.5048               0.3728               1.1790               6.7975\n",
       "2 1999-01-06               1.8820      NaN             NaN                     1.7711               1.6116      NaN                    0.5820              34.8500               7.4452              15.6466               0.7076             324.7200               9.1010      NaN                   250.6700           9,337.6800       NaN            NaN                   81.5400             131.4200           1,359.5400               4.6994               0.6649               0.4420              11.4705               4.4637               8.7335               2.1890              44.8720               4.0065               1.3168              27.4315               9.3050               1.9699             188.7000              42.7780              42.6949               0.3722               1.1743               6.7307\n",
       "3 1999-01-07               1.8474      NaN             NaN                     1.7602               1.6165      NaN                    0.5819              34.8860               7.4431              15.6466               0.7058             324.4000               9.0131      NaN                   250.0900           9,218.7700       NaN            NaN                   81.0600             129.4300           1,337.1600               4.6548               0.6627               0.4413              11.5511               4.4203               8.6295               2.1531              44.4360               4.0165               1.3092              26.9876               9.1800               1.9436             188.8000              42.7650              42.1678               0.3701               1.1632               6.8283\n",
       "4 1999-01-08               1.8406      NaN             NaN                     1.7643               1.6138      NaN                    0.5819              34.9380               7.4433              15.6466               0.7094             324.0000               9.0302      NaN                   250.1500           9,321.6300       NaN            NaN                   80.9900             130.0900           1,366.7300               4.6643               0.6654               0.4419              11.4414               4.4295               8.5900               2.1557              44.2950               4.0363               1.3143              27.2075               9.1650               1.9537             188.8400              42.5600              42.5590               0.3718               1.1659               6.7855"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import libraries and set display options\n",
    "import pandas as pd\n",
    "import pprint\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "# set frame width and center output\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"\"\"\n",
    "<style>\n",
    ".container {width:84% !important;\n",
    "}\n",
    "</style>\n",
    "\"\"\"))\n",
    "\n",
    "# pretty print options\n",
    "pd.options.display.float_format = '{:20,.4f}'.format\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 3000)\n",
    "pd.set_option('display.colheader_justify', 'center')\n",
    "pd.set_option('display.precision', 3)\n",
    "\n",
    "# open file\n",
    "x_rates = pd.read_csv(\"euro-daily-hist_1999_2020.csv\")\n",
    "# strip brackets and trailing space from country names\n",
    "# replace remaining space with underscore\n",
    "# lower case all column names\n",
    "x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\")\n",
    "x_rates.columns = x_rates.columns.str.rstrip()\n",
    "x_rates.columns = x_rates.columns.str.replace(\" \",\"_\")\n",
    "x_rates.columns = x_rates.columns.str.lower()\n",
    "\n",
    "# rename columns\n",
    "x_rates.rename(columns={\"period\\\\unit:\":\"date\",\n",
    "                        \"chinese_yuan_renminbi\":\"chinese_yuan\",\n",
    "                        \"uk_pound_sterling\":\"uk_pound\"}, inplace=True)\n",
    "\n",
    "# convert datetime\n",
    "x_rates[\"date\"] = pd.to_datetime(x_rates[\"date\"])\n",
    "\n",
    "# resort and reindex\n",
    "x_rates.sort_values(\"date\", inplace=True)\n",
    "x_rates.reset_index(drop=True, inplace=True)\n",
    "\n",
    "# convert hyphens in currency columns to NaN\n",
    "\n",
    "x_rates = x_rates.replace(\"-\", np.nan)\n",
    "\n",
    "# convert exchange rate values to float\n",
    "x_rates.iloc[:,1:] = x_rates.iloc[:,1:].astype(float)\n",
    "\n",
    "display(x_rates.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "27c42da0",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# create a list of data frames for each currency with log rate of the exchange rate, 30 day rolling mean, and year\n",
    "df_dict = {}\n",
    "for currency in x_rates.columns[1:]:\n",
    "    df_name = currency\n",
    "    df = x_rates[[\"date\", currency]].copy()\n",
    "    df[\"rolling_mean_30\"] = df[currency].rolling(30).mean()\n",
    "    df_dict[currency] = df\n",
    "\n",
    "# create a stand-alone date series\n",
    "chart_date = (x_rates[\"date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e62878ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7ddbadca4b1e4453b9a23696e64ab638",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=800.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# line graph showing Euro to four high frequency trading pairs overlapped\n",
    "%matplotlib widget\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "ax1 = ax.twinx()\n",
    "ax2 = ax.twinx()\n",
    "ax3 = ax.twinx()\n",
    "line = ax.plot(chart_date, df_dict[\"us_dollar\"][\"rolling_mean_30\"],\n",
    "               'tab:blue')\n",
    "line_1 = ax1.plot(chart_date, df_dict[\"japanese_yen\"][\"rolling_mean_30\"],\n",
    "                  'tab:orange')\n",
    "line_2 = ax2.plot(chart_date, df_dict[\"uk_pound\"][\"rolling_mean_30\"],\n",
    "                  'tab:green')\n",
    "line_3 = ax3.plot(chart_date, df_dict[\"australian_dollar\"][\"rolling_mean_30\"],\n",
    "                  'tab:red')\n",
    "ax.axvline(x=chart_date.iloc[3560], color=\"gold\", linewidth=2) # vline to highlight point on chart\n",
    "for ax in ax, ax1, ax2, ax3:\n",
    "    ax.set(yticks=[])\n",
    "    ax.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d/%y'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a3bc1860",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1999-01-04 00:00:00')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Timestamp('2001-09-11 00:00:00')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Timestamp('2008-08-01 00:00:00')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-08-27 00:00:00')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(chart_date.iloc[0])\n",
    "display(chart_date.iloc[701])\n",
    "display(chart_date.iloc[2499])\n",
    "display(chart_date.iloc[3560])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3e78b576",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      1999-01-04\n",
       "1      1999-01-05\n",
       "2      1999-01-06\n",
       "3      1999-01-07\n",
       "4      1999-01-08\n",
       "5      1999-01-11\n",
       "6      1999-01-12\n",
       "7      1999-01-13\n",
       "8      1999-01-14\n",
       "9      1999-01-15\n",
       "10     1999-01-18\n",
       "11     1999-01-19\n",
       "12     1999-01-20\n",
       "13     1999-01-21\n",
       "14     1999-01-22\n",
       "15     1999-01-25\n",
       "16     1999-01-26\n",
       "17     1999-01-27\n",
       "18     1999-01-28\n",
       "19     1999-01-29\n",
       "20     1999-02-01\n",
       "21     1999-02-02\n",
       "22     1999-02-03\n",
       "23     1999-02-04\n",
       "24     1999-02-05\n",
       "25     1999-02-08\n",
       "26     1999-02-09\n",
       "27     1999-02-10\n",
       "28     1999-02-11\n",
       "29     1999-02-12\n",
       "30     1999-02-15\n",
       "31     1999-02-16\n",
       "32     1999-02-17\n",
       "33     1999-02-18\n",
       "34     1999-02-19\n",
       "35     1999-02-22\n",
       "36     1999-02-23\n",
       "37     1999-02-24\n",
       "38     1999-02-25\n",
       "39     1999-02-26\n",
       "40     1999-03-01\n",
       "41     1999-03-02\n",
       "42     1999-03-03\n",
       "43     1999-03-04\n",
       "44     1999-03-05\n",
       "45     1999-03-08\n",
       "46     1999-03-09\n",
       "47     1999-03-10\n",
       "48     1999-03-11\n",
       "49     1999-03-12\n",
       "50     1999-03-15\n",
       "51     1999-03-16\n",
       "52     1999-03-17\n",
       "53     1999-03-18\n",
       "54     1999-03-19\n",
       "55     1999-03-22\n",
       "56     1999-03-23\n",
       "57     1999-03-24\n",
       "58     1999-03-25\n",
       "59     1999-03-26\n",
       "60     1999-03-29\n",
       "61     1999-03-30\n",
       "62     1999-03-31\n",
       "63     1999-04-01\n",
       "64     1999-04-02\n",
       "65     1999-04-05\n",
       "66     1999-04-06\n",
       "67     1999-04-07\n",
       "68     1999-04-08\n",
       "69     1999-04-09\n",
       "70     1999-04-12\n",
       "71     1999-04-13\n",
       "72     1999-04-14\n",
       "73     1999-04-15\n",
       "74     1999-04-16\n",
       "75     1999-04-19\n",
       "76     1999-04-20\n",
       "77     1999-04-21\n",
       "78     1999-04-22\n",
       "79     1999-04-23\n",
       "80     1999-04-26\n",
       "81     1999-04-27\n",
       "82     1999-04-28\n",
       "83     1999-04-29\n",
       "84     1999-04-30\n",
       "85     1999-05-03\n",
       "86     1999-05-04\n",
       "87     1999-05-05\n",
       "88     1999-05-06\n",
       "89     1999-05-07\n",
       "90     1999-05-10\n",
       "91     1999-05-11\n",
       "92     1999-05-12\n",
       "93     1999-05-13\n",
       "94     1999-05-14\n",
       "95     1999-05-17\n",
       "96     1999-05-18\n",
       "97     1999-05-19\n",
       "98     1999-05-20\n",
       "99     1999-05-21\n",
       "100    1999-05-24\n",
       "101    1999-05-25\n",
       "102    1999-05-26\n",
       "103    1999-05-27\n",
       "104    1999-05-28\n",
       "105    1999-05-31\n",
       "106    1999-06-01\n",
       "107    1999-06-02\n",
       "108    1999-06-03\n",
       "109    1999-06-04\n",
       "110    1999-06-07\n",
       "111    1999-06-08\n",
       "112    1999-06-09\n",
       "113    1999-06-10\n",
       "114    1999-06-11\n",
       "115    1999-06-14\n",
       "116    1999-06-15\n",
       "117    1999-06-16\n",
       "118    1999-06-17\n",
       "119    1999-06-18\n",
       "120    1999-06-21\n",
       "121    1999-06-22\n",
       "122    1999-06-23\n",
       "123    1999-06-24\n",
       "124    1999-06-25\n",
       "125    1999-06-28\n",
       "126    1999-06-29\n",
       "127    1999-06-30\n",
       "128    1999-07-01\n",
       "129    1999-07-02\n",
       "130    1999-07-05\n",
       "131    1999-07-06\n",
       "132    1999-07-07\n",
       "133    1999-07-08\n",
       "134    1999-07-09\n",
       "135    1999-07-12\n",
       "136    1999-07-13\n",
       "137    1999-07-14\n",
       "138    1999-07-15\n",
       "139    1999-07-16\n",
       "140    1999-07-19\n",
       "141    1999-07-20\n",
       "142    1999-07-21\n",
       "143    1999-07-22\n",
       "144    1999-07-23\n",
       "145    1999-07-26\n",
       "146    1999-07-27\n",
       "147    1999-07-28\n",
       "148    1999-07-29\n",
       "149    1999-07-30\n",
       "150    1999-08-02\n",
       "151    1999-08-03\n",
       "152    1999-08-04\n",
       "153    1999-08-05\n",
       "154    1999-08-06\n",
       "155    1999-08-09\n",
       "156    1999-08-10\n",
       "157    1999-08-11\n",
       "158    1999-08-12\n",
       "159    1999-08-13\n",
       "160    1999-08-16\n",
       "161    1999-08-17\n",
       "162    1999-08-18\n",
       "163    1999-08-19\n",
       "164    1999-08-20\n",
       "165    1999-08-23\n",
       "166    1999-08-24\n",
       "167    1999-08-25\n",
       "168    1999-08-26\n",
       "169    1999-08-27\n",
       "170    1999-08-30\n",
       "171    1999-08-31\n",
       "172    1999-09-01\n",
       "173    1999-09-02\n",
       "174    1999-09-03\n",
       "175    1999-09-06\n",
       "176    1999-09-07\n",
       "177    1999-09-08\n",
       "178    1999-09-09\n",
       "179    1999-09-10\n",
       "180    1999-09-13\n",
       "181    1999-09-14\n",
       "182    1999-09-15\n",
       "183    1999-09-16\n",
       "184    1999-09-17\n",
       "185    1999-09-20\n",
       "186    1999-09-21\n",
       "187    1999-09-22\n",
       "188    1999-09-23\n",
       "189    1999-09-24\n",
       "190    1999-09-27\n",
       "191    1999-09-28\n",
       "192    1999-09-29\n",
       "193    1999-09-30\n",
       "194    1999-10-01\n",
       "195    1999-10-04\n",
       "196    1999-10-05\n",
       "197    1999-10-06\n",
       "198    1999-10-07\n",
       "199    1999-10-08\n",
       "200    1999-10-11\n",
       "201    1999-10-12\n",
       "202    1999-10-13\n",
       "203    1999-10-14\n",
       "204    1999-10-15\n",
       "205    1999-10-18\n",
       "206    1999-10-19\n",
       "207    1999-10-20\n",
       "208    1999-10-21\n",
       "209    1999-10-22\n",
       "210    1999-10-25\n",
       "211    1999-10-26\n",
       "212    1999-10-27\n",
       "213    1999-10-28\n",
       "214    1999-10-29\n",
       "215    1999-11-01\n",
       "216    1999-11-02\n",
       "217    1999-11-03\n",
       "218    1999-11-04\n",
       "219    1999-11-05\n",
       "220    1999-11-08\n",
       "221    1999-11-09\n",
       "222    1999-11-10\n",
       "223    1999-11-11\n",
       "224    1999-11-12\n",
       "225    1999-11-15\n",
       "226    1999-11-16\n",
       "227    1999-11-17\n",
       "228    1999-11-18\n",
       "229    1999-11-19\n",
       "230    1999-11-22\n",
       "231    1999-11-23\n",
       "232    1999-11-24\n",
       "233    1999-11-25\n",
       "234    1999-11-26\n",
       "235    1999-11-29\n",
       "236    1999-11-30\n",
       "237    1999-12-01\n",
       "238    1999-12-02\n",
       "239    1999-12-03\n",
       "240    1999-12-06\n",
       "241    1999-12-07\n",
       "242    1999-12-08\n",
       "243    1999-12-09\n",
       "244    1999-12-10\n",
       "245    1999-12-13\n",
       "246    1999-12-14\n",
       "247    1999-12-15\n",
       "248    1999-12-16\n",
       "249    1999-12-17\n",
       "250    1999-12-20\n",
       "251    1999-12-21\n",
       "252    1999-12-22\n",
       "253    1999-12-23\n",
       "254    1999-12-24\n",
       "255    1999-12-27\n",
       "256    1999-12-28\n",
       "257    1999-12-29\n",
       "258    1999-12-30\n",
       "259    1999-12-31\n",
       "260    2000-01-03\n",
       "261    2000-01-04\n",
       "262    2000-01-05\n",
       "263    2000-01-06\n",
       "264    2000-01-07\n",
       "265    2000-01-10\n",
       "266    2000-01-11\n",
       "267    2000-01-12\n",
       "268    2000-01-13\n",
       "269    2000-01-14\n",
       "270    2000-01-17\n",
       "271    2000-01-18\n",
       "272    2000-01-19\n",
       "273    2000-01-20\n",
       "274    2000-01-21\n",
       "275    2000-01-24\n",
       "276    2000-01-25\n",
       "277    2000-01-26\n",
       "278    2000-01-27\n",
       "279    2000-01-28\n",
       "280    2000-01-31\n",
       "281    2000-02-01\n",
       "282    2000-02-02\n",
       "283    2000-02-03\n",
       "284    2000-02-04\n",
       "285    2000-02-07\n",
       "286    2000-02-08\n",
       "287    2000-02-09\n",
       "288    2000-02-10\n",
       "289    2000-02-11\n",
       "290    2000-02-14\n",
       "291    2000-02-15\n",
       "292    2000-02-16\n",
       "293    2000-02-17\n",
       "294    2000-02-18\n",
       "295    2000-02-21\n",
       "296    2000-02-22\n",
       "297    2000-02-23\n",
       "298    2000-02-24\n",
       "299    2000-02-25\n",
       "300    2000-02-28\n",
       "301    2000-02-29\n",
       "302    2000-03-01\n",
       "303    2000-03-02\n",
       "304    2000-03-03\n",
       "305    2000-03-06\n",
       "306    2000-03-07\n",
       "307    2000-03-08\n",
       "308    2000-03-09\n",
       "309    2000-03-10\n",
       "310    2000-03-13\n",
       "311    2000-03-14\n",
       "312    2000-03-15\n",
       "313    2000-03-16\n",
       "314    2000-03-17\n",
       "315    2000-03-20\n",
       "316    2000-03-21\n",
       "317    2000-03-22\n",
       "318    2000-03-23\n",
       "319    2000-03-24\n",
       "320    2000-03-27\n",
       "321    2000-03-28\n",
       "322    2000-03-29\n",
       "323    2000-03-30\n",
       "324    2000-03-31\n",
       "325    2000-04-03\n",
       "326    2000-04-04\n",
       "327    2000-04-05\n",
       "328    2000-04-06\n",
       "329    2000-04-07\n",
       "330    2000-04-10\n",
       "331    2000-04-11\n",
       "332    2000-04-12\n",
       "333    2000-04-13\n",
       "334    2000-04-14\n",
       "335    2000-04-17\n",
       "336    2000-04-18\n",
       "337    2000-04-19\n",
       "338    2000-04-20\n",
       "339    2000-04-21\n",
       "340    2000-04-24\n",
       "341    2000-04-25\n",
       "342    2000-04-26\n",
       "343    2000-04-27\n",
       "344    2000-04-28\n",
       "345    2000-05-01\n",
       "346    2000-05-02\n",
       "347    2000-05-03\n",
       "348    2000-05-04\n",
       "349    2000-05-05\n",
       "350    2000-05-08\n",
       "351    2000-05-09\n",
       "352    2000-05-10\n",
       "353    2000-05-11\n",
       "354    2000-05-12\n",
       "355    2000-05-15\n",
       "356    2000-05-16\n",
       "357    2000-05-17\n",
       "358    2000-05-18\n",
       "359    2000-05-19\n",
       "360    2000-05-22\n",
       "361    2000-05-23\n",
       "362    2000-05-24\n",
       "363    2000-05-25\n",
       "364    2000-05-26\n",
       "365    2000-05-29\n",
       "366    2000-05-30\n",
       "367    2000-05-31\n",
       "368    2000-06-01\n",
       "369    2000-06-02\n",
       "370    2000-06-05\n",
       "371    2000-06-06\n",
       "372    2000-06-07\n",
       "373    2000-06-08\n",
       "374    2000-06-09\n",
       "375    2000-06-12\n",
       "376    2000-06-13\n",
       "377    2000-06-14\n",
       "378    2000-06-15\n",
       "379    2000-06-16\n",
       "380    2000-06-19\n",
       "381    2000-06-20\n",
       "382    2000-06-21\n",
       "383    2000-06-22\n",
       "384    2000-06-23\n",
       "385    2000-06-26\n",
       "386    2000-06-27\n",
       "387    2000-06-28\n",
       "388    2000-06-29\n",
       "389    2000-06-30\n",
       "390    2000-07-03\n",
       "391    2000-07-04\n",
       "392    2000-07-05\n",
       "393    2000-07-06\n",
       "394    2000-07-07\n",
       "395    2000-07-10\n",
       "396    2000-07-11\n",
       "397    2000-07-12\n",
       "398    2000-07-13\n",
       "399    2000-07-14\n",
       "400    2000-07-17\n",
       "401    2000-07-18\n",
       "402    2000-07-19\n",
       "403    2000-07-20\n",
       "404    2000-07-21\n",
       "405    2000-07-24\n",
       "406    2000-07-25\n",
       "407    2000-07-26\n",
       "408    2000-07-27\n",
       "409    2000-07-28\n",
       "410    2000-07-31\n",
       "411    2000-08-01\n",
       "412    2000-08-02\n",
       "413    2000-08-03\n",
       "414    2000-08-04\n",
       "415    2000-08-07\n",
       "416    2000-08-08\n",
       "417    2000-08-09\n",
       "418    2000-08-10\n",
       "419    2000-08-11\n",
       "420    2000-08-14\n",
       "421    2000-08-15\n",
       "422    2000-08-16\n",
       "423    2000-08-17\n",
       "424    2000-08-18\n",
       "425    2000-08-21\n",
       "426    2000-08-22\n",
       "427    2000-08-23\n",
       "428    2000-08-24\n",
       "429    2000-08-25\n",
       "430    2000-08-28\n",
       "431    2000-08-29\n",
       "432    2000-08-30\n",
       "433    2000-08-31\n",
       "434    2000-09-01\n",
       "435    2000-09-04\n",
       "436    2000-09-05\n",
       "437    2000-09-06\n",
       "438    2000-09-07\n",
       "439    2000-09-08\n",
       "440    2000-09-11\n",
       "441    2000-09-12\n",
       "442    2000-09-13\n",
       "443    2000-09-14\n",
       "444    2000-09-15\n",
       "445    2000-09-18\n",
       "446    2000-09-19\n",
       "447    2000-09-20\n",
       "448    2000-09-21\n",
       "449    2000-09-22\n",
       "450    2000-09-25\n",
       "451    2000-09-26\n",
       "452    2000-09-27\n",
       "453    2000-09-28\n",
       "454    2000-09-29\n",
       "455    2000-10-02\n",
       "456    2000-10-03\n",
       "457    2000-10-04\n",
       "458    2000-10-05\n",
       "459    2000-10-06\n",
       "460    2000-10-09\n",
       "461    2000-10-10\n",
       "462    2000-10-11\n",
       "463    2000-10-12\n",
       "464    2000-10-13\n",
       "465    2000-10-16\n",
       "466    2000-10-17\n",
       "467    2000-10-18\n",
       "468    2000-10-19\n",
       "469    2000-10-20\n",
       "470    2000-10-23\n",
       "471    2000-10-24\n",
       "472    2000-10-25\n",
       "473    2000-10-26\n",
       "474    2000-10-27\n",
       "475    2000-10-30\n",
       "476    2000-10-31\n",
       "477    2000-11-01\n",
       "478    2000-11-02\n",
       "479    2000-11-03\n",
       "480    2000-11-06\n",
       "481    2000-11-07\n",
       "482    2000-11-08\n",
       "483    2000-11-09\n",
       "484    2000-11-10\n",
       "485    2000-11-13\n",
       "486    2000-11-14\n",
       "487    2000-11-15\n",
       "488    2000-11-16\n",
       "489    2000-11-17\n",
       "490    2000-11-20\n",
       "491    2000-11-21\n",
       "492    2000-11-22\n",
       "493    2000-11-23\n",
       "494    2000-11-24\n",
       "495    2000-11-27\n",
       "496    2000-11-28\n",
       "497    2000-11-29\n",
       "498    2000-11-30\n",
       "499    2000-12-01\n",
       "500    2000-12-04\n",
       "501    2000-12-05\n",
       "502    2000-12-06\n",
       "503    2000-12-07\n",
       "504    2000-12-08\n",
       "505    2000-12-11\n",
       "506    2000-12-12\n",
       "507    2000-12-13\n",
       "508    2000-12-14\n",
       "509    2000-12-15\n",
       "510    2000-12-18\n",
       "511    2000-12-19\n",
       "512    2000-12-20\n",
       "513    2000-12-21\n",
       "514    2000-12-22\n",
       "515    2000-12-25\n",
       "516    2000-12-26\n",
       "517    2000-12-27\n",
       "518    2000-12-28\n",
       "519    2000-12-29\n",
       "520    2001-01-01\n",
       "521    2001-01-02\n",
       "522    2001-01-03\n",
       "523    2001-01-04\n",
       "524    2001-01-05\n",
       "525    2001-01-08\n",
       "526    2001-01-09\n",
       "527    2001-01-10\n",
       "528    2001-01-11\n",
       "529    2001-01-12\n",
       "530    2001-01-15\n",
       "531    2001-01-16\n",
       "532    2001-01-17\n",
       "533    2001-01-18\n",
       "534    2001-01-19\n",
       "535    2001-01-22\n",
       "536    2001-01-23\n",
       "537    2001-01-24\n",
       "538    2001-01-25\n",
       "539    2001-01-26\n",
       "540    2001-01-29\n",
       "541    2001-01-30\n",
       "542    2001-01-31\n",
       "543    2001-02-01\n",
       "544    2001-02-02\n",
       "545    2001-02-05\n",
       "546    2001-02-06\n",
       "547    2001-02-07\n",
       "548    2001-02-08\n",
       "549    2001-02-09\n",
       "550    2001-02-12\n",
       "551    2001-02-13\n",
       "552    2001-02-14\n",
       "553    2001-02-15\n",
       "554    2001-02-16\n",
       "555    2001-02-19\n",
       "556    2001-02-20\n",
       "557    2001-02-21\n",
       "558    2001-02-22\n",
       "559    2001-02-23\n",
       "560    2001-02-26\n",
       "561    2001-02-27\n",
       "562    2001-02-28\n",
       "563    2001-03-01\n",
       "564    2001-03-02\n",
       "565    2001-03-05\n",
       "566    2001-03-06\n",
       "567    2001-03-07\n",
       "568    2001-03-08\n",
       "569    2001-03-09\n",
       "570    2001-03-12\n",
       "571    2001-03-13\n",
       "572    2001-03-14\n",
       "573    2001-03-15\n",
       "574    2001-03-16\n",
       "575    2001-03-19\n",
       "576    2001-03-20\n",
       "577    2001-03-21\n",
       "578    2001-03-22\n",
       "579    2001-03-23\n",
       "580    2001-03-26\n",
       "581    2001-03-27\n",
       "582    2001-03-28\n",
       "583    2001-03-29\n",
       "584    2001-03-30\n",
       "585    2001-04-02\n",
       "586    2001-04-03\n",
       "587    2001-04-04\n",
       "588    2001-04-05\n",
       "589    2001-04-06\n",
       "590    2001-04-09\n",
       "591    2001-04-10\n",
       "592    2001-04-11\n",
       "593    2001-04-12\n",
       "594    2001-04-13\n",
       "595    2001-04-16\n",
       "596    2001-04-17\n",
       "597    2001-04-18\n",
       "598    2001-04-19\n",
       "599    2001-04-20\n",
       "600    2001-04-23\n",
       "601    2001-04-24\n",
       "602    2001-04-25\n",
       "603    2001-04-26\n",
       "604    2001-04-27\n",
       "605    2001-04-30\n",
       "606    2001-05-01\n",
       "607    2001-05-02\n",
       "608    2001-05-03\n",
       "609    2001-05-04\n",
       "610    2001-05-07\n",
       "611    2001-05-08\n",
       "612    2001-05-09\n",
       "613    2001-05-10\n",
       "614    2001-05-11\n",
       "615    2001-05-14\n",
       "616    2001-05-15\n",
       "617    2001-05-16\n",
       "618    2001-05-17\n",
       "619    2001-05-18\n",
       "620    2001-05-21\n",
       "621    2001-05-22\n",
       "622    2001-05-23\n",
       "623    2001-05-24\n",
       "624    2001-05-25\n",
       "625    2001-05-28\n",
       "626    2001-05-29\n",
       "627    2001-05-30\n",
       "628    2001-05-31\n",
       "629    2001-06-01\n",
       "630    2001-06-04\n",
       "631    2001-06-05\n",
       "632    2001-06-06\n",
       "633    2001-06-07\n",
       "634    2001-06-08\n",
       "635    2001-06-11\n",
       "636    2001-06-12\n",
       "637    2001-06-13\n",
       "638    2001-06-14\n",
       "639    2001-06-15\n",
       "640    2001-06-18\n",
       "641    2001-06-19\n",
       "642    2001-06-20\n",
       "643    2001-06-21\n",
       "644    2001-06-22\n",
       "645    2001-06-25\n",
       "646    2001-06-26\n",
       "647    2001-06-27\n",
       "648    2001-06-28\n",
       "649    2001-06-29\n",
       "650    2001-07-02\n",
       "651    2001-07-03\n",
       "652    2001-07-04\n",
       "653    2001-07-05\n",
       "654    2001-07-06\n",
       "655    2001-07-09\n",
       "656    2001-07-10\n",
       "657    2001-07-11\n",
       "658    2001-07-12\n",
       "659    2001-07-13\n",
       "660    2001-07-16\n",
       "661    2001-07-17\n",
       "662    2001-07-18\n",
       "663    2001-07-19\n",
       "664    2001-07-20\n",
       "665    2001-07-23\n",
       "666    2001-07-24\n",
       "667    2001-07-25\n",
       "668    2001-07-26\n",
       "669    2001-07-27\n",
       "670    2001-07-30\n",
       "671    2001-07-31\n",
       "672    2001-08-01\n",
       "673    2001-08-02\n",
       "674    2001-08-03\n",
       "675    2001-08-06\n",
       "676    2001-08-07\n",
       "677    2001-08-08\n",
       "678    2001-08-09\n",
       "679    2001-08-10\n",
       "680    2001-08-13\n",
       "681    2001-08-14\n",
       "682    2001-08-15\n",
       "683    2001-08-16\n",
       "684    2001-08-17\n",
       "685    2001-08-20\n",
       "686    2001-08-21\n",
       "687    2001-08-22\n",
       "688    2001-08-23\n",
       "689    2001-08-24\n",
       "690    2001-08-27\n",
       "691    2001-08-28\n",
       "692    2001-08-29\n",
       "693    2001-08-30\n",
       "694    2001-08-31\n",
       "695    2001-09-03\n",
       "696    2001-09-04\n",
       "697    2001-09-05\n",
       "698    2001-09-06\n",
       "699    2001-09-07\n",
       "700    2001-09-10\n",
       "701    2001-09-11\n",
       "702    2001-09-12\n",
       "703    2001-09-13\n",
       "704    2001-09-14\n",
       "705    2001-09-17\n",
       "706    2001-09-18\n",
       "707    2001-09-19\n",
       "708    2001-09-20\n",
       "709    2001-09-21\n",
       "710    2001-09-24\n",
       "711    2001-09-25\n",
       "712    2001-09-26\n",
       "713    2001-09-27\n",
       "714    2001-09-28\n",
       "715    2001-10-01\n",
       "716    2001-10-02\n",
       "717    2001-10-03\n",
       "718    2001-10-04\n",
       "719    2001-10-05\n",
       "720    2001-10-08\n",
       "721    2001-10-09\n",
       "722    2001-10-10\n",
       "723    2001-10-11\n",
       "724    2001-10-12\n",
       "725    2001-10-15\n",
       "726    2001-10-16\n",
       "727    2001-10-17\n",
       "728    2001-10-18\n",
       "729    2001-10-19\n",
       "730    2001-10-22\n",
       "731    2001-10-23\n",
       "732    2001-10-24\n",
       "733    2001-10-25\n",
       "734    2001-10-26\n",
       "735    2001-10-29\n",
       "736    2001-10-30\n",
       "737    2001-10-31\n",
       "738    2001-11-01\n",
       "739    2001-11-02\n",
       "740    2001-11-05\n",
       "741    2001-11-06\n",
       "742    2001-11-07\n",
       "743    2001-11-08\n",
       "744    2001-11-09\n",
       "745    2001-11-12\n",
       "746    2001-11-13\n",
       "747    2001-11-14\n",
       "748    2001-11-15\n",
       "749    2001-11-16\n",
       "750    2001-11-19\n",
       "751    2001-11-20\n",
       "752    2001-11-21\n",
       "753    2001-11-22\n",
       "754    2001-11-23\n",
       "755    2001-11-26\n",
       "756    2001-11-27\n",
       "757    2001-11-28\n",
       "758    2001-11-29\n",
       "759    2001-11-30\n",
       "760    2001-12-03\n",
       "761    2001-12-04\n",
       "762    2001-12-05\n",
       "763    2001-12-06\n",
       "764    2001-12-07\n",
       "765    2001-12-10\n",
       "766    2001-12-11\n",
       "767    2001-12-12\n",
       "768    2001-12-13\n",
       "769    2001-12-14\n",
       "770    2001-12-17\n",
       "771    2001-12-18\n",
       "772    2001-12-19\n",
       "773    2001-12-20\n",
       "774    2001-12-21\n",
       "775    2001-12-24\n",
       "776    2001-12-25\n",
       "777    2001-12-26\n",
       "778    2001-12-27\n",
       "779    2001-12-28\n",
       "780    2001-12-31\n",
       "781    2002-01-01\n",
       "782    2002-01-02\n",
       "783    2002-01-03\n",
       "784    2002-01-04\n",
       "785    2002-01-07\n",
       "786    2002-01-08\n",
       "787    2002-01-09\n",
       "788    2002-01-10\n",
       "789    2002-01-11\n",
       "790    2002-01-14\n",
       "791    2002-01-15\n",
       "792    2002-01-16\n",
       "793    2002-01-17\n",
       "794    2002-01-18\n",
       "795    2002-01-21\n",
       "796    2002-01-22\n",
       "797    2002-01-23\n",
       "798    2002-01-24\n",
       "799    2002-01-25\n",
       "800    2002-01-28\n",
       "801    2002-01-29\n",
       "802    2002-01-30\n",
       "803    2002-01-31\n",
       "804    2002-02-01\n",
       "805    2002-02-04\n",
       "806    2002-02-05\n",
       "807    2002-02-06\n",
       "808    2002-02-07\n",
       "809    2002-02-08\n",
       "810    2002-02-11\n",
       "811    2002-02-12\n",
       "812    2002-02-13\n",
       "813    2002-02-14\n",
       "814    2002-02-15\n",
       "815    2002-02-18\n",
       "816    2002-02-19\n",
       "817    2002-02-20\n",
       "818    2002-02-21\n",
       "819    2002-02-22\n",
       "820    2002-02-25\n",
       "821    2002-02-26\n",
       "822    2002-02-27\n",
       "823    2002-02-28\n",
       "824    2002-03-01\n",
       "825    2002-03-04\n",
       "826    2002-03-05\n",
       "827    2002-03-06\n",
       "828    2002-03-07\n",
       "829    2002-03-08\n",
       "830    2002-03-11\n",
       "831    2002-03-12\n",
       "832    2002-03-13\n",
       "833    2002-03-14\n",
       "834    2002-03-15\n",
       "835    2002-03-18\n",
       "836    2002-03-19\n",
       "837    2002-03-20\n",
       "838    2002-03-21\n",
       "839    2002-03-22\n",
       "840    2002-03-25\n",
       "841    2002-03-26\n",
       "842    2002-03-27\n",
       "843    2002-03-28\n",
       "844    2002-03-29\n",
       "845    2002-04-01\n",
       "846    2002-04-02\n",
       "847    2002-04-03\n",
       "848    2002-04-04\n",
       "849    2002-04-05\n",
       "850    2002-04-08\n",
       "851    2002-04-09\n",
       "852    2002-04-10\n",
       "853    2002-04-11\n",
       "854    2002-04-12\n",
       "855    2002-04-15\n",
       "856    2002-04-16\n",
       "857    2002-04-17\n",
       "858    2002-04-18\n",
       "859    2002-04-19\n",
       "860    2002-04-22\n",
       "861    2002-04-23\n",
       "862    2002-04-24\n",
       "863    2002-04-25\n",
       "864    2002-04-26\n",
       "865    2002-04-29\n",
       "866    2002-04-30\n",
       "867    2002-05-01\n",
       "868    2002-05-02\n",
       "869    2002-05-03\n",
       "870    2002-05-06\n",
       "871    2002-05-07\n",
       "872    2002-05-08\n",
       "873    2002-05-09\n",
       "874    2002-05-10\n",
       "875    2002-05-13\n",
       "876    2002-05-14\n",
       "877    2002-05-15\n",
       "878    2002-05-16\n",
       "879    2002-05-17\n",
       "880    2002-05-20\n",
       "881    2002-05-21\n",
       "882    2002-05-22\n",
       "883    2002-05-23\n",
       "884    2002-05-24\n",
       "885    2002-05-27\n",
       "886    2002-05-28\n",
       "887    2002-05-29\n",
       "888    2002-05-30\n",
       "889    2002-05-31\n",
       "890    2002-06-03\n",
       "891    2002-06-04\n",
       "892    2002-06-05\n",
       "893    2002-06-06\n",
       "894    2002-06-07\n",
       "895    2002-06-10\n",
       "896    2002-06-11\n",
       "897    2002-06-12\n",
       "898    2002-06-13\n",
       "899    2002-06-14\n",
       "900    2002-06-17\n",
       "901    2002-06-18\n",
       "902    2002-06-19\n",
       "903    2002-06-20\n",
       "904    2002-06-21\n",
       "905    2002-06-24\n",
       "906    2002-06-25\n",
       "907    2002-06-26\n",
       "908    2002-06-27\n",
       "909    2002-06-28\n",
       "910    2002-07-01\n",
       "911    2002-07-02\n",
       "912    2002-07-03\n",
       "913    2002-07-04\n",
       "914    2002-07-05\n",
       "915    2002-07-08\n",
       "916    2002-07-09\n",
       "917    2002-07-10\n",
       "918    2002-07-11\n",
       "919    2002-07-12\n",
       "920    2002-07-15\n",
       "921    2002-07-16\n",
       "922    2002-07-17\n",
       "923    2002-07-18\n",
       "924    2002-07-19\n",
       "925    2002-07-22\n",
       "926    2002-07-23\n",
       "927    2002-07-24\n",
       "928    2002-07-25\n",
       "929    2002-07-26\n",
       "930    2002-07-29\n",
       "931    2002-07-30\n",
       "932    2002-07-31\n",
       "933    2002-08-01\n",
       "934    2002-08-02\n",
       "935    2002-08-05\n",
       "936    2002-08-06\n",
       "937    2002-08-07\n",
       "938    2002-08-08\n",
       "939    2002-08-09\n",
       "940    2002-08-12\n",
       "941    2002-08-13\n",
       "942    2002-08-14\n",
       "943    2002-08-15\n",
       "944    2002-08-16\n",
       "945    2002-08-19\n",
       "946    2002-08-20\n",
       "947    2002-08-21\n",
       "948    2002-08-22\n",
       "949    2002-08-23\n",
       "950    2002-08-26\n",
       "951    2002-08-27\n",
       "952    2002-08-28\n",
       "953    2002-08-29\n",
       "954    2002-08-30\n",
       "955    2002-09-02\n",
       "956    2002-09-03\n",
       "957    2002-09-04\n",
       "958    2002-09-05\n",
       "959    2002-09-06\n",
       "960    2002-09-09\n",
       "961    2002-09-10\n",
       "962    2002-09-11\n",
       "963    2002-09-12\n",
       "964    2002-09-13\n",
       "965    2002-09-16\n",
       "966    2002-09-17\n",
       "967    2002-09-18\n",
       "968    2002-09-19\n",
       "969    2002-09-20\n",
       "970    2002-09-23\n",
       "971    2002-09-24\n",
       "972    2002-09-25\n",
       "973    2002-09-26\n",
       "974    2002-09-27\n",
       "975    2002-09-30\n",
       "976    2002-10-01\n",
       "977    2002-10-02\n",
       "978    2002-10-03\n",
       "979    2002-10-04\n",
       "980    2002-10-07\n",
       "981    2002-10-08\n",
       "982    2002-10-09\n",
       "983    2002-10-10\n",
       "984    2002-10-11\n",
       "985    2002-10-14\n",
       "986    2002-10-15\n",
       "987    2002-10-16\n",
       "988    2002-10-17\n",
       "989    2002-10-18\n",
       "990    2002-10-21\n",
       "991    2002-10-22\n",
       "992    2002-10-23\n",
       "993    2002-10-24\n",
       "994    2002-10-25\n",
       "995    2002-10-28\n",
       "996    2002-10-29\n",
       "997    2002-10-30\n",
       "998    2002-10-31\n",
       "999    2002-11-01\n",
       "1000   2002-11-04\n",
       "1001   2002-11-05\n",
       "1002   2002-11-06\n",
       "1003   2002-11-07\n",
       "1004   2002-11-08\n",
       "1005   2002-11-11\n",
       "1006   2002-11-12\n",
       "1007   2002-11-13\n",
       "1008   2002-11-14\n",
       "1009   2002-11-15\n",
       "1010   2002-11-18\n",
       "1011   2002-11-19\n",
       "1012   2002-11-20\n",
       "1013   2002-11-21\n",
       "1014   2002-11-22\n",
       "1015   2002-11-25\n",
       "1016   2002-11-26\n",
       "1017   2002-11-27\n",
       "1018   2002-11-28\n",
       "1019   2002-11-29\n",
       "1020   2002-12-02\n",
       "1021   2002-12-03\n",
       "1022   2002-12-04\n",
       "1023   2002-12-05\n",
       "1024   2002-12-06\n",
       "1025   2002-12-09\n",
       "1026   2002-12-10\n",
       "1027   2002-12-11\n",
       "1028   2002-12-12\n",
       "1029   2002-12-13\n",
       "1030   2002-12-16\n",
       "1031   2002-12-17\n",
       "1032   2002-12-18\n",
       "1033   2002-12-19\n",
       "1034   2002-12-20\n",
       "1035   2002-12-23\n",
       "1036   2002-12-24\n",
       "1037   2002-12-25\n",
       "1038   2002-12-26\n",
       "1039   2002-12-27\n",
       "1040   2002-12-30\n",
       "1041   2002-12-31\n",
       "1042   2003-01-01\n",
       "1043   2003-01-02\n",
       "1044   2003-01-03\n",
       "1045   2003-01-06\n",
       "1046   2003-01-07\n",
       "1047   2003-01-08\n",
       "1048   2003-01-09\n",
       "1049   2003-01-10\n",
       "1050   2003-01-13\n",
       "1051   2003-01-14\n",
       "1052   2003-01-15\n",
       "1053   2003-01-16\n",
       "1054   2003-01-17\n",
       "1055   2003-01-20\n",
       "1056   2003-01-21\n",
       "1057   2003-01-22\n",
       "1058   2003-01-23\n",
       "1059   2003-01-24\n",
       "1060   2003-01-27\n",
       "1061   2003-01-28\n",
       "1062   2003-01-29\n",
       "1063   2003-01-30\n",
       "1064   2003-01-31\n",
       "1065   2003-02-03\n",
       "1066   2003-02-04\n",
       "1067   2003-02-05\n",
       "1068   2003-02-06\n",
       "1069   2003-02-07\n",
       "1070   2003-02-10\n",
       "1071   2003-02-11\n",
       "1072   2003-02-12\n",
       "1073   2003-02-13\n",
       "1074   2003-02-14\n",
       "1075   2003-02-17\n",
       "1076   2003-02-18\n",
       "1077   2003-02-19\n",
       "1078   2003-02-20\n",
       "1079   2003-02-21\n",
       "1080   2003-02-24\n",
       "1081   2003-02-25\n",
       "1082   2003-02-26\n",
       "1083   2003-02-27\n",
       "1084   2003-02-28\n",
       "1085   2003-03-03\n",
       "1086   2003-03-04\n",
       "1087   2003-03-05\n",
       "1088   2003-03-06\n",
       "1089   2003-03-07\n",
       "1090   2003-03-10\n",
       "1091   2003-03-11\n",
       "1092   2003-03-12\n",
       "1093   2003-03-13\n",
       "1094   2003-03-14\n",
       "1095   2003-03-17\n",
       "1096   2003-03-18\n",
       "1097   2003-03-19\n",
       "1098   2003-03-20\n",
       "1099   2003-03-21\n",
       "1100   2003-03-24\n",
       "1101   2003-03-25\n",
       "1102   2003-03-26\n",
       "1103   2003-03-27\n",
       "1104   2003-03-28\n",
       "1105   2003-03-31\n",
       "1106   2003-04-01\n",
       "1107   2003-04-02\n",
       "1108   2003-04-03\n",
       "1109   2003-04-04\n",
       "1110   2003-04-07\n",
       "1111   2003-04-08\n",
       "1112   2003-04-09\n",
       "1113   2003-04-10\n",
       "1114   2003-04-11\n",
       "1115   2003-04-14\n",
       "1116   2003-04-15\n",
       "1117   2003-04-16\n",
       "1118   2003-04-17\n",
       "1119   2003-04-18\n",
       "1120   2003-04-21\n",
       "1121   2003-04-22\n",
       "1122   2003-04-23\n",
       "1123   2003-04-24\n",
       "1124   2003-04-25\n",
       "1125   2003-04-28\n",
       "1126   2003-04-29\n",
       "1127   2003-04-30\n",
       "1128   2003-05-01\n",
       "1129   2003-05-02\n",
       "1130   2003-05-05\n",
       "1131   2003-05-06\n",
       "1132   2003-05-07\n",
       "1133   2003-05-08\n",
       "1134   2003-05-09\n",
       "1135   2003-05-12\n",
       "1136   2003-05-13\n",
       "1137   2003-05-14\n",
       "1138   2003-05-15\n",
       "1139   2003-05-16\n",
       "1140   2003-05-19\n",
       "1141   2003-05-20\n",
       "1142   2003-05-21\n",
       "1143   2003-05-22\n",
       "1144   2003-05-23\n",
       "1145   2003-05-26\n",
       "1146   2003-05-27\n",
       "1147   2003-05-28\n",
       "1148   2003-05-29\n",
       "1149   2003-05-30\n",
       "1150   2003-06-02\n",
       "1151   2003-06-03\n",
       "1152   2003-06-04\n",
       "1153   2003-06-05\n",
       "1154   2003-06-06\n",
       "1155   2003-06-09\n",
       "1156   2003-06-10\n",
       "1157   2003-06-11\n",
       "1158   2003-06-12\n",
       "1159   2003-06-13\n",
       "1160   2003-06-16\n",
       "1161   2003-06-17\n",
       "1162   2003-06-18\n",
       "1163   2003-06-19\n",
       "1164   2003-06-20\n",
       "1165   2003-06-23\n",
       "1166   2003-06-24\n",
       "1167   2003-06-25\n",
       "1168   2003-06-26\n",
       "1169   2003-06-27\n",
       "1170   2003-06-30\n",
       "1171   2003-07-01\n",
       "1172   2003-07-02\n",
       "1173   2003-07-03\n",
       "1174   2003-07-04\n",
       "1175   2003-07-07\n",
       "1176   2003-07-08\n",
       "1177   2003-07-09\n",
       "1178   2003-07-10\n",
       "1179   2003-07-11\n",
       "1180   2003-07-14\n",
       "1181   2003-07-15\n",
       "1182   2003-07-16\n",
       "1183   2003-07-17\n",
       "1184   2003-07-18\n",
       "1185   2003-07-21\n",
       "1186   2003-07-22\n",
       "1187   2003-07-23\n",
       "1188   2003-07-24\n",
       "1189   2003-07-25\n",
       "1190   2003-07-28\n",
       "1191   2003-07-29\n",
       "1192   2003-07-30\n",
       "1193   2003-07-31\n",
       "1194   2003-08-01\n",
       "1195   2003-08-04\n",
       "1196   2003-08-05\n",
       "1197   2003-08-06\n",
       "1198   2003-08-07\n",
       "1199   2003-08-08\n",
       "1200   2003-08-11\n",
       "1201   2003-08-12\n",
       "1202   2003-08-13\n",
       "1203   2003-08-14\n",
       "1204   2003-08-15\n",
       "1205   2003-08-18\n",
       "1206   2003-08-19\n",
       "1207   2003-08-20\n",
       "1208   2003-08-21\n",
       "1209   2003-08-22\n",
       "1210   2003-08-25\n",
       "1211   2003-08-26\n",
       "1212   2003-08-27\n",
       "1213   2003-08-28\n",
       "1214   2003-08-29\n",
       "1215   2003-09-01\n",
       "1216   2003-09-02\n",
       "1217   2003-09-03\n",
       "1218   2003-09-04\n",
       "1219   2003-09-05\n",
       "1220   2003-09-08\n",
       "1221   2003-09-09\n",
       "1222   2003-09-10\n",
       "1223   2003-09-11\n",
       "1224   2003-09-12\n",
       "1225   2003-09-15\n",
       "1226   2003-09-16\n",
       "1227   2003-09-17\n",
       "1228   2003-09-18\n",
       "1229   2003-09-19\n",
       "1230   2003-09-22\n",
       "1231   2003-09-23\n",
       "1232   2003-09-24\n",
       "1233   2003-09-25\n",
       "1234   2003-09-26\n",
       "1235   2003-09-29\n",
       "1236   2003-09-30\n",
       "1237   2003-10-01\n",
       "1238   2003-10-02\n",
       "1239   2003-10-03\n",
       "1240   2003-10-06\n",
       "1241   2003-10-07\n",
       "1242   2003-10-08\n",
       "1243   2003-10-09\n",
       "1244   2003-10-10\n",
       "1245   2003-10-13\n",
       "1246   2003-10-14\n",
       "1247   2003-10-15\n",
       "1248   2003-10-16\n",
       "1249   2003-10-17\n",
       "1250   2003-10-20\n",
       "1251   2003-10-21\n",
       "1252   2003-10-22\n",
       "1253   2003-10-23\n",
       "1254   2003-10-24\n",
       "1255   2003-10-27\n",
       "1256   2003-10-28\n",
       "1257   2003-10-29\n",
       "1258   2003-10-30\n",
       "1259   2003-10-31\n",
       "1260   2003-11-03\n",
       "1261   2003-11-04\n",
       "1262   2003-11-05\n",
       "1263   2003-11-06\n",
       "1264   2003-11-07\n",
       "1265   2003-11-10\n",
       "1266   2003-11-11\n",
       "1267   2003-11-12\n",
       "1268   2003-11-13\n",
       "1269   2003-11-14\n",
       "1270   2003-11-17\n",
       "1271   2003-11-18\n",
       "1272   2003-11-19\n",
       "1273   2003-11-20\n",
       "1274   2003-11-21\n",
       "1275   2003-11-24\n",
       "1276   2003-11-25\n",
       "1277   2003-11-26\n",
       "1278   2003-11-27\n",
       "1279   2003-11-28\n",
       "1280   2003-12-01\n",
       "1281   2003-12-02\n",
       "1282   2003-12-03\n",
       "1283   2003-12-04\n",
       "1284   2003-12-05\n",
       "1285   2003-12-08\n",
       "1286   2003-12-09\n",
       "1287   2003-12-10\n",
       "1288   2003-12-11\n",
       "1289   2003-12-12\n",
       "1290   2003-12-15\n",
       "1291   2003-12-16\n",
       "1292   2003-12-17\n",
       "1293   2003-12-18\n",
       "1294   2003-12-19\n",
       "1295   2003-12-22\n",
       "1296   2003-12-23\n",
       "1297   2003-12-24\n",
       "1298   2003-12-25\n",
       "1299   2003-12-26\n",
       "1300   2003-12-29\n",
       "1301   2003-12-30\n",
       "1302   2003-12-31\n",
       "1303   2004-01-01\n",
       "1304   2004-01-02\n",
       "1305   2004-01-05\n",
       "1306   2004-01-06\n",
       "1307   2004-01-07\n",
       "1308   2004-01-08\n",
       "1309   2004-01-09\n",
       "1310   2004-01-12\n",
       "1311   2004-01-13\n",
       "1312   2004-01-14\n",
       "1313   2004-01-15\n",
       "1314   2004-01-16\n",
       "1315   2004-01-19\n",
       "1316   2004-01-20\n",
       "1317   2004-01-21\n",
       "1318   2004-01-22\n",
       "1319   2004-01-23\n",
       "1320   2004-01-26\n",
       "1321   2004-01-27\n",
       "1322   2004-01-28\n",
       "1323   2004-01-29\n",
       "1324   2004-01-30\n",
       "1325   2004-02-02\n",
       "1326   2004-02-03\n",
       "1327   2004-02-04\n",
       "1328   2004-02-05\n",
       "1329   2004-02-06\n",
       "1330   2004-02-09\n",
       "1331   2004-02-10\n",
       "1332   2004-02-11\n",
       "1333   2004-02-12\n",
       "1334   2004-02-13\n",
       "1335   2004-02-16\n",
       "1336   2004-02-17\n",
       "1337   2004-02-18\n",
       "1338   2004-02-19\n",
       "1339   2004-02-20\n",
       "1340   2004-02-23\n",
       "1341   2004-02-24\n",
       "1342   2004-02-25\n",
       "1343   2004-02-26\n",
       "1344   2004-02-27\n",
       "1345   2004-03-01\n",
       "1346   2004-03-02\n",
       "1347   2004-03-03\n",
       "1348   2004-03-04\n",
       "1349   2004-03-05\n",
       "1350   2004-03-08\n",
       "1351   2004-03-09\n",
       "1352   2004-03-10\n",
       "1353   2004-03-11\n",
       "1354   2004-03-12\n",
       "1355   2004-03-15\n",
       "1356   2004-03-16\n",
       "1357   2004-03-17\n",
       "1358   2004-03-18\n",
       "1359   2004-03-19\n",
       "1360   2004-03-22\n",
       "1361   2004-03-23\n",
       "1362   2004-03-24\n",
       "1363   2004-03-25\n",
       "1364   2004-03-26\n",
       "1365   2004-03-29\n",
       "1366   2004-03-30\n",
       "1367   2004-03-31\n",
       "1368   2004-04-01\n",
       "1369   2004-04-02\n",
       "1370   2004-04-05\n",
       "1371   2004-04-06\n",
       "1372   2004-04-07\n",
       "1373   2004-04-08\n",
       "1374   2004-04-09\n",
       "1375   2004-04-12\n",
       "1376   2004-04-13\n",
       "1377   2004-04-14\n",
       "1378   2004-04-15\n",
       "1379   2004-04-16\n",
       "1380   2004-04-19\n",
       "1381   2004-04-20\n",
       "1382   2004-04-21\n",
       "1383   2004-04-22\n",
       "1384   2004-04-23\n",
       "1385   2004-04-26\n",
       "1386   2004-04-27\n",
       "1387   2004-04-28\n",
       "1388   2004-04-29\n",
       "1389   2004-04-30\n",
       "1390   2004-05-03\n",
       "1391   2004-05-04\n",
       "1392   2004-05-05\n",
       "1393   2004-05-06\n",
       "1394   2004-05-07\n",
       "1395   2004-05-10\n",
       "1396   2004-05-11\n",
       "1397   2004-05-12\n",
       "1398   2004-05-13\n",
       "1399   2004-05-14\n",
       "1400   2004-05-17\n",
       "1401   2004-05-18\n",
       "1402   2004-05-19\n",
       "1403   2004-05-20\n",
       "1404   2004-05-21\n",
       "1405   2004-05-24\n",
       "1406   2004-05-25\n",
       "1407   2004-05-26\n",
       "1408   2004-05-27\n",
       "1409   2004-05-28\n",
       "1410   2004-05-31\n",
       "1411   2004-06-01\n",
       "1412   2004-06-02\n",
       "1413   2004-06-03\n",
       "1414   2004-06-04\n",
       "1415   2004-06-07\n",
       "1416   2004-06-08\n",
       "1417   2004-06-09\n",
       "1418   2004-06-10\n",
       "1419   2004-06-11\n",
       "1420   2004-06-14\n",
       "1421   2004-06-15\n",
       "1422   2004-06-16\n",
       "1423   2004-06-17\n",
       "1424   2004-06-18\n",
       "1425   2004-06-21\n",
       "1426   2004-06-22\n",
       "1427   2004-06-23\n",
       "1428   2004-06-24\n",
       "1429   2004-06-25\n",
       "1430   2004-06-28\n",
       "1431   2004-06-29\n",
       "1432   2004-06-30\n",
       "1433   2004-07-01\n",
       "1434   2004-07-02\n",
       "1435   2004-07-05\n",
       "1436   2004-07-06\n",
       "1437   2004-07-07\n",
       "1438   2004-07-08\n",
       "1439   2004-07-09\n",
       "1440   2004-07-12\n",
       "1441   2004-07-13\n",
       "1442   2004-07-14\n",
       "1443   2004-07-15\n",
       "1444   2004-07-16\n",
       "1445   2004-07-19\n",
       "1446   2004-07-20\n",
       "1447   2004-07-21\n",
       "1448   2004-07-22\n",
       "1449   2004-07-23\n",
       "1450   2004-07-26\n",
       "1451   2004-07-27\n",
       "1452   2004-07-28\n",
       "1453   2004-07-29\n",
       "1454   2004-07-30\n",
       "1455   2004-08-02\n",
       "1456   2004-08-03\n",
       "1457   2004-08-04\n",
       "1458   2004-08-05\n",
       "1459   2004-08-06\n",
       "1460   2004-08-09\n",
       "1461   2004-08-10\n",
       "1462   2004-08-11\n",
       "1463   2004-08-12\n",
       "1464   2004-08-13\n",
       "1465   2004-08-16\n",
       "1466   2004-08-17\n",
       "1467   2004-08-18\n",
       "1468   2004-08-19\n",
       "1469   2004-08-20\n",
       "1470   2004-08-23\n",
       "1471   2004-08-24\n",
       "1472   2004-08-25\n",
       "1473   2004-08-26\n",
       "1474   2004-08-27\n",
       "1475   2004-08-30\n",
       "1476   2004-08-31\n",
       "1477   2004-09-01\n",
       "1478   2004-09-02\n",
       "1479   2004-09-03\n",
       "1480   2004-09-06\n",
       "1481   2004-09-07\n",
       "1482   2004-09-08\n",
       "1483   2004-09-09\n",
       "1484   2004-09-10\n",
       "1485   2004-09-13\n",
       "1486   2004-09-14\n",
       "1487   2004-09-15\n",
       "1488   2004-09-16\n",
       "1489   2004-09-17\n",
       "1490   2004-09-20\n",
       "1491   2004-09-21\n",
       "1492   2004-09-22\n",
       "1493   2004-09-23\n",
       "1494   2004-09-24\n",
       "1495   2004-09-27\n",
       "1496   2004-09-28\n",
       "1497   2004-09-29\n",
       "1498   2004-09-30\n",
       "1499   2004-10-01\n",
       "1500   2004-10-04\n",
       "1501   2004-10-05\n",
       "1502   2004-10-06\n",
       "1503   2004-10-07\n",
       "1504   2004-10-08\n",
       "1505   2004-10-11\n",
       "1506   2004-10-12\n",
       "1507   2004-10-13\n",
       "1508   2004-10-14\n",
       "1509   2004-10-15\n",
       "1510   2004-10-18\n",
       "1511   2004-10-19\n",
       "1512   2004-10-20\n",
       "1513   2004-10-21\n",
       "1514   2004-10-22\n",
       "1515   2004-10-25\n",
       "1516   2004-10-26\n",
       "1517   2004-10-27\n",
       "1518   2004-10-28\n",
       "1519   2004-10-29\n",
       "1520   2004-11-01\n",
       "1521   2004-11-02\n",
       "1522   2004-11-03\n",
       "1523   2004-11-04\n",
       "1524   2004-11-05\n",
       "1525   2004-11-08\n",
       "1526   2004-11-09\n",
       "1527   2004-11-10\n",
       "1528   2004-11-11\n",
       "1529   2004-11-12\n",
       "1530   2004-11-15\n",
       "1531   2004-11-16\n",
       "1532   2004-11-17\n",
       "1533   2004-11-18\n",
       "1534   2004-11-19\n",
       "1535   2004-11-22\n",
       "1536   2004-11-23\n",
       "1537   2004-11-24\n",
       "1538   2004-11-25\n",
       "1539   2004-11-26\n",
       "1540   2004-11-29\n",
       "1541   2004-11-30\n",
       "1542   2004-12-01\n",
       "1543   2004-12-02\n",
       "1544   2004-12-03\n",
       "1545   2004-12-06\n",
       "1546   2004-12-07\n",
       "1547   2004-12-08\n",
       "1548   2004-12-09\n",
       "1549   2004-12-10\n",
       "1550   2004-12-13\n",
       "1551   2004-12-14\n",
       "1552   2004-12-15\n",
       "1553   2004-12-16\n",
       "1554   2004-12-17\n",
       "1555   2004-12-20\n",
       "1556   2004-12-21\n",
       "1557   2004-12-22\n",
       "1558   2004-12-23\n",
       "1559   2004-12-24\n",
       "1560   2004-12-27\n",
       "1561   2004-12-28\n",
       "1562   2004-12-29\n",
       "1563   2004-12-30\n",
       "1564   2004-12-31\n",
       "1565   2005-01-03\n",
       "1566   2005-01-04\n",
       "1567   2005-01-05\n",
       "1568   2005-01-06\n",
       "1569   2005-01-07\n",
       "1570   2005-01-10\n",
       "1571   2005-01-11\n",
       "1572   2005-01-12\n",
       "1573   2005-01-13\n",
       "1574   2005-01-14\n",
       "1575   2005-01-17\n",
       "1576   2005-01-18\n",
       "1577   2005-01-19\n",
       "1578   2005-01-20\n",
       "1579   2005-01-21\n",
       "1580   2005-01-24\n",
       "1581   2005-01-25\n",
       "1582   2005-01-26\n",
       "1583   2005-01-27\n",
       "1584   2005-01-28\n",
       "1585   2005-01-31\n",
       "1586   2005-02-01\n",
       "1587   2005-02-02\n",
       "1588   2005-02-03\n",
       "1589   2005-02-04\n",
       "1590   2005-02-07\n",
       "1591   2005-02-08\n",
       "1592   2005-02-09\n",
       "1593   2005-02-10\n",
       "1594   2005-02-11\n",
       "1595   2005-02-14\n",
       "1596   2005-02-15\n",
       "1597   2005-02-16\n",
       "1598   2005-02-17\n",
       "1599   2005-02-18\n",
       "1600   2005-02-21\n",
       "1601   2005-02-22\n",
       "1602   2005-02-23\n",
       "1603   2005-02-24\n",
       "1604   2005-02-25\n",
       "1605   2005-02-28\n",
       "1606   2005-03-01\n",
       "1607   2005-03-02\n",
       "1608   2005-03-03\n",
       "1609   2005-03-04\n",
       "1610   2005-03-07\n",
       "1611   2005-03-08\n",
       "1612   2005-03-09\n",
       "1613   2005-03-10\n",
       "1614   2005-03-11\n",
       "1615   2005-03-14\n",
       "1616   2005-03-15\n",
       "1617   2005-03-16\n",
       "1618   2005-03-17\n",
       "1619   2005-03-18\n",
       "1620   2005-03-21\n",
       "1621   2005-03-22\n",
       "1622   2005-03-23\n",
       "1623   2005-03-24\n",
       "1624   2005-03-25\n",
       "1625   2005-03-28\n",
       "1626   2005-03-29\n",
       "1627   2005-03-30\n",
       "1628   2005-03-31\n",
       "1629   2005-04-01\n",
       "1630   2005-04-04\n",
       "1631   2005-04-05\n",
       "1632   2005-04-06\n",
       "1633   2005-04-07\n",
       "1634   2005-04-08\n",
       "1635   2005-04-11\n",
       "1636   2005-04-12\n",
       "1637   2005-04-13\n",
       "1638   2005-04-14\n",
       "1639   2005-04-15\n",
       "1640   2005-04-18\n",
       "1641   2005-04-19\n",
       "1642   2005-04-20\n",
       "1643   2005-04-21\n",
       "1644   2005-04-22\n",
       "1645   2005-04-25\n",
       "1646   2005-04-26\n",
       "1647   2005-04-27\n",
       "1648   2005-04-28\n",
       "1649   2005-04-29\n",
       "1650   2005-05-02\n",
       "1651   2005-05-03\n",
       "1652   2005-05-04\n",
       "1653   2005-05-05\n",
       "1654   2005-05-06\n",
       "1655   2005-05-09\n",
       "1656   2005-05-10\n",
       "1657   2005-05-11\n",
       "1658   2005-05-12\n",
       "1659   2005-05-13\n",
       "1660   2005-05-16\n",
       "1661   2005-05-17\n",
       "1662   2005-05-18\n",
       "1663   2005-05-19\n",
       "1664   2005-05-20\n",
       "1665   2005-05-23\n",
       "1666   2005-05-24\n",
       "1667   2005-05-25\n",
       "1668   2005-05-26\n",
       "1669   2005-05-27\n",
       "1670   2005-05-30\n",
       "1671   2005-05-31\n",
       "1672   2005-06-01\n",
       "1673   2005-06-02\n",
       "1674   2005-06-03\n",
       "1675   2005-06-06\n",
       "1676   2005-06-07\n",
       "1677   2005-06-08\n",
       "1678   2005-06-09\n",
       "1679   2005-06-10\n",
       "1680   2005-06-13\n",
       "1681   2005-06-14\n",
       "1682   2005-06-15\n",
       "1683   2005-06-16\n",
       "1684   2005-06-17\n",
       "1685   2005-06-20\n",
       "1686   2005-06-21\n",
       "1687   2005-06-22\n",
       "1688   2005-06-23\n",
       "1689   2005-06-24\n",
       "1690   2005-06-27\n",
       "1691   2005-06-28\n",
       "1692   2005-06-29\n",
       "1693   2005-06-30\n",
       "1694   2005-07-01\n",
       "1695   2005-07-04\n",
       "1696   2005-07-05\n",
       "1697   2005-07-06\n",
       "1698   2005-07-07\n",
       "1699   2005-07-08\n",
       "1700   2005-07-11\n",
       "1701   2005-07-12\n",
       "1702   2005-07-13\n",
       "1703   2005-07-14\n",
       "1704   2005-07-15\n",
       "1705   2005-07-18\n",
       "1706   2005-07-19\n",
       "1707   2005-07-20\n",
       "1708   2005-07-21\n",
       "1709   2005-07-22\n",
       "1710   2005-07-25\n",
       "1711   2005-07-26\n",
       "1712   2005-07-27\n",
       "1713   2005-07-28\n",
       "1714   2005-07-29\n",
       "1715   2005-08-01\n",
       "1716   2005-08-02\n",
       "1717   2005-08-03\n",
       "1718   2005-08-04\n",
       "1719   2005-08-05\n",
       "1720   2005-08-08\n",
       "1721   2005-08-09\n",
       "1722   2005-08-10\n",
       "1723   2005-08-11\n",
       "1724   2005-08-12\n",
       "1725   2005-08-15\n",
       "1726   2005-08-16\n",
       "1727   2005-08-17\n",
       "1728   2005-08-18\n",
       "1729   2005-08-19\n",
       "1730   2005-08-22\n",
       "1731   2005-08-23\n",
       "1732   2005-08-24\n",
       "1733   2005-08-25\n",
       "1734   2005-08-26\n",
       "1735   2005-08-29\n",
       "1736   2005-08-30\n",
       "1737   2005-08-31\n",
       "1738   2005-09-01\n",
       "1739   2005-09-02\n",
       "1740   2005-09-05\n",
       "1741   2005-09-06\n",
       "1742   2005-09-07\n",
       "1743   2005-09-08\n",
       "1744   2005-09-09\n",
       "1745   2005-09-12\n",
       "1746   2005-09-13\n",
       "1747   2005-09-14\n",
       "1748   2005-09-15\n",
       "1749   2005-09-16\n",
       "1750   2005-09-19\n",
       "1751   2005-09-20\n",
       "1752   2005-09-21\n",
       "1753   2005-09-22\n",
       "1754   2005-09-23\n",
       "1755   2005-09-26\n",
       "1756   2005-09-27\n",
       "1757   2005-09-28\n",
       "1758   2005-09-29\n",
       "1759   2005-09-30\n",
       "1760   2005-10-03\n",
       "1761   2005-10-04\n",
       "1762   2005-10-05\n",
       "1763   2005-10-06\n",
       "1764   2005-10-07\n",
       "1765   2005-10-10\n",
       "1766   2005-10-11\n",
       "1767   2005-10-12\n",
       "1768   2005-10-13\n",
       "1769   2005-10-14\n",
       "1770   2005-10-17\n",
       "1771   2005-10-18\n",
       "1772   2005-10-19\n",
       "1773   2005-10-20\n",
       "1774   2005-10-21\n",
       "1775   2005-10-24\n",
       "1776   2005-10-25\n",
       "1777   2005-10-26\n",
       "1778   2005-10-27\n",
       "1779   2005-10-28\n",
       "1780   2005-10-31\n",
       "1781   2005-11-01\n",
       "1782   2005-11-02\n",
       "1783   2005-11-03\n",
       "1784   2005-11-04\n",
       "1785   2005-11-07\n",
       "1786   2005-11-08\n",
       "1787   2005-11-09\n",
       "1788   2005-11-10\n",
       "1789   2005-11-11\n",
       "1790   2005-11-14\n",
       "1791   2005-11-15\n",
       "1792   2005-11-16\n",
       "1793   2005-11-17\n",
       "1794   2005-11-18\n",
       "1795   2005-11-21\n",
       "1796   2005-11-22\n",
       "1797   2005-11-23\n",
       "1798   2005-11-24\n",
       "1799   2005-11-25\n",
       "1800   2005-11-28\n",
       "1801   2005-11-29\n",
       "1802   2005-11-30\n",
       "1803   2005-12-01\n",
       "1804   2005-12-02\n",
       "1805   2005-12-05\n",
       "1806   2005-12-06\n",
       "1807   2005-12-07\n",
       "1808   2005-12-08\n",
       "1809   2005-12-09\n",
       "1810   2005-12-12\n",
       "1811   2005-12-13\n",
       "1812   2005-12-14\n",
       "1813   2005-12-15\n",
       "1814   2005-12-16\n",
       "1815   2005-12-19\n",
       "1816   2005-12-20\n",
       "1817   2005-12-21\n",
       "1818   2005-12-22\n",
       "1819   2005-12-23\n",
       "1820   2005-12-26\n",
       "1821   2005-12-27\n",
       "1822   2005-12-28\n",
       "1823   2005-12-29\n",
       "1824   2005-12-30\n",
       "1825   2006-01-02\n",
       "1826   2006-01-03\n",
       "1827   2006-01-04\n",
       "1828   2006-01-05\n",
       "1829   2006-01-06\n",
       "1830   2006-01-09\n",
       "1831   2006-01-10\n",
       "1832   2006-01-11\n",
       "1833   2006-01-12\n",
       "1834   2006-01-13\n",
       "1835   2006-01-16\n",
       "1836   2006-01-17\n",
       "1837   2006-01-18\n",
       "1838   2006-01-19\n",
       "1839   2006-01-20\n",
       "1840   2006-01-23\n",
       "1841   2006-01-24\n",
       "1842   2006-01-25\n",
       "1843   2006-01-26\n",
       "1844   2006-01-27\n",
       "1845   2006-01-30\n",
       "1846   2006-01-31\n",
       "1847   2006-02-01\n",
       "1848   2006-02-02\n",
       "1849   2006-02-03\n",
       "1850   2006-02-06\n",
       "1851   2006-02-07\n",
       "1852   2006-02-08\n",
       "1853   2006-02-09\n",
       "1854   2006-02-10\n",
       "1855   2006-02-13\n",
       "1856   2006-02-14\n",
       "1857   2006-02-15\n",
       "1858   2006-02-16\n",
       "1859   2006-02-17\n",
       "1860   2006-02-20\n",
       "1861   2006-02-21\n",
       "1862   2006-02-22\n",
       "1863   2006-02-23\n",
       "1864   2006-02-24\n",
       "1865   2006-02-27\n",
       "1866   2006-02-28\n",
       "1867   2006-03-01\n",
       "1868   2006-03-02\n",
       "1869   2006-03-03\n",
       "1870   2006-03-06\n",
       "1871   2006-03-07\n",
       "1872   2006-03-08\n",
       "1873   2006-03-09\n",
       "1874   2006-03-10\n",
       "1875   2006-03-13\n",
       "1876   2006-03-14\n",
       "1877   2006-03-15\n",
       "1878   2006-03-16\n",
       "1879   2006-03-17\n",
       "1880   2006-03-20\n",
       "1881   2006-03-21\n",
       "1882   2006-03-22\n",
       "1883   2006-03-23\n",
       "1884   2006-03-24\n",
       "1885   2006-03-27\n",
       "1886   2006-03-28\n",
       "1887   2006-03-29\n",
       "1888   2006-03-30\n",
       "1889   2006-03-31\n",
       "1890   2006-04-03\n",
       "1891   2006-04-04\n",
       "1892   2006-04-05\n",
       "1893   2006-04-06\n",
       "1894   2006-04-07\n",
       "1895   2006-04-10\n",
       "1896   2006-04-11\n",
       "1897   2006-04-12\n",
       "1898   2006-04-13\n",
       "1899   2006-04-14\n",
       "1900   2006-04-17\n",
       "1901   2006-04-18\n",
       "1902   2006-04-19\n",
       "1903   2006-04-20\n",
       "1904   2006-04-21\n",
       "1905   2006-04-24\n",
       "1906   2006-04-25\n",
       "1907   2006-04-26\n",
       "1908   2006-04-27\n",
       "1909   2006-04-28\n",
       "1910   2006-05-01\n",
       "1911   2006-05-02\n",
       "1912   2006-05-03\n",
       "1913   2006-05-04\n",
       "1914   2006-05-05\n",
       "1915   2006-05-08\n",
       "1916   2006-05-09\n",
       "1917   2006-05-10\n",
       "1918   2006-05-11\n",
       "1919   2006-05-12\n",
       "1920   2006-05-15\n",
       "1921   2006-05-16\n",
       "1922   2006-05-17\n",
       "1923   2006-05-18\n",
       "1924   2006-05-19\n",
       "1925   2006-05-22\n",
       "1926   2006-05-23\n",
       "1927   2006-05-24\n",
       "1928   2006-05-25\n",
       "1929   2006-05-26\n",
       "1930   2006-05-29\n",
       "1931   2006-05-30\n",
       "1932   2006-05-31\n",
       "1933   2006-06-01\n",
       "1934   2006-06-02\n",
       "1935   2006-06-05\n",
       "1936   2006-06-06\n",
       "1937   2006-06-07\n",
       "1938   2006-06-08\n",
       "1939   2006-06-09\n",
       "1940   2006-06-12\n",
       "1941   2006-06-13\n",
       "1942   2006-06-14\n",
       "1943   2006-06-15\n",
       "1944   2006-06-16\n",
       "1945   2006-06-19\n",
       "1946   2006-06-20\n",
       "1947   2006-06-21\n",
       "1948   2006-06-22\n",
       "1949   2006-06-23\n",
       "1950   2006-06-26\n",
       "1951   2006-06-27\n",
       "1952   2006-06-28\n",
       "1953   2006-06-29\n",
       "1954   2006-06-30\n",
       "1955   2006-07-03\n",
       "1956   2006-07-04\n",
       "1957   2006-07-05\n",
       "1958   2006-07-06\n",
       "1959   2006-07-07\n",
       "1960   2006-07-10\n",
       "1961   2006-07-11\n",
       "1962   2006-07-12\n",
       "1963   2006-07-13\n",
       "1964   2006-07-14\n",
       "1965   2006-07-17\n",
       "1966   2006-07-18\n",
       "1967   2006-07-19\n",
       "1968   2006-07-20\n",
       "1969   2006-07-21\n",
       "1970   2006-07-24\n",
       "1971   2006-07-25\n",
       "1972   2006-07-26\n",
       "1973   2006-07-27\n",
       "1974   2006-07-28\n",
       "1975   2006-07-31\n",
       "1976   2006-08-01\n",
       "1977   2006-08-02\n",
       "1978   2006-08-03\n",
       "1979   2006-08-04\n",
       "1980   2006-08-07\n",
       "1981   2006-08-08\n",
       "1982   2006-08-09\n",
       "1983   2006-08-10\n",
       "1984   2006-08-11\n",
       "1985   2006-08-14\n",
       "1986   2006-08-15\n",
       "1987   2006-08-16\n",
       "1988   2006-08-17\n",
       "1989   2006-08-18\n",
       "1990   2006-08-21\n",
       "1991   2006-08-22\n",
       "1992   2006-08-23\n",
       "1993   2006-08-24\n",
       "1994   2006-08-25\n",
       "1995   2006-08-28\n",
       "1996   2006-08-29\n",
       "1997   2006-08-30\n",
       "1998   2006-08-31\n",
       "1999   2006-09-01\n",
       "2000   2006-09-04\n",
       "2001   2006-09-05\n",
       "2002   2006-09-06\n",
       "2003   2006-09-07\n",
       "2004   2006-09-08\n",
       "2005   2006-09-11\n",
       "2006   2006-09-12\n",
       "2007   2006-09-13\n",
       "2008   2006-09-14\n",
       "2009   2006-09-15\n",
       "2010   2006-09-18\n",
       "2011   2006-09-19\n",
       "2012   2006-09-20\n",
       "2013   2006-09-21\n",
       "2014   2006-09-22\n",
       "2015   2006-09-25\n",
       "2016   2006-09-26\n",
       "2017   2006-09-27\n",
       "2018   2006-09-28\n",
       "2019   2006-09-29\n",
       "2020   2006-10-02\n",
       "2021   2006-10-03\n",
       "2022   2006-10-04\n",
       "2023   2006-10-05\n",
       "2024   2006-10-06\n",
       "2025   2006-10-09\n",
       "2026   2006-10-10\n",
       "2027   2006-10-11\n",
       "2028   2006-10-12\n",
       "2029   2006-10-13\n",
       "2030   2006-10-16\n",
       "2031   2006-10-17\n",
       "2032   2006-10-18\n",
       "2033   2006-10-19\n",
       "2034   2006-10-20\n",
       "2035   2006-10-23\n",
       "2036   2006-10-24\n",
       "2037   2006-10-25\n",
       "2038   2006-10-26\n",
       "2039   2006-10-27\n",
       "2040   2006-10-30\n",
       "2041   2006-10-31\n",
       "2042   2006-11-01\n",
       "2043   2006-11-02\n",
       "2044   2006-11-03\n",
       "2045   2006-11-06\n",
       "2046   2006-11-07\n",
       "2047   2006-11-08\n",
       "2048   2006-11-09\n",
       "2049   2006-11-10\n",
       "2050   2006-11-13\n",
       "2051   2006-11-14\n",
       "2052   2006-11-15\n",
       "2053   2006-11-16\n",
       "2054   2006-11-17\n",
       "2055   2006-11-20\n",
       "2056   2006-11-21\n",
       "2057   2006-11-22\n",
       "2058   2006-11-23\n",
       "2059   2006-11-24\n",
       "2060   2006-11-27\n",
       "2061   2006-11-28\n",
       "2062   2006-11-29\n",
       "2063   2006-11-30\n",
       "2064   2006-12-01\n",
       "2065   2006-12-04\n",
       "2066   2006-12-05\n",
       "2067   2006-12-06\n",
       "2068   2006-12-07\n",
       "2069   2006-12-08\n",
       "2070   2006-12-11\n",
       "2071   2006-12-12\n",
       "2072   2006-12-13\n",
       "2073   2006-12-14\n",
       "2074   2006-12-15\n",
       "2075   2006-12-18\n",
       "2076   2006-12-19\n",
       "2077   2006-12-20\n",
       "2078   2006-12-21\n",
       "2079   2006-12-22\n",
       "2080   2006-12-25\n",
       "2081   2006-12-26\n",
       "2082   2006-12-27\n",
       "2083   2006-12-28\n",
       "2084   2006-12-29\n",
       "2085   2007-01-01\n",
       "2086   2007-01-02\n",
       "2087   2007-01-03\n",
       "2088   2007-01-04\n",
       "2089   2007-01-05\n",
       "2090   2007-01-08\n",
       "2091   2007-01-09\n",
       "2092   2007-01-10\n",
       "2093   2007-01-11\n",
       "2094   2007-01-12\n",
       "2095   2007-01-15\n",
       "2096   2007-01-16\n",
       "2097   2007-01-17\n",
       "2098   2007-01-18\n",
       "2099   2007-01-19\n",
       "2100   2007-01-22\n",
       "2101   2007-01-23\n",
       "2102   2007-01-24\n",
       "2103   2007-01-25\n",
       "2104   2007-01-26\n",
       "2105   2007-01-29\n",
       "2106   2007-01-30\n",
       "2107   2007-01-31\n",
       "2108   2007-02-01\n",
       "2109   2007-02-02\n",
       "2110   2007-02-05\n",
       "2111   2007-02-06\n",
       "2112   2007-02-07\n",
       "2113   2007-02-08\n",
       "2114   2007-02-09\n",
       "2115   2007-02-12\n",
       "2116   2007-02-13\n",
       "2117   2007-02-14\n",
       "2118   2007-02-15\n",
       "2119   2007-02-16\n",
       "2120   2007-02-19\n",
       "2121   2007-02-20\n",
       "2122   2007-02-21\n",
       "2123   2007-02-22\n",
       "2124   2007-02-23\n",
       "2125   2007-02-26\n",
       "2126   2007-02-27\n",
       "2127   2007-02-28\n",
       "2128   2007-03-01\n",
       "2129   2007-03-02\n",
       "2130   2007-03-05\n",
       "2131   2007-03-06\n",
       "2132   2007-03-07\n",
       "2133   2007-03-08\n",
       "2134   2007-03-09\n",
       "2135   2007-03-12\n",
       "2136   2007-03-13\n",
       "2137   2007-03-14\n",
       "2138   2007-03-15\n",
       "2139   2007-03-16\n",
       "2140   2007-03-19\n",
       "2141   2007-03-20\n",
       "2142   2007-03-21\n",
       "2143   2007-03-22\n",
       "2144   2007-03-23\n",
       "2145   2007-03-26\n",
       "2146   2007-03-27\n",
       "2147   2007-03-28\n",
       "2148   2007-03-29\n",
       "2149   2007-03-30\n",
       "2150   2007-04-02\n",
       "2151   2007-04-03\n",
       "2152   2007-04-04\n",
       "2153   2007-04-05\n",
       "2154   2007-04-06\n",
       "2155   2007-04-09\n",
       "2156   2007-04-10\n",
       "2157   2007-04-11\n",
       "2158   2007-04-12\n",
       "2159   2007-04-13\n",
       "2160   2007-04-16\n",
       "2161   2007-04-17\n",
       "2162   2007-04-18\n",
       "2163   2007-04-19\n",
       "2164   2007-04-20\n",
       "2165   2007-04-23\n",
       "2166   2007-04-24\n",
       "2167   2007-04-25\n",
       "2168   2007-04-26\n",
       "2169   2007-04-27\n",
       "2170   2007-04-30\n",
       "2171   2007-05-01\n",
       "2172   2007-05-02\n",
       "2173   2007-05-03\n",
       "2174   2007-05-04\n",
       "2175   2007-05-07\n",
       "2176   2007-05-08\n",
       "2177   2007-05-09\n",
       "2178   2007-05-10\n",
       "2179   2007-05-11\n",
       "2180   2007-05-14\n",
       "2181   2007-05-15\n",
       "2182   2007-05-16\n",
       "2183   2007-05-17\n",
       "2184   2007-05-18\n",
       "2185   2007-05-21\n",
       "2186   2007-05-22\n",
       "2187   2007-05-23\n",
       "2188   2007-05-24\n",
       "2189   2007-05-25\n",
       "2190   2007-05-28\n",
       "2191   2007-05-29\n",
       "2192   2007-05-30\n",
       "2193   2007-05-31\n",
       "2194   2007-06-01\n",
       "2195   2007-06-04\n",
       "2196   2007-06-05\n",
       "2197   2007-06-06\n",
       "2198   2007-06-07\n",
       "2199   2007-06-08\n",
       "2200   2007-06-11\n",
       "2201   2007-06-12\n",
       "2202   2007-06-13\n",
       "2203   2007-06-14\n",
       "2204   2007-06-15\n",
       "2205   2007-06-18\n",
       "2206   2007-06-19\n",
       "2207   2007-06-20\n",
       "2208   2007-06-21\n",
       "2209   2007-06-22\n",
       "2210   2007-06-25\n",
       "2211   2007-06-26\n",
       "2212   2007-06-27\n",
       "2213   2007-06-28\n",
       "2214   2007-06-29\n",
       "2215   2007-07-02\n",
       "2216   2007-07-03\n",
       "2217   2007-07-04\n",
       "2218   2007-07-05\n",
       "2219   2007-07-06\n",
       "2220   2007-07-09\n",
       "2221   2007-07-10\n",
       "2222   2007-07-11\n",
       "2223   2007-07-12\n",
       "2224   2007-07-13\n",
       "2225   2007-07-16\n",
       "2226   2007-07-17\n",
       "2227   2007-07-18\n",
       "2228   2007-07-19\n",
       "2229   2007-07-20\n",
       "2230   2007-07-23\n",
       "2231   2007-07-24\n",
       "2232   2007-07-25\n",
       "2233   2007-07-26\n",
       "2234   2007-07-27\n",
       "2235   2007-07-30\n",
       "2236   2007-07-31\n",
       "2237   2007-08-01\n",
       "2238   2007-08-02\n",
       "2239   2007-08-03\n",
       "2240   2007-08-06\n",
       "2241   2007-08-07\n",
       "2242   2007-08-08\n",
       "2243   2007-08-09\n",
       "2244   2007-08-10\n",
       "2245   2007-08-13\n",
       "2246   2007-08-14\n",
       "2247   2007-08-15\n",
       "2248   2007-08-16\n",
       "2249   2007-08-17\n",
       "2250   2007-08-20\n",
       "2251   2007-08-21\n",
       "2252   2007-08-22\n",
       "2253   2007-08-23\n",
       "2254   2007-08-24\n",
       "2255   2007-08-27\n",
       "2256   2007-08-28\n",
       "2257   2007-08-29\n",
       "2258   2007-08-30\n",
       "2259   2007-08-31\n",
       "2260   2007-09-03\n",
       "2261   2007-09-04\n",
       "2262   2007-09-05\n",
       "2263   2007-09-06\n",
       "2264   2007-09-07\n",
       "2265   2007-09-10\n",
       "2266   2007-09-11\n",
       "2267   2007-09-12\n",
       "2268   2007-09-13\n",
       "2269   2007-09-14\n",
       "2270   2007-09-17\n",
       "2271   2007-09-18\n",
       "2272   2007-09-19\n",
       "2273   2007-09-20\n",
       "2274   2007-09-21\n",
       "2275   2007-09-24\n",
       "2276   2007-09-25\n",
       "2277   2007-09-26\n",
       "2278   2007-09-27\n",
       "2279   2007-09-28\n",
       "2280   2007-10-01\n",
       "2281   2007-10-02\n",
       "2282   2007-10-03\n",
       "2283   2007-10-04\n",
       "2284   2007-10-05\n",
       "2285   2007-10-08\n",
       "2286   2007-10-09\n",
       "2287   2007-10-10\n",
       "2288   2007-10-11\n",
       "2289   2007-10-12\n",
       "2290   2007-10-15\n",
       "2291   2007-10-16\n",
       "2292   2007-10-17\n",
       "2293   2007-10-18\n",
       "2294   2007-10-19\n",
       "2295   2007-10-22\n",
       "2296   2007-10-23\n",
       "2297   2007-10-24\n",
       "2298   2007-10-25\n",
       "2299   2007-10-26\n",
       "2300   2007-10-29\n",
       "2301   2007-10-30\n",
       "2302   2007-10-31\n",
       "2303   2007-11-01\n",
       "2304   2007-11-02\n",
       "2305   2007-11-05\n",
       "2306   2007-11-06\n",
       "2307   2007-11-07\n",
       "2308   2007-11-08\n",
       "2309   2007-11-09\n",
       "2310   2007-11-12\n",
       "2311   2007-11-13\n",
       "2312   2007-11-14\n",
       "2313   2007-11-15\n",
       "2314   2007-11-16\n",
       "2315   2007-11-19\n",
       "2316   2007-11-20\n",
       "2317   2007-11-21\n",
       "2318   2007-11-22\n",
       "2319   2007-11-23\n",
       "2320   2007-11-26\n",
       "2321   2007-11-27\n",
       "2322   2007-11-28\n",
       "2323   2007-11-29\n",
       "2324   2007-11-30\n",
       "2325   2007-12-03\n",
       "2326   2007-12-04\n",
       "2327   2007-12-05\n",
       "2328   2007-12-06\n",
       "2329   2007-12-07\n",
       "2330   2007-12-10\n",
       "2331   2007-12-11\n",
       "2332   2007-12-12\n",
       "2333   2007-12-13\n",
       "2334   2007-12-14\n",
       "2335   2007-12-17\n",
       "2336   2007-12-18\n",
       "2337   2007-12-19\n",
       "2338   2007-12-20\n",
       "2339   2007-12-21\n",
       "2340   2007-12-24\n",
       "2341   2007-12-25\n",
       "2342   2007-12-26\n",
       "2343   2007-12-27\n",
       "2344   2007-12-28\n",
       "2345   2007-12-31\n",
       "2346   2008-01-01\n",
       "2347   2008-01-02\n",
       "2348   2008-01-03\n",
       "2349   2008-01-04\n",
       "2350   2008-01-07\n",
       "2351   2008-01-08\n",
       "2352   2008-01-09\n",
       "2353   2008-01-10\n",
       "2354   2008-01-11\n",
       "2355   2008-01-14\n",
       "2356   2008-01-15\n",
       "2357   2008-01-16\n",
       "2358   2008-01-17\n",
       "2359   2008-01-18\n",
       "2360   2008-01-21\n",
       "2361   2008-01-22\n",
       "2362   2008-01-23\n",
       "2363   2008-01-24\n",
       "2364   2008-01-25\n",
       "2365   2008-01-28\n",
       "2366   2008-01-29\n",
       "2367   2008-01-30\n",
       "2368   2008-01-31\n",
       "2369   2008-02-01\n",
       "2370   2008-02-04\n",
       "2371   2008-02-05\n",
       "2372   2008-02-06\n",
       "2373   2008-02-07\n",
       "2374   2008-02-08\n",
       "2375   2008-02-11\n",
       "2376   2008-02-12\n",
       "2377   2008-02-13\n",
       "2378   2008-02-14\n",
       "2379   2008-02-15\n",
       "2380   2008-02-18\n",
       "2381   2008-02-19\n",
       "2382   2008-02-20\n",
       "2383   2008-02-21\n",
       "2384   2008-02-22\n",
       "2385   2008-02-25\n",
       "2386   2008-02-26\n",
       "2387   2008-02-27\n",
       "2388   2008-02-28\n",
       "2389   2008-02-29\n",
       "2390   2008-03-03\n",
       "2391   2008-03-04\n",
       "2392   2008-03-05\n",
       "2393   2008-03-06\n",
       "2394   2008-03-07\n",
       "2395   2008-03-10\n",
       "2396   2008-03-11\n",
       "2397   2008-03-12\n",
       "2398   2008-03-13\n",
       "2399   2008-03-14\n",
       "2400   2008-03-17\n",
       "2401   2008-03-18\n",
       "2402   2008-03-19\n",
       "2403   2008-03-20\n",
       "2404   2008-03-21\n",
       "2405   2008-03-24\n",
       "2406   2008-03-25\n",
       "2407   2008-03-26\n",
       "2408   2008-03-27\n",
       "2409   2008-03-28\n",
       "2410   2008-03-31\n",
       "2411   2008-04-01\n",
       "2412   2008-04-02\n",
       "2413   2008-04-03\n",
       "2414   2008-04-04\n",
       "2415   2008-04-07\n",
       "2416   2008-04-08\n",
       "2417   2008-04-09\n",
       "2418   2008-04-10\n",
       "2419   2008-04-11\n",
       "2420   2008-04-14\n",
       "2421   2008-04-15\n",
       "2422   2008-04-16\n",
       "2423   2008-04-17\n",
       "2424   2008-04-18\n",
       "2425   2008-04-21\n",
       "2426   2008-04-22\n",
       "2427   2008-04-23\n",
       "2428   2008-04-24\n",
       "2429   2008-04-25\n",
       "2430   2008-04-28\n",
       "2431   2008-04-29\n",
       "2432   2008-04-30\n",
       "2433   2008-05-01\n",
       "2434   2008-05-02\n",
       "2435   2008-05-05\n",
       "2436   2008-05-06\n",
       "2437   2008-05-07\n",
       "2438   2008-05-08\n",
       "2439   2008-05-09\n",
       "2440   2008-05-12\n",
       "2441   2008-05-13\n",
       "2442   2008-05-14\n",
       "2443   2008-05-15\n",
       "2444   2008-05-16\n",
       "2445   2008-05-19\n",
       "2446   2008-05-20\n",
       "2447   2008-05-21\n",
       "2448   2008-05-22\n",
       "2449   2008-05-23\n",
       "2450   2008-05-26\n",
       "2451   2008-05-27\n",
       "2452   2008-05-28\n",
       "2453   2008-05-29\n",
       "2454   2008-05-30\n",
       "2455   2008-06-02\n",
       "2456   2008-06-03\n",
       "2457   2008-06-04\n",
       "2458   2008-06-05\n",
       "2459   2008-06-06\n",
       "2460   2008-06-09\n",
       "2461   2008-06-10\n",
       "2462   2008-06-11\n",
       "2463   2008-06-12\n",
       "2464   2008-06-13\n",
       "2465   2008-06-16\n",
       "2466   2008-06-17\n",
       "2467   2008-06-18\n",
       "2468   2008-06-19\n",
       "2469   2008-06-20\n",
       "2470   2008-06-23\n",
       "2471   2008-06-24\n",
       "2472   2008-06-25\n",
       "2473   2008-06-26\n",
       "2474   2008-06-27\n",
       "2475   2008-06-30\n",
       "2476   2008-07-01\n",
       "2477   2008-07-02\n",
       "2478   2008-07-03\n",
       "2479   2008-07-04\n",
       "2480   2008-07-07\n",
       "2481   2008-07-08\n",
       "2482   2008-07-09\n",
       "2483   2008-07-10\n",
       "2484   2008-07-11\n",
       "2485   2008-07-14\n",
       "2486   2008-07-15\n",
       "2487   2008-07-16\n",
       "2488   2008-07-17\n",
       "2489   2008-07-18\n",
       "2490   2008-07-21\n",
       "2491   2008-07-22\n",
       "2492   2008-07-23\n",
       "2493   2008-07-24\n",
       "2494   2008-07-25\n",
       "2495   2008-07-28\n",
       "2496   2008-07-29\n",
       "2497   2008-07-30\n",
       "2498   2008-07-31\n",
       "2499   2008-08-01\n",
       "2500   2008-08-04\n",
       "2501   2008-08-05\n",
       "2502   2008-08-06\n",
       "2503   2008-08-07\n",
       "2504   2008-08-08\n",
       "2505   2008-08-11\n",
       "2506   2008-08-12\n",
       "2507   2008-08-13\n",
       "2508   2008-08-14\n",
       "2509   2008-08-15\n",
       "2510   2008-08-18\n",
       "2511   2008-08-19\n",
       "2512   2008-08-20\n",
       "2513   2008-08-21\n",
       "2514   2008-08-22\n",
       "2515   2008-08-25\n",
       "2516   2008-08-26\n",
       "2517   2008-08-27\n",
       "2518   2008-08-28\n",
       "2519   2008-08-29\n",
       "2520   2008-09-01\n",
       "2521   2008-09-02\n",
       "2522   2008-09-03\n",
       "2523   2008-09-04\n",
       "2524   2008-09-05\n",
       "2525   2008-09-08\n",
       "2526   2008-09-09\n",
       "2527   2008-09-10\n",
       "2528   2008-09-11\n",
       "2529   2008-09-12\n",
       "2530   2008-09-15\n",
       "2531   2008-09-16\n",
       "2532   2008-09-17\n",
       "2533   2008-09-18\n",
       "2534   2008-09-19\n",
       "2535   2008-09-22\n",
       "2536   2008-09-23\n",
       "2537   2008-09-24\n",
       "2538   2008-09-25\n",
       "2539   2008-09-26\n",
       "2540   2008-09-29\n",
       "2541   2008-09-30\n",
       "2542   2008-10-01\n",
       "2543   2008-10-02\n",
       "2544   2008-10-03\n",
       "2545   2008-10-06\n",
       "2546   2008-10-07\n",
       "2547   2008-10-08\n",
       "2548   2008-10-09\n",
       "2549   2008-10-10\n",
       "2550   2008-10-13\n",
       "2551   2008-10-14\n",
       "2552   2008-10-15\n",
       "2553   2008-10-16\n",
       "2554   2008-10-17\n",
       "2555   2008-10-20\n",
       "2556   2008-10-21\n",
       "2557   2008-10-22\n",
       "2558   2008-10-23\n",
       "2559   2008-10-24\n",
       "2560   2008-10-27\n",
       "2561   2008-10-28\n",
       "2562   2008-10-29\n",
       "2563   2008-10-30\n",
       "2564   2008-10-31\n",
       "2565   2008-11-03\n",
       "2566   2008-11-04\n",
       "2567   2008-11-05\n",
       "2568   2008-11-06\n",
       "2569   2008-11-07\n",
       "2570   2008-11-10\n",
       "2571   2008-11-11\n",
       "2572   2008-11-12\n",
       "2573   2008-11-13\n",
       "2574   2008-11-14\n",
       "2575   2008-11-17\n",
       "2576   2008-11-18\n",
       "2577   2008-11-19\n",
       "2578   2008-11-20\n",
       "2579   2008-11-21\n",
       "2580   2008-11-24\n",
       "2581   2008-11-25\n",
       "2582   2008-11-26\n",
       "2583   2008-11-27\n",
       "2584   2008-11-28\n",
       "2585   2008-12-01\n",
       "2586   2008-12-02\n",
       "2587   2008-12-03\n",
       "2588   2008-12-04\n",
       "2589   2008-12-05\n",
       "2590   2008-12-08\n",
       "2591   2008-12-09\n",
       "2592   2008-12-10\n",
       "2593   2008-12-11\n",
       "2594   2008-12-12\n",
       "2595   2008-12-15\n",
       "2596   2008-12-16\n",
       "2597   2008-12-17\n",
       "2598   2008-12-18\n",
       "2599   2008-12-19\n",
       "2600   2008-12-22\n",
       "2601   2008-12-23\n",
       "2602   2008-12-24\n",
       "2603   2008-12-25\n",
       "2604   2008-12-26\n",
       "2605   2008-12-29\n",
       "2606   2008-12-30\n",
       "2607   2008-12-31\n",
       "2608   2009-01-01\n",
       "2609   2009-01-02\n",
       "2610   2009-01-05\n",
       "2611   2009-01-06\n",
       "2612   2009-01-07\n",
       "2613   2009-01-08\n",
       "2614   2009-01-09\n",
       "2615   2009-01-12\n",
       "2616   2009-01-13\n",
       "2617   2009-01-14\n",
       "2618   2009-01-15\n",
       "2619   2009-01-16\n",
       "2620   2009-01-19\n",
       "2621   2009-01-20\n",
       "2622   2009-01-21\n",
       "2623   2009-01-22\n",
       "2624   2009-01-23\n",
       "2625   2009-01-26\n",
       "2626   2009-01-27\n",
       "2627   2009-01-28\n",
       "2628   2009-01-29\n",
       "2629   2009-01-30\n",
       "2630   2009-02-02\n",
       "2631   2009-02-03\n",
       "2632   2009-02-04\n",
       "2633   2009-02-05\n",
       "2634   2009-02-06\n",
       "2635   2009-02-09\n",
       "2636   2009-02-10\n",
       "2637   2009-02-11\n",
       "2638   2009-02-12\n",
       "2639   2009-02-13\n",
       "2640   2009-02-16\n",
       "2641   2009-02-17\n",
       "2642   2009-02-18\n",
       "2643   2009-02-19\n",
       "2644   2009-02-20\n",
       "2645   2009-02-23\n",
       "2646   2009-02-24\n",
       "2647   2009-02-25\n",
       "2648   2009-02-26\n",
       "2649   2009-02-27\n",
       "2650   2009-03-02\n",
       "2651   2009-03-03\n",
       "2652   2009-03-04\n",
       "2653   2009-03-05\n",
       "2654   2009-03-06\n",
       "2655   2009-03-09\n",
       "2656   2009-03-10\n",
       "2657   2009-03-11\n",
       "2658   2009-03-12\n",
       "2659   2009-03-13\n",
       "2660   2009-03-16\n",
       "2661   2009-03-17\n",
       "2662   2009-03-18\n",
       "2663   2009-03-19\n",
       "2664   2009-03-20\n",
       "2665   2009-03-23\n",
       "2666   2009-03-24\n",
       "2667   2009-03-25\n",
       "2668   2009-03-26\n",
       "2669   2009-03-27\n",
       "2670   2009-03-30\n",
       "2671   2009-03-31\n",
       "2672   2009-04-01\n",
       "2673   2009-04-02\n",
       "2674   2009-04-03\n",
       "2675   2009-04-06\n",
       "2676   2009-04-07\n",
       "2677   2009-04-08\n",
       "2678   2009-04-09\n",
       "2679   2009-04-10\n",
       "2680   2009-04-13\n",
       "2681   2009-04-14\n",
       "2682   2009-04-15\n",
       "2683   2009-04-16\n",
       "2684   2009-04-17\n",
       "2685   2009-04-20\n",
       "2686   2009-04-21\n",
       "2687   2009-04-22\n",
       "2688   2009-04-23\n",
       "2689   2009-04-24\n",
       "2690   2009-04-27\n",
       "2691   2009-04-28\n",
       "2692   2009-04-29\n",
       "2693   2009-04-30\n",
       "2694   2009-05-01\n",
       "2695   2009-05-04\n",
       "2696   2009-05-05\n",
       "2697   2009-05-06\n",
       "2698   2009-05-07\n",
       "2699   2009-05-08\n",
       "2700   2009-05-11\n",
       "2701   2009-05-12\n",
       "2702   2009-05-13\n",
       "2703   2009-05-14\n",
       "2704   2009-05-15\n",
       "2705   2009-05-18\n",
       "2706   2009-05-19\n",
       "2707   2009-05-20\n",
       "2708   2009-05-21\n",
       "2709   2009-05-22\n",
       "2710   2009-05-25\n",
       "2711   2009-05-26\n",
       "2712   2009-05-27\n",
       "2713   2009-05-28\n",
       "2714   2009-05-29\n",
       "2715   2009-06-01\n",
       "2716   2009-06-02\n",
       "2717   2009-06-03\n",
       "2718   2009-06-04\n",
       "2719   2009-06-05\n",
       "2720   2009-06-08\n",
       "2721   2009-06-09\n",
       "2722   2009-06-10\n",
       "2723   2009-06-11\n",
       "2724   2009-06-12\n",
       "2725   2009-06-15\n",
       "2726   2009-06-16\n",
       "2727   2009-06-17\n",
       "2728   2009-06-18\n",
       "2729   2009-06-19\n",
       "2730   2009-06-22\n",
       "2731   2009-06-23\n",
       "2732   2009-06-24\n",
       "2733   2009-06-25\n",
       "2734   2009-06-26\n",
       "2735   2009-06-29\n",
       "2736   2009-06-30\n",
       "2737   2009-07-01\n",
       "2738   2009-07-02\n",
       "2739   2009-07-03\n",
       "2740   2009-07-06\n",
       "2741   2009-07-07\n",
       "2742   2009-07-08\n",
       "2743   2009-07-09\n",
       "2744   2009-07-10\n",
       "2745   2009-07-13\n",
       "2746   2009-07-14\n",
       "2747   2009-07-15\n",
       "2748   2009-07-16\n",
       "2749   2009-07-17\n",
       "2750   2009-07-20\n",
       "2751   2009-07-21\n",
       "2752   2009-07-22\n",
       "2753   2009-07-23\n",
       "2754   2009-07-24\n",
       "2755   2009-07-27\n",
       "2756   2009-07-28\n",
       "2757   2009-07-29\n",
       "2758   2009-07-30\n",
       "2759   2009-07-31\n",
       "2760   2009-08-03\n",
       "2761   2009-08-04\n",
       "2762   2009-08-05\n",
       "2763   2009-08-06\n",
       "2764   2009-08-07\n",
       "2765   2009-08-10\n",
       "2766   2009-08-11\n",
       "2767   2009-08-12\n",
       "2768   2009-08-13\n",
       "2769   2009-08-14\n",
       "2770   2009-08-17\n",
       "2771   2009-08-18\n",
       "2772   2009-08-19\n",
       "2773   2009-08-20\n",
       "2774   2009-08-21\n",
       "2775   2009-08-24\n",
       "2776   2009-08-25\n",
       "2777   2009-08-26\n",
       "2778   2009-08-27\n",
       "2779   2009-08-28\n",
       "2780   2009-08-31\n",
       "2781   2009-09-01\n",
       "2782   2009-09-02\n",
       "2783   2009-09-03\n",
       "2784   2009-09-04\n",
       "2785   2009-09-07\n",
       "2786   2009-09-08\n",
       "2787   2009-09-09\n",
       "2788   2009-09-10\n",
       "2789   2009-09-11\n",
       "2790   2009-09-14\n",
       "2791   2009-09-15\n",
       "2792   2009-09-16\n",
       "2793   2009-09-17\n",
       "2794   2009-09-18\n",
       "2795   2009-09-21\n",
       "2796   2009-09-22\n",
       "2797   2009-09-23\n",
       "2798   2009-09-24\n",
       "2799   2009-09-25\n",
       "2800   2009-09-28\n",
       "2801   2009-09-29\n",
       "2802   2009-09-30\n",
       "2803   2009-10-01\n",
       "2804   2009-10-02\n",
       "2805   2009-10-05\n",
       "2806   2009-10-06\n",
       "2807   2009-10-07\n",
       "2808   2009-10-08\n",
       "2809   2009-10-09\n",
       "2810   2009-10-12\n",
       "2811   2009-10-13\n",
       "2812   2009-10-14\n",
       "2813   2009-10-15\n",
       "2814   2009-10-16\n",
       "2815   2009-10-19\n",
       "2816   2009-10-20\n",
       "2817   2009-10-21\n",
       "2818   2009-10-22\n",
       "2819   2009-10-23\n",
       "2820   2009-10-26\n",
       "2821   2009-10-27\n",
       "2822   2009-10-28\n",
       "2823   2009-10-29\n",
       "2824   2009-10-30\n",
       "2825   2009-11-02\n",
       "2826   2009-11-03\n",
       "2827   2009-11-04\n",
       "2828   2009-11-05\n",
       "2829   2009-11-06\n",
       "2830   2009-11-09\n",
       "2831   2009-11-10\n",
       "2832   2009-11-11\n",
       "2833   2009-11-12\n",
       "2834   2009-11-13\n",
       "2835   2009-11-16\n",
       "2836   2009-11-17\n",
       "2837   2009-11-18\n",
       "2838   2009-11-19\n",
       "2839   2009-11-20\n",
       "2840   2009-11-23\n",
       "2841   2009-11-24\n",
       "2842   2009-11-25\n",
       "2843   2009-11-26\n",
       "2844   2009-11-27\n",
       "2845   2009-11-30\n",
       "2846   2009-12-01\n",
       "2847   2009-12-02\n",
       "2848   2009-12-03\n",
       "2849   2009-12-04\n",
       "2850   2009-12-07\n",
       "2851   2009-12-08\n",
       "2852   2009-12-09\n",
       "2853   2009-12-10\n",
       "2854   2009-12-11\n",
       "2855   2009-12-14\n",
       "2856   2009-12-15\n",
       "2857   2009-12-16\n",
       "2858   2009-12-17\n",
       "2859   2009-12-18\n",
       "2860   2009-12-21\n",
       "2861   2009-12-22\n",
       "2862   2009-12-23\n",
       "2863   2009-12-24\n",
       "2864   2009-12-25\n",
       "2865   2009-12-28\n",
       "2866   2009-12-29\n",
       "2867   2009-12-30\n",
       "2868   2009-12-31\n",
       "2869   2010-01-01\n",
       "2870   2010-01-04\n",
       "2871   2010-01-05\n",
       "2872   2010-01-06\n",
       "2873   2010-01-07\n",
       "2874   2010-01-08\n",
       "2875   2010-01-11\n",
       "2876   2010-01-12\n",
       "2877   2010-01-13\n",
       "2878   2010-01-14\n",
       "2879   2010-01-15\n",
       "2880   2010-01-18\n",
       "2881   2010-01-19\n",
       "2882   2010-01-20\n",
       "2883   2010-01-21\n",
       "2884   2010-01-22\n",
       "2885   2010-01-25\n",
       "2886   2010-01-26\n",
       "2887   2010-01-27\n",
       "2888   2010-01-28\n",
       "2889   2010-01-29\n",
       "2890   2010-02-01\n",
       "2891   2010-02-02\n",
       "2892   2010-02-03\n",
       "2893   2010-02-04\n",
       "2894   2010-02-05\n",
       "2895   2010-02-08\n",
       "2896   2010-02-09\n",
       "2897   2010-02-10\n",
       "2898   2010-02-11\n",
       "2899   2010-02-12\n",
       "2900   2010-02-15\n",
       "2901   2010-02-16\n",
       "2902   2010-02-17\n",
       "2903   2010-02-18\n",
       "2904   2010-02-19\n",
       "2905   2010-02-22\n",
       "2906   2010-02-23\n",
       "2907   2010-02-24\n",
       "2908   2010-02-25\n",
       "2909   2010-02-26\n",
       "2910   2010-03-01\n",
       "2911   2010-03-02\n",
       "2912   2010-03-03\n",
       "2913   2010-03-04\n",
       "2914   2010-03-05\n",
       "2915   2010-03-08\n",
       "2916   2010-03-09\n",
       "2917   2010-03-10\n",
       "2918   2010-03-11\n",
       "2919   2010-03-12\n",
       "2920   2010-03-15\n",
       "2921   2010-03-16\n",
       "2922   2010-03-17\n",
       "2923   2010-03-18\n",
       "2924   2010-03-19\n",
       "2925   2010-03-22\n",
       "2926   2010-03-23\n",
       "2927   2010-03-24\n",
       "2928   2010-03-25\n",
       "2929   2010-03-26\n",
       "2930   2010-03-29\n",
       "2931   2010-03-30\n",
       "2932   2010-03-31\n",
       "2933   2010-04-01\n",
       "2934   2010-04-02\n",
       "2935   2010-04-05\n",
       "2936   2010-04-06\n",
       "2937   2010-04-07\n",
       "2938   2010-04-08\n",
       "2939   2010-04-09\n",
       "2940   2010-04-12\n",
       "2941   2010-04-13\n",
       "2942   2010-04-14\n",
       "2943   2010-04-15\n",
       "2944   2010-04-16\n",
       "2945   2010-04-19\n",
       "2946   2010-04-20\n",
       "2947   2010-04-21\n",
       "2948   2010-04-22\n",
       "2949   2010-04-23\n",
       "2950   2010-04-26\n",
       "2951   2010-04-27\n",
       "2952   2010-04-28\n",
       "2953   2010-04-29\n",
       "2954   2010-04-30\n",
       "2955   2010-05-03\n",
       "2956   2010-05-04\n",
       "2957   2010-05-05\n",
       "2958   2010-05-06\n",
       "2959   2010-05-07\n",
       "2960   2010-05-10\n",
       "2961   2010-05-11\n",
       "2962   2010-05-12\n",
       "2963   2010-05-13\n",
       "2964   2010-05-14\n",
       "2965   2010-05-17\n",
       "2966   2010-05-18\n",
       "2967   2010-05-19\n",
       "2968   2010-05-20\n",
       "2969   2010-05-21\n",
       "2970   2010-05-24\n",
       "2971   2010-05-25\n",
       "2972   2010-05-26\n",
       "2973   2010-05-27\n",
       "2974   2010-05-28\n",
       "2975   2010-05-31\n",
       "2976   2010-06-01\n",
       "2977   2010-06-02\n",
       "2978   2010-06-03\n",
       "2979   2010-06-04\n",
       "2980   2010-06-07\n",
       "2981   2010-06-08\n",
       "2982   2010-06-09\n",
       "2983   2010-06-10\n",
       "2984   2010-06-11\n",
       "2985   2010-06-14\n",
       "2986   2010-06-15\n",
       "2987   2010-06-16\n",
       "2988   2010-06-17\n",
       "2989   2010-06-18\n",
       "2990   2010-06-21\n",
       "2991   2010-06-22\n",
       "2992   2010-06-23\n",
       "2993   2010-06-24\n",
       "2994   2010-06-25\n",
       "2995   2010-06-28\n",
       "2996   2010-06-29\n",
       "2997   2010-06-30\n",
       "2998   2010-07-01\n",
       "2999   2010-07-02\n",
       "3000   2010-07-05\n",
       "3001   2010-07-06\n",
       "3002   2010-07-07\n",
       "3003   2010-07-08\n",
       "3004   2010-07-09\n",
       "3005   2010-07-12\n",
       "3006   2010-07-13\n",
       "3007   2010-07-14\n",
       "3008   2010-07-15\n",
       "3009   2010-07-16\n",
       "3010   2010-07-19\n",
       "3011   2010-07-20\n",
       "3012   2010-07-21\n",
       "3013   2010-07-22\n",
       "3014   2010-07-23\n",
       "3015   2010-07-26\n",
       "3016   2010-07-27\n",
       "3017   2010-07-28\n",
       "3018   2010-07-29\n",
       "3019   2010-07-30\n",
       "3020   2010-08-02\n",
       "3021   2010-08-03\n",
       "3022   2010-08-04\n",
       "3023   2010-08-05\n",
       "3024   2010-08-06\n",
       "3025   2010-08-09\n",
       "3026   2010-08-10\n",
       "3027   2010-08-11\n",
       "3028   2010-08-12\n",
       "3029   2010-08-13\n",
       "3030   2010-08-16\n",
       "3031   2010-08-17\n",
       "3032   2010-08-18\n",
       "3033   2010-08-19\n",
       "3034   2010-08-20\n",
       "3035   2010-08-23\n",
       "3036   2010-08-24\n",
       "3037   2010-08-25\n",
       "3038   2010-08-26\n",
       "3039   2010-08-27\n",
       "3040   2010-08-30\n",
       "3041   2010-08-31\n",
       "3042   2010-09-01\n",
       "3043   2010-09-02\n",
       "3044   2010-09-03\n",
       "3045   2010-09-06\n",
       "3046   2010-09-07\n",
       "3047   2010-09-08\n",
       "3048   2010-09-09\n",
       "3049   2010-09-10\n",
       "3050   2010-09-13\n",
       "3051   2010-09-14\n",
       "3052   2010-09-15\n",
       "3053   2010-09-16\n",
       "3054   2010-09-17\n",
       "3055   2010-09-20\n",
       "3056   2010-09-21\n",
       "3057   2010-09-22\n",
       "3058   2010-09-23\n",
       "3059   2010-09-24\n",
       "3060   2010-09-27\n",
       "3061   2010-09-28\n",
       "3062   2010-09-29\n",
       "3063   2010-09-30\n",
       "3064   2010-10-01\n",
       "3065   2010-10-04\n",
       "3066   2010-10-05\n",
       "3067   2010-10-06\n",
       "3068   2010-10-07\n",
       "3069   2010-10-08\n",
       "3070   2010-10-11\n",
       "3071   2010-10-12\n",
       "3072   2010-10-13\n",
       "3073   2010-10-14\n",
       "3074   2010-10-15\n",
       "3075   2010-10-18\n",
       "3076   2010-10-19\n",
       "3077   2010-10-20\n",
       "3078   2010-10-21\n",
       "3079   2010-10-22\n",
       "3080   2010-10-25\n",
       "3081   2010-10-26\n",
       "3082   2010-10-27\n",
       "3083   2010-10-28\n",
       "3084   2010-10-29\n",
       "3085   2010-11-01\n",
       "3086   2010-11-02\n",
       "3087   2010-11-03\n",
       "3088   2010-11-04\n",
       "3089   2010-11-05\n",
       "3090   2010-11-08\n",
       "3091   2010-11-09\n",
       "3092   2010-11-10\n",
       "3093   2010-11-11\n",
       "3094   2010-11-12\n",
       "3095   2010-11-15\n",
       "3096   2010-11-16\n",
       "3097   2010-11-17\n",
       "3098   2010-11-18\n",
       "3099   2010-11-19\n",
       "3100   2010-11-22\n",
       "3101   2010-11-23\n",
       "3102   2010-11-24\n",
       "3103   2010-11-25\n",
       "3104   2010-11-26\n",
       "3105   2010-11-29\n",
       "3106   2010-11-30\n",
       "3107   2010-12-01\n",
       "3108   2010-12-02\n",
       "3109   2010-12-03\n",
       "3110   2010-12-06\n",
       "3111   2010-12-07\n",
       "3112   2010-12-08\n",
       "3113   2010-12-09\n",
       "3114   2010-12-10\n",
       "3115   2010-12-13\n",
       "3116   2010-12-14\n",
       "3117   2010-12-15\n",
       "3118   2010-12-16\n",
       "3119   2010-12-17\n",
       "3120   2010-12-20\n",
       "3121   2010-12-21\n",
       "3122   2010-12-22\n",
       "3123   2010-12-23\n",
       "3124   2010-12-24\n",
       "3125   2010-12-27\n",
       "3126   2010-12-28\n",
       "3127   2010-12-29\n",
       "3128   2010-12-30\n",
       "3129   2010-12-31\n",
       "3130   2011-01-03\n",
       "3131   2011-01-04\n",
       "3132   2011-01-05\n",
       "3133   2011-01-06\n",
       "3134   2011-01-07\n",
       "3135   2011-01-10\n",
       "3136   2011-01-11\n",
       "3137   2011-01-12\n",
       "3138   2011-01-13\n",
       "3139   2011-01-14\n",
       "3140   2011-01-17\n",
       "3141   2011-01-18\n",
       "3142   2011-01-19\n",
       "3143   2011-01-20\n",
       "3144   2011-01-21\n",
       "3145   2011-01-24\n",
       "3146   2011-01-25\n",
       "3147   2011-01-26\n",
       "3148   2011-01-27\n",
       "3149   2011-01-28\n",
       "3150   2011-01-31\n",
       "3151   2011-02-01\n",
       "3152   2011-02-02\n",
       "3153   2011-02-03\n",
       "3154   2011-02-04\n",
       "3155   2011-02-07\n",
       "3156   2011-02-08\n",
       "3157   2011-02-09\n",
       "3158   2011-02-10\n",
       "3159   2011-02-11\n",
       "3160   2011-02-14\n",
       "3161   2011-02-15\n",
       "3162   2011-02-16\n",
       "3163   2011-02-17\n",
       "3164   2011-02-18\n",
       "3165   2011-02-21\n",
       "3166   2011-02-22\n",
       "3167   2011-02-23\n",
       "3168   2011-02-24\n",
       "3169   2011-02-25\n",
       "3170   2011-02-28\n",
       "3171   2011-03-01\n",
       "3172   2011-03-02\n",
       "3173   2011-03-03\n",
       "3174   2011-03-04\n",
       "3175   2011-03-07\n",
       "3176   2011-03-08\n",
       "3177   2011-03-09\n",
       "3178   2011-03-10\n",
       "3179   2011-03-11\n",
       "3180   2011-03-14\n",
       "3181   2011-03-15\n",
       "3182   2011-03-16\n",
       "3183   2011-03-17\n",
       "3184   2011-03-18\n",
       "3185   2011-03-21\n",
       "3186   2011-03-22\n",
       "3187   2011-03-23\n",
       "3188   2011-03-24\n",
       "3189   2011-03-25\n",
       "3190   2011-03-28\n",
       "3191   2011-03-29\n",
       "3192   2011-03-30\n",
       "3193   2011-03-31\n",
       "3194   2011-04-01\n",
       "3195   2011-04-04\n",
       "3196   2011-04-05\n",
       "3197   2011-04-06\n",
       "3198   2011-04-07\n",
       "3199   2011-04-08\n",
       "3200   2011-04-11\n",
       "3201   2011-04-12\n",
       "3202   2011-04-13\n",
       "3203   2011-04-14\n",
       "3204   2011-04-15\n",
       "3205   2011-04-18\n",
       "3206   2011-04-19\n",
       "3207   2011-04-20\n",
       "3208   2011-04-21\n",
       "3209   2011-04-22\n",
       "3210   2011-04-25\n",
       "3211   2011-04-26\n",
       "3212   2011-04-27\n",
       "3213   2011-04-28\n",
       "3214   2011-04-29\n",
       "3215   2011-05-02\n",
       "3216   2011-05-03\n",
       "3217   2011-05-04\n",
       "3218   2011-05-05\n",
       "3219   2011-05-06\n",
       "3220   2011-05-09\n",
       "3221   2011-05-10\n",
       "3222   2011-05-11\n",
       "3223   2011-05-12\n",
       "3224   2011-05-13\n",
       "3225   2011-05-16\n",
       "3226   2011-05-17\n",
       "3227   2011-05-18\n",
       "3228   2011-05-19\n",
       "3229   2011-05-20\n",
       "3230   2011-05-23\n",
       "3231   2011-05-24\n",
       "3232   2011-05-25\n",
       "3233   2011-05-26\n",
       "3234   2011-05-27\n",
       "3235   2011-05-30\n",
       "3236   2011-05-31\n",
       "3237   2011-06-01\n",
       "3238   2011-06-02\n",
       "3239   2011-06-03\n",
       "3240   2011-06-06\n",
       "3241   2011-06-07\n",
       "3242   2011-06-08\n",
       "3243   2011-06-09\n",
       "3244   2011-06-10\n",
       "3245   2011-06-13\n",
       "3246   2011-06-14\n",
       "3247   2011-06-15\n",
       "3248   2011-06-16\n",
       "3249   2011-06-17\n",
       "3250   2011-06-20\n",
       "3251   2011-06-21\n",
       "3252   2011-06-22\n",
       "3253   2011-06-23\n",
       "3254   2011-06-24\n",
       "3255   2011-06-27\n",
       "3256   2011-06-28\n",
       "3257   2011-06-29\n",
       "3258   2011-06-30\n",
       "3259   2011-07-01\n",
       "3260   2011-07-04\n",
       "3261   2011-07-05\n",
       "3262   2011-07-06\n",
       "3263   2011-07-07\n",
       "3264   2011-07-08\n",
       "3265   2011-07-11\n",
       "3266   2011-07-12\n",
       "3267   2011-07-13\n",
       "3268   2011-07-14\n",
       "3269   2011-07-15\n",
       "3270   2011-07-18\n",
       "3271   2011-07-19\n",
       "3272   2011-07-20\n",
       "3273   2011-07-21\n",
       "3274   2011-07-22\n",
       "3275   2011-07-25\n",
       "3276   2011-07-26\n",
       "3277   2011-07-27\n",
       "3278   2011-07-28\n",
       "3279   2011-07-29\n",
       "3280   2011-08-01\n",
       "3281   2011-08-02\n",
       "3282   2011-08-03\n",
       "3283   2011-08-04\n",
       "3284   2011-08-05\n",
       "3285   2011-08-08\n",
       "3286   2011-08-09\n",
       "3287   2011-08-10\n",
       "3288   2011-08-11\n",
       "3289   2011-08-12\n",
       "3290   2011-08-15\n",
       "3291   2011-08-16\n",
       "3292   2011-08-17\n",
       "3293   2011-08-18\n",
       "3294   2011-08-19\n",
       "3295   2011-08-22\n",
       "3296   2011-08-23\n",
       "3297   2011-08-24\n",
       "3298   2011-08-25\n",
       "3299   2011-08-26\n",
       "3300   2011-08-29\n",
       "3301   2011-08-30\n",
       "3302   2011-08-31\n",
       "3303   2011-09-01\n",
       "3304   2011-09-02\n",
       "3305   2011-09-05\n",
       "3306   2011-09-06\n",
       "3307   2011-09-07\n",
       "3308   2011-09-08\n",
       "3309   2011-09-09\n",
       "3310   2011-09-12\n",
       "3311   2011-09-13\n",
       "3312   2011-09-14\n",
       "3313   2011-09-15\n",
       "3314   2011-09-16\n",
       "3315   2011-09-19\n",
       "3316   2011-09-20\n",
       "3317   2011-09-21\n",
       "3318   2011-09-22\n",
       "3319   2011-09-23\n",
       "3320   2011-09-26\n",
       "3321   2011-09-27\n",
       "3322   2011-09-28\n",
       "3323   2011-09-29\n",
       "3324   2011-09-30\n",
       "3325   2011-10-03\n",
       "3326   2011-10-04\n",
       "3327   2011-10-05\n",
       "3328   2011-10-06\n",
       "3329   2011-10-07\n",
       "3330   2011-10-10\n",
       "3331   2011-10-11\n",
       "3332   2011-10-12\n",
       "3333   2011-10-13\n",
       "3334   2011-10-14\n",
       "3335   2011-10-17\n",
       "3336   2011-10-18\n",
       "3337   2011-10-19\n",
       "3338   2011-10-20\n",
       "3339   2011-10-21\n",
       "3340   2011-10-24\n",
       "3341   2011-10-25\n",
       "3342   2011-10-26\n",
       "3343   2011-10-27\n",
       "3344   2011-10-28\n",
       "3345   2011-10-31\n",
       "3346   2011-11-01\n",
       "3347   2011-11-02\n",
       "3348   2011-11-03\n",
       "3349   2011-11-04\n",
       "3350   2011-11-07\n",
       "3351   2011-11-08\n",
       "3352   2011-11-09\n",
       "3353   2011-11-10\n",
       "3354   2011-11-11\n",
       "3355   2011-11-14\n",
       "3356   2011-11-15\n",
       "3357   2011-11-16\n",
       "3358   2011-11-17\n",
       "3359   2011-11-18\n",
       "3360   2011-11-21\n",
       "3361   2011-11-22\n",
       "3362   2011-11-23\n",
       "3363   2011-11-24\n",
       "3364   2011-11-25\n",
       "3365   2011-11-28\n",
       "3366   2011-11-29\n",
       "3367   2011-11-30\n",
       "3368   2011-12-01\n",
       "3369   2011-12-02\n",
       "3370   2011-12-05\n",
       "3371   2011-12-06\n",
       "3372   2011-12-07\n",
       "3373   2011-12-08\n",
       "3374   2011-12-09\n",
       "3375   2011-12-12\n",
       "3376   2011-12-13\n",
       "3377   2011-12-14\n",
       "3378   2011-12-15\n",
       "3379   2011-12-16\n",
       "3380   2011-12-19\n",
       "3381   2011-12-20\n",
       "3382   2011-12-21\n",
       "3383   2011-12-22\n",
       "3384   2011-12-23\n",
       "3385   2011-12-26\n",
       "3386   2011-12-27\n",
       "3387   2011-12-28\n",
       "3388   2011-12-29\n",
       "3389   2011-12-30\n",
       "3390   2012-01-02\n",
       "3391   2012-01-03\n",
       "3392   2012-01-04\n",
       "3393   2012-01-05\n",
       "3394   2012-01-06\n",
       "3395   2012-01-09\n",
       "3396   2012-01-10\n",
       "3397   2012-01-11\n",
       "3398   2012-01-12\n",
       "3399   2012-01-13\n",
       "3400   2012-01-16\n",
       "3401   2012-01-17\n",
       "3402   2012-01-18\n",
       "3403   2012-01-19\n",
       "3404   2012-01-20\n",
       "3405   2012-01-23\n",
       "3406   2012-01-24\n",
       "3407   2012-01-25\n",
       "3408   2012-01-26\n",
       "3409   2012-01-27\n",
       "3410   2012-01-30\n",
       "3411   2012-01-31\n",
       "3412   2012-02-01\n",
       "3413   2012-02-02\n",
       "3414   2012-02-03\n",
       "3415   2012-02-06\n",
       "3416   2012-02-07\n",
       "3417   2012-02-08\n",
       "3418   2012-02-09\n",
       "3419   2012-02-10\n",
       "3420   2012-02-13\n",
       "3421   2012-02-14\n",
       "3422   2012-02-15\n",
       "3423   2012-02-16\n",
       "3424   2012-02-17\n",
       "3425   2012-02-20\n",
       "3426   2012-02-21\n",
       "3427   2012-02-22\n",
       "3428   2012-02-23\n",
       "3429   2012-02-24\n",
       "3430   2012-02-27\n",
       "3431   2012-02-28\n",
       "3432   2012-02-29\n",
       "3433   2012-03-01\n",
       "3434   2012-03-02\n",
       "3435   2012-03-05\n",
       "3436   2012-03-06\n",
       "3437   2012-03-07\n",
       "3438   2012-03-08\n",
       "3439   2012-03-09\n",
       "3440   2012-03-12\n",
       "3441   2012-03-13\n",
       "3442   2012-03-14\n",
       "3443   2012-03-15\n",
       "3444   2012-03-16\n",
       "3445   2012-03-19\n",
       "3446   2012-03-20\n",
       "3447   2012-03-21\n",
       "3448   2012-03-22\n",
       "3449   2012-03-23\n",
       "3450   2012-03-26\n",
       "3451   2012-03-27\n",
       "3452   2012-03-28\n",
       "3453   2012-03-29\n",
       "3454   2012-03-30\n",
       "3455   2012-04-02\n",
       "3456   2012-04-03\n",
       "3457   2012-04-04\n",
       "3458   2012-04-05\n",
       "3459   2012-04-06\n",
       "3460   2012-04-09\n",
       "3461   2012-04-10\n",
       "3462   2012-04-11\n",
       "3463   2012-04-12\n",
       "3464   2012-04-13\n",
       "3465   2012-04-16\n",
       "3466   2012-04-17\n",
       "3467   2012-04-18\n",
       "3468   2012-04-19\n",
       "3469   2012-04-20\n",
       "3470   2012-04-23\n",
       "3471   2012-04-24\n",
       "3472   2012-04-25\n",
       "3473   2012-04-26\n",
       "3474   2012-04-27\n",
       "3475   2012-04-30\n",
       "3476   2012-05-01\n",
       "3477   2012-05-02\n",
       "3478   2012-05-03\n",
       "3479   2012-05-04\n",
       "3480   2012-05-07\n",
       "3481   2012-05-08\n",
       "3482   2012-05-09\n",
       "3483   2012-05-10\n",
       "3484   2012-05-11\n",
       "3485   2012-05-14\n",
       "3486   2012-05-15\n",
       "3487   2012-05-16\n",
       "3488   2012-05-17\n",
       "3489   2012-05-18\n",
       "3490   2012-05-21\n",
       "3491   2012-05-22\n",
       "3492   2012-05-23\n",
       "3493   2012-05-24\n",
       "3494   2012-05-25\n",
       "3495   2012-05-28\n",
       "3496   2012-05-29\n",
       "3497   2012-05-30\n",
       "3498   2012-05-31\n",
       "3499   2012-06-01\n",
       "3500   2012-06-04\n",
       "3501   2012-06-05\n",
       "3502   2012-06-06\n",
       "3503   2012-06-07\n",
       "3504   2012-06-08\n",
       "3505   2012-06-11\n",
       "3506   2012-06-12\n",
       "3507   2012-06-13\n",
       "3508   2012-06-14\n",
       "3509   2012-06-15\n",
       "3510   2012-06-18\n",
       "3511   2012-06-19\n",
       "3512   2012-06-20\n",
       "3513   2012-06-21\n",
       "3514   2012-06-22\n",
       "3515   2012-06-25\n",
       "3516   2012-06-26\n",
       "3517   2012-06-27\n",
       "3518   2012-06-28\n",
       "3519   2012-06-29\n",
       "3520   2012-07-02\n",
       "3521   2012-07-03\n",
       "3522   2012-07-04\n",
       "3523   2012-07-05\n",
       "3524   2012-07-06\n",
       "3525   2012-07-09\n",
       "3526   2012-07-10\n",
       "3527   2012-07-11\n",
       "3528   2012-07-12\n",
       "3529   2012-07-13\n",
       "3530   2012-07-16\n",
       "3531   2012-07-17\n",
       "3532   2012-07-18\n",
       "3533   2012-07-19\n",
       "3534   2012-07-20\n",
       "3535   2012-07-23\n",
       "3536   2012-07-24\n",
       "3537   2012-07-25\n",
       "3538   2012-07-26\n",
       "3539   2012-07-27\n",
       "3540   2012-07-30\n",
       "3541   2012-07-31\n",
       "3542   2012-08-01\n",
       "3543   2012-08-02\n",
       "3544   2012-08-03\n",
       "3545   2012-08-06\n",
       "3546   2012-08-07\n",
       "3547   2012-08-08\n",
       "3548   2012-08-09\n",
       "3549   2012-08-10\n",
       "3550   2012-08-13\n",
       "3551   2012-08-14\n",
       "3552   2012-08-15\n",
       "3553   2012-08-16\n",
       "3554   2012-08-17\n",
       "3555   2012-08-20\n",
       "3556   2012-08-21\n",
       "3557   2012-08-22\n",
       "3558   2012-08-23\n",
       "3559   2012-08-24\n",
       "3560   2012-08-27\n",
       "3561   2012-08-28\n",
       "3562   2012-08-29\n",
       "3563   2012-08-30\n",
       "3564   2012-08-31\n",
       "3565   2012-09-03\n",
       "3566   2012-09-04\n",
       "3567   2012-09-05\n",
       "3568   2012-09-06\n",
       "3569   2012-09-07\n",
       "3570   2012-09-10\n",
       "3571   2012-09-11\n",
       "3572   2012-09-12\n",
       "3573   2012-09-13\n",
       "3574   2012-09-14\n",
       "3575   2012-09-17\n",
       "3576   2012-09-18\n",
       "3577   2012-09-19\n",
       "3578   2012-09-20\n",
       "3579   2012-09-21\n",
       "3580   2012-09-24\n",
       "3581   2012-09-25\n",
       "3582   2012-09-26\n",
       "3583   2012-09-27\n",
       "3584   2012-09-28\n",
       "3585   2012-10-01\n",
       "3586   2012-10-02\n",
       "3587   2012-10-03\n",
       "3588   2012-10-04\n",
       "3589   2012-10-05\n",
       "3590   2012-10-08\n",
       "3591   2012-10-09\n",
       "3592   2012-10-10\n",
       "3593   2012-10-11\n",
       "3594   2012-10-12\n",
       "3595   2012-10-15\n",
       "3596   2012-10-16\n",
       "3597   2012-10-17\n",
       "3598   2012-10-18\n",
       "3599   2012-10-19\n",
       "3600   2012-10-22\n",
       "3601   2012-10-23\n",
       "3602   2012-10-24\n",
       "3603   2012-10-25\n",
       "3604   2012-10-26\n",
       "3605   2012-10-29\n",
       "3606   2012-10-30\n",
       "3607   2012-10-31\n",
       "3608   2012-11-01\n",
       "3609   2012-11-02\n",
       "3610   2012-11-05\n",
       "3611   2012-11-06\n",
       "3612   2012-11-07\n",
       "3613   2012-11-08\n",
       "3614   2012-11-09\n",
       "3615   2012-11-12\n",
       "3616   2012-11-13\n",
       "3617   2012-11-14\n",
       "3618   2012-11-15\n",
       "3619   2012-11-16\n",
       "3620   2012-11-19\n",
       "3621   2012-11-20\n",
       "3622   2012-11-21\n",
       "3623   2012-11-22\n",
       "3624   2012-11-23\n",
       "3625   2012-11-26\n",
       "3626   2012-11-27\n",
       "3627   2012-11-28\n",
       "3628   2012-11-29\n",
       "3629   2012-11-30\n",
       "3630   2012-12-03\n",
       "3631   2012-12-04\n",
       "3632   2012-12-05\n",
       "3633   2012-12-06\n",
       "3634   2012-12-07\n",
       "3635   2012-12-10\n",
       "3636   2012-12-11\n",
       "3637   2012-12-12\n",
       "3638   2012-12-13\n",
       "3639   2012-12-14\n",
       "3640   2012-12-17\n",
       "3641   2012-12-18\n",
       "3642   2012-12-19\n",
       "3643   2012-12-20\n",
       "3644   2012-12-21\n",
       "3645   2012-12-24\n",
       "3646   2012-12-27\n",
       "3647   2012-12-28\n",
       "3648   2012-12-31\n",
       "3649   2013-01-02\n",
       "3650   2013-01-03\n",
       "3651   2013-01-04\n",
       "3652   2013-01-07\n",
       "3653   2013-01-08\n",
       "3654   2013-01-09\n",
       "3655   2013-01-10\n",
       "3656   2013-01-11\n",
       "3657   2013-01-14\n",
       "3658   2013-01-15\n",
       "3659   2013-01-16\n",
       "3660   2013-01-17\n",
       "3661   2013-01-18\n",
       "3662   2013-01-21\n",
       "3663   2013-01-22\n",
       "3664   2013-01-23\n",
       "3665   2013-01-24\n",
       "3666   2013-01-25\n",
       "3667   2013-01-28\n",
       "3668   2013-01-29\n",
       "3669   2013-01-30\n",
       "3670   2013-01-31\n",
       "3671   2013-02-01\n",
       "3672   2013-02-04\n",
       "3673   2013-02-05\n",
       "3674   2013-02-06\n",
       "3675   2013-02-07\n",
       "3676   2013-02-08\n",
       "3677   2013-02-11\n",
       "3678   2013-02-12\n",
       "3679   2013-02-13\n",
       "3680   2013-02-14\n",
       "3681   2013-02-15\n",
       "3682   2013-02-18\n",
       "3683   2013-02-19\n",
       "3684   2013-02-20\n",
       "3685   2013-02-21\n",
       "3686   2013-02-22\n",
       "3687   2013-02-25\n",
       "3688   2013-02-26\n",
       "3689   2013-02-27\n",
       "3690   2013-02-28\n",
       "3691   2013-03-01\n",
       "3692   2013-03-04\n",
       "3693   2013-03-05\n",
       "3694   2013-03-06\n",
       "3695   2013-03-07\n",
       "3696   2013-03-08\n",
       "3697   2013-03-11\n",
       "3698   2013-03-12\n",
       "3699   2013-03-13\n",
       "3700   2013-03-14\n",
       "3701   2013-03-15\n",
       "3702   2013-03-18\n",
       "3703   2013-03-19\n",
       "3704   2013-03-20\n",
       "3705   2013-03-21\n",
       "3706   2013-03-22\n",
       "3707   2013-03-25\n",
       "3708   2013-03-26\n",
       "3709   2013-03-27\n",
       "3710   2013-03-28\n",
       "3711   2013-04-02\n",
       "3712   2013-04-03\n",
       "3713   2013-04-04\n",
       "3714   2013-04-05\n",
       "3715   2013-04-08\n",
       "3716   2013-04-09\n",
       "3717   2013-04-10\n",
       "3718   2013-04-11\n",
       "3719   2013-04-12\n",
       "3720   2013-04-15\n",
       "3721   2013-04-16\n",
       "3722   2013-04-17\n",
       "3723   2013-04-18\n",
       "3724   2013-04-19\n",
       "3725   2013-04-22\n",
       "3726   2013-04-23\n",
       "3727   2013-04-24\n",
       "3728   2013-04-25\n",
       "3729   2013-04-26\n",
       "3730   2013-04-29\n",
       "3731   2013-04-30\n",
       "3732   2013-05-02\n",
       "3733   2013-05-03\n",
       "3734   2013-05-06\n",
       "3735   2013-05-07\n",
       "3736   2013-05-08\n",
       "3737   2013-05-09\n",
       "3738   2013-05-10\n",
       "3739   2013-05-13\n",
       "3740   2013-05-14\n",
       "3741   2013-05-15\n",
       "3742   2013-05-16\n",
       "3743   2013-05-17\n",
       "3744   2013-05-20\n",
       "3745   2013-05-21\n",
       "3746   2013-05-22\n",
       "3747   2013-05-23\n",
       "3748   2013-05-24\n",
       "3749   2013-05-27\n",
       "3750   2013-05-28\n",
       "3751   2013-05-29\n",
       "3752   2013-05-30\n",
       "3753   2013-05-31\n",
       "3754   2013-06-03\n",
       "3755   2013-06-04\n",
       "3756   2013-06-05\n",
       "3757   2013-06-06\n",
       "3758   2013-06-07\n",
       "3759   2013-06-10\n",
       "3760   2013-06-11\n",
       "3761   2013-06-12\n",
       "3762   2013-06-13\n",
       "3763   2013-06-14\n",
       "3764   2013-06-17\n",
       "3765   2013-06-18\n",
       "3766   2013-06-19\n",
       "3767   2013-06-20\n",
       "3768   2013-06-21\n",
       "3769   2013-06-24\n",
       "3770   2013-06-25\n",
       "3771   2013-06-26\n",
       "3772   2013-06-27\n",
       "3773   2013-06-28\n",
       "3774   2013-07-01\n",
       "3775   2013-07-02\n",
       "3776   2013-07-03\n",
       "3777   2013-07-04\n",
       "3778   2013-07-05\n",
       "3779   2013-07-08\n",
       "3780   2013-07-09\n",
       "3781   2013-07-10\n",
       "3782   2013-07-11\n",
       "3783   2013-07-12\n",
       "3784   2013-07-15\n",
       "3785   2013-07-16\n",
       "3786   2013-07-17\n",
       "3787   2013-07-18\n",
       "3788   2013-07-19\n",
       "3789   2013-07-22\n",
       "3790   2013-07-23\n",
       "3791   2013-07-24\n",
       "3792   2013-07-25\n",
       "3793   2013-07-26\n",
       "3794   2013-07-29\n",
       "3795   2013-07-30\n",
       "3796   2013-07-31\n",
       "3797   2013-08-01\n",
       "3798   2013-08-02\n",
       "3799   2013-08-05\n",
       "3800   2013-08-06\n",
       "3801   2013-08-07\n",
       "3802   2013-08-08\n",
       "3803   2013-08-09\n",
       "3804   2013-08-12\n",
       "3805   2013-08-13\n",
       "3806   2013-08-14\n",
       "3807   2013-08-15\n",
       "3808   2013-08-16\n",
       "3809   2013-08-19\n",
       "3810   2013-08-20\n",
       "3811   2013-08-21\n",
       "3812   2013-08-22\n",
       "3813   2013-08-23\n",
       "3814   2013-08-26\n",
       "3815   2013-08-27\n",
       "3816   2013-08-28\n",
       "3817   2013-08-29\n",
       "3818   2013-08-30\n",
       "3819   2013-09-02\n",
       "3820   2013-09-03\n",
       "3821   2013-09-04\n",
       "3822   2013-09-05\n",
       "3823   2013-09-06\n",
       "3824   2013-09-09\n",
       "3825   2013-09-10\n",
       "3826   2013-09-11\n",
       "3827   2013-09-12\n",
       "3828   2013-09-13\n",
       "3829   2013-09-16\n",
       "3830   2013-09-17\n",
       "3831   2013-09-18\n",
       "3832   2013-09-19\n",
       "3833   2013-09-20\n",
       "3834   2013-09-23\n",
       "3835   2013-09-24\n",
       "3836   2013-09-25\n",
       "3837   2013-09-26\n",
       "3838   2013-09-27\n",
       "3839   2013-09-30\n",
       "3840   2013-10-01\n",
       "3841   2013-10-02\n",
       "3842   2013-10-03\n",
       "3843   2013-10-04\n",
       "3844   2013-10-07\n",
       "3845   2013-10-08\n",
       "3846   2013-10-09\n",
       "3847   2013-10-10\n",
       "3848   2013-10-11\n",
       "3849   2013-10-14\n",
       "3850   2013-10-15\n",
       "3851   2013-10-16\n",
       "3852   2013-10-17\n",
       "3853   2013-10-18\n",
       "3854   2013-10-21\n",
       "3855   2013-10-22\n",
       "3856   2013-10-23\n",
       "3857   2013-10-24\n",
       "3858   2013-10-25\n",
       "3859   2013-10-28\n",
       "3860   2013-10-29\n",
       "3861   2013-10-30\n",
       "3862   2013-10-31\n",
       "3863   2013-11-01\n",
       "3864   2013-11-04\n",
       "3865   2013-11-05\n",
       "3866   2013-11-06\n",
       "3867   2013-11-07\n",
       "3868   2013-11-08\n",
       "3869   2013-11-11\n",
       "3870   2013-11-12\n",
       "3871   2013-11-13\n",
       "3872   2013-11-14\n",
       "3873   2013-11-15\n",
       "3874   2013-11-18\n",
       "3875   2013-11-19\n",
       "3876   2013-11-20\n",
       "3877   2013-11-21\n",
       "3878   2013-11-22\n",
       "3879   2013-11-25\n",
       "3880   2013-11-26\n",
       "3881   2013-11-27\n",
       "3882   2013-11-28\n",
       "3883   2013-11-29\n",
       "3884   2013-12-02\n",
       "3885   2013-12-03\n",
       "3886   2013-12-04\n",
       "3887   2013-12-05\n",
       "3888   2013-12-06\n",
       "3889   2013-12-09\n",
       "3890   2013-12-10\n",
       "3891   2013-12-11\n",
       "3892   2013-12-12\n",
       "3893   2013-12-13\n",
       "3894   2013-12-16\n",
       "3895   2013-12-17\n",
       "3896   2013-12-18\n",
       "3897   2013-12-19\n",
       "3898   2013-12-20\n",
       "3899   2013-12-23\n",
       "3900   2013-12-24\n",
       "3901   2013-12-27\n",
       "3902   2013-12-30\n",
       "3903   2013-12-31\n",
       "3904   2014-01-02\n",
       "3905   2014-01-03\n",
       "3906   2014-01-06\n",
       "3907   2014-01-07\n",
       "3908   2014-01-08\n",
       "3909   2014-01-09\n",
       "3910   2014-01-10\n",
       "3911   2014-01-13\n",
       "3912   2014-01-14\n",
       "3913   2014-01-15\n",
       "3914   2014-01-16\n",
       "3915   2014-01-17\n",
       "3916   2014-01-20\n",
       "3917   2014-01-21\n",
       "3918   2014-01-22\n",
       "3919   2014-01-23\n",
       "3920   2014-01-24\n",
       "3921   2014-01-27\n",
       "3922   2014-01-28\n",
       "3923   2014-01-29\n",
       "3924   2014-01-30\n",
       "3925   2014-01-31\n",
       "3926   2014-02-03\n",
       "3927   2014-02-04\n",
       "3928   2014-02-05\n",
       "3929   2014-02-06\n",
       "3930   2014-02-07\n",
       "3931   2014-02-10\n",
       "3932   2014-02-11\n",
       "3933   2014-02-12\n",
       "3934   2014-02-13\n",
       "3935   2014-02-14\n",
       "3936   2014-02-17\n",
       "3937   2014-02-18\n",
       "3938   2014-02-19\n",
       "3939   2014-02-20\n",
       "3940   2014-02-21\n",
       "3941   2014-02-24\n",
       "3942   2014-02-25\n",
       "3943   2014-02-26\n",
       "3944   2014-02-27\n",
       "3945   2014-02-28\n",
       "3946   2014-03-03\n",
       "3947   2014-03-04\n",
       "3948   2014-03-05\n",
       "3949   2014-03-06\n",
       "3950   2014-03-07\n",
       "3951   2014-03-10\n",
       "3952   2014-03-11\n",
       "3953   2014-03-12\n",
       "3954   2014-03-13\n",
       "3955   2014-03-14\n",
       "3956   2014-03-17\n",
       "3957   2014-03-18\n",
       "3958   2014-03-19\n",
       "3959   2014-03-20\n",
       "3960   2014-03-21\n",
       "3961   2014-03-24\n",
       "3962   2014-03-25\n",
       "3963   2014-03-26\n",
       "3964   2014-03-27\n",
       "3965   2014-03-28\n",
       "3966   2014-03-31\n",
       "3967   2014-04-01\n",
       "3968   2014-04-02\n",
       "3969   2014-04-03\n",
       "3970   2014-04-04\n",
       "3971   2014-04-07\n",
       "3972   2014-04-08\n",
       "3973   2014-04-09\n",
       "3974   2014-04-10\n",
       "3975   2014-04-11\n",
       "3976   2014-04-14\n",
       "3977   2014-04-15\n",
       "3978   2014-04-16\n",
       "3979   2014-04-17\n",
       "3980   2014-04-22\n",
       "3981   2014-04-23\n",
       "3982   2014-04-24\n",
       "3983   2014-04-25\n",
       "3984   2014-04-28\n",
       "3985   2014-04-29\n",
       "3986   2014-04-30\n",
       "3987   2014-05-02\n",
       "3988   2014-05-05\n",
       "3989   2014-05-06\n",
       "3990   2014-05-07\n",
       "3991   2014-05-08\n",
       "3992   2014-05-09\n",
       "3993   2014-05-12\n",
       "3994   2014-05-13\n",
       "3995   2014-05-14\n",
       "3996   2014-05-15\n",
       "3997   2014-05-16\n",
       "3998   2014-05-19\n",
       "3999   2014-05-20\n",
       "4000   2014-05-21\n",
       "4001   2014-05-22\n",
       "4002   2014-05-23\n",
       "4003   2014-05-26\n",
       "4004   2014-05-27\n",
       "4005   2014-05-28\n",
       "4006   2014-05-29\n",
       "4007   2014-05-30\n",
       "4008   2014-06-02\n",
       "4009   2014-06-03\n",
       "4010   2014-06-04\n",
       "4011   2014-06-05\n",
       "4012   2014-06-06\n",
       "4013   2014-06-09\n",
       "4014   2014-06-10\n",
       "4015   2014-06-11\n",
       "4016   2014-06-12\n",
       "4017   2014-06-13\n",
       "4018   2014-06-16\n",
       "4019   2014-06-17\n",
       "4020   2014-06-18\n",
       "4021   2014-06-19\n",
       "4022   2014-06-20\n",
       "4023   2014-06-23\n",
       "4024   2014-06-24\n",
       "4025   2014-06-25\n",
       "4026   2014-06-26\n",
       "4027   2014-06-27\n",
       "4028   2014-06-30\n",
       "4029   2014-07-01\n",
       "4030   2014-07-02\n",
       "4031   2014-07-03\n",
       "4032   2014-07-04\n",
       "4033   2014-07-07\n",
       "4034   2014-07-08\n",
       "4035   2014-07-09\n",
       "4036   2014-07-10\n",
       "4037   2014-07-11\n",
       "4038   2014-07-14\n",
       "4039   2014-07-15\n",
       "4040   2014-07-16\n",
       "4041   2014-07-17\n",
       "4042   2014-07-18\n",
       "4043   2014-07-21\n",
       "4044   2014-07-22\n",
       "4045   2014-07-23\n",
       "4046   2014-07-24\n",
       "4047   2014-07-25\n",
       "4048   2014-07-28\n",
       "4049   2014-07-29\n",
       "4050   2014-07-30\n",
       "4051   2014-07-31\n",
       "4052   2014-08-01\n",
       "4053   2014-08-04\n",
       "4054   2014-08-05\n",
       "4055   2014-08-06\n",
       "4056   2014-08-07\n",
       "4057   2014-08-08\n",
       "4058   2014-08-11\n",
       "4059   2014-08-12\n",
       "4060   2014-08-13\n",
       "4061   2014-08-14\n",
       "4062   2014-08-15\n",
       "4063   2014-08-18\n",
       "4064   2014-08-19\n",
       "4065   2014-08-20\n",
       "4066   2014-08-21\n",
       "4067   2014-08-22\n",
       "4068   2014-08-25\n",
       "4069   2014-08-26\n",
       "4070   2014-08-27\n",
       "4071   2014-08-28\n",
       "4072   2014-08-29\n",
       "4073   2014-09-01\n",
       "4074   2014-09-02\n",
       "4075   2014-09-03\n",
       "4076   2014-09-04\n",
       "4077   2014-09-05\n",
       "4078   2014-09-08\n",
       "4079   2014-09-09\n",
       "4080   2014-09-10\n",
       "4081   2014-09-11\n",
       "4082   2014-09-12\n",
       "4083   2014-09-15\n",
       "4084   2014-09-16\n",
       "4085   2014-09-17\n",
       "4086   2014-09-18\n",
       "4087   2014-09-19\n",
       "4088   2014-09-22\n",
       "4089   2014-09-23\n",
       "4090   2014-09-24\n",
       "4091   2014-09-25\n",
       "4092   2014-09-26\n",
       "4093   2014-09-29\n",
       "4094   2014-09-30\n",
       "4095   2014-10-01\n",
       "4096   2014-10-02\n",
       "4097   2014-10-03\n",
       "4098   2014-10-06\n",
       "4099   2014-10-07\n",
       "4100   2014-10-08\n",
       "4101   2014-10-09\n",
       "4102   2014-10-10\n",
       "4103   2014-10-13\n",
       "4104   2014-10-14\n",
       "4105   2014-10-15\n",
       "4106   2014-10-16\n",
       "4107   2014-10-17\n",
       "4108   2014-10-20\n",
       "4109   2014-10-21\n",
       "4110   2014-10-22\n",
       "4111   2014-10-23\n",
       "4112   2014-10-24\n",
       "4113   2014-10-27\n",
       "4114   2014-10-28\n",
       "4115   2014-10-29\n",
       "4116   2014-10-30\n",
       "4117   2014-10-31\n",
       "4118   2014-11-03\n",
       "4119   2014-11-04\n",
       "4120   2014-11-05\n",
       "4121   2014-11-06\n",
       "4122   2014-11-07\n",
       "4123   2014-11-10\n",
       "4124   2014-11-11\n",
       "4125   2014-11-12\n",
       "4126   2014-11-13\n",
       "4127   2014-11-14\n",
       "4128   2014-11-17\n",
       "4129   2014-11-18\n",
       "4130   2014-11-19\n",
       "4131   2014-11-20\n",
       "4132   2014-11-21\n",
       "4133   2014-11-24\n",
       "4134   2014-11-25\n",
       "4135   2014-11-26\n",
       "4136   2014-11-27\n",
       "4137   2014-11-28\n",
       "4138   2014-12-01\n",
       "4139   2014-12-02\n",
       "4140   2014-12-03\n",
       "4141   2014-12-04\n",
       "4142   2014-12-05\n",
       "4143   2014-12-08\n",
       "4144   2014-12-09\n",
       "4145   2014-12-10\n",
       "4146   2014-12-11\n",
       "4147   2014-12-12\n",
       "4148   2014-12-15\n",
       "4149   2014-12-16\n",
       "4150   2014-12-17\n",
       "4151   2014-12-18\n",
       "4152   2014-12-19\n",
       "4153   2014-12-22\n",
       "4154   2014-12-23\n",
       "4155   2014-12-24\n",
       "4156   2014-12-29\n",
       "4157   2014-12-30\n",
       "4158   2014-12-31\n",
       "4159   2015-01-02\n",
       "4160   2015-01-05\n",
       "4161   2015-01-06\n",
       "4162   2015-01-07\n",
       "4163   2015-01-08\n",
       "4164   2015-01-09\n",
       "4165   2015-01-12\n",
       "4166   2015-01-13\n",
       "4167   2015-01-14\n",
       "4168   2015-01-15\n",
       "4169   2015-01-16\n",
       "4170   2015-01-19\n",
       "4171   2015-01-20\n",
       "4172   2015-01-21\n",
       "4173   2015-01-22\n",
       "4174   2015-01-23\n",
       "4175   2015-01-26\n",
       "4176   2015-01-27\n",
       "4177   2015-01-28\n",
       "4178   2015-01-29\n",
       "4179   2015-01-30\n",
       "4180   2015-02-02\n",
       "4181   2015-02-03\n",
       "4182   2015-02-04\n",
       "4183   2015-02-05\n",
       "4184   2015-02-06\n",
       "4185   2015-02-09\n",
       "4186   2015-02-10\n",
       "4187   2015-02-11\n",
       "4188   2015-02-12\n",
       "4189   2015-02-13\n",
       "4190   2015-02-16\n",
       "4191   2015-02-17\n",
       "4192   2015-02-18\n",
       "4193   2015-02-19\n",
       "4194   2015-02-20\n",
       "4195   2015-02-23\n",
       "4196   2015-02-24\n",
       "4197   2015-02-25\n",
       "4198   2015-02-26\n",
       "4199   2015-02-27\n",
       "4200   2015-03-02\n",
       "4201   2015-03-03\n",
       "4202   2015-03-04\n",
       "4203   2015-03-05\n",
       "4204   2015-03-06\n",
       "4205   2015-03-09\n",
       "4206   2015-03-10\n",
       "4207   2015-03-11\n",
       "4208   2015-03-12\n",
       "4209   2015-03-13\n",
       "4210   2015-03-16\n",
       "4211   2015-03-17\n",
       "4212   2015-03-18\n",
       "4213   2015-03-19\n",
       "4214   2015-03-20\n",
       "4215   2015-03-23\n",
       "4216   2015-03-24\n",
       "4217   2015-03-25\n",
       "4218   2015-03-26\n",
       "4219   2015-03-27\n",
       "4220   2015-03-30\n",
       "4221   2015-03-31\n",
       "4222   2015-04-01\n",
       "4223   2015-04-02\n",
       "4224   2015-04-07\n",
       "4225   2015-04-08\n",
       "4226   2015-04-09\n",
       "4227   2015-04-10\n",
       "4228   2015-04-13\n",
       "4229   2015-04-14\n",
       "4230   2015-04-15\n",
       "4231   2015-04-16\n",
       "4232   2015-04-17\n",
       "4233   2015-04-20\n",
       "4234   2015-04-21\n",
       "4235   2015-04-22\n",
       "4236   2015-04-23\n",
       "4237   2015-04-24\n",
       "4238   2015-04-27\n",
       "4239   2015-04-28\n",
       "4240   2015-04-29\n",
       "4241   2015-04-30\n",
       "4242   2015-05-04\n",
       "4243   2015-05-05\n",
       "4244   2015-05-06\n",
       "4245   2015-05-07\n",
       "4246   2015-05-08\n",
       "4247   2015-05-11\n",
       "4248   2015-05-12\n",
       "4249   2015-05-13\n",
       "4250   2015-05-14\n",
       "4251   2015-05-15\n",
       "4252   2015-05-18\n",
       "4253   2015-05-19\n",
       "4254   2015-05-20\n",
       "4255   2015-05-21\n",
       "4256   2015-05-22\n",
       "4257   2015-05-25\n",
       "4258   2015-05-26\n",
       "4259   2015-05-27\n",
       "4260   2015-05-28\n",
       "4261   2015-05-29\n",
       "4262   2015-06-01\n",
       "4263   2015-06-02\n",
       "4264   2015-06-03\n",
       "4265   2015-06-04\n",
       "4266   2015-06-05\n",
       "4267   2015-06-08\n",
       "4268   2015-06-09\n",
       "4269   2015-06-10\n",
       "4270   2015-06-11\n",
       "4271   2015-06-12\n",
       "4272   2015-06-15\n",
       "4273   2015-06-16\n",
       "4274   2015-06-17\n",
       "4275   2015-06-18\n",
       "4276   2015-06-19\n",
       "4277   2015-06-22\n",
       "4278   2015-06-23\n",
       "4279   2015-06-24\n",
       "4280   2015-06-25\n",
       "4281   2015-06-26\n",
       "4282   2015-06-29\n",
       "4283   2015-06-30\n",
       "4284   2015-07-01\n",
       "4285   2015-07-02\n",
       "4286   2015-07-03\n",
       "4287   2015-07-06\n",
       "4288   2015-07-07\n",
       "4289   2015-07-08\n",
       "4290   2015-07-09\n",
       "4291   2015-07-10\n",
       "4292   2015-07-13\n",
       "4293   2015-07-14\n",
       "4294   2015-07-15\n",
       "4295   2015-07-16\n",
       "4296   2015-07-17\n",
       "4297   2015-07-20\n",
       "4298   2015-07-21\n",
       "4299   2015-07-22\n",
       "4300   2015-07-23\n",
       "4301   2015-07-24\n",
       "4302   2015-07-27\n",
       "4303   2015-07-28\n",
       "4304   2015-07-29\n",
       "4305   2015-07-30\n",
       "4306   2015-07-31\n",
       "4307   2015-08-03\n",
       "4308   2015-08-04\n",
       "4309   2015-08-05\n",
       "4310   2015-08-06\n",
       "4311   2015-08-07\n",
       "4312   2015-08-10\n",
       "4313   2015-08-11\n",
       "4314   2015-08-12\n",
       "4315   2015-08-13\n",
       "4316   2015-08-14\n",
       "4317   2015-08-17\n",
       "4318   2015-08-18\n",
       "4319   2015-08-19\n",
       "4320   2015-08-20\n",
       "4321   2015-08-21\n",
       "4322   2015-08-24\n",
       "4323   2015-08-25\n",
       "4324   2015-08-26\n",
       "4325   2015-08-27\n",
       "4326   2015-08-28\n",
       "4327   2015-08-31\n",
       "4328   2015-09-01\n",
       "4329   2015-09-02\n",
       "4330   2015-09-03\n",
       "4331   2015-09-04\n",
       "4332   2015-09-07\n",
       "4333   2015-09-08\n",
       "4334   2015-09-09\n",
       "4335   2015-09-10\n",
       "4336   2015-09-11\n",
       "4337   2015-09-14\n",
       "4338   2015-09-15\n",
       "4339   2015-09-16\n",
       "4340   2015-09-17\n",
       "4341   2015-09-18\n",
       "4342   2015-09-21\n",
       "4343   2015-09-22\n",
       "4344   2015-09-23\n",
       "4345   2015-09-24\n",
       "4346   2015-09-25\n",
       "4347   2015-09-28\n",
       "4348   2015-09-29\n",
       "4349   2015-09-30\n",
       "4350   2015-10-01\n",
       "4351   2015-10-02\n",
       "4352   2015-10-05\n",
       "4353   2015-10-06\n",
       "4354   2015-10-07\n",
       "4355   2015-10-08\n",
       "4356   2015-10-09\n",
       "4357   2015-10-12\n",
       "4358   2015-10-13\n",
       "4359   2015-10-14\n",
       "4360   2015-10-15\n",
       "4361   2015-10-16\n",
       "4362   2015-10-19\n",
       "4363   2015-10-20\n",
       "4364   2015-10-21\n",
       "4365   2015-10-22\n",
       "4366   2015-10-23\n",
       "4367   2015-10-26\n",
       "4368   2015-10-27\n",
       "4369   2015-10-28\n",
       "4370   2015-10-29\n",
       "4371   2015-10-30\n",
       "4372   2015-11-02\n",
       "4373   2015-11-03\n",
       "4374   2015-11-04\n",
       "4375   2015-11-05\n",
       "4376   2015-11-06\n",
       "4377   2015-11-09\n",
       "4378   2015-11-10\n",
       "4379   2015-11-11\n",
       "4380   2015-11-12\n",
       "4381   2015-11-13\n",
       "4382   2015-11-16\n",
       "4383   2015-11-17\n",
       "4384   2015-11-18\n",
       "4385   2015-11-19\n",
       "4386   2015-11-20\n",
       "4387   2015-11-23\n",
       "4388   2015-11-24\n",
       "4389   2015-11-25\n",
       "4390   2015-11-26\n",
       "4391   2015-11-27\n",
       "4392   2015-11-30\n",
       "4393   2015-12-01\n",
       "4394   2015-12-02\n",
       "4395   2015-12-03\n",
       "4396   2015-12-04\n",
       "4397   2015-12-07\n",
       "4398   2015-12-08\n",
       "4399   2015-12-09\n",
       "4400   2015-12-10\n",
       "4401   2015-12-11\n",
       "4402   2015-12-14\n",
       "4403   2015-12-15\n",
       "4404   2015-12-16\n",
       "4405   2015-12-17\n",
       "4406   2015-12-18\n",
       "4407   2015-12-21\n",
       "4408   2015-12-22\n",
       "4409   2015-12-23\n",
       "4410   2015-12-24\n",
       "4411   2015-12-28\n",
       "4412   2015-12-29\n",
       "4413   2015-12-30\n",
       "4414   2015-12-31\n",
       "4415   2016-01-04\n",
       "4416   2016-01-05\n",
       "4417   2016-01-06\n",
       "4418   2016-01-07\n",
       "4419   2016-01-08\n",
       "4420   2016-01-11\n",
       "4421   2016-01-12\n",
       "4422   2016-01-13\n",
       "4423   2016-01-14\n",
       "4424   2016-01-15\n",
       "4425   2016-01-18\n",
       "4426   2016-01-19\n",
       "4427   2016-01-20\n",
       "4428   2016-01-21\n",
       "4429   2016-01-22\n",
       "4430   2016-01-25\n",
       "4431   2016-01-26\n",
       "4432   2016-01-27\n",
       "4433   2016-01-28\n",
       "4434   2016-01-29\n",
       "4435   2016-02-01\n",
       "4436   2016-02-02\n",
       "4437   2016-02-03\n",
       "4438   2016-02-04\n",
       "4439   2016-02-05\n",
       "4440   2016-02-08\n",
       "4441   2016-02-09\n",
       "4442   2016-02-10\n",
       "4443   2016-02-11\n",
       "4444   2016-02-12\n",
       "4445   2016-02-15\n",
       "4446   2016-02-16\n",
       "4447   2016-02-17\n",
       "4448   2016-02-18\n",
       "4449   2016-02-19\n",
       "4450   2016-02-22\n",
       "4451   2016-02-23\n",
       "4452   2016-02-24\n",
       "4453   2016-02-25\n",
       "4454   2016-02-26\n",
       "4455   2016-02-29\n",
       "4456   2016-03-01\n",
       "4457   2016-03-02\n",
       "4458   2016-03-03\n",
       "4459   2016-03-04\n",
       "4460   2016-03-07\n",
       "4461   2016-03-08\n",
       "4462   2016-03-09\n",
       "4463   2016-03-10\n",
       "4464   2016-03-11\n",
       "4465   2016-03-14\n",
       "4466   2016-03-15\n",
       "4467   2016-03-16\n",
       "4468   2016-03-17\n",
       "4469   2016-03-18\n",
       "4470   2016-03-21\n",
       "4471   2016-03-22\n",
       "4472   2016-03-23\n",
       "4473   2016-03-24\n",
       "4474   2016-03-29\n",
       "4475   2016-03-30\n",
       "4476   2016-03-31\n",
       "4477   2016-04-01\n",
       "4478   2016-04-04\n",
       "4479   2016-04-05\n",
       "4480   2016-04-06\n",
       "4481   2016-04-07\n",
       "4482   2016-04-08\n",
       "4483   2016-04-11\n",
       "4484   2016-04-12\n",
       "4485   2016-04-13\n",
       "4486   2016-04-14\n",
       "4487   2016-04-15\n",
       "4488   2016-04-18\n",
       "4489   2016-04-19\n",
       "4490   2016-04-20\n",
       "4491   2016-04-21\n",
       "4492   2016-04-22\n",
       "4493   2016-04-25\n",
       "4494   2016-04-26\n",
       "4495   2016-04-27\n",
       "4496   2016-04-28\n",
       "4497   2016-04-29\n",
       "4498   2016-05-02\n",
       "4499   2016-05-03\n",
       "4500   2016-05-04\n",
       "4501   2016-05-05\n",
       "4502   2016-05-06\n",
       "4503   2016-05-09\n",
       "4504   2016-05-10\n",
       "4505   2016-05-11\n",
       "4506   2016-05-12\n",
       "4507   2016-05-13\n",
       "4508   2016-05-16\n",
       "4509   2016-05-17\n",
       "4510   2016-05-18\n",
       "4511   2016-05-19\n",
       "4512   2016-05-20\n",
       "4513   2016-05-23\n",
       "4514   2016-05-24\n",
       "4515   2016-05-25\n",
       "4516   2016-05-26\n",
       "4517   2016-05-27\n",
       "4518   2016-05-30\n",
       "4519   2016-05-31\n",
       "4520   2016-06-01\n",
       "4521   2016-06-02\n",
       "4522   2016-06-03\n",
       "4523   2016-06-06\n",
       "4524   2016-06-07\n",
       "4525   2016-06-08\n",
       "4526   2016-06-09\n",
       "4527   2016-06-10\n",
       "4528   2016-06-13\n",
       "4529   2016-06-14\n",
       "4530   2016-06-15\n",
       "4531   2016-06-16\n",
       "4532   2016-06-17\n",
       "4533   2016-06-20\n",
       "4534   2016-06-21\n",
       "4535   2016-06-22\n",
       "4536   2016-06-23\n",
       "4537   2016-06-24\n",
       "4538   2016-06-27\n",
       "4539   2016-06-28\n",
       "4540   2016-06-29\n",
       "4541   2016-06-30\n",
       "4542   2016-07-01\n",
       "4543   2016-07-04\n",
       "4544   2016-07-05\n",
       "4545   2016-07-06\n",
       "4546   2016-07-07\n",
       "4547   2016-07-08\n",
       "4548   2016-07-11\n",
       "4549   2016-07-12\n",
       "4550   2016-07-13\n",
       "4551   2016-07-14\n",
       "4552   2016-07-15\n",
       "4553   2016-07-18\n",
       "4554   2016-07-19\n",
       "4555   2016-07-20\n",
       "4556   2016-07-21\n",
       "4557   2016-07-22\n",
       "4558   2016-07-25\n",
       "4559   2016-07-26\n",
       "4560   2016-07-27\n",
       "4561   2016-07-28\n",
       "4562   2016-07-29\n",
       "4563   2016-08-01\n",
       "4564   2016-08-02\n",
       "4565   2016-08-03\n",
       "4566   2016-08-04\n",
       "4567   2016-08-05\n",
       "4568   2016-08-08\n",
       "4569   2016-08-09\n",
       "4570   2016-08-10\n",
       "4571   2016-08-11\n",
       "4572   2016-08-12\n",
       "4573   2016-08-15\n",
       "4574   2016-08-16\n",
       "4575   2016-08-17\n",
       "4576   2016-08-18\n",
       "4577   2016-08-19\n",
       "4578   2016-08-22\n",
       "4579   2016-08-23\n",
       "4580   2016-08-24\n",
       "4581   2016-08-25\n",
       "4582   2016-08-26\n",
       "4583   2016-08-29\n",
       "4584   2016-08-30\n",
       "4585   2016-08-31\n",
       "4586   2016-09-01\n",
       "4587   2016-09-02\n",
       "4588   2016-09-05\n",
       "4589   2016-09-06\n",
       "4590   2016-09-07\n",
       "4591   2016-09-08\n",
       "4592   2016-09-09\n",
       "4593   2016-09-12\n",
       "4594   2016-09-13\n",
       "4595   2016-09-14\n",
       "4596   2016-09-15\n",
       "4597   2016-09-16\n",
       "4598   2016-09-19\n",
       "4599   2016-09-20\n",
       "4600   2016-09-21\n",
       "4601   2016-09-22\n",
       "4602   2016-09-23\n",
       "4603   2016-09-26\n",
       "4604   2016-09-27\n",
       "4605   2016-09-28\n",
       "4606   2016-09-29\n",
       "4607   2016-09-30\n",
       "4608   2016-10-03\n",
       "4609   2016-10-04\n",
       "4610   2016-10-05\n",
       "4611   2016-10-06\n",
       "4612   2016-10-07\n",
       "4613   2016-10-10\n",
       "4614   2016-10-11\n",
       "4615   2016-10-12\n",
       "4616   2016-10-13\n",
       "4617   2016-10-14\n",
       "4618   2016-10-17\n",
       "4619   2016-10-18\n",
       "4620   2016-10-19\n",
       "4621   2016-10-20\n",
       "4622   2016-10-21\n",
       "4623   2016-10-24\n",
       "4624   2016-10-25\n",
       "4625   2016-10-26\n",
       "4626   2016-10-27\n",
       "4627   2016-10-28\n",
       "4628   2016-10-31\n",
       "4629   2016-11-01\n",
       "4630   2016-11-02\n",
       "4631   2016-11-03\n",
       "4632   2016-11-04\n",
       "4633   2016-11-07\n",
       "4634   2016-11-08\n",
       "4635   2016-11-09\n",
       "4636   2016-11-10\n",
       "4637   2016-11-11\n",
       "4638   2016-11-14\n",
       "4639   2016-11-15\n",
       "4640   2016-11-16\n",
       "4641   2016-11-17\n",
       "4642   2016-11-18\n",
       "4643   2016-11-21\n",
       "4644   2016-11-22\n",
       "4645   2016-11-23\n",
       "4646   2016-11-24\n",
       "4647   2016-11-25\n",
       "4648   2016-11-28\n",
       "4649   2016-11-29\n",
       "4650   2016-11-30\n",
       "4651   2016-12-01\n",
       "4652   2016-12-02\n",
       "4653   2016-12-05\n",
       "4654   2016-12-06\n",
       "4655   2016-12-07\n",
       "4656   2016-12-08\n",
       "4657   2016-12-09\n",
       "4658   2016-12-12\n",
       "4659   2016-12-13\n",
       "4660   2016-12-14\n",
       "4661   2016-12-15\n",
       "4662   2016-12-16\n",
       "4663   2016-12-19\n",
       "4664   2016-12-20\n",
       "4665   2016-12-21\n",
       "4666   2016-12-22\n",
       "4667   2016-12-23\n",
       "4668   2016-12-27\n",
       "4669   2016-12-28\n",
       "4670   2016-12-29\n",
       "4671   2016-12-30\n",
       "4672   2017-01-02\n",
       "4673   2017-01-03\n",
       "4674   2017-01-04\n",
       "4675   2017-01-05\n",
       "4676   2017-01-06\n",
       "4677   2017-01-09\n",
       "4678   2017-01-10\n",
       "4679   2017-01-11\n",
       "4680   2017-01-12\n",
       "4681   2017-01-13\n",
       "4682   2017-01-16\n",
       "4683   2017-01-17\n",
       "4684   2017-01-18\n",
       "4685   2017-01-19\n",
       "4686   2017-01-20\n",
       "4687   2017-01-23\n",
       "4688   2017-01-24\n",
       "4689   2017-01-25\n",
       "4690   2017-01-26\n",
       "4691   2017-01-27\n",
       "4692   2017-01-30\n",
       "4693   2017-01-31\n",
       "4694   2017-02-01\n",
       "4695   2017-02-02\n",
       "4696   2017-02-03\n",
       "4697   2017-02-06\n",
       "4698   2017-02-07\n",
       "4699   2017-02-08\n",
       "4700   2017-02-09\n",
       "4701   2017-02-10\n",
       "4702   2017-02-13\n",
       "4703   2017-02-14\n",
       "4704   2017-02-15\n",
       "4705   2017-02-16\n",
       "4706   2017-02-17\n",
       "4707   2017-02-20\n",
       "4708   2017-02-21\n",
       "4709   2017-02-22\n",
       "4710   2017-02-23\n",
       "4711   2017-02-24\n",
       "4712   2017-02-27\n",
       "4713   2017-02-28\n",
       "4714   2017-03-01\n",
       "4715   2017-03-02\n",
       "4716   2017-03-03\n",
       "4717   2017-03-06\n",
       "4718   2017-03-07\n",
       "4719   2017-03-08\n",
       "4720   2017-03-09\n",
       "4721   2017-03-10\n",
       "4722   2017-03-13\n",
       "4723   2017-03-14\n",
       "4724   2017-03-15\n",
       "4725   2017-03-16\n",
       "4726   2017-03-17\n",
       "4727   2017-03-20\n",
       "4728   2017-03-21\n",
       "4729   2017-03-22\n",
       "4730   2017-03-23\n",
       "4731   2017-03-24\n",
       "4732   2017-03-27\n",
       "4733   2017-03-28\n",
       "4734   2017-03-29\n",
       "4735   2017-03-30\n",
       "4736   2017-03-31\n",
       "4737   2017-04-03\n",
       "4738   2017-04-04\n",
       "4739   2017-04-05\n",
       "4740   2017-04-06\n",
       "4741   2017-04-07\n",
       "4742   2017-04-10\n",
       "4743   2017-04-11\n",
       "4744   2017-04-12\n",
       "4745   2017-04-13\n",
       "4746   2017-04-18\n",
       "4747   2017-04-19\n",
       "4748   2017-04-20\n",
       "4749   2017-04-21\n",
       "4750   2017-04-24\n",
       "4751   2017-04-25\n",
       "4752   2017-04-26\n",
       "4753   2017-04-27\n",
       "4754   2017-04-28\n",
       "4755   2017-05-02\n",
       "4756   2017-05-03\n",
       "4757   2017-05-04\n",
       "4758   2017-05-05\n",
       "4759   2017-05-08\n",
       "4760   2017-05-09\n",
       "4761   2017-05-10\n",
       "4762   2017-05-11\n",
       "4763   2017-05-12\n",
       "4764   2017-05-15\n",
       "4765   2017-05-16\n",
       "4766   2017-05-17\n",
       "4767   2017-05-18\n",
       "4768   2017-05-19\n",
       "4769   2017-05-22\n",
       "4770   2017-05-23\n",
       "4771   2017-05-24\n",
       "4772   2017-05-25\n",
       "4773   2017-05-26\n",
       "4774   2017-05-29\n",
       "4775   2017-05-30\n",
       "4776   2017-05-31\n",
       "4777   2017-06-01\n",
       "4778   2017-06-02\n",
       "4779   2017-06-05\n",
       "4780   2017-06-06\n",
       "4781   2017-06-07\n",
       "4782   2017-06-08\n",
       "4783   2017-06-09\n",
       "4784   2017-06-12\n",
       "4785   2017-06-13\n",
       "4786   2017-06-14\n",
       "4787   2017-06-15\n",
       "4788   2017-06-16\n",
       "4789   2017-06-19\n",
       "4790   2017-06-20\n",
       "4791   2017-06-21\n",
       "4792   2017-06-22\n",
       "4793   2017-06-23\n",
       "4794   2017-06-26\n",
       "4795   2017-06-27\n",
       "4796   2017-06-28\n",
       "4797   2017-06-29\n",
       "4798   2017-06-30\n",
       "4799   2017-07-03\n",
       "4800   2017-07-04\n",
       "4801   2017-07-05\n",
       "4802   2017-07-06\n",
       "4803   2017-07-07\n",
       "4804   2017-07-10\n",
       "4805   2017-07-11\n",
       "4806   2017-07-12\n",
       "4807   2017-07-13\n",
       "4808   2017-07-14\n",
       "4809   2017-07-17\n",
       "4810   2017-07-18\n",
       "4811   2017-07-19\n",
       "4812   2017-07-20\n",
       "4813   2017-07-21\n",
       "4814   2017-07-24\n",
       "4815   2017-07-25\n",
       "4816   2017-07-26\n",
       "4817   2017-07-27\n",
       "4818   2017-07-28\n",
       "4819   2017-07-31\n",
       "4820   2017-08-01\n",
       "4821   2017-08-02\n",
       "4822   2017-08-03\n",
       "4823   2017-08-04\n",
       "4824   2017-08-07\n",
       "4825   2017-08-08\n",
       "4826   2017-08-09\n",
       "4827   2017-08-10\n",
       "4828   2017-08-11\n",
       "4829   2017-08-14\n",
       "4830   2017-08-15\n",
       "4831   2017-08-16\n",
       "4832   2017-08-17\n",
       "4833   2017-08-18\n",
       "4834   2017-08-21\n",
       "4835   2017-08-22\n",
       "4836   2017-08-23\n",
       "4837   2017-08-24\n",
       "4838   2017-08-25\n",
       "4839   2017-08-28\n",
       "4840   2017-08-29\n",
       "4841   2017-08-30\n",
       "4842   2017-08-31\n",
       "4843   2017-09-01\n",
       "4844   2017-09-04\n",
       "4845   2017-09-05\n",
       "4846   2017-09-06\n",
       "4847   2017-09-07\n",
       "4848   2017-09-08\n",
       "4849   2017-09-11\n",
       "4850   2017-09-12\n",
       "4851   2017-09-13\n",
       "4852   2017-09-14\n",
       "4853   2017-09-15\n",
       "4854   2017-09-18\n",
       "4855   2017-09-19\n",
       "4856   2017-09-20\n",
       "4857   2017-09-21\n",
       "4858   2017-09-22\n",
       "4859   2017-09-25\n",
       "4860   2017-09-26\n",
       "4861   2017-09-27\n",
       "4862   2017-09-28\n",
       "4863   2017-09-29\n",
       "4864   2017-10-02\n",
       "4865   2017-10-03\n",
       "4866   2017-10-04\n",
       "4867   2017-10-05\n",
       "4868   2017-10-06\n",
       "4869   2017-10-09\n",
       "4870   2017-10-10\n",
       "4871   2017-10-11\n",
       "4872   2017-10-12\n",
       "4873   2017-10-13\n",
       "4874   2017-10-16\n",
       "4875   2017-10-17\n",
       "4876   2017-10-18\n",
       "4877   2017-10-19\n",
       "4878   2017-10-20\n",
       "4879   2017-10-23\n",
       "4880   2017-10-24\n",
       "4881   2017-10-25\n",
       "4882   2017-10-26\n",
       "4883   2017-10-27\n",
       "4884   2017-10-30\n",
       "4885   2017-10-31\n",
       "4886   2017-11-01\n",
       "4887   2017-11-02\n",
       "4888   2017-11-03\n",
       "4889   2017-11-06\n",
       "4890   2017-11-07\n",
       "4891   2017-11-08\n",
       "4892   2017-11-09\n",
       "4893   2017-11-10\n",
       "4894   2017-11-13\n",
       "4895   2017-11-14\n",
       "4896   2017-11-15\n",
       "4897   2017-11-16\n",
       "4898   2017-11-17\n",
       "4899   2017-11-20\n",
       "4900   2017-11-21\n",
       "4901   2017-11-22\n",
       "4902   2017-11-23\n",
       "4903   2017-11-24\n",
       "4904   2017-11-27\n",
       "4905   2017-11-28\n",
       "4906   2017-11-29\n",
       "4907   2017-11-30\n",
       "4908   2017-12-01\n",
       "4909   2017-12-04\n",
       "4910   2017-12-05\n",
       "4911   2017-12-06\n",
       "4912   2017-12-07\n",
       "4913   2017-12-08\n",
       "4914   2017-12-11\n",
       "4915   2017-12-12\n",
       "4916   2017-12-13\n",
       "4917   2017-12-14\n",
       "4918   2017-12-15\n",
       "4919   2017-12-18\n",
       "4920   2017-12-19\n",
       "4921   2017-12-20\n",
       "4922   2017-12-21\n",
       "4923   2017-12-22\n",
       "4924   2017-12-27\n",
       "4925   2017-12-28\n",
       "4926   2017-12-29\n",
       "4927   2018-01-02\n",
       "4928   2018-01-03\n",
       "4929   2018-01-04\n",
       "4930   2018-01-05\n",
       "4931   2018-01-08\n",
       "4932   2018-01-09\n",
       "4933   2018-01-10\n",
       "4934   2018-01-11\n",
       "4935   2018-01-12\n",
       "4936   2018-01-15\n",
       "4937   2018-01-16\n",
       "4938   2018-01-17\n",
       "4939   2018-01-18\n",
       "4940   2018-01-19\n",
       "4941   2018-01-22\n",
       "4942   2018-01-23\n",
       "4943   2018-01-24\n",
       "4944   2018-01-25\n",
       "4945   2018-01-26\n",
       "4946   2018-01-29\n",
       "4947   2018-01-30\n",
       "4948   2018-01-31\n",
       "4949   2018-02-01\n",
       "4950   2018-02-02\n",
       "4951   2018-02-05\n",
       "4952   2018-02-06\n",
       "4953   2018-02-07\n",
       "4954   2018-02-08\n",
       "4955   2018-02-09\n",
       "4956   2018-02-12\n",
       "4957   2018-02-13\n",
       "4958   2018-02-14\n",
       "4959   2018-02-15\n",
       "4960   2018-02-16\n",
       "4961   2018-02-19\n",
       "4962   2018-02-20\n",
       "4963   2018-02-21\n",
       "4964   2018-02-22\n",
       "4965   2018-02-23\n",
       "4966   2018-02-26\n",
       "4967   2018-02-27\n",
       "4968   2018-02-28\n",
       "4969   2018-03-01\n",
       "4970   2018-03-02\n",
       "4971   2018-03-05\n",
       "4972   2018-03-06\n",
       "4973   2018-03-07\n",
       "4974   2018-03-08\n",
       "4975   2018-03-09\n",
       "4976   2018-03-12\n",
       "4977   2018-03-13\n",
       "4978   2018-03-14\n",
       "4979   2018-03-15\n",
       "4980   2018-03-16\n",
       "4981   2018-03-19\n",
       "4982   2018-03-20\n",
       "4983   2018-03-21\n",
       "4984   2018-03-22\n",
       "4985   2018-03-23\n",
       "4986   2018-03-26\n",
       "4987   2018-03-27\n",
       "4988   2018-03-28\n",
       "4989   2018-03-29\n",
       "4990   2018-04-03\n",
       "4991   2018-04-04\n",
       "4992   2018-04-05\n",
       "4993   2018-04-06\n",
       "4994   2018-04-09\n",
       "4995   2018-04-10\n",
       "4996   2018-04-11\n",
       "4997   2018-04-12\n",
       "4998   2018-04-13\n",
       "4999   2018-04-16\n",
       "5000   2018-04-17\n",
       "5001   2018-04-18\n",
       "5002   2018-04-19\n",
       "5003   2018-04-20\n",
       "5004   2018-04-23\n",
       "5005   2018-04-24\n",
       "5006   2018-04-25\n",
       "5007   2018-04-26\n",
       "5008   2018-04-27\n",
       "5009   2018-04-30\n",
       "5010   2018-05-02\n",
       "5011   2018-05-03\n",
       "5012   2018-05-04\n",
       "5013   2018-05-07\n",
       "5014   2018-05-08\n",
       "5015   2018-05-09\n",
       "5016   2018-05-10\n",
       "5017   2018-05-11\n",
       "5018   2018-05-14\n",
       "5019   2018-05-15\n",
       "5020   2018-05-16\n",
       "5021   2018-05-17\n",
       "5022   2018-05-18\n",
       "5023   2018-05-21\n",
       "5024   2018-05-22\n",
       "5025   2018-05-23\n",
       "5026   2018-05-24\n",
       "5027   2018-05-25\n",
       "5028   2018-05-28\n",
       "5029   2018-05-29\n",
       "5030   2018-05-30\n",
       "5031   2018-05-31\n",
       "5032   2018-06-01\n",
       "5033   2018-06-04\n",
       "5034   2018-06-05\n",
       "5035   2018-06-06\n",
       "5036   2018-06-07\n",
       "5037   2018-06-08\n",
       "5038   2018-06-11\n",
       "5039   2018-06-12\n",
       "5040   2018-06-13\n",
       "5041   2018-06-14\n",
       "5042   2018-06-15\n",
       "5043   2018-06-18\n",
       "5044   2018-06-19\n",
       "5045   2018-06-20\n",
       "5046   2018-06-21\n",
       "5047   2018-06-22\n",
       "5048   2018-06-25\n",
       "5049   2018-06-26\n",
       "5050   2018-06-27\n",
       "5051   2018-06-28\n",
       "5052   2018-06-29\n",
       "5053   2018-07-02\n",
       "5054   2018-07-03\n",
       "5055   2018-07-04\n",
       "5056   2018-07-05\n",
       "5057   2018-07-06\n",
       "5058   2018-07-09\n",
       "5059   2018-07-10\n",
       "5060   2018-07-11\n",
       "5061   2018-07-12\n",
       "5062   2018-07-13\n",
       "5063   2018-07-16\n",
       "5064   2018-07-17\n",
       "5065   2018-07-18\n",
       "5066   2018-07-19\n",
       "5067   2018-07-20\n",
       "5068   2018-07-23\n",
       "5069   2018-07-24\n",
       "5070   2018-07-25\n",
       "5071   2018-07-26\n",
       "5072   2018-07-27\n",
       "5073   2018-07-30\n",
       "5074   2018-07-31\n",
       "5075   2018-08-01\n",
       "5076   2018-08-02\n",
       "5077   2018-08-03\n",
       "5078   2018-08-06\n",
       "5079   2018-08-07\n",
       "5080   2018-08-08\n",
       "5081   2018-08-09\n",
       "5082   2018-08-10\n",
       "5083   2018-08-13\n",
       "5084   2018-08-14\n",
       "5085   2018-08-15\n",
       "5086   2018-08-16\n",
       "5087   2018-08-17\n",
       "5088   2018-08-20\n",
       "5089   2018-08-21\n",
       "5090   2018-08-22\n",
       "5091   2018-08-23\n",
       "5092   2018-08-24\n",
       "5093   2018-08-27\n",
       "5094   2018-08-28\n",
       "5095   2018-08-29\n",
       "5096   2018-08-30\n",
       "5097   2018-08-31\n",
       "5098   2018-09-03\n",
       "5099   2018-09-04\n",
       "5100   2018-09-05\n",
       "5101   2018-09-06\n",
       "5102   2018-09-07\n",
       "5103   2018-09-10\n",
       "5104   2018-09-11\n",
       "5105   2018-09-12\n",
       "5106   2018-09-13\n",
       "5107   2018-09-14\n",
       "5108   2018-09-17\n",
       "5109   2018-09-18\n",
       "5110   2018-09-19\n",
       "5111   2018-09-20\n",
       "5112   2018-09-21\n",
       "5113   2018-09-24\n",
       "5114   2018-09-25\n",
       "5115   2018-09-26\n",
       "5116   2018-09-27\n",
       "5117   2018-09-28\n",
       "5118   2018-10-01\n",
       "5119   2018-10-02\n",
       "5120   2018-10-03\n",
       "5121   2018-10-04\n",
       "5122   2018-10-05\n",
       "5123   2018-10-08\n",
       "5124   2018-10-09\n",
       "5125   2018-10-10\n",
       "5126   2018-10-11\n",
       "5127   2018-10-12\n",
       "5128   2018-10-15\n",
       "5129   2018-10-16\n",
       "5130   2018-10-17\n",
       "5131   2018-10-18\n",
       "5132   2018-10-19\n",
       "5133   2018-10-22\n",
       "5134   2018-10-23\n",
       "5135   2018-10-24\n",
       "5136   2018-10-25\n",
       "5137   2018-10-26\n",
       "5138   2018-10-29\n",
       "5139   2018-10-30\n",
       "5140   2018-10-31\n",
       "5141   2018-11-01\n",
       "5142   2018-11-02\n",
       "5143   2018-11-05\n",
       "5144   2018-11-06\n",
       "5145   2018-11-07\n",
       "5146   2018-11-08\n",
       "5147   2018-11-09\n",
       "5148   2018-11-12\n",
       "5149   2018-11-13\n",
       "5150   2018-11-14\n",
       "5151   2018-11-15\n",
       "5152   2018-11-16\n",
       "5153   2018-11-19\n",
       "5154   2018-11-20\n",
       "5155   2018-11-21\n",
       "5156   2018-11-22\n",
       "5157   2018-11-23\n",
       "5158   2018-11-26\n",
       "5159   2018-11-27\n",
       "5160   2018-11-28\n",
       "5161   2018-11-29\n",
       "5162   2018-11-30\n",
       "5163   2018-12-03\n",
       "5164   2018-12-04\n",
       "5165   2018-12-05\n",
       "5166   2018-12-06\n",
       "5167   2018-12-07\n",
       "5168   2018-12-10\n",
       "5169   2018-12-11\n",
       "5170   2018-12-12\n",
       "5171   2018-12-13\n",
       "5172   2018-12-14\n",
       "5173   2018-12-17\n",
       "5174   2018-12-18\n",
       "5175   2018-12-19\n",
       "5176   2018-12-20\n",
       "5177   2018-12-21\n",
       "5178   2018-12-24\n",
       "5179   2018-12-27\n",
       "5180   2018-12-28\n",
       "5181   2018-12-31\n",
       "5182   2019-01-02\n",
       "5183   2019-01-03\n",
       "5184   2019-01-04\n",
       "5185   2019-01-07\n",
       "5186   2019-01-08\n",
       "5187   2019-01-09\n",
       "5188   2019-01-10\n",
       "5189   2019-01-11\n",
       "5190   2019-01-14\n",
       "5191   2019-01-15\n",
       "5192   2019-01-16\n",
       "5193   2019-01-17\n",
       "5194   2019-01-18\n",
       "5195   2019-01-21\n",
       "5196   2019-01-22\n",
       "5197   2019-01-23\n",
       "5198   2019-01-24\n",
       "5199   2019-01-25\n",
       "5200   2019-01-28\n",
       "5201   2019-01-29\n",
       "5202   2019-01-30\n",
       "5203   2019-01-31\n",
       "5204   2019-02-01\n",
       "5205   2019-02-04\n",
       "5206   2019-02-05\n",
       "5207   2019-02-06\n",
       "5208   2019-02-07\n",
       "5209   2019-02-08\n",
       "5210   2019-02-11\n",
       "5211   2019-02-12\n",
       "5212   2019-02-13\n",
       "5213   2019-02-14\n",
       "5214   2019-02-15\n",
       "5215   2019-02-18\n",
       "5216   2019-02-19\n",
       "5217   2019-02-20\n",
       "5218   2019-02-21\n",
       "5219   2019-02-22\n",
       "5220   2019-02-25\n",
       "5221   2019-02-26\n",
       "5222   2019-02-27\n",
       "5223   2019-02-28\n",
       "5224   2019-03-01\n",
       "5225   2019-03-04\n",
       "5226   2019-03-05\n",
       "5227   2019-03-06\n",
       "5228   2019-03-07\n",
       "5229   2019-03-08\n",
       "5230   2019-03-11\n",
       "5231   2019-03-12\n",
       "5232   2019-03-13\n",
       "5233   2019-03-14\n",
       "5234   2019-03-15\n",
       "5235   2019-03-18\n",
       "5236   2019-03-19\n",
       "5237   2019-03-20\n",
       "5238   2019-03-21\n",
       "5239   2019-03-22\n",
       "5240   2019-03-25\n",
       "5241   2019-03-26\n",
       "5242   2019-03-27\n",
       "5243   2019-03-28\n",
       "5244   2019-03-29\n",
       "5245   2019-04-01\n",
       "5246   2019-04-02\n",
       "5247   2019-04-03\n",
       "5248   2019-04-04\n",
       "5249   2019-04-05\n",
       "5250   2019-04-08\n",
       "5251   2019-04-09\n",
       "5252   2019-04-10\n",
       "5253   2019-04-11\n",
       "5254   2019-04-12\n",
       "5255   2019-04-15\n",
       "5256   2019-04-16\n",
       "5257   2019-04-17\n",
       "5258   2019-04-18\n",
       "5259   2019-04-23\n",
       "5260   2019-04-24\n",
       "5261   2019-04-25\n",
       "5262   2019-04-26\n",
       "5263   2019-04-29\n",
       "5264   2019-04-30\n",
       "5265   2019-05-02\n",
       "5266   2019-05-03\n",
       "5267   2019-05-06\n",
       "5268   2019-05-07\n",
       "5269   2019-05-08\n",
       "5270   2019-05-09\n",
       "5271   2019-05-10\n",
       "5272   2019-05-13\n",
       "5273   2019-05-14\n",
       "5274   2019-05-15\n",
       "5275   2019-05-16\n",
       "5276   2019-05-17\n",
       "5277   2019-05-20\n",
       "5278   2019-05-21\n",
       "5279   2019-05-22\n",
       "5280   2019-05-23\n",
       "5281   2019-05-24\n",
       "5282   2019-05-27\n",
       "5283   2019-05-28\n",
       "5284   2019-05-29\n",
       "5285   2019-05-30\n",
       "5286   2019-05-31\n",
       "5287   2019-06-03\n",
       "5288   2019-06-04\n",
       "5289   2019-06-05\n",
       "5290   2019-06-06\n",
       "5291   2019-06-07\n",
       "5292   2019-06-10\n",
       "5293   2019-06-11\n",
       "5294   2019-06-12\n",
       "5295   2019-06-13\n",
       "5296   2019-06-14\n",
       "5297   2019-06-17\n",
       "5298   2019-06-18\n",
       "5299   2019-06-19\n",
       "5300   2019-06-20\n",
       "5301   2019-06-21\n",
       "5302   2019-06-24\n",
       "5303   2019-06-25\n",
       "5304   2019-06-26\n",
       "5305   2019-06-27\n",
       "5306   2019-06-28\n",
       "5307   2019-07-01\n",
       "5308   2019-07-02\n",
       "5309   2019-07-03\n",
       "5310   2019-07-04\n",
       "5311   2019-07-05\n",
       "5312   2019-07-08\n",
       "5313   2019-07-09\n",
       "5314   2019-07-10\n",
       "5315   2019-07-11\n",
       "5316   2019-07-12\n",
       "5317   2019-07-15\n",
       "5318   2019-07-16\n",
       "5319   2019-07-17\n",
       "5320   2019-07-18\n",
       "5321   2019-07-19\n",
       "5322   2019-07-22\n",
       "5323   2019-07-23\n",
       "5324   2019-07-24\n",
       "5325   2019-07-25\n",
       "5326   2019-07-26\n",
       "5327   2019-07-29\n",
       "5328   2019-07-30\n",
       "5329   2019-07-31\n",
       "5330   2019-08-01\n",
       "5331   2019-08-02\n",
       "5332   2019-08-05\n",
       "5333   2019-08-06\n",
       "5334   2019-08-07\n",
       "5335   2019-08-08\n",
       "5336   2019-08-09\n",
       "5337   2019-08-12\n",
       "5338   2019-08-13\n",
       "5339   2019-08-14\n",
       "5340   2019-08-15\n",
       "5341   2019-08-16\n",
       "5342   2019-08-19\n",
       "5343   2019-08-20\n",
       "5344   2019-08-21\n",
       "5345   2019-08-22\n",
       "5346   2019-08-23\n",
       "5347   2019-08-26\n",
       "5348   2019-08-27\n",
       "5349   2019-08-28\n",
       "5350   2019-08-29\n",
       "5351   2019-08-30\n",
       "5352   2019-09-02\n",
       "5353   2019-09-03\n",
       "5354   2019-09-04\n",
       "5355   2019-09-05\n",
       "5356   2019-09-06\n",
       "5357   2019-09-09\n",
       "5358   2019-09-10\n",
       "5359   2019-09-11\n",
       "5360   2019-09-12\n",
       "5361   2019-09-13\n",
       "5362   2019-09-16\n",
       "5363   2019-09-17\n",
       "5364   2019-09-18\n",
       "5365   2019-09-19\n",
       "5366   2019-09-20\n",
       "5367   2019-09-23\n",
       "5368   2019-09-24\n",
       "5369   2019-09-25\n",
       "5370   2019-09-26\n",
       "5371   2019-09-27\n",
       "5372   2019-09-30\n",
       "5373   2019-10-01\n",
       "5374   2019-10-02\n",
       "5375   2019-10-03\n",
       "5376   2019-10-04\n",
       "5377   2019-10-07\n",
       "5378   2019-10-08\n",
       "5379   2019-10-09\n",
       "5380   2019-10-10\n",
       "5381   2019-10-11\n",
       "5382   2019-10-14\n",
       "5383   2019-10-15\n",
       "5384   2019-10-16\n",
       "5385   2019-10-17\n",
       "5386   2019-10-18\n",
       "5387   2019-10-21\n",
       "5388   2019-10-22\n",
       "5389   2019-10-23\n",
       "5390   2019-10-24\n",
       "5391   2019-10-25\n",
       "5392   2019-10-28\n",
       "5393   2019-10-29\n",
       "5394   2019-10-30\n",
       "5395   2019-10-31\n",
       "5396   2019-11-01\n",
       "5397   2019-11-04\n",
       "5398   2019-11-05\n",
       "5399   2019-11-06\n",
       "5400   2019-11-07\n",
       "5401   2019-11-08\n",
       "5402   2019-11-11\n",
       "5403   2019-11-12\n",
       "5404   2019-11-13\n",
       "5405   2019-11-14\n",
       "5406   2019-11-15\n",
       "5407   2019-11-18\n",
       "5408   2019-11-19\n",
       "5409   2019-11-20\n",
       "5410   2019-11-21\n",
       "5411   2019-11-22\n",
       "5412   2019-11-25\n",
       "5413   2019-11-26\n",
       "5414   2019-11-27\n",
       "5415   2019-11-28\n",
       "5416   2019-11-29\n",
       "5417   2019-12-02\n",
       "5418   2019-12-03\n",
       "5419   2019-12-04\n",
       "5420   2019-12-05\n",
       "5421   2019-12-06\n",
       "5422   2019-12-09\n",
       "5423   2019-12-10\n",
       "5424   2019-12-11\n",
       "5425   2019-12-12\n",
       "5426   2019-12-13\n",
       "5427   2019-12-16\n",
       "5428   2019-12-17\n",
       "5429   2019-12-18\n",
       "5430   2019-12-19\n",
       "5431   2019-12-20\n",
       "5432   2019-12-23\n",
       "5433   2019-12-24\n",
       "5434   2019-12-27\n",
       "5435   2019-12-30\n",
       "5436   2019-12-31\n",
       "5437   2020-01-02\n",
       "5438   2020-01-03\n",
       "5439   2020-01-06\n",
       "5440   2020-01-07\n",
       "5441   2020-01-08\n",
       "5442   2020-01-09\n",
       "5443   2020-01-10\n",
       "5444   2020-01-13\n",
       "5445   2020-01-14\n",
       "5446   2020-01-15\n",
       "5447   2020-01-16\n",
       "5448   2020-01-17\n",
       "5449   2020-01-20\n",
       "5450   2020-01-21\n",
       "5451   2020-01-22\n",
       "5452   2020-01-23\n",
       "5453   2020-01-24\n",
       "5454   2020-01-27\n",
       "5455   2020-01-28\n",
       "5456   2020-01-29\n",
       "5457   2020-01-30\n",
       "5458   2020-01-31\n",
       "5459   2020-02-03\n",
       "5460   2020-02-04\n",
       "5461   2020-02-05\n",
       "5462   2020-02-06\n",
       "5463   2020-02-07\n",
       "5464   2020-02-10\n",
       "5465   2020-02-11\n",
       "5466   2020-02-12\n",
       "5467   2020-02-13\n",
       "5468   2020-02-14\n",
       "5469   2020-02-17\n",
       "5470   2020-02-18\n",
       "5471   2020-02-19\n",
       "5472   2020-02-20\n",
       "5473   2020-02-21\n",
       "5474   2020-02-24\n",
       "5475   2020-02-25\n",
       "5476   2020-02-26\n",
       "5477   2020-02-27\n",
       "5478   2020-02-28\n",
       "5479   2020-03-02\n",
       "5480   2020-03-03\n",
       "5481   2020-03-04\n",
       "5482   2020-03-05\n",
       "5483   2020-03-06\n",
       "5484   2020-03-09\n",
       "5485   2020-03-10\n",
       "5486   2020-03-11\n",
       "5487   2020-03-12\n",
       "5488   2020-03-13\n",
       "5489   2020-03-16\n",
       "5490   2020-03-17\n",
       "5491   2020-03-18\n",
       "5492   2020-03-19\n",
       "5493   2020-03-20\n",
       "5494   2020-03-23\n",
       "5495   2020-03-24\n",
       "5496   2020-03-25\n",
       "5497   2020-03-26\n",
       "5498   2020-03-27\n",
       "5499   2020-03-30\n",
       "5500   2020-03-31\n",
       "5501   2020-04-01\n",
       "5502   2020-04-02\n",
       "5503   2020-04-03\n",
       "5504   2020-04-06\n",
       "5505   2020-04-07\n",
       "5506   2020-04-08\n",
       "5507   2020-04-09\n",
       "5508   2020-04-14\n",
       "5509   2020-04-15\n",
       "5510   2020-04-16\n",
       "5511   2020-04-17\n",
       "5512   2020-04-20\n",
       "5513   2020-04-21\n",
       "5514   2020-04-22\n",
       "5515   2020-04-23\n",
       "5516   2020-04-24\n",
       "5517   2020-04-27\n",
       "5518   2020-04-28\n",
       "5519   2020-04-29\n",
       "5520   2020-04-30\n",
       "5521   2020-05-04\n",
       "5522   2020-05-05\n",
       "5523   2020-05-06\n",
       "5524   2020-05-07\n",
       "5525   2020-05-08\n",
       "5526   2020-05-11\n",
       "5527   2020-05-12\n",
       "5528   2020-05-13\n",
       "5529   2020-05-14\n",
       "5530   2020-05-15\n",
       "5531   2020-05-18\n",
       "5532   2020-05-19\n",
       "5533   2020-05-20\n",
       "5534   2020-05-21\n",
       "5535   2020-05-22\n",
       "5536   2020-05-25\n",
       "5537   2020-05-26\n",
       "5538   2020-05-27\n",
       "5539   2020-05-28\n",
       "5540   2020-05-29\n",
       "5541   2020-06-01\n",
       "5542   2020-06-02\n",
       "5543   2020-06-03\n",
       "5544   2020-06-04\n",
       "5545   2020-06-05\n",
       "5546   2020-06-08\n",
       "5547   2020-06-09\n",
       "5548   2020-06-10\n",
       "5549   2020-06-11\n",
       "5550   2020-06-12\n",
       "5551   2020-06-15\n",
       "5552   2020-06-16\n",
       "5553   2020-06-17\n",
       "5554   2020-06-18\n",
       "5555   2020-06-19\n",
       "5556   2020-06-22\n",
       "5557   2020-06-23\n",
       "5558   2020-06-24\n",
       "5559   2020-06-25\n",
       "5560   2020-06-26\n",
       "5561   2020-06-29\n",
       "5562   2020-06-30\n",
       "5563   2020-07-01\n",
       "5564   2020-07-02\n",
       "5565   2020-07-03\n",
       "5566   2020-07-06\n",
       "5567   2020-07-07\n",
       "5568   2020-07-08\n",
       "5569   2020-07-09\n",
       "5570   2020-07-10\n",
       "5571   2020-07-13\n",
       "5572   2020-07-14\n",
       "5573   2020-07-15\n",
       "5574   2020-07-16\n",
       "5575   2020-07-17\n",
       "5576   2020-07-20\n",
       "5577   2020-07-21\n",
       "5578   2020-07-22\n",
       "5579   2020-07-23\n",
       "5580   2020-07-24\n",
       "5581   2020-07-27\n",
       "5582   2020-07-28\n",
       "5583   2020-07-29\n",
       "5584   2020-07-30\n",
       "5585   2020-07-31\n",
       "5586   2020-08-03\n",
       "5587   2020-08-04\n",
       "5588   2020-08-05\n",
       "5589   2020-08-06\n",
       "5590   2020-08-07\n",
       "5591   2020-08-10\n",
       "5592   2020-08-11\n",
       "5593   2020-08-12\n",
       "5594   2020-08-13\n",
       "5595   2020-08-14\n",
       "5596   2020-08-17\n",
       "5597   2020-08-18\n",
       "5598   2020-08-19\n",
       "5599   2020-08-20\n",
       "5600   2020-08-21\n",
       "5601   2020-08-24\n",
       "5602   2020-08-25\n",
       "5603   2020-08-26\n",
       "5604   2020-08-27\n",
       "5605   2020-08-28\n",
       "5606   2020-08-31\n",
       "5607   2020-09-01\n",
       "5608   2020-09-02\n",
       "5609   2020-09-03\n",
       "5610   2020-09-04\n",
       "5611   2020-09-07\n",
       "5612   2020-09-08\n",
       "5613   2020-09-09\n",
       "5614   2020-09-10\n",
       "5615   2020-09-11\n",
       "5616   2020-09-14\n",
       "5617   2020-09-15\n",
       "5618   2020-09-16\n",
       "5619   2020-09-17\n",
       "5620   2020-09-18\n",
       "5621   2020-09-21\n",
       "5622   2020-09-22\n",
       "5623   2020-09-23\n",
       "5624   2020-09-24\n",
       "5625   2020-09-25\n",
       "5626   2020-09-28\n",
       "5627   2020-09-29\n",
       "5628   2020-09-30\n",
       "5629   2020-10-01\n",
       "5630   2020-10-02\n",
       "5631   2020-10-05\n",
       "5632   2020-10-06\n",
       "5633   2020-10-07\n",
       "5634   2020-10-08\n",
       "5635   2020-10-09\n",
       "5636   2020-10-12\n",
       "5637   2020-10-13\n",
       "5638   2020-10-14\n",
       "5639   2020-10-15\n",
       "5640   2020-10-16\n",
       "5641   2020-10-19\n",
       "5642   2020-10-20\n",
       "5643   2020-10-21\n",
       "5644   2020-10-22\n",
       "5645   2020-10-23\n",
       "5646   2020-10-26\n",
       "5647   2020-10-27\n",
       "5648   2020-10-28\n",
       "5649   2020-10-29\n",
       "5650   2020-10-30\n",
       "5651   2020-11-02\n",
       "5652   2020-11-03\n",
       "5653   2020-11-04\n",
       "5654   2020-11-05\n",
       "5655   2020-11-06\n",
       "5656   2020-11-09\n",
       "5657   2020-11-10\n",
       "5658   2020-11-11\n",
       "5659   2020-11-12\n",
       "5660   2020-11-13\n",
       "5661   2020-11-16\n",
       "5662   2020-11-17\n",
       "5663   2020-11-18\n",
       "5664   2020-11-19\n",
       "5665   2020-11-20\n",
       "5666   2020-11-23\n",
       "5667   2020-11-24\n",
       "5668   2020-11-25\n",
       "5669   2020-11-26\n",
       "5670   2020-11-27\n",
       "5671   2020-11-30\n",
       "5672   2020-12-01\n",
       "5673   2020-12-02\n",
       "5674   2020-12-03\n",
       "5675   2020-12-04\n",
       "5676   2020-12-07\n",
       "5677   2020-12-08\n",
       "5678   2020-12-09\n",
       "5679   2020-12-10\n",
       "5680   2020-12-11\n",
       "5681   2020-12-14\n",
       "5682   2020-12-15\n",
       "5683   2020-12-16\n",
       "5684   2020-12-17\n",
       "5685   2020-12-18\n",
       "5686   2020-12-21\n",
       "5687   2020-12-22\n",
       "5688   2020-12-23\n",
       "5689   2020-12-24\n",
       "5690   2020-12-28\n",
       "5691   2020-12-29\n",
       "5692   2020-12-30\n",
       "5693   2020-12-31\n",
       "5694   2021-01-04\n",
       "5695   2021-01-05\n",
       "5696   2021-01-06\n",
       "5697   2021-01-07\n",
       "5698   2021-01-08\n",
       "Name: date, dtype: datetime64[ns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(chart_date)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}