twp_203_Building_a_stock_database.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building a stock price database\n",
    "\n",
    "In this notebook we will download historic data for all SPY symbols and build a database of prices. For this we will use HDF5 format which is supported by pandas. \n",
    "\n",
    "As an example let's take the [SPY components](https://www.spdrs.com/product/fund.seam?ticker=SPY). The excel sheet can be downloaded from [here](https://www.spdrs.com/site-content/xls/SPY_All_Holdings.xls?fund=SPY&docname=All+Holdings&onyx_code1=1286&onyx_code2=1700), or even better, download it automatically. The following piece of code will do just that, unless you're behind a proxy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "%run common.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('data/spy_holdings.xls', <http.client.HTTPMessage at 0x7f47fcf6be80>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import urllib.request\n",
    "import os\n",
    "\n",
    "fName = 'data/spy_holdings.xls'\n",
    "\n",
    "if not os.path.exists('data'): os.mkdir('data') # create data directory if it does not exist\n",
    "urllib.request.urlretrieve (\"https://www.spdrs.com/site-content/xls/SPY_All_Holdings.xls?fund=SPY&docname=All+Holdings&onyx_code1=1286&onyx_code2=1700\",\n",
    "                             fName) # download xls file and save it to data directory\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll read the symbols from xls file. I have already taken a look at it and know that the data is contained in rows 5-505. pandas supports [reading excel files](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_excel.html) . `header` and `skip_footer` parameters are used to correctly parse header row and discard irrelevant data at the end of the sheet.\n",
    "\n",
    "[ref]: # (data io - excel files)\n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "**note:**\n",
    "\n",
    "  The [xlrd](http://xlrd.readthedocs.io/en/latest/) module provides a flexible way of working with xls files. Each cell can be accessed individually\n",
    "\n",
    "</div>\n",
    "\n",
    "We'll now parse this file in a similar way we parsed a csv file in the previous excersise, putting the relevant data to a `DataFrame`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Identifier</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Shares Held</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apple Inc.</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>3.88e+00</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>5.87e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Microsoft Corporation</td>\n",
       "      <td>MSFT</td>\n",
       "      <td>3.11e+00</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>8.82e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Amazon.com Inc.</td>\n",
       "      <td>AMZN</td>\n",
       "      <td>2.65e+00</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>4.57e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Facebook Inc. Class A</td>\n",
       "      <td>FB</td>\n",
       "      <td>1.86e+00</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>2.73e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JPMorgan Chase &amp; Co.</td>\n",
       "      <td>JPM</td>\n",
       "      <td>1.70e+00</td>\n",
       "      <td>Financials</td>\n",
       "      <td>3.97e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Signet Jewelers Limited</td>\n",
       "      <td>SIG</td>\n",
       "      <td>1.23e-02</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>6.87e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Under Armour Inc. Class C</td>\n",
       "      <td>UA</td>\n",
       "      <td>1.17e-02</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>2.05e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Chesapeake Energy Corporation</td>\n",
       "      <td>CHK</td>\n",
       "      <td>1.15e-02</td>\n",
       "      <td>Energy</td>\n",
       "      <td>1.04e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Patterson Companies Inc.</td>\n",
       "      <td>PDCO</td>\n",
       "      <td>8.73e-03</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>9.37e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>News Corporation Class B</td>\n",
       "      <td>NWS</td>\n",
       "      <td>7.62e-03</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>1.24e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>507 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Name Identifier    Weight  \\\n",
       "0                       Apple Inc.       AAPL  3.88e+00   \n",
       "1            Microsoft Corporation       MSFT  3.11e+00   \n",
       "2                  Amazon.com Inc.       AMZN  2.65e+00   \n",
       "3            Facebook Inc. Class A         FB  1.86e+00   \n",
       "4             JPMorgan Chase & Co.        JPM  1.70e+00   \n",
       "..                             ...        ...       ...   \n",
       "502        Signet Jewelers Limited        SIG  1.23e-02   \n",
       "503      Under Armour Inc. Class C         UA  1.17e-02   \n",
       "504  Chesapeake Energy Corporation        CHK  1.15e-02   \n",
       "505       Patterson Companies Inc.       PDCO  8.73e-03   \n",
       "506       News Corporation Class B        NWS  7.62e-03   \n",
       "\n",
       "                     Sector  Shares Held  \n",
       "0    Information Technology     5.87e+07  \n",
       "1    Information Technology     8.82e+07  \n",
       "2    Consumer Discretionary     4.57e+06  \n",
       "3    Information Technology     2.73e+07  \n",
       "4                Financials     3.97e+07  \n",
       "..                      ...          ...  \n",
       "502  Consumer Discretionary     6.87e+05  \n",
       "503  Consumer Discretionary     2.05e+06  \n",
       "504                  Energy     1.04e+07  \n",
       "505             Health Care     9.37e+05  \n",
       "506  Consumer Discretionary     1.24e+06  \n",
       "\n",
       "[507 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "holdings = pd.read_excel(fName, header=3, skip_footer=11) \n",
    "holdings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A DataFrame can be saved to excel directly by using .to_excel() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#holdings.to_excel('holdings.xls')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we've got all 500 symbols.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A `DataFrame` can be used in to select data, providing basic database functionality. I will be working with the Health Care sector, but you can download all the symbols if you like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Identifier</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Shares Held</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Johnson &amp; Johnson</td>\n",
       "      <td>JNJ</td>\n",
       "      <td>1.52e+00</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>3.07e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>UnitedHealth Group Incorporated</td>\n",
       "      <td>UNH</td>\n",
       "      <td>9.31e-01</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>1.11e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Pfizer Inc.</td>\n",
       "      <td>PFE</td>\n",
       "      <td>9.30e-01</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>6.81e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>AbbVie Inc.</td>\n",
       "      <td>ABBV</td>\n",
       "      <td>7.97e-01</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>1.82e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Merck &amp; Co. Inc.</td>\n",
       "      <td>MRK</td>\n",
       "      <td>6.40e-01</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>3.13e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Hologic Inc.</td>\n",
       "      <td>HOLX</td>\n",
       "      <td>4.61e-02</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>3.19e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Henry Schein Inc.</td>\n",
       "      <td>HSIC</td>\n",
       "      <td>4.52e-02</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>1.80e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>PerkinElmer Inc.</td>\n",
       "      <td>PKI</td>\n",
       "      <td>3.52e-02</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>1.22e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Envision Healthcare Corp.</td>\n",
       "      <td>EVHC</td>\n",
       "      <td>2.11e-02</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>1.32e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Patterson Companies Inc.</td>\n",
       "      <td>PDCO</td>\n",
       "      <td>8.73e-03</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>9.37e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>61 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Name Identifier    Weight       Sector  \\\n",
       "6                  Johnson & Johnson        JNJ  1.52e+00  Health Care   \n",
       "16   UnitedHealth Group Incorporated        UNH  9.31e-01  Health Care   \n",
       "17                       Pfizer Inc.        PFE  9.30e-01  Health Care   \n",
       "24                       AbbVie Inc.       ABBV  7.97e-01  Health Care   \n",
       "33                  Merck & Co. Inc.        MRK  6.40e-01  Health Care   \n",
       "..                               ...        ...       ...          ...   \n",
       "407                     Hologic Inc.       HOLX  4.61e-02  Health Care   \n",
       "410                Henry Schein Inc.       HSIC  4.52e-02  Health Care   \n",
       "454                 PerkinElmer Inc.        PKI  3.52e-02  Health Care   \n",
       "493        Envision Healthcare Corp.       EVHC  2.11e-02  Health Care   \n",
       "505         Patterson Companies Inc.       PDCO  8.73e-03  Health Care   \n",
       "\n",
       "     Shares Held  \n",
       "6       3.07e+07  \n",
       "16      1.11e+07  \n",
       "17      6.81e+07  \n",
       "24      1.82e+07  \n",
       "33      3.13e+07  \n",
       "..           ...  \n",
       "407     3.19e+06  \n",
       "410     1.80e+06  \n",
       "454     1.22e+06  \n",
       "493     1.32e+06  \n",
       "505     9.37e+05  \n",
       "\n",
       "[61 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select only Health Care sector\n",
    "healthCare = holdings[holdings['Sector'] == 'Health Care']\n",
    "healthCare"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download historic data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['JNJ', 'UNH', 'PFE', 'ABBV', 'MRK', 'AMGN', 'MDT', 'BMY', 'ABT', 'GILD', 'TMO', 'LLY', 'CELG', 'DHR', 'BIIB', 'BDX', 'ANTM', 'AET', 'SYK', 'AGN', 'ISRG', 'ESRX', 'VRTX', 'CI', 'ZTS', 'HUM', 'BSX', 'ILMN', 'BAX', 'MCK', 'HCA', 'EW', 'ALXN', 'REGN', 'ZBH', 'MYL', 'A', 'CAH', 'CERN', 'ALGN', 'LH', 'IDXX', 'CNC', 'WAT', 'INCY', 'ABC', 'MTD', 'IQV', 'DGX', 'RMD', 'XRAY', 'COO', 'VAR', 'DVA', 'UHS', 'PRGO', 'HOLX', 'HSIC', 'PKI', 'EVHC', 'PDCO']\n"
     ]
    }
   ],
   "source": [
    "symbols = healthCare['Identifier'].tolist()\n",
    "print(symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We can now download data from Yahoo with the `yahooFinance` module\n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "**note:**\n",
    "  Yahoo does not like that people download data automatically and tries to prevent this by making the process as difficult as possible. Sometimes `getHistoricData` will fail, caused by yahoo refusing permission.\n",
    "\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data:\n",
      " [*********************100%***********************]  61 of 61 complete"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <th colspan=\"6\" halign=\"left\">A</th>\n",
       "      <th colspan=\"4\" halign=\"left\">ABBV</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"4\" halign=\"left\">ZBH</th>\n",
       "      <th colspan=\"6\" halign=\"left\">ZTS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ohlcv</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>adj_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
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       "      <th>...</th>\n",
       "      <th>low</th>\n",
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       "      <th>adj_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>adj_close</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1999-12-31</th>\n",
       "      <td>56.87</td>\n",
       "      <td>57.18</td>\n",
       "      <td>54.54</td>\n",
       "      <td>55.30</td>\n",
       "      <td>49.07</td>\n",
       "      <td>1931100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>56.33</td>\n",
       "      <td>56.46</td>\n",
       "      <td>48.19</td>\n",
       "      <td>51.50</td>\n",
       "      <td>45.69</td>\n",
       "      <td>4674300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>48.73</td>\n",
       "      <td>49.27</td>\n",
       "      <td>46.32</td>\n",
       "      <td>47.57</td>\n",
       "      <td>42.20</td>\n",
       "      <td>4765000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>47.39</td>\n",
       "      <td>47.57</td>\n",
       "      <td>43.14</td>\n",
       "      <td>44.62</td>\n",
       "      <td>39.59</td>\n",
       "      <td>5758600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-06</th>\n",
       "      <td>44.08</td>\n",
       "      <td>44.35</td>\n",
       "      <td>41.58</td>\n",
       "      <td>42.92</td>\n",
       "      <td>38.08</td>\n",
       "      <td>2534400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-02</th>\n",
       "      <td>66.82</td>\n",
       "      <td>67.68</td>\n",
       "      <td>66.65</td>\n",
       "      <td>67.51</td>\n",
       "      <td>67.51</td>\n",
       "      <td>2057300</td>\n",
       "      <td>112.94</td>\n",
       "      <td>115.47</td>\n",
       "      <td>111.89</td>\n",
       "      <td>115.04</td>\n",
       "      <td>...</td>\n",
       "      <td>113.01</td>\n",
       "      <td>117.05</td>\n",
       "      <td>117.05</td>\n",
       "      <td>1.18e+06</td>\n",
       "      <td>79.93</td>\n",
       "      <td>81.50</td>\n",
       "      <td>79.86</td>\n",
       "      <td>81.28</td>\n",
       "      <td>81.28</td>\n",
       "      <td>2.03e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-05</th>\n",
       "      <td>67.25</td>\n",
       "      <td>67.85</td>\n",
       "      <td>66.51</td>\n",
       "      <td>67.55</td>\n",
       "      <td>67.55</td>\n",
       "      <td>1890900</td>\n",
       "      <td>114.00</td>\n",
       "      <td>116.32</td>\n",
       "      <td>112.89</td>\n",
       "      <td>115.66</td>\n",
       "      <td>...</td>\n",
       "      <td>116.26</td>\n",
       "      <td>118.13</td>\n",
       "      <td>118.13</td>\n",
       "      <td>1.05e+06</td>\n",
       "      <td>81.01</td>\n",
       "      <td>82.57</td>\n",
       "      <td>80.70</td>\n",
       "      <td>81.89</td>\n",
       "      <td>81.89</td>\n",
       "      <td>2.15e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-06</th>\n",
       "      <td>67.78</td>\n",
       "      <td>68.42</td>\n",
       "      <td>67.45</td>\n",
       "      <td>68.11</td>\n",
       "      <td>68.11</td>\n",
       "      <td>2944600</td>\n",
       "      <td>116.01</td>\n",
       "      <td>116.30</td>\n",
       "      <td>113.83</td>\n",
       "      <td>114.56</td>\n",
       "      <td>...</td>\n",
       "      <td>116.93</td>\n",
       "      <td>118.09</td>\n",
       "      <td>118.09</td>\n",
       "      <td>1.11e+06</td>\n",
       "      <td>82.00</td>\n",
       "      <td>82.14</td>\n",
       "      <td>80.93</td>\n",
       "      <td>81.51</td>\n",
       "      <td>81.51</td>\n",
       "      <td>2.10e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-07</th>\n",
       "      <td>67.36</td>\n",
       "      <td>69.86</td>\n",
       "      <td>67.30</td>\n",
       "      <td>69.70</td>\n",
       "      <td>69.70</td>\n",
       "      <td>3125800</td>\n",
       "      <td>112.58</td>\n",
       "      <td>114.99</td>\n",
       "      <td>112.21</td>\n",
       "      <td>114.72</td>\n",
       "      <td>...</td>\n",
       "      <td>117.33</td>\n",
       "      <td>121.00</td>\n",
       "      <td>121.00</td>\n",
       "      <td>1.35e+06</td>\n",
       "      <td>80.98</td>\n",
       "      <td>81.96</td>\n",
       "      <td>80.97</td>\n",
       "      <td>81.76</td>\n",
       "      <td>81.76</td>\n",
       "      <td>2.88e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-08</th>\n",
       "      <td>69.72</td>\n",
       "      <td>70.27</td>\n",
       "      <td>69.19</td>\n",
       "      <td>69.85</td>\n",
       "      <td>69.85</td>\n",
       "      <td>2365900</td>\n",
       "      <td>115.00</td>\n",
       "      <td>117.75</td>\n",
       "      <td>114.35</td>\n",
       "      <td>117.01</td>\n",
       "      <td>...</td>\n",
       "      <td>119.71</td>\n",
       "      <td>120.21</td>\n",
       "      <td>120.21</td>\n",
       "      <td>1.18e+06</td>\n",
       "      <td>82.00</td>\n",
       "      <td>82.85</td>\n",
       "      <td>81.93</td>\n",
       "      <td>82.54</td>\n",
       "      <td>82.54</td>\n",
       "      <td>2.19e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4575 rows × 366 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "symbol          A                                            ABBV          \\\n",
       "ohlcv        open   high    low  close adj_close   volume    open    high   \n",
       "Date                                                                        \n",
       "1999-12-31  56.87  57.18  54.54  55.30     49.07  1931100     NaN     NaN   \n",
       "2000-01-03  56.33  56.46  48.19  51.50     45.69  4674300     NaN     NaN   \n",
       "2000-01-04  48.73  49.27  46.32  47.57     42.20  4765000     NaN     NaN   \n",
       "2000-01-05  47.39  47.57  43.14  44.62     39.59  5758600     NaN     NaN   \n",
       "2000-01-06  44.08  44.35  41.58  42.92     38.08  2534400     NaN     NaN   \n",
       "...           ...    ...    ...    ...       ...      ...     ...     ...   \n",
       "2018-03-02  66.82  67.68  66.65  67.51     67.51  2057300  112.94  115.47   \n",
       "2018-03-05  67.25  67.85  66.51  67.55     67.55  1890900  114.00  116.32   \n",
       "2018-03-06  67.78  68.42  67.45  68.11     68.11  2944600  116.01  116.30   \n",
       "2018-03-07  67.36  69.86  67.30  69.70     69.70  3125800  112.58  114.99   \n",
       "2018-03-08  69.72  70.27  69.19  69.85     69.85  2365900  115.00  117.75   \n",
       "\n",
       "symbol                        ...        ZBH                              \\\n",
       "ohlcv          low   close    ...        low   close adj_close    volume   \n",
       "Date                          ...                                          \n",
       "1999-12-31     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-03     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-04     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-05     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-06     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "...            ...     ...    ...        ...     ...       ...       ...   \n",
       "2018-03-02  111.89  115.04    ...     113.01  117.05    117.05  1.18e+06   \n",
       "2018-03-05  112.89  115.66    ...     116.26  118.13    118.13  1.05e+06   \n",
       "2018-03-06  113.83  114.56    ...     116.93  118.09    118.09  1.11e+06   \n",
       "2018-03-07  112.21  114.72    ...     117.33  121.00    121.00  1.35e+06   \n",
       "2018-03-08  114.35  117.01    ...     119.71  120.21    120.21  1.18e+06   \n",
       "\n",
       "symbol        ZTS                                           \n",
       "ohlcv        open   high    low  close adj_close    volume  \n",
       "Date                                                        \n",
       "1999-12-31    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-03    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-04    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-05    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-06    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "...           ...    ...    ...    ...       ...       ...  \n",
       "2018-03-02  79.93  81.50  79.86  81.28     81.28  2.03e+06  \n",
       "2018-03-05  81.01  82.57  80.70  81.89     81.89  2.15e+06  \n",
       "2018-03-06  82.00  82.14  80.93  81.51     81.51  2.10e+06  \n",
       "2018-03-07  80.98  81.96  80.97  81.76     81.76  2.88e+06  \n",
       "2018-03-08  82.00  82.85  81.93  82.54     82.54  2.19e+06  \n",
       "\n",
       "[4575 rows x 366 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tradingWithPython.lib.yahooFinance as yf\n",
    "\n",
    "\n",
    "hData = yf.getHistoricData(symbols, delay=0) # create HistData class\n",
    "hData\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-index \n",
    "\n",
    "[ref]: # (pandas - multiindex)\n",
    "\n",
    "As you can see, the data is returned in a very large table, having multiple header rows. This is a [multi-index](https://pandas.pydata.org/pandas-docs/stable/advanced.html#hierarchical-indexing-multiindex) dataframe.\n",
    "\n",
    "We won't be using multi-index too often, but in this case it is needed to allow for data with hierarchical columns.\n",
    "\n",
    "Let's extract the closing prices from the table above using a 'cross-section' (`.xs`) method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>symbol</th>\n",
       "      <th>A</th>\n",
       "      <th>ABBV</th>\n",
       "      <th>ABC</th>\n",
       "      <th>ABT</th>\n",
       "      <th>AET</th>\n",
       "      <th>AGN</th>\n",
       "      <th>ALGN</th>\n",
       "      <th>ALXN</th>\n",
       "      <th>AMGN</th>\n",
       "      <th>ANTM</th>\n",
       "      <th>...</th>\n",
       "      <th>SYK</th>\n",
       "      <th>TMO</th>\n",
       "      <th>UHS</th>\n",
       "      <th>UNH</th>\n",
       "      <th>VAR</th>\n",
       "      <th>VRTX</th>\n",
       "      <th>WAT</th>\n",
       "      <th>XRAY</th>\n",
       "      <th>ZBH</th>\n",
       "      <th>ZTS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1999-12-31</th>\n",
       "      <td>55.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.80</td>\n",
       "      <td>16.30</td>\n",
       "      <td>6.98</td>\n",
       "      <td>35.81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.53</td>\n",
       "      <td>60.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>17.41</td>\n",
       "      <td>15.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>6.64</td>\n",
       "      <td>6.54</td>\n",
       "      <td>17.50</td>\n",
       "      <td>26.50</td>\n",
       "      <td>7.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>51.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.89</td>\n",
       "      <td>15.71</td>\n",
       "      <td>6.95</td>\n",
       "      <td>35.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.38</td>\n",
       "      <td>62.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>17.09</td>\n",
       "      <td>15.00</td>\n",
       "      <td>9.31</td>\n",
       "      <td>6.72</td>\n",
       "      <td>6.30</td>\n",
       "      <td>18.78</td>\n",
       "      <td>25.75</td>\n",
       "      <td>7.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>47.57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.62</td>\n",
       "      <td>15.26</td>\n",
       "      <td>6.83</td>\n",
       "      <td>33.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.94</td>\n",
       "      <td>58.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16.91</td>\n",
       "      <td>14.44</td>\n",
       "      <td>9.12</td>\n",
       "      <td>6.63</td>\n",
       "      <td>6.26</td>\n",
       "      <td>17.28</td>\n",
       "      <td>24.50</td>\n",
       "      <td>7.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>44.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.91</td>\n",
       "      <td>15.23</td>\n",
       "      <td>6.78</td>\n",
       "      <td>34.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.28</td>\n",
       "      <td>60.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>17.42</td>\n",
       "      <td>14.56</td>\n",
       "      <td>9.50</td>\n",
       "      <td>6.62</td>\n",
       "      <td>6.48</td>\n",
       "      <td>17.00</td>\n",
       "      <td>26.03</td>\n",
       "      <td>7.97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-06</th>\n",
       "      <td>42.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.20</td>\n",
       "      <td>15.77</td>\n",
       "      <td>6.79</td>\n",
       "      <td>35.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.75</td>\n",
       "      <td>61.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>17.80</td>\n",
       "      <td>14.56</td>\n",
       "      <td>10.20</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.49</td>\n",
       "      <td>16.75</td>\n",
       "      <td>25.25</td>\n",
       "      <td>7.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-02</th>\n",
       "      <td>67.51</td>\n",
       "      <td>115.04</td>\n",
       "      <td>93.96</td>\n",
       "      <td>59.46</td>\n",
       "      <td>177.53</td>\n",
       "      <td>144.02</td>\n",
       "      <td>253.71</td>\n",
       "      <td>117.92</td>\n",
       "      <td>185.08</td>\n",
       "      <td>233.08</td>\n",
       "      <td>...</td>\n",
       "      <td>160.80</td>\n",
       "      <td>206.44</td>\n",
       "      <td>123.84</td>\n",
       "      <td>225.19</td>\n",
       "      <td>120.49</td>\n",
       "      <td>170.06</td>\n",
       "      <td>200.11</td>\n",
       "      <td>56.96</td>\n",
       "      <td>117.05</td>\n",
       "      <td>81.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-05</th>\n",
       "      <td>67.55</td>\n",
       "      <td>115.66</td>\n",
       "      <td>94.90</td>\n",
       "      <td>60.37</td>\n",
       "      <td>178.46</td>\n",
       "      <td>148.73</td>\n",
       "      <td>255.49</td>\n",
       "      <td>119.50</td>\n",
       "      <td>190.13</td>\n",
       "      <td>232.04</td>\n",
       "      <td>...</td>\n",
       "      <td>162.54</td>\n",
       "      <td>206.76</td>\n",
       "      <td>123.85</td>\n",
       "      <td>228.38</td>\n",
       "      <td>122.66</td>\n",
       "      <td>173.16</td>\n",
       "      <td>201.38</td>\n",
       "      <td>55.86</td>\n",
       "      <td>118.13</td>\n",
       "      <td>81.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-06</th>\n",
       "      <td>68.11</td>\n",
       "      <td>114.56</td>\n",
       "      <td>94.70</td>\n",
       "      <td>60.88</td>\n",
       "      <td>178.23</td>\n",
       "      <td>150.71</td>\n",
       "      <td>255.97</td>\n",
       "      <td>118.13</td>\n",
       "      <td>190.35</td>\n",
       "      <td>232.75</td>\n",
       "      <td>...</td>\n",
       "      <td>162.73</td>\n",
       "      <td>210.12</td>\n",
       "      <td>124.95</td>\n",
       "      <td>226.18</td>\n",
       "      <td>123.44</td>\n",
       "      <td>168.72</td>\n",
       "      <td>205.32</td>\n",
       "      <td>56.37</td>\n",
       "      <td>118.09</td>\n",
       "      <td>81.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-07</th>\n",
       "      <td>69.70</td>\n",
       "      <td>114.72</td>\n",
       "      <td>95.60</td>\n",
       "      <td>61.29</td>\n",
       "      <td>178.64</td>\n",
       "      <td>153.22</td>\n",
       "      <td>262.90</td>\n",
       "      <td>118.38</td>\n",
       "      <td>187.53</td>\n",
       "      <td>231.86</td>\n",
       "      <td>...</td>\n",
       "      <td>162.99</td>\n",
       "      <td>212.16</td>\n",
       "      <td>126.20</td>\n",
       "      <td>227.27</td>\n",
       "      <td>123.70</td>\n",
       "      <td>170.17</td>\n",
       "      <td>207.50</td>\n",
       "      <td>56.43</td>\n",
       "      <td>121.00</td>\n",
       "      <td>81.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-08</th>\n",
       "      <td>69.85</td>\n",
       "      <td>117.01</td>\n",
       "      <td>96.24</td>\n",
       "      <td>61.87</td>\n",
       "      <td>176.25</td>\n",
       "      <td>153.50</td>\n",
       "      <td>268.18</td>\n",
       "      <td>120.01</td>\n",
       "      <td>187.16</td>\n",
       "      <td>228.79</td>\n",
       "      <td>...</td>\n",
       "      <td>163.35</td>\n",
       "      <td>211.70</td>\n",
       "      <td>127.27</td>\n",
       "      <td>224.73</td>\n",
       "      <td>123.51</td>\n",
       "      <td>171.88</td>\n",
       "      <td>208.96</td>\n",
       "      <td>56.95</td>\n",
       "      <td>120.21</td>\n",
       "      <td>82.54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4575 rows × 61 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "symbol          A    ABBV    ABC    ABT     AET     AGN    ALGN    ALXN  \\\n",
       "Date                                                                      \n",
       "1999-12-31  55.30     NaN   3.80  16.30    6.98   35.81     NaN    7.53   \n",
       "2000-01-03  51.50     NaN   3.89  15.71    6.95   35.00     NaN    7.38   \n",
       "2000-01-04  47.57     NaN   3.62  15.26    6.83   33.88     NaN    6.94   \n",
       "2000-01-05  44.62     NaN   3.91  15.23    6.78   34.50     NaN    7.28   \n",
       "2000-01-06  42.92     NaN   4.20  15.77    6.79   35.00     NaN    7.75   \n",
       "...           ...     ...    ...    ...     ...     ...     ...     ...   \n",
       "2018-03-02  67.51  115.04  93.96  59.46  177.53  144.02  253.71  117.92   \n",
       "2018-03-05  67.55  115.66  94.90  60.37  178.46  148.73  255.49  119.50   \n",
       "2018-03-06  68.11  114.56  94.70  60.88  178.23  150.71  255.97  118.13   \n",
       "2018-03-07  69.70  114.72  95.60  61.29  178.64  153.22  262.90  118.38   \n",
       "2018-03-08  69.85  117.01  96.24  61.87  176.25  153.50  268.18  120.01   \n",
       "\n",
       "symbol        AMGN    ANTM  ...       SYK     TMO     UHS     UNH     VAR  \\\n",
       "Date                        ...                                             \n",
       "1999-12-31   60.06     NaN  ...     17.41   15.00    9.00    6.64    6.54   \n",
       "2000-01-03   62.94     NaN  ...     17.09   15.00    9.31    6.72    6.30   \n",
       "2000-01-04   58.12     NaN  ...     16.91   14.44    9.12    6.63    6.26   \n",
       "2000-01-05   60.12     NaN  ...     17.42   14.56    9.50    6.62    6.48   \n",
       "2000-01-06   61.12     NaN  ...     17.80   14.56   10.20    6.86    6.49   \n",
       "...            ...     ...  ...       ...     ...     ...     ...     ...   \n",
       "2018-03-02  185.08  233.08  ...    160.80  206.44  123.84  225.19  120.49   \n",
       "2018-03-05  190.13  232.04  ...    162.54  206.76  123.85  228.38  122.66   \n",
       "2018-03-06  190.35  232.75  ...    162.73  210.12  124.95  226.18  123.44   \n",
       "2018-03-07  187.53  231.86  ...    162.99  212.16  126.20  227.27  123.70   \n",
       "2018-03-08  187.16  228.79  ...    163.35  211.70  127.27  224.73  123.51   \n",
       "\n",
       "symbol        VRTX     WAT   XRAY     ZBH    ZTS  \n",
       "Date                                              \n",
       "1999-12-31   17.50   26.50   7.88     NaN    NaN  \n",
       "2000-01-03   18.78   25.75   7.83     NaN    NaN  \n",
       "2000-01-04   17.28   24.50   7.83     NaN    NaN  \n",
       "2000-01-05   17.00   26.03   7.97     NaN    NaN  \n",
       "2000-01-06   16.75   25.25   7.98     NaN    NaN  \n",
       "...            ...     ...    ...     ...    ...  \n",
       "2018-03-02  170.06  200.11  56.96  117.05  81.28  \n",
       "2018-03-05  173.16  201.38  55.86  118.13  81.89  \n",
       "2018-03-06  168.72  205.32  56.37  118.09  81.51  \n",
       "2018-03-07  170.17  207.50  56.43  121.00  81.76  \n",
       "2018-03-08  171.88  208.96  56.95  120.21  82.54  \n",
       "\n",
       "[4575 rows x 61 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C = hData.xs('close',axis=1,level=1)\n",
    "C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f47fb276f28>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qjO8rPdLKsZ0EfMdkSBAohBBCCCFEr6R9vQjvP65Db6iDHtTjA6Bwt+/wx8k2vHYbKeHj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pqJCjpS59cdz3Co7mGeUUY4rgZZJM7Q9PACWS+5aPLpz6xidgytYBetbo0rqn+IxZCJzZhD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\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YmjAjEhVOQdzYvrSgHMuQ8XtCx/+eyOh2yrOKeELy4JJbudkjMaFI/v2W9eCr4V4MYaIX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kR18vvckEvbr4IdlwoI6Zl7Oq/Zb+08EKdkQCbB8IEnCJSWq4/HJmNogofDJHAiK7rYlg9LFe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kerXSw7BnOAxhn2Wn6rP8wIw7QOC1JdnWrQJiXt2xxTEd0gEI7yyyv76RoIcXHV1kAXQToT\nbrRx18h5VcuYTiN70wpg2krAxoJJpNnArtAOmrJnc8ueedzYdpD/2aps0I1CwWMYg5SeQWVlmt53\nhz4JTh/35ohKIzSl6g+oCfhFbCdfEEt4Kq3xP14Y4+KF1TV5JeYGJdGKxyJZzJe/4d8ZClJK4r10\n9BE2jlosXbqU4eTz2LLAoDnG882OMYrlNpYvOsL7knl1vP+cNr778jA/3+E1vLlk8EU4R9WoJBIJ\n/vDSBA99bwc/2TbGT7aN8f13qvN614/cNM+8JfnZ9jGePJBiNOteD1toIATiotomLXnTNfmZzPfR\ncPenYccr2AdrvFCJ5ymprvXdd1fNP34keqFA874Dnql2sfpFhSzkmbDzNGghBlYuw656Y39ixUX7\n9p3k43FGF81HWBadr25nsr2NxKC6h3ZAJ9s8O73jaqFPN2U6TalMt7ZOgjMoAFIiNe3UiEq+BkRT\ni9uI/T8R2vmXI+fMh6bWNyXFVbvtD44+/86PIs88VwnUbBZ65s/6Mfn4+Pzn4rQXgRs3bmTTpk2n\nbMP4OcEQOaEiUYN9RSYmlrKi7WWyxQjF7goTFmdsWMirwcdQvzswDrWNEWtYQWbCfevf4RjC2LbN\noUOHmDvXrTtK7+2mMdKELYsMb+xBShPbGMV0olq5XI7BwUHaWxfQa1enlcTCtaMU3+1fyd09L2HW\nW5S6XrQ0t6NnTLSsinzFFiyHiZqrI19+DhEvENSVwFvZNZfzV3Ty+E5oiMfIVCwb7fb2ZFpqL6cp\nowZDzVKlyGRFFiTUHz5CsmcOoXQarRSlQfL4xLcB6OuoTr9MFwYZzzlpucLElrW/CguDQc6zNrBJ\nXIgtf40mLIJ6DtusZ1D08+ORAhDgvqF5fKihSEetl8OVIrAiAvR1w2sysbT5GqSUjBUkumMKU1eY\nZGWD5Kk0HE6bfP8V73VZIMLc0SA4vzVF3bSxoqwI9CcdAXjR2OMYzucf/OAH2LZNuH2UUbmaGsa0\nZS5fWE9Q13j/Oe0EdI17tqqUyDvC/ehICBhIy6pppV8p/qZTKQABQnd8CG3tSkSNge/h1EaOTG4s\n/31g4inmztsAZ52P2L3VU7o32uO2Qljb8W7mN1w488kdB+3bqk1+pOkVPNqXfwASpiLRWtmzCucx\neD3N4gH0fJ727bs800LpNJppltNUSwIQoPAmm7IUnLpAMxRkeMmiN3Xfs0W+7g30dnwjTHt55HPy\nqXILnQW0P/sbsI7yY1w6lkQd4oIrj7mcj4+Pz0ycXq8Ya7Bu3bpTVgACJMfdH/OdW3JEA0rqjIbW\nsWXQLeYv/V9fzE8fHEqEoNysONiUpOncrbTGlgHw24df4oFf/pZnn3UNMzIHusj3zcO0prCmIs5W\nIDOlhqb33KOay9tmHrOGB+KGHveYowF3vtvaQU0LaDF0LcBkfhBQAjMcqBABmnfb8rnHEd/+v+jC\nRMciKzVay+krFdEg0/tYRo0mrrNucDcbVPsqoERxbFRFppr3HgAgSZKD4gAHcsrVMpFS29PzBRL9\nA2imyS93/2l5e2Hde5xjryzm1c3qP9evzbe40L6YwuZXsaVOIjRBXXgMW+pcaV3LgZxbq/NwUmOq\nRj+00oA/OJmma/OrAPQFRskIr+17ItjBkwdVpOv+CY1UZhw7l+G9LbWjf1fVx7hSb6BF1+gIQKii\nxm7z5udoLQxVrROoqEO1nWhH/ep9rF/zCyodUObVew0GFjRW1PlUTO865xzQdeShfdh3vx3759+r\neazH4iuvfoX/ZT3PkrNXewSgZRfoHXsRgCMpZRK0vPkthI16+tOvkMqrqLq47hbP9sywuhbXL/4C\ny5qve13HVKKynq5QUd9ZFoG6gfbRP0eEo4jI0U1mZNkY5vUdS6BGPananiQ2MuqZZAYDb177gNI+\nnfrHXF0d8k1wJJ013gT31mMhpCzXkPr8v4NYuhqx4syTfRg+Pj7/D3Dai8BTnXTKonueCg81hfq4\ndMEvAXjm1ShPP34A01LCTAjV723nVu8gT+pKNOodexCGSd3KfQTq1DpSSrITi+huupGNGzcS0OuI\nhXsw9Djx8HwsO1uxIdAdh8CxMdWioK3GgPXeO5axoClDQ3iQWAC+9Xb3bb6mmTxrJnnemnT2b3Ek\ntYmsOUYqr6aFDPeRErrF3GiFmNiyEd1SojZiZ5kYG8N2Btj2uBrML7dWgvQOfBbXXYJekf4q4yoS\nWBKBAEZmikPiIL/RHuRbga/xhPZoeV4wL4gNj9C+fSeJwWHqDvV6th+ZFgxtXLOH7lSS51YWiTm7\nbTIKNEfd2r9A+CBjRYNdOfe49udrD9ge2vk5AJr3uqmnUTtEzoxyTsf/dY9Tj7FlUN1vIQTJV55B\nWhbBGt/SP+uwuK5FieGubjXYfnS/24w4Y5p0Fof59vNf5FzNTV3SjqI+WmO9/MWVPfzbOxbzpbcu\n4Hu3LkEAl82vI1jhLlkfds95VXsUjCAcUuYr8v4fAtAUqS0APn2JW3d51qhK3b373HY6JgdYGvZG\n1rLFCe7Z/gF+seW/M5zZSd6apD40hzM73sXqVlVrVKoRFHUNkHAF+FRTiDmJddSFOmc832NREu9t\nFf3+RhctYLynm2R2AmwLccm16F/9KeKs849zo6UPr7NZfIUoyFaYwggpPSmMAGPz572ufbwRrFCI\noWWLSXUd3c3yVKcyUjv9ur5pSDjR6cM+Pj4+Pj4lfBE4y9g2GIb6j7wl5hp1YM2jOXEuQndr37JT\nNQYbxiQiO4dg3KDzTB095EbMShkjmhZA1yLMabmZtvrL6WlRA+TUVKVJhcCWFgcPus3h2wrVA+Sh\nzFaePPQPXL/sX/jKjTEiFXb6urB4wZoki82je2/nJ1s/wI5R5QY6WUgBENIFixtVFO2yKy7mpvfe\n5W68uY1SGWREZkmjl81Jis+rNg8ND7yEFnAjkcFDd7Gy0du70Aiq9KxB4dYQtu3ey1Pa42zRNwPT\nILRKAAAgAElEQVQwqo1QJ+uJyzgmhbJ9P0A05Y3AXbHoCc/fceL8xflXeDwu3r98HQ0Rt4VFqpDg\nzw8rMbQwJIlrkvsmNMhU1zJ2m/UkDx/2DOf2R4Z4aNcH+K+/7uPqhX/HWR13Eg20MDql7m9zAETH\nHGRRCd2PBL3mM82GJJuxaG7TKZoq4lcZ0EwZQeqzaaL5cZYIFQ0OWQXWjPTSFDRoampi5aKVDBmu\nKAtoBeY1hGhwBFw8pPOzdy/nTy7s8uz7LUsb+fQl3fzsjmVK7AUCMOpGHWU6xd9fN48rFrp1kTcu\nU3Vp3cUJrhpSkb2zx3by08c+yXWL6iCfg5DXAXEs64ra4akd9Kc3Ewsqg5N4UBka2dJ9VsTVN5c/\nb1lbQNfemF26VvSmqg6uWIY0DLLNTaQXqH6L4qJraq06MzXSgmei7nAfXS9vITDlvsypFCTj8+cy\nNk8ZKwUzUwhgoqebfDyGFKLKlfbNwoxETv80xkoReJKigkY+X+Xy6uPj4+Pjc6LwReAsY9tQym6r\nHBZZTqP0pWtsNF1FAWsNm6SWI7L3U0T2forQ4feChJuWfllt23IHJ3Nbf69q3an8oYoNwfjYGD//\n+c/LkwJadQHb4weVHbYQVDkpakINigvJGP2Ti8gUGhiZUvVJixvfBkBQ1zA0Nfi07AJaIIj2Tz+G\nuQvBttHaVe2inSgwlitgOZFAy0k7Ha1f59nn7U1djA56xXEgWE+H3Umf5nXeHBHeerlbzHeyxjyD\nVJPGYXHIM69O1nN2nTpmKV8qT2+MDJCQx64BMqXB5il1Y5MWpJ1+h/sq6jafnhT81RGdq+xr2bfL\n27two3yWdEGJpO+8LFjafK2nlcLyuIbc/jKyqCLD59Z7v6oXJSTkiiyIjXD44CFsKUkV3CjyaCCC\nRGBYed765Cf45jN/xb8+/Xku6d/Juzb9mjvvvJPvTnayrcFtnL6y/WmC+rEH77om2NCTcI93Wt89\n+nppiQa4epFKd44HNe46u43/dc08ur/6WeqyqmjUFOo7YN/9dgDkTu81MitSV3eMqJcNpVYWmlBC\n1a5wqhXXvQP5xW/z8B1xChGN0ezMtYjHQ6XgkoBV0epBdHSjf+MXiAVLaqw5M6Vv+fFIpLiT3hkd\nHas6pnRrizNBbSmcTCFRaZijixYwsHrF6S/ETiKiQvedrEhgIJ/HqGE+5OPj4+PjcyLwReAsM69u\nK1fU/SXXXj5Efcy1PpkqKgFgWTlsC4oF+O2vJqs3MK0Je0yuRLPUulMVEYLpHBpWbSXWrFnjTBGe\nkWdbW5fn5ncm9jKvYatnG4YTSbl0gUrxE87IKLPPjR5lizF66tYTNlRUMagL4k60JuA04RahEGLZ\nGsik0IvqzXZTtJ9tooHkbqdthaG2LawY2qSy+z/TOovmUJGXN3qja8K0qKeBAt7UWUt4IzffN77D\n7wLPIHXBj40feObdZX6QS0dVXaVW4dJqiCI3WW+nFoNp13wnlXP7N32uZZKPLFXC9wdjWjmI8IlD\nBj+f0Ehb8Gqv615pY7N/3B1l/nZfqvw5HlTC6FNzJezfxWBIRXo6RY6w0+pitREgpMF13SOcE0zT\nHo1i2jbP9h0pb2fKLDIvrURxuJCksZAiPH+he61SScYtnfqwG90cSs8j8HqcCEsNis/eAIaBfPEZ\ndcyJIO3xALeuakbXBMtbI2AWubn3cS7vf4Gr+p/3bkd4923Zrggs2ioFesOcPwRAKwlI6Q6STTvH\nTw59nGSbmpc3vRHf10rl4P+EyanX0yLCWUfP5cvum+k21R+05BwZyOawggHsgAFCvOm1gP/5qLg/\nUqpo7ClQJ+jj4+Pj43Oi8EXgLLO2/WkAOqd+xpy2MSZyTXxz06fK89NJt3ZKVrxwXn9JjK6eAAFN\nufuZiVfUMts+wkM/T2GaNo899jgAI6nn6B25l7HJTfQO/5T9g/+OZWcIh8NcfPHFvOUtb3HGNO4g\nZuXyDegVQ9slLZu4cP7PPMdeiuh11+9hYdNmLNtgfuajntfkD+1+L52JtRSdAXMxZ7Ow8TIumPMx\nFjVe5m6ssQUKBbQBlcLZldiLqQX4wJSKROm6GvCPdlxC6OCHeZf5Hi63rwKgZVqtWOORPkIyRB5v\nj7RKFtqLiOCteZww4ZGkQErQnEf//K67CWkGYSctN6xBDLeGzhLuTXl8n9sE/MUjbguD+Q99na6H\nvgOofnz/OqIxVZHFdbAg+NSZl/FI7z6SMskkKQKae+yLm9y0vZxpsygMQSF54vy/5vHE9Twz1EDu\np99gZVLVFBrTIjzxYBDTtpHASFaJpUyxyNLxAc9yxBJk9RCbmpbzjvtUeuzVS/69PHt1x9MYr+MX\nQXvXhxC3fQDtg38Ki1YgD6gIXGPE4OtvW8TbV1Y0PI7FiZtZ/mjnj4lZ08T9nPmevytFIEB9aA4B\nXV0rQ1NR6rHsvvL8XaO/9ix/2fxP8UaYnQiQEwksfYVsm8YDh4iMV1vq2o7ACznpy+07dlE3MKjm\nOTWapRpBo1DAPp2NWE4xJjvc/qmhzBStu/YQGx45yhqzg32atYfw8fHx8Tl98P+HmUWklOwaUZE4\nqQUxyJMtei3bTbN2zYdZtOnrLaIfeC8Axa4feeY/+/QujhxRdWISC9OaZM3Zjbz3rtu4/PLLAeX+\naBgGixcvVmloFdpByBjobgSq5Py5pu33iAaanWlGxXwTSxo89+wL5YggQKbQyN7R1bwyoMTHMw9m\nEEKjp349oiKyI5pU5EKYJlccPI/2xAHP+QinN+Fti/NEdEmH7EQ4B3xdd/XgK0jQEwmUjsCtk/UE\nZAALi3bpNae4emeATx82eCTlXoj5ifXc1v55NKmiWb3pHs869zW70SrTDvGLbR/l1vz7WVlhjpIb\nH2bRoZfLf//zkM7hCt36vn3qOlqxCepFPfU0UJn8eyRVIJUz2T+e47nDaUwpyRchHe9BItgynkCa\nReJ16tkxpsWlEuEwmq4xPzVMxBECPT1zaLrgMsR7PlpezgoHuO8D1/E3Z6hnSmCja97nTxwjhTBn\npjCniTOx8iy0q96GMAKIRD0cqO7ZByBtG0YGa2+4swdx612eSZYsTPvbjfTWhVSdYmXfwJzlPs/z\n6i+kKeJGPl8XzrWwNY1s/Ylpwux6HqnnNTSZJjKRpP5wH0hJxytbiYyNU3/oMJojQo1CgbaKFhVS\niIocc/d+nW795E5l8nUJBlYtJx93f69Dk28ssvxasQyDbGPDsRf08fHx8fF5HfijhllE2q640gtD\n6DJDwQpRNN3BqmXVrvnY9DtvqudFi/6AplZXeCRH4mWRVEpTWr16NbFYjCNHVFpgoVAxiK6IBN51\n111M6M9iLvn78mxDK9BTt56VrTdx49L/w22rvuMRBJqwsaVGoDFFaJqd5pefHWBTX8ZZbgYR4YhA\ngPpgF9FAiBbdNRNZpO8GqcTdexf31doCAKbTfDtBHZawSKGuZRF1HZfHLqYpPB8Tk+IMkcJ7xtzH\nXrMsIpZBboagT2faa66RLjTSJVr41kKLs3M7OCv5Al9dfSUBaTI37t6fKct7HaSEa5rOrvjbPYas\nafP+e/fyiQcOAHAwLxiYcNOAg/kkAJE2JWr1aSIwZgRBN+jOjJN20gU3XHU12rvvRiTcQeTO9n60\n6GMsblY1kH+255vleYubriKgHb29AcDPd/4hjx746xnny5FBsEysD96E3PmqO33/bti+GUwTcc3N\niKvehvZf/rI8X1zxVkTAm/pcigTWhVWq8XWL3P0KIWiKLGRoant5Wn3IFfAB7Y2boqQ6O5hsb2Vg\nzUrGF5wgp82yMQzU9x6heb8yatIsC71QRLNtGg8dJjY27lnNqPguVxqVVEaKAkdJD/d57djTnsdQ\nOjPDkrOD3yLCx8fHx2c28fOHZhHbphxpEUhC9jAFq42CmSRgqMjCxFAn+jGkeMuSfXQlzoYlBcaG\nnZYSmijXUEls3ve+9xF0BJJeox6oo6MD087yro9+FCmK9OnfQ5Ou8cutZ36QjtD8GY9BExZSajSs\n3ovZu+y4r0GZ5pbyRyOUoDO+lnhkjJG0qh+0ExFCBFxhCxRs2DJWxzktrmguDYZbpNreuBilTtaV\nRaAdq0fLRhk1B5kqjKHnFmAGDzn3QQKCsQqB1r59F6nOdjQBtoR1Ma8aXJ9bW30tnH8bM67ZzP3z\n1rLIyHIIdQ++Oq1FX05CxNntV8fuYaJ3oefbV6zoRfe5bpOpgntv4lN9WFqQA8k6IEt8Wu1cWNcY\nKEgM2+KbWzYzt66OK9Y6taDzXeMSuXgJ8DwhQ4mFZX92N4f3/wWJYBchPUHRnsKWNpqo/UCatoq8\nVqZgVl2b2z+I/XefBMD+7f3oy1ZjffZj0OdeK7HqbMRKdV31b/wCOdTveUlQwpIFNKHznvXfYmSk\nOhospSSV72M8e4DGyHxkhVNoZVTw9SINncnO2Wl1IKQkVmH4YmsaoXR1pCkfixHKzCw+zEiYsQXz\naNp/kGI0MuNyPq+TSoMYKWs2cBejYwjLOvF1mFL6HSJ8fHx8fGYNPxI4i8iDP2Zt5+8804pWCFlh\nZnEsG/vcwn+gZZ5yCeycE2D12RESDUXyWbssmFavXkVdnZuuduaZqtHsu9/97vK0cCiMrhtkpwTP\nHvkq4EYpATb+vAkQPPpAit4D3ghae2wVQtiYdojsVIKiWSQW8NYwvX9tG+drylVzMlUjxbUiIiXO\nv5x4sA3ppIBeMLSZXNd8gnivRVCDKbP2IxoLq3TAXZpqg5ENqmuh62F0LUjOSqHpU7ya7GTr4IVq\nv86IbtzrH4NWNDGdPL2PdyujlMo0sBJzg455jQBL01ixYkV53uFEM3cWtvHH5yvRsGnK+37lN0m1\n/QIFDmxrpJhRUbd2a8yz3IY5MW5okBRs97zHGlew99KPYzoRoM6iN0oEkLFAt21ShTyvjrhmL6Kx\nGe3LP0DccTdWk0rz1bUiVy+qL4u5C3o+VuHoOkMzciBd0Xy+aFW3wgAQi5a7f4yPqBYgFQIQgFav\nsBJtnQgnjTVbnGA8e5BUvo/tI/d7WkBMZ3nLWwAYzGxjqjjGiwNufeOZ7bfPuN5JRaincLr1v2bb\nNPQe8UwrhkNMdraV/y45gk62VQhmIcjV1zG4YhljJypa6VNGakdXYXq+QOClzVX37sTsXL208vHx\n8fHxmQ1OexG4ceNGvva1r53sw6hJblz1OcsW3Tf0RWuSkclnj3sbMjCO4ZhhCCGYM1+jr+8AoFO6\nfQ319Z512tra+OM//mOamysMORCkkiaP/nqUvknVp61SBIJKX01P2rz83JRn+oY5f0hIPwuATf1X\nIzRJyPAuc2l3HasdE5vHaricCiEQv/d+xNvuQAQCxINt5f0b0iZYpxOiWhCP5gMcmQqxeSxOwWnD\nMNneytRSFUl6VdtCpqmRsW41QB6YMnjygCtQjiSXlOvvwvoUq9ufJGmB5XnD70b/YprgQOAwyW5v\nbzyAry8w+co8pSCLsShXX301azSTiKWm/UfvEOuaJauybn/G5S3q3v1Fn8Fua4B/Nr5EkAAXn6GO\nvyNzoLzsdUsa+MQaNcA3be/gb4++hnO1BEtFhEJqB9NZFIanW8+q2YJchKNol7+FXWO/AiCo5/jI\neR28NPBdAKKBprITrHkUEZgzXeH/0L7/PuNyZfbvwv7K31ZPb26rnlbe7md4aN9n+NWeY5u6xINK\nTG4e/D737fp4efpbFn+h7FB7KiJw2z/k6hIkZ2isPrJ4IYWom6I71dTAwKrlTNZY3goFfUfQN4Np\nDqGBrIqqRyaSJ3w/QspjilAfHx8fH5/Xy2kvAtetW8eHP/zhk30YNRnVVA3YVLGi75wcQhPBGdZQ\ntHc7PdCCQ8hAkoDmisjHH38cWxbRhFGu2YvFj13LJRDYkV6selUPptt1ZRG2xMlHNU1ZWthDyEjQ\nl3LaUtgJNF1gS++A05pWfjeZrI7gaNfcjH7979G47yAJrbm8/1CijgJ5gtIrAjNNjXRFC9zf28az\nw41knaigresIIYjKGHWyjuTcOeSdPoPffmmCSMBNBSzaQRY4l/vOlf9GyJhCIqgMVkbG3QFct9aI\n0EOYoep71GzA2mipxlNFcy/R81w85UbI9vzuKTDdi9GZcLdTb3ewwH4Hd19wIfOd66dXRLounJsg\nu0U5etYqUYwLnXcvbmK0UG2u8qNRjQe6L+NIaE7VvB3DWfaN5Sha6li66vaia6JsABTQomURuGP0\ngRp7VhQsN12xMipYxZnnuZ9frnjhoeuI9/8J4igGJjnz+AfTYaParOXszveSCHUe9zZONpmWJsyQ\n+9zn6hIMrljG0LIlSMMATWNwxVJSHW2Y4XBVnZrPm4uY9palviICqL2Bnn5asegRmEYujwDPs+Hj\n4+Pj43MiOe1F4KnM6EAjgEcwBfVcTRFYbHyq/LlvQvXOM5ufAFQ6JkA2m2Xbtm3Y0kTTgpRuXyBw\n9NJOKSVjKRV5KMxR0Z/W9F0IAbeu/t9cjBN9KjrpjjW2kbeULNE1E00TFC3v4CSfd2XLzXMH0fbX\ndoFsONhLJJVi4b5kuT+fblnkRZ4QQX58qIOsk9paiMdoWNVUXrc+qJYvOK6lzfFlaEHVzqHUWNyS\nAToSB8vrXBoL8RYnE3XV7yZZvV1FKR9OaipVEZWKtyZSakIOTbElrvsiqq9fiVGnBcP4fKdn4J7t\naJabX7ptyxbqKyJmt652o7EFCRsWX01bJMKhgrrKGq4IDAvJAqeXZKqgzvHy89yI6xnrQpiacomc\ncu5HUdMYeOyn/P2AesZ2x1ewbJm3ZvNTDx3kT351gIPjqv9iLJiiaGVpjiwmEexECFEWgbtGf8W+\n8ccYymznJ9s/yIv9/47tREpN2zvIlTP0TdM+XCOKt2Yd+lfvRdtwec11Suji+EVONNBER3yNZ1rl\nC5PTAanpmGHXxCbd2oIVCmJG3GlWKES6o91v/n4SCFc5gnqfeb0irdfIz9yy5mjo+QIdW3cQH3Lr\nXkOT6neq8tnw8fHx8fE5kfgicBYJGmrw3BrrL0/rnQiWTWGi9RNYlkonqmwBoWdU7zyz4XmuWvA5\nAroa2I6Pq1qw9tYFACQii4Fjjw1Hh01yWq9nWj5rgDQIGvmyo2fpRbaUkJ70RvLec6YSioZWQNOh\nYHtFYHdaRYY2XBajPVJgCaPouerUwpLtfZQomiOu+oL15MkTJMRY1kBWOOUEmqqjnHsm1PXIyywT\nReUk+sqgamhv267gTucbuDwWLddOLsx0syygxNvfD+hs+cm3y8v+0zyLXyxRF6CY8EaYvmx8kV9m\nVAS1I+aIznAImc9BagJ9YrS87Hg4TsTO8R839/Dzdy9nTl2IT52jhKwpnQiilDh6m5jpmn707N9P\n1LDJW4L+bJj1G/+aWEOIuQvVS4OJ9F6efOZZclqIV1JqwJna8yrFrZv42xf/SZ0/gmuvvbbqmoES\n8CVShX5saVU0XXfnvdD3TV4e+D6mnWP32MPcu+PD3LvjbuxpLRuS+cM19yMCAbT/+leeadrvvb/m\nspWMTO3CqqiXrQ/N4aoFnzvqOvGAN+3ztYjIU4FCLIpVEXUuJOJHWdrnpFP54mP6S5DX2Uxed354\nw0k3g0E4RlHFiC8CfXx8fHxmB98ddBZZsED95344OZ+H9vweidAE2448TDioBNTIUJbR1CPEWiKE\np+cZAULL0xxdVP570nk7nLd3IzibUMDpvVdDBArTBE1Dahp2DW+N7KRBw9TfcOl1MQbDIV7ZmMUy\n3WPITNrEE66gunpxAz/csgOQxOIxzFGvCOzMjwNxKvtVJwYHmZg317tjWYo2CoSt0mT7Y20UyDOZ\nizM9DhkKa9xwa70yQt2shOzjhyZZGi6U2wP8cOt73PMWkp9t/RidiX3sHTuLdy8uMuFss/CRP4Nf\nPkapveAHVnyIz0+YvKVBEtUh6pyu5aTcDa5Yhp6Z5Ex5B+OHTaj0ihECTHV/502O0tbWxtCQmyKZ\neOgnmNE42rXvoHloCDAoSNUKQEjJlweddNCKSGDE0b5Tpo6GRfPETohEOPPcKGeeG2Xr1iM81nwV\nADcKVfdo7t0KwLLUNPOVGhgVDep/s++zADSElZmILb0JqOO5/eXPpq32NZje6lmmNL0WYvkZiDs/\nivzuV9TfndVpqtN5ZL9qGbG2/Q6WtVx/zOUBTy9KAE07fX7ScnWJ8pd3Yk53zRRkn5PL0PIltOze\nh+ZE/AK5PIWYTjCdoXmv+o7YrS1owyMI20Z3ooHWa7iXJRFYWZscLTnH+tFfHx8fH59Zwo8EziKZ\n8BqOJFt5+tB1SDQmcgnqEgsQTjqjZecw7Qw5uRsAqbuGKlZ0N29d9v+V/87lcjz44IMATKRUBCYU\nUBGmWo7+na9up/OVrdz3wwmee6KGxbxt0FifIGzUoTnmA2aFCDSM6sGHoYNmBOlZsAiJxsJG70Dn\npp5BmnNuTVd0PMlUxmbnq9ly6qCwbaZiccxAAIESQh9pt8iTZzhTTyhcvV9NF+TMJA/o9/FQYSc/\nGRjlb5+YqZeg5MqF89k7poxsFoYghxIreb3AxKTX0OazR6p7BJYikVYoSKGpmaXN19Izd0F5fq4U\nrXHSQENvfRdXnH0OAEHL5B17X6D4wD3Ie76NHOon4JxSUQqiY+NU6q2gEeCieQnm1wdpcfSLKQUb\ngo6rbNCNBFS2/rCdZ0ivUPhvT23B0ATfeXmYn24dRUrJ9iH3fA2tumapVIMXNuqr5k3n8ORGANZ2\nKNfZozl3Aggnakro+KIZpebuCxuPnjJaSWXkEE6vSODYfPcFyVRLkx8FPAUxw2EG1qws9yet6+un\nZc8+WvbuL7+uks5LI2HbtG/fSfv2na9pH40H1cstrehE46XEeAP1hT4+Pj4+PseDLwJnkbaeel4p\n3kG6oAbYpj0B2AQNlc4YDihHS+k4QUrDFWvCrCeou4PC559/vvx5YsLbnkFMf1tckZak1fSLBGSQ\ntk41eNEcbVEpAm27ej1DE1g2vDL0awCuWewVDp3RAu3D/Z5p3du3s2trnsykUj7StOnvt9g3EmBF\nw37mxgY5M1rEFjZtjRGuvrHa7ANUZGqntp2ntWdqn4+DEJK6kNe0ZpP2AgCvDv2UJVT3jxuZ1jIi\n/0fvRJreQVj34sXlz7JUL2ia/KprA29Nn8UHX7Cw0OhOj9E55QphuX+XKwJtCGamyj0B28hhWvDx\n1XV8nAxBZ7N6doL6B76uzqeiNlFKSdBx7xTuRPVvPEF0/YWYtuSeraP828vD/PPzg3z6YTdCGA5k\nymYw5WmO+OuIr666LjPR4DRll9LCsk22D99PMlfDIj/gRIunGcFkCsPlFhP7J55i3/jjgGo7MSex\njoB+/Clw1rQ6RSFOfYfMQjRCprmp6rr4nLqUaoALsRjBjPdFEkFXBJZ5HamhumkSTGcIn2inUR8f\nHx8fnxr4o5BZRAhBbkrlEEoskMqMpJTGGTASNMTOBKdHndTcwcXChQ0Ymnr7nE6nSU9rJD0w/pvy\n51DIKwK1SrMCrfZgxNAMOrodEeg8BRX+JrzwVIa+Xm8NWEg3MCUUHFOYeHDm1Lv9k0roRgwbgeTR\nX03S11ugMGVhSsF4IcDC+ADvWvQQzUElCIJ6FFHDEt2yC2wb/gVAud0DwO8O3li17HB6Dg2R2sd1\nMPk0zXO7OW/4Vc/0pNM8vjg2RP/3/1HtZ5NXbMpAgLTTqL5s225ZfGPp28vLpBJzWf/7fwALK4xZ\nBo9gONe3VAeYM9VgcTlZQJJ69CmGLbe2ramxukfhS/0ZPv2iwHQigO5lcsxt/uh/Eol6xdODe9yX\nBbHgOI2RIboT6zzLrO/+UPlza3S5Z96l8z5Z/twQdqNWuqaeG1ta3LP9Ll4Z+iEv9H2TH259D8lc\nRZ1gybCoIlRdsDLcv/u/8PjBLyClzfNHvsYLff+ClJKp4gjRYEvVuR+NylpGAI1TXwSOLF1Msqf7\nZB+Gz2ugGI0gqd03sBQJ1CxXBGqmWbXc8dC8dz9NTmSwVq9SHx8fHx+fE4UvAmeZsWFHkIkiuhaj\nLnQuQaO9otRDIjTHfbH1EQDWrAux2ukXNz4+zre+9S327Nnj2W62MFD+HEuo26jn8hjZnMeqPKB5\ncx0jhnIsvfamDsJOEVopkpis6KJuWbDpmSmPA2TYCGPbBkXHFCYWVAPus6LVDQ32TrqGLh9adpiz\nmlJsemaKgCYp2hpj+QAagl7tEC/nVS1dSK/t7Lht5D5Gs+r8TdtN95vItXqWm0zPR6LTNE0Eyopo\nqHXJFZ45mrBIWWAX8gx8/x8xx9SxiMg0QxohsA11vlJo/OjVEb642SvMXwwuZXUmj/7f/p72e5+B\nzh7kwb3l7ocF5zB+6zSODzriKJnWuaZ7hOmMrDqfX+5UZkA/2qLm206kK+08VtI0YdFyxMJlVRHQ\nSq5e/B21vixyybw/49J5n+SWFf/iEXdz6zd41okFWrmo5xN0xdeyosUV3KV0ZllRzziaVSnNB5NP\nuxswnHThijTWJw7+7/Ly4znXxdWSBSxZIKzXjgTPRCkddH7DRazvvpuW6NLXtL6Pz3EjhDfaV6Kc\nDup+H+r6BqqXm4FCzP2tERW/t5Ptp26vSx8fHx+f05/Tx0XhNGTfTtc4w7aL6JrbL7AyW6g4GaM4\nGWF0u4WZ/i77f2nT09PD29/+9rIZTDU2Y+nnuPkdV5ZFXPuOXYBqMl0iEbDImO5tvnHpP2LLIrrm\n1vOVIoH7d1dbnN//oySaDle8pY6gHsCWGqat1g0bGt+6voclB/ZVrZezvO8XzmtN8tJYHYYmMcIa\nuVyQjFDpr8/H7wEgaNROAyxabprswvpbyp8LlisarfQixtJK0LRE1fn+/tpWRucEsA67AzdbmDzf\nqlIfl7c+x9ndjzA28nGkNS2iZElat+0kOaeLfJ26b5FYDLI5pKbxvc3Vog1gIF1Qb1akRHOlnzcA\nACAASURBVPQsQO7eRmCdutnZUJgX0jn+rl+JoqCQFCSMjUtihnuMVkGlfH5x2e3s2DjIud1xJnLe\n+rsvDujsz9vccvGVaBddDUB73L2nf7DuBR7cHac3uUKdt+wGdrCg4WKao4upxaLGy2mPreCBPSoC\nmAh1kAh10F13DnnTFbyluruB9KtV2ygJRAA658C8xYirbnKOwSqL+abIQo6kNpYXnciptNWA/tqi\nH/MbLqJv8kXWtN1alerq43MikUIQHx6tnuEIw8oWD5GJJBPzeo5ru8KsXVsr/XRhHx8fH59ZxBeB\ns0hyXP3n3tEdYP++NJFQosZSAjsfZOz5Uk2WGlD09qqUIMuqHiB0d3dz3XXXEYu5A+b4gOtMWfm2\nui5gMpB1nTyFEOjT+hQea6xhW7Dr1RzhgOoPaNnqsQnograoTrjG+jVKCjmrKYUhJGg6XcvijEx5\n67mCM9SClaKXAS1K0FgIDBPQs+W01KIV5Md7bi8vXx82+NkdyxBCkAfWWe9jY/+/AvDznR/jjrXw\n0O7fZ2HTZgAmmCT53NPefQ4PYbRFaN53gOGApDBvPqQnQQ9gT+vL2CnySCPIQFEwWBQ0Wza7Hnme\nOUXJZGpcnTOQbGjgv73gDhTnRHX6DJ2B5vVMFvtIBCx+tL+DDY//KQAHUur6PHUoRd+kK9Df3pzj\n3tEwhU2/RVy/DuFE2uY2uPd1ynyIixfAT7Z8hr+6ai5T5gp2ju6gMeK+IJiOEIJIoNG5F16TkpDh\n/l0f6kYXAXaPPVS1jUpjFpGoR//MF8t/P3/k6+XPY9l9jGXdlweP7P8LZ7/VLUGORk/dudy26juv\naR0fnxOKY+iiVfzuitdQE6hZtVNHX4vDqI+Pj4+Pz2vFf9U4i0Ri6vIaAZgq9JHOHSjPm7+49B/8\n0S3Ac7lqG/5bbrnFIwAB6gbc5uzN+9z91AVMzjw3QkvU20C8kul1eEYNg0XdgHhAkLei2FKJjoCA\n+HDtiJgpBU8MNHqmndeqDA8sIYjX61h4BW4wUHvQU6oTu2rhZ5lymqyf0/0wpiMC942d4Vl+tNf0\nmOW0xVZVbXNN+5PYUom5/m3PkNn6PPfMvZwfzFdRtckffx0pJXaxQO7/fAb7T+5Ed97YZ3TvBfp6\nZB//u0cN5HbnBP/1Vwe4a2uRyXA9WBZ6UUX28rpXPJ7XGuGzF1yAIdTgcVcySs9L/4r26b9B+7tv\nknOMev7tpeHyOu35ft7VUeCnj32S2w88DFH3OYgGdD5wThtfvH5+edqylhCSx8iZQwg0tFpWshUY\nWpgz22/nivn/vWreVQs+y7rOuxBCq3LlLNE3+fKM2z6YPLqpD0DYaDjmMj4+pxQ1evkVXkN/P2FL\n13EYMIMB+s5cjW3472h9fHx8fGYPXwTOIrquhMjhA0VAMpx8ojxv9dkRWtoNwsGZ6z62bNnC8PCw\nZ9ratWtf0zEkojbz5upcPv+/ceuKb9VcZnok8Mob6rjyBm/UUjcEY/0mlm2UI4Etg4PESv2spnHm\n5Y3EGmrXqE0RIJ7QKDItEmiEai4vnZ4KAo100UIAy5sHeNfav+WHmz/JpiPXVC7N9pdynlrGRKid\nW1Z8w7NNIWxCjgB/umcV77jsC/zHwuv5kSMCATI7XvSkiWpOq4M/fXxg2rbCLApDXJP8w4DOoaSK\n2qWdyO/4D78EwMGUN9025pj2hHSbsG6TiBXpue1qREc3O+3qdgEfW5BhdXoLWmWUIep9GXDT8iYW\nNbkD0HesyvDy4H9wMPn0cTtnLm+5gfpwdV+/5uhiFjWpmkqtIu1zYeNlRAzVrmQ0uxvLro5slFpR\ntESX0p04GwCBzjtX/lt5mbpQN61+TZ/Pqcq06J4EhpYuxq5Ru6cXj98YRkiJGXJ/+6aam/z+gD4+\nPj4+s44vAmeRkrjqnhugMb6WgK6iHLZdQAhBe6dBJNjBpRveV3P9Rx99lJdf9kZWNmzYUHPZmVga\nTdP56nYCBbPs6jjTcZYIhjSica9g0HWBXRRI3JrAuop6xd/0NTPY1F7+O1IXZOHS2m/DJwkTCGqY\nwisCQ8Hay0unH50QGum8RSyoUR9RoqMldpjKaOp727cB8PyT3t6IhubddkNkiFhUtbMIG9Ms3x3S\nr/zOa5nqMDgtCPaz/AZ2J2NMu2R8T7uCzSs/VBZtP93mFcyNjo6am8gR0CTxrnq0Vaq/4aceOuhZ\n9pyuGPWGug5aZRS4+ejmESFjb/mzPUP07vVwzcK/5Iz221jffTfndN7FTcv+sTwvVahuF5E31bOy\npOlqWmOqTjERakcIjesW/S3rOt/PtYv+qqr5u4/PqcJ0WSYAMxqpEmyFSATdNBHH6xAqZbk3KUC6\n9bU55Pr4+Pj4+Lwe/BHXbOKMDbL5SZA2Qhj0Dv+E3pF71WwnDVPTjp32Ew6Hec973kMgUFvIWfrR\nozyxEa+hgZ7L07j/INg2wZD7GFx6bXXdoqZBoSAxnFYWBUsJqkDF05O3NHJtSphZzjHm6uvIx2OM\n9LgGCbaEglb7WMMR9TY876RGFcNqPxI3EjhZsIkHdZY1Xw/AO1erVNAN7RofMNoIjF4JwFC/yVB/\nsWa/Q4CwkS1/jgTSNZcpjvQz8uvvV01POVmsQSG51ImKPjHYRKPu3deD9jhHui6izsxSH6x+s1/v\nXIbz56mU3+i4ipYVrWoHwomche3UHGlLViHe9SHErXchYtX3qzIKumXox+7+QsdnVHE81IfnsKLl\nrcxvuLCcYnpG+20ApPODVcubTn9DQwsTc/pjlnr81YfnsKjpck900cfnlOM46/xKNcNaje9x1fak\nanojhWBk8QLG587x+0f6+Pj4+Lwp+P/bzCKRqLq8u3e/Qv/4Q4CNaWewZZ7e3l5SkypiEo1p3Hrr\nrUfdVjQapbGxccb5UteR095Ij5tujd10V7v6I31EkilC6TThiLteXY0UTiMgKORsdOdx2dx/OQCV\n7QnDQUkgbNC/ZhWDK5aWj2l08UIKzQ1MtqmB/y8OtaE54rfJ6vDuxzEFyTY10r96pXrLTkU6qNDI\nmTaRgEZ33Tnctuo7XDi3k2sXN3Dj/DmIaY/zc09k+OWP3cbLNy39Mlcv/HzV+a3peNI7Ydma8sfC\ngHKtzOrutZQIfn95K7+vd7Kkoq/dP/bYfKDV4o5mt9axKG2kFuAT86qjAoZz/TTHWj7VqSKpqby7\n/tzsfgCCuuDAgQPOdRBoV7wV7Vq3R2ElclqtZWt0GRfM+SMumfenNZc/USxsuBSAKbM6RdiUJREY\nKovAvDWT862Pz6nH9Nc4pd80gExzU/mzXXohdzTRKCVdm1+l7ojKRhASCvE42aaZf+N9fHx8fHxO\nJKe9CNy4cSNf+9rXTvZh1GQqbdHUZpHK7qBgjiEqGlnfe++9PP7U/ay/NMbCpSG6urq46KKLZtzW\n2Fjt2rsSwrbKEbQS04cgHa9sJeH0ryqZDmhFr4lKJVe+tY7LrktgGIJ8TmJMe1wCFaslImpvUtdq\nvslOt7fx0JFmBnOumGod/lj583r9ZowK91RpuNeqMhJYsCRB3d1xJKDx0fUdNIXdKFIsXvuxjgQa\naJrRHdO9WtofVpuiPNh1Pp84qPOlAY23jr5IcI+ONFJY8a3uFqTO3W02n2i3WSKUgM1hY+khmvZt\nnmG/oBdURMx03AAnK0Tgguw+lmR2cGV8mKGhoZrrT8eWXhF4ybw/paf+PKKBphnWODEE9Ti6CDKc\n2U7R8hoaWU4kUNdCxIKqv2M82F61DR+f04HBFUuZ7Oos/13ZzqHovLw6qkOoMy/uZGiEk8mZl/Xx\n8fHx8ZkFTnsRuG7dOj784Q+f7MOoSXpSMjbqph3asroPX1tHoJwWetZZZ824rbq62k20hWUhLAvd\ntMoiAhxBMW0Motk2iSFlNFNK2TyagUE0ppGo1zECkM/ZGLa3mXtAQKpTRfPSwdqN3ktIXSe0sAkQ\nFJ2u6UmzkfDOz3Hh4GdYPO+GmuvZ0mJTvzIPEUKjaNkE9OrHVqtwOL3oKq8Ytq2ZB2NN5sUABHX3\nPolIlMidf+xZrq6Y4em0xndGdRJpNXDLz/sq+flfRTq1jVOmzk8PtvHyWIIepw2HCZh6iKbHf1Zz\n/9lisTxYlE6abKkn4JrWIIa0mJs7xPaNx3bWLJ+vrDCzEXpVPeRsIYTAkgWOTL7I073/xzPPtJUo\nNESIoB7jop5PcOm8T74px+XjcyLJ1tdhBb1OxpMd7aTbWkh2d2I6844mAsW0NPXS76iPj4+Pj8+b\nxWkvAk9l6ht0xpOuMYesis15mSkiB3DNNRUOmFKiOdGjzi3b6NyizFAsp8VCtr6OoRXLmCjMXGNV\nMiKo7Ck4E4YhyOe9xx7QQBOQq0/wL3t7sELHFhrxhNpnsai2pWkCrdhMXAsgtdrnrlU4Wgb1qIoE\n1lg2m3HPIxjSuPTaBHMXqutRKNS+7iE9QcKpk4sGvKmJzXWu4YoIRTBsN7pWn1emM3ZgHICuqErr\n/eXhNoZzIZ4faUB3ksdMJE9c8AWevOhLnu3/qFmtU6y4/qVowo6RLAJ49+Lq+7dw4cx9/kqUIoHx\nYDs3LPniMZaeHcZzXmObVL4fEMSCqqF7d905hI3aLzZ8fE5lxuf1VJnBSF0j1dVJprXFnXdUEej9\n3S3EXlt/TB8fHx8fnzeKLwJnkXBUMJF5pWKKzdy5c4+6zjvf+c6a07u6usqf6w/30bFtB2JaI3kz\nHGJo+RI1SAGeHayvvRMpy0Yx4hjCFJyawLzEqlg24Ax0pKZhWzCD14uHYFA9biVRViqd0cAzqOpN\nqtTBwXSBLYOuy6cmDIqWJKBXi8COOSqyec4GNZiqa9Dp6FbTKgViJUJohCOqBsfQvVFaK+xatscu\nvh6rQox2Oy0QhOOSuiTRX7VtwxGBpWtmG16R3KUpEW859Y4S2N93hG3btrF9OMv8xhA4YvP8888v\nr3es5wfcdgzLm2+Y9RTQ6Vy14HMANFek3drSZuvwvYB806KSPj6zxjGMW0q12UeNBErvb5I8hrGX\nj4+Pj4/PicYXgbOIpgmCRoVhgMzN6O5Zoq2tjQULFpT/vuyyy7j99ts9y4STKcCtJStRDIcxw2HQ\nNCxLMlk0+MnEAqYTmky7aaDH4Xg31K+WrZScJWdQ29nE8RjaBRyHzFI6qOaIOU3I8sBp45E0H7t/\nP4/vT/Khn+/jM7/ppVD8DDcs+QcAxrOmpyawRDiiceNtDXTNddO0SsY8B/d5Bd753R8BQBdBgk4D\nd014B2XbRYRfdl9IX6QF6+xLqbviFvd6LLrNOXl1L+1I9ckbzvmYNa7vnQcfozjcB0C6XA8Y4mf3\n3cdvfvMbJvMWjWGd5557DoD6elfMm8ewnU/lj/Dg3j9X5zRDS5DZpDm6iLbYCvrTr5TTeAfSrxxj\nLR+f/0Q43329UJ3+X15kegaG3xfQx8fHx+dNxheBs4imQTTkNt22bRNtmlqyLIutW7eWbf01TePG\nG29kzpw5NDY2csYZZ9DWNq0XnDNeCE16Wxt4zAkcodU5p1oIaJURxONwPW9oUm+pFwk3ihPSS5Eu\nzTnuYw9iIlG1TEeXU4/o2GMamisCS1HAX+wYL693z1ZJPNjGQ3smSOYtdgxnOR7K6afT0kFLKaa6\nFsQoicAKiWvZkvdvmuKbS97Gx9Z/ko/vgUlbHd93N0RoHlPpt7pU2wkE3ONxNseZ9SqKV6y4wK2o\n8+6Z7GX8yft5spAlWVDnm4+7vf8mMlny6SSplBL7oYpG0mvXrp3xfPeNP8av9ny6/HdYr24f8Wag\nC3Wee8Z+w8jUHjYPqjYbZ3XceVKOx8fnzaT0W9Z46LBnupHNEUyr3+zjScP38fHx8fGZTXwROIvY\nttvo3J3m/c//xRdf5JFHHuHLX/4yExMT5em6rhOcZj5QxTTdVdlwuODU8IXCgtEF86Yt6AoTIW30\nfAFDzDwoWXGmEn9BoXGepoRF3Dkvy+kdeDzpoIGgxrU317F8jdregiUhFicy9MRy5TfhpRfie8a8\n7pLDmSJDaRU1e+vy47NR13RBJCowDMhO2Tx8X5L0pIUoiUARqBkJ3HLE2zx+11ieLw06JxgMUwzE\nSWhp6m01oLO0HA1BdWzX35zghjlDXNmaIagL+imweIUScaXbFS1mwDIZtm0ePrCfVHsbvQlXBKay\nRSaGB8p/G4ZbGzj9JUKJgpXhhb5veqbp2jGen1mist+fLYsULHU9lzRdfVKOx8fnTWWGqF7bzt20\n7FEtX6Ybw/j4+Pj4+LzZ+CJwFhGaRXLqVc8027ZZsWIFIV3nI2vPJpTLl+dt2rQJy7JIpVKYpok+\nQ52IdOREvdNjarxnDv2rV3oGH4W8EjXBoFaeXnpDrVWkFEbGk7Rv38mNPTO3H6g0rAk6+45qTq2b\no52OJxIIyrSl5Iba0mZwZdcYAU2Wo5iiqhuX4otP92FJSUAT3Lyi+bj2Baqe0TThiYcmyU1JHn1g\nEuE0N9e1II1OlE0IV6xv6feKwGhAY01EnWhDPEQ+WE9w4gi6U1eZFwXeNneIt88dRGgagXPmEbxk\nPavaokzVWSxfE2bVWRFaWpQ4soVA+/w/IYRgcCrDZEcbubx6DiRgCgPDcfiMxWJlEVgZEZxOwcpU\nTWuNLjvu63QiGcrsKH/eOvwzcqZ6uVG67j4+/5k5ZpTPtj3LTDXOULvt4+Pj4+Mzi8xsH+nzhtmx\n6/mqaaZpcvXVV5NqamaeHiCsCR5z5m3dupVUKkVvby+tra1EIrXbLhhFby3grt0mPed7BWPJzTMY\nEuQTcVIdbZihEE0HewlmXJGjOYORtkiRy66vnT5Yqe80R6TVObsbHVHi6XhqAo+HmbTktuEsmYJd\nsx7waBiGwDRlOTIKoOFGAjUnhKkJm8bIADkzyj27vdtojQboaojQfySNoelMNCymaWwbuqOlH9Uf\npseeS1ukmT4hlKlMNEJjxOCl/gyWhIVLQxi9jhi//UOIrrnQq0S8lJJcTkU+u1efh+zXCNp5zj33\nXNatW8fAgIoKNjbOHAHdOfrr8ud3rvz3ozrNzjZBPUrRVs/YUGbbSTsOH5+TQalPIABS0rT/IOGU\n6z6sF4tlEViIRpiYd2yzJx8fHx8fnxON/2p+Fkk79R/hoNtUOB5XPeyW6wEO5eFIwfvWuLe3F4Dh\n4eHag/4ab5lHhqvNQkp1cIGgACFId7RjBVWt1kxvqhN1tSOPlXqi9DHhLLrpGTXYP95I4Iw4O4kF\nvcdw2xo36ncwmSdTfO21NCOD3utTaqGgCQMh3HTQ65d9k7et/Kfycm/RGrlhWSODmQIPHswwYgpk\nQW1rrGkloiKj62fGPVX77U6odMxbvr8Ty5a876w25jWEWHbGUueU3Ws2OTmJBJ5IKyOhoF3AsiwC\ngQDt7e20tbVx2WWXzXyOUzsB6EqcfVIFIMC53R88qfv38TmZSE0j1dEOqKyLSgEIYBQKNPSqFjFj\n01P1fXx8fHx83iR8ETiL6LqOYYRpr78MXVOtCy655BLCE8rC/5Y9AT6xc+Ziuo6O6gbCtWzH5bQU\nyuyUjWmWjGYqlnPS8cLTDGWOScXmbcfoJDRNZxxPTeDxEDG8j+TNK95Yi4PkuFU1zb2Eolwf2GiU\nhKGa2UqALi3EqtYIOdO95olDfeXPdsU5p0SyymNndbvb+2vXSJZFTWG+dMMCogHvxZJSks1m2RZf\nzcFJJXIXRfKsX78egGAwyO23315tEOShdENOfq1Re2wlZ3W8xzOtKbLoJB2Nj8+JYWD1CgZWLT+u\nZUt9T5v37q+aJ0yrnIFh+60hfHx8fHxOEr4InEWuvfZazlt7O5oWYE7zTQCEdYOmA4fKy2SZeRBQ\nV1fdTLuWCLSlEn4Ati35zX0ptm9W6YVaRfqkGfbWlKVbvbV1ej5PLayKQJrhiKTpR6G/xjTNmbCm\nnd90UfhaicSq1y+1vADQHGH8B23ec79GV1HYzoRrrnJXl/AEYu2OLs86B5Z5RXt3nbvuVI0IZmXE\nLplMMhBS24sHNT7w3vccs51IJQsaLgZUb8BTAVt6U5YXNlx6ko7Ex+fEYBsG9nF+J0sv3AK56t/U\n/7+9O49vqzzzBf47i1bvtrzGW+w4TgIJ2fekIRg60BRooA3ctgMD08J05rZM514+fPqZdpg7nZbu\nC0uhA6EZaIFCmDItWxuYAsEsWUhI4ySOY2fzFtvxJlvrOef+cbRLjpccW3b0+/4lS0fSq0eSpUfv\n+z5PsDqz12Y1bh09ERHROPETaJIVO0QU29wQA5UaY5sEX0hsdVBH4wnYe87HHadBgNejoqPVh5PH\no790RH3HEEUogS8xqiBgYFZ0EpOI41gTsoYjqpYG8pbYR2HUD9qtA9G9tS52aWPNgvjm5EPO8Oxg\ncDmoIEW3nbAFvsRlWsIBtEliqBrqmtxz0PLykC+EY/iXvlejbiPDIuGWwHLWyNRW0zS8d3oQSuDM\nzv5hHG5oQLZPf26d3vEveZVFfR/SVDeHH4mqRS/BzbVXjXAk0SXoAsvj0wIFpUS2iSAioiRiEjiJ\nhodUzBs4g+vLu0LnJZrJW7x4Me6+++6486OSQE2DeXgYme2dcccpGuD3A3t2D+HwgejWCrE5VLBC\nqGpO9It29MGCqsLscqG8rx3zF1lx9fWZoeWSkQ9DEIDMHGOywIYuF0oz41sb5Nr0ZO1TtWNrDxFU\nVhl/Wx53RJGYwHLQU8LJhNf39oWPre9TQ0mg1SxB1fywwIoN0nUAAIuUHnf9laV6sZ3IGc5DncN4\n4J1WvHlORp+cjb97tRVnrWUoydav/49ri+NuZzRaIC2fLhU4q3I2Rf2dbrrQUlaiS4t6gRm+4Owg\newUSEVEysTroJPp47zC2ZukzIiI03HzzzdHZU8DvurPRdmwAkiRBiWjkHrUcMMH1gnq9Ityu+L1v\nQPxMmuzVZ9pkjzf+4NilmBGzjnPmW6GqGkpsHsAHuBQRL53WZ7k2XpMBi8WY5MPpUVCQZsJNl+VB\nDYznic9UwyaLcUVjxusTn8zA+2854exXgRx9RlAo0t8CZ8UzCa9zJCKpPjCowVegx/O8pRE9riaU\nClVYIC3HO8orCa8fjH5kWzCnV3+umrsG0JO5DADQmDYfCHR52DR7AiXjAzPMwjT5XccqZ6Em9xoc\nP/9HAIBJSlzpluhS5MlMXGk5Ui+rghIRURJNj2+Ml6jIoiRnhWF0IDPhTOAJlxnPfNyNRYsWRZ0f\n2RcutrnwCVM+AKDZDTzq7cGv3u0GADSqLnTH7McaKyFy0aKqwjwcvURSEIAyk/6SmWs1o8Olj082\n8KcEr6LCIgvYXJWFuupsAIDDbrqoBHDpGjsysyVkZIkomhVOrJ2DCkxifHIiCX5ogVgMO6Pj7lb0\nx384/U0AwKDWB0mQYZbS4FHiC+4EV4VpEc+7N7AOtMtcCFWIflxfXJw/3oen335ogW5yK4NGygsU\ng8m2sgIipRZtDOvjfbb4pepERERThTOBk2jl+jTgrH76Fd8gXvmfQby8Vf9CfD43G6Gpn4D169dj\n9erVgKIgt6cXTlUNfZkQleiZPqc9A+jvQodP/9LfqA5jkZiGt1W98ujfyvGVRSN50/TKla7sLIh+\nPyzOIUDTYOvphez1IKOzK+p4a/8A3JkZSFPNeGueE//TVxB8aJBMxiUeflWDyeBiCbPKzZhVri8L\nNZkFQAvsA1RsEBLc17YrvodMXIvBv+jLPB2Q0Q0//iHThrc60gAAXtEJaIACBZoAmKUMePwDcbcl\nBpffRuSS/e74Wdsc33n88ourYZYm9tiDSeZ0WQ4KAGZJj5VfdY9yJNGlRxOE0I9+52prYHY6kd7V\nDdnrgwa9lQQREVGyMAmcRBZbfHIU/FIwbLEgNgkUBAEmkwm2QScyurqR0dWN3vJSuHJzIPrDhTZa\nBm3QCs1APxDc3jYMFf0RxTg0TbtgUZW+Ur2gSW9lOSz9A7A4h2Bye5Bz5mzC43NbTsFnscBVlQ27\nG3AOhbMaWZ54EtixYF7U7KhP0SBPYtV0q02EODQXpo7rIZ9fN+Iq2x7hzzBDTwJvlB0AAPdw+HKf\npic2JpgAQYBFyoD3AjOBkUlghzN6KW6Gvx9LB/bCLK0NnadpGryKExZ59GVlQMSewGk0uW816TO5\nudbZSR4J0dTzptn1H9cA+G1W+G1WZLW2AwjM1ye5nycREaW26fON8RKUqG1CcFlnwsIBwd5REesr\nc06fBVQVOafCe9YO96XDbNZv2x1YBeiDhueV7tAxmjVxdhMsDBP1K3RgmIKSeF9hkMnjgSNXv54r\nogjpxbSHUM0mKJZw8Ra/qkG+2MbzFzCrwgQBIkzdV0NQ7fCrQLEaXyVVQ+JYpMt+zMkYggI94TbD\nAg2ARc6AO8FMoBCaCQw/Hx2D4eW6aX4nlgzsQ0lJ9Bgae17D7459BcO++GqwsXyKCx91PB11f9NB\njrUCdbP/BStnfTnZQyGacoo5vijV9Hl3EhFRqmMSOIlEScCQPybEgWRA0eJDX3jwcMLbKT7UECro\nAgCtw1ZY7SKePlGMtzr1IiKxt7Z96BzmrbcgVsIkMPDVxNbbF3d8LOvAAFRRhEednJeOT9VgmsQk\n0GwWsXBZeB+g4tdwg3JT3HGqFt4XGMnpl5FrCT8XFlgAUYRVzoLbHx+/4EPpc4dnaTucehJ43dxs\nrO6vh0nz49Of/nTU9VoH9wEA+t2JZ2Yj9bnDfSclIf45T6Y8+xxI4tj7HRJdKnyBvqxee/j/jTtQ\nMMZrtydlTEREREFcDjqJJAlQtZi2C4Ek0J9gxsanQU8SY9YoxhaTMZkFWKwCVv9VDrqPAzg8BEkS\noCjRx73TMYCaWdGFT7xpdlgHnaFkEAgnhpahYYzG4hyCz2rFZPymfbhzGE6vCmkSk0AAKCwx4dA+\nvejN0JAGG2yoUWtxwu2Baj8JQF9e6br8q5B6V6NQuxZ9bXr/PU0axJ+LvhW6LYtqgIteQQAAIABJ\nREFUgq2vH/aSXHiUQSiqLyrpCT6UJ/d34cb5eTjZ60bboBd/VZONu1YUoafq87DZbFFFgADAImcC\nAIZ9PaM+HlkMX1cS+ZYmmg6GHHkQFRXOAkfovPOV5UjrOY/h3OnRz5OIiFLXjJ8J3Lt3Lx577LFk\nDyMhURQgCYAvoh1UsDeUV4tPdPYOCRAVBf1uP/wjd4RAXr4MQRBgT5OgiPqB3ogEMC/QU8/lj+9D\n1VtZju45s6FFlvQc5xJCLSJJmz3XuJmn7+1uBQAMei68LPVi2ewi1tfpPfkGB/QYbVFugOP01yB3\nXxl1rJLzPjryvo058/XH6Sl9Kury5epKqJIUStq8ihM+xYWH37oWLb1vR+XzflXD747oyzsrs/Xb\ny8vLgz3BrIAYaGLvVYfiLosVbMy+ofyfRj2WiKaIKGKwuDC6UqgoYijfAW2CBaCIiIiMMuM/iZYv\nX4677ror2cMYkcUKdIZXAuLnB3sBAM8cjy8i8o+nZVhbzmLbrnP4QXvip+aJxlkY7FfQPezDqT4P\nBhIkTNu3zkFZlhmDnvgkUJMkeNOjm5onyEcBAMM52eiqqY47X1BU2NL08c2uid/3MlH5dn0G7dzQ\nxFpcjEd2rgRJBgZ6FfhUAfXnsuH0yyjMjH+8quZD7eVWaNIQ1IwjAIArsAp/U/QzFGnF6JobXvKo\naL7Q7N3RnpdhitgvedMzx+Dyq8gwi7hmTvaYxulVRk8C3z79IwCAJHDZJRERERGNbsYngdOdoAHH\nhsJfzl8+q1eVbB3yJzxeHBgEAPy+L/FTc15VcXbQgzv/6wS++nILGs5F9/JLM+vXs8oiPAlmAkcY\nZdRfwckrd1YmfGkJZqkUBcEthRdTFCZWfpo+++W+0DSoQQRBgOIHTp7w4viAHYd69b06ObbElSz9\nmguu+feF/t7k/0Ro2a4mCqEETNV8EAK9/1RNRZ7dhGtrwgnf+2ecqMyxjrrk1a/qlXdGSwJVTQlV\nJbWbuMSMiIiIiEbHJHCyaRoGY4rDaADmF4STqwI5nPQE8x+fJsBvip7ZcSrAb5Vu7FTC+8RO9oXL\ndH6qNge/vrkGANDv9mN/+xAUdQwJVcxy0I6FC9BdPRvurMzEh6sqVm5Iw7yFVlisxiWBjjT98X59\nXbFhtzkWQ/7wci1HZjEK0hZEXT4rYxn+fPK7UeeJGiAq4SQ7mAQqqi/UpsHp7QAA/K9FjqjrZltH\n74GhhJJAPcHzq27sa/sVvEr0vk2ntxMAYJEykWGZ2rgRERER0czEJHCyaRrcakxxGOhVMCVo+GOt\nDy/UhGcFIyfB+kuj2wa83pYz4t289Pl5+PLywlCLgHOBmcbGHteI1wkNMWJ4iizpS0Yz0kPJoSsm\nGRRVFekZEmoWWA1tSTAQaKJemjm1FS61iADY7CKkwH689WX3IN1cCEk0o9d9Mu56kiecgIsRy0ER\nU1U00ypj+2eqsaRYb55enjX64wvOBJ4d2AMAONm3G029b+C/jt6Flr7doeMGPG0AgA0V3A9IRERE\nRGPDJHCSCUBcEggAfhWwmiRkWSTYIp6FwYgtfl6bNXT6pdYsHHQm3vN1VVXWiPc/5B19SWhk4YLO\neXNxw6+P4vdHw/3pemdXhPoa+k2mUKN5o711Mr7P3lTwRjw/6RnhJ0MQJIiCHCq8EivtfG/wyPBM\noOaL6jGoBZaM5tlNCK6cXV0+egP4YBIYZJbC+zg/bH0MPkVfVnx2YC8AINPMWUAiIiIiGhsmgZNI\n8nohaFpcpc9X+gT4FA2yJMCZry8V/OtFeQCAHik8S3T98814vV/PHL7XN4xX1V4k8verikYcw5A3\nnJA88kEHbvj10bhjlMCy0y+3SLjhuSYAwOP7zkUd0zV3DnpmV+DcZfMw7Mgb8f5mkjVX6jNzbiWc\nBIsxexz1JDC6+M4nM74UfUNCeDmoqvqgauHEOzKB/LtVRfjamuJxzQQGmcToVh/Hel4OnNJfXCYp\n+nIiIiIiopEwCZxE2af1lgdppugk4l9aZbze1Id+twJnUQHaF12Gggw9MfhqY/Sxfx7Qn6LYeplf\nWxOe+blQkZGhiP4UrzfpzcxdvpjZwcCSzo+Gwy+HLEv0vjXFaoFnhD2CRnHYZWyoGH2WzCi2wBSs\nS4l9G4TjKQoShn3dUZeWi3Oi/tYAyKI+azvo7YQWkTTqy0N1DrsJmy8waxtJ0TyBkehji01Eg2M8\n1V8/ptsjIiIiIgpiEjiJJK8XLR7g5f4LF2fRRDFU1VOJqdT5xoAApwKYYvK8zVVZ+ERlJtaNsLTw\n9iX5AMIJnxbRsG5/e3x7iki1Div6PQq6JtiqYdin4G9ebMKhztHbG0Qa8qrItk5ds3M5ENS2YT2B\nW7MpLe4YRfWiz3069Pd1c34IvzV2Jk9ApmUW7KY8dA0fRberKXSJ25949nY0iuoFoDet1zQNKqKT\nQEkwwx84hoiIiIhoPJgETiJVlvC5JhOOeQAJwH/XjJxUpZkTV4zUIODhThEVEfsDbw1Um/z6uhLc\nu2FWwuvdMF9vF+ANVLB8+mB4Nuv777TFHa9UViBT1pOiY936frM/negbcbwX8sqxPpx3+fHPu86g\n15V4P12st08OwOVXIY/SOsFIppjMOiMr/jno95wNnb4s/0ZkWAoxnJeL4eyIGT1BbzlhltIx6OnA\n/vYdoYs8Y+jzl4gGNeK0Ai1mX6IGNVR9lIiIiIhoPJgETqLuueFlg6UmIPcCk1w2eeSn4rRkhapp\nKJJMeOnz83DLQseIxwaJggCzJMAT2JD4wuFwW4nNVfHLOpU5VSjMsmBpcRru3aAXfnHYR28+frhz\nOK4NxX8fCxeVuf3FJjT1uC94GwNuP370rp6Yusfc2/Dixe3/CySgiwq3IddWjXz7vKjLMy2l+glB\ngDs7flmnJJjg9vdHnTdSUZnRaFH7CpWofYbBywcD7SGIiIiIiMaDSeAUKZVFWGKi/ej1VaHTF+od\n92G3D4qmJ3bjYZEEeJTo5MFuEqGOkGf5Vb1YzWWBHobHe1zou8BM3lst/fjGrtP4c0t04hNbrfSf\nXjuJY90uvPCXHiTy3bdbQ6encjkoACy4IjzDGiiAimxrGa6uuh8myYplxX8TvlwIP4GqFP98iYIE\njxJd4XTCSSBUiKEG9ErcnkANKlw+Pdme7/j0hO6DiIiIiFITk8ApUpYWnzQUZ5hDpzOtMrLMiZ+O\nK4rsUDUNo7cYj2aWRBxoH4raD5hjk3FuhL1+PkWDSRRgN+nj+GNTPx54pzXhsQDw4/p2AOGueJ1O\nL845faFk9SfXViI98Jjuff0UnjrYBU3T0DXkww2/Poq3Ay0hGrrCvQxtpql9SRaUhGc7xQQBzjAX\nhk4LEc+AJkaOU3+8wZ59AHDtZd8CMPEkUNXUUMXRAU9raDnolpqf6PevqXD5eiEKEhYWfHZC90FE\nREREqYlJ4BSxBvbbPVbhx5eXF+LxG6vjjrEF9gVuzVFQkxmeEZMEAYqmjXsmsMflR9ugD7tPDYbO\nW16ShoYuF4Z9sdUm9ZlAkyjAFLEv70iXCzf8+mjC44OCx3/5pWZ86aUTGPQoSDeLqMq14srZ0bOC\nXkXD1189CQD4aX383sQFBVPb6iByC2Kixvd2U27E5eG3iyZFnA5czaOE45xl06u3epXhcY9JT9o1\nSIEG9G+0/D/sbX8SAELnufx9cPl7YZVzEo6biIiIiGgkU7v2LsVEzsDZAgnEFWkaimpzEh4fbPWw\nPkPDXXOzsE9Iw4/fbcP+dr24yByzNeH1RtM1HJ75KwrMPnr9GmK3/AV7FyZKKs67/LCbEs9F/ri+\nHeaIpOj1pj4sK9ErbWbGtJpw+9VQsRpFA072Ru8XrMmb2iRQGKUQjS0iCRSF8GNR5Qu/dbJtpbDJ\nudjfvgMm0YpZGUujksgLCRaFCS4HjSQK+v229L0FWbQizxb/YwIRERER0YVwJnASPRHRcP2a+fqM\nmHSBnENS9QtNAiBrGi4rsOPG+eEkRMGFW02MxBKRoJkDA/Aq+m1FVu90KyosIwxwpH2EQbHLRvvd\n+szhyb7opuc+VYMsCthYmQlRAN45NYgVs+JbM0wVcZR3gCyG20GYpXA7jkR7AoPspjxIoozSzGXw\nq268e+ZnaDz/x/B1NRXHel6DT0lcMCdYFEZKkARGLkn1q+6o6qVERERERGPBJHAS7TqhF0yxyiLM\n2eFZvGFn4qWV/qFwkicoCvbVD8HjDJ9nHS1jGYEpIrELLt30Kir2tzlx+4tN+Kh9CANuP4a8KgrS\n9cRjVWl6VBXRRFU7Y2f5IgWP31gZXYnUp2hQNb0Zvc0kwu1X4VEmltwaITjpeaHQmqV0AIBNzo6/\nYuxpAIuLPg9ArzKabi4CABzo+HXo8tP99TjQ8Wsc7f5DwvsLzwTGzzZKYvR5nAkkIiIiovFiEjiJ\nXIFE6OrqLCjm8IxS7/n4JFDTNJgCBUaGVUDzKWg748OZ4+GG4CZMbO+XqmnIsUpYV54RSgj//g8t\n+PCs3jT+dJ8H//raMQBAfpqeBH7jE6X46uri0G2M1Lrh2pps/PxTs+POLwokk+kx/Q99qqYXuQns\nPfQpGrx+DRVZFuy4aU7c7Uy24ApNR+HIyzvrZn8LCwtuhlWObwsR6arZ38SKkjtRlrkCgD6LeN2c\n78Ud5w30Dmzofinh7YRmAkVz3GWiIGNz5T+H/l5d+pULjomIiIiIKBaTwEl025J8AMDSkrSoQiI+\nb4KZLw3ICmzRlAD4vYFEICLxm2Me3365Bfn68Yc6h9HrVlCVY43au9fn1peCpplFvH+qFwCQawsn\nQ5F7A8/0h5PRIK+iwSQJqMi24Jo50QnS3SuLAsdEJ48evwpF1QuyyKKA7mEffKqK/DR5yttDAIDZ\nLGLdVelYtmbkJakZlmIsyL9h1AIsDvtcVOVsijovch/gyb53AQBSxBLTRIIzgWmmvKjzSzKW6ueb\n9T6Ry4vviFquSkREREQ0FkwCJ9HWBXl4/pa5WFqiLyfsqKzCzpOFUBIsf9Q0YJmYjpvsVmzM0OAd\n1mcLMwPFSApgQrk8vi/8/3pVGQCEqoPOybOGis8A4X2BRyJaNMxzRCea/7RObxz/y72d+LhjKOoy\nv6qGksrgRGGOTca1NdmhGcVahw0lGSbcsbQAADDkVaEGKp36VQ2HOofh8Wswy8l7KeY6ZMimi6iw\nOcbqnB+0Poo/NH4dYuBtF9uMPig4E5gRWEoatLb07wHoew5vmv84qnOvnOiIiYiIiCiFMQmcZJEz\nb/4MO7o9Zpxri+8dp0FvBbFAskIQAJemz4rlCSZ8VnLg01IutFGKsyS676XF4RkukySg3x2+731t\nelL3cUe4jUHsbFfknr5TEUVezrv88KtAhkV/fKqqJ5R/vTg/NAsIAGlmCb+4vhpLAtVCBzwKVE2f\nCax12GCSBJwd8EIepUrnTLa29H+HTg/5uuBTg0m3Bre/Hx7/YNTxwZlAa8QexJrcq6OWh3IGkIiI\niIgmikngFAquDOw+lyAJDEwOtrus6KmqQJMWrgqaJcgQBAHqBOqnVOZEVrcUsHxWetwxIzWPjxWZ\nqB05pyeOlxXYAQD+wAMYqfppZmBv4JGuYWjQexKWZJgxFFj2GmwcfynKspZG/e1X9WTa6e3CS8f+\nAb87Fr2vLzgTKAhSqC1F8DpERERERBeLSeAUipxlO3E0pj1ARILnycyElqAIjM87zqlAALMyw7NH\nkiAg3SyFeviNV2QSGCx6k2XRZyyL0/X7ybEl3teXFkgCX2nsAwC82HAeefbUaFMpi9H9HYMJnct/\nPnTeuaGjodPBmUBBELGm9B8AAG7/pZskExEREdHUYhKYJA0H3fC4w0mdFjPLF/s3ADgK4vvGjaYy\nojVFMIfzR0wp5o8hEfu/6/V9ga6ICqEev34bZlm/0VsWOfCtTaVYVJQ4wTTFTBFuqc2JWmr66dqc\nUccx3fSWl8LpyBv1OKucheL0K0J/Kwlm9bqGw0mgqun7QUWIoYqkbn//xQ6XiIiIiAgAk8Ck8vnC\nyZiWKOsLsFgFXHNDJpasto/7Pqpyw8tBxUAWWFcd3mv2qYjk62trwi0hIq0r15uk72oKJyLBhDDY\nfF4WBSxLsNQ00oqIyxcV2pFllUPXr8q1jnS1acuVm4OB0pJRjxMFCRsr/g+WFd8OAPBr8Ulgmik/\ndDr4WhAEEZmWWQCA6piqo0REREREE8UkcIotXhVO5CILvcSmgJE5ocetwWIVIcvjL54iCgL+5cpS\n5NvlUO++yBm4yNObqxL3wQsuYz3VH05e2ge9yLJKsJtGbhgfK3IZarBK6dfXliDHJmNR0fgT3JlG\nGOP+vtByUIgwS3Zsu+wpVOdunvTxEREREVFqSI1NWdNIWaUZJpOAPbuHQhU1AcRngQZaWpKOxz+T\nuBF7mlnCS5+fB4fDge7u7jHfZr9bieopOBaRxwf3F64pz8CawEzjpS7YGiLRclBVCxcLCheG4W80\nRERERGQ8fstMgmB9GH9EkdBEewJNZgFmi4A1V06skMtYjFTNM9amykwUBmYSnR4Fe1qdyLCMfRYQ\nALIjkkDzWO/4EmKW9OWw/Z7WuMtUTUGv6yTODR2JmgkkIiIiIjIav2UmgRiIev2bzlCV0ERbAkUR\n+OSNWRMqCDPmsYyx0bksCfAFmst3OPWWErGN5UeTFZE0BquFppKi9MshChKc3s5QQhikan78sfmb\n+J+T3+FMIBERERFNKn7LTILIvX3HDutJoN8XOxUYnjGcDPduKEGtw4qx9mg3iQL8qoZBj4J9bU4A\nwOLi8c1QOtLCyWxwVjGVSKIZNlkvxGMSoxPoqOWg0KuDMgkkIiIiosnAPYFJIJvCmZeqf9+Hz6sn\ngcFZwkncIggAWFeeiXXlmaMfGBCcCfzCC8dD5401gQzdhijgpc/PG9+VLjEWOQtDvm6Igp4Ei4IJ\nquaDFmgLAQBHu18BwOWgRERERDQ5+C0zCSKTwOAy0GC7CCmyAug02jYnCUJUn0AAqMkb33JQQqjv\nnyTKuKH2IVw/92cAoiuGnhn4AABnAomIiIhocnAmMAkik8Cg4Exg8DJN06ZTDoj/Pno+6m+TKIQq\nfNLYWWV99lUU5FBCKEDEsL8n7ljOBBIRERHRZOC3zCSQE6TeoSRwmqblasz6VIkJ4IRYpXASGGQz\n5aLXdSruWM4EEhEREdFkmJbfMt1uNx566CE8+uijeOedd5I9HMMJMRVfPB4Vf/nIBQAY7FfR1+MP\nFIaZPonW/ZvLov52xywNpbGxBGYC/ao7dJ7dlItBb0fcsZwJJCIiIqLJMGXzTo888gj279+PrKws\n/OhHPwqdf+DAATz55JNQVRVXXXUVbrzxRnz44YdYvXo1li9fjp/85CfYsGHDVA0zKdpO+aL+3v/+\nMLLzplcLhYWF9mQP4ZIQXA7q8TtD59nkbKiaL+5YzgQSERER0WSYsm+ZmzZtwje+8Y2o81RVxRNP\nPIFvfOMb+MlPfoJ3330XZ8+eRU9PDxwOhz5A8dL/Inz4gCvq7yGnitZTvmlVGEYWBVxWwEIwF8sS\nWA7qVZwR54af6Gxreei0PdBOgoiIiIjISFM2E7hgwQKcO3cu6rympiYUFRWhsLAQALB27Vrs2bMH\neXl56OnpQWVlJbREXdQDdu3ahV27dgEAHnjggVDiODP0hU6N9BA1VZiyxyTL8qj3dedaCb/ZdxZ3\nra1EUYYFuWnmKRnbTDRSPDXLLOAUoGje0OXtRw6ELv/Uwm/h13v+FgBQXjxvWi0JTpaxvDZp7BhP\nYzGexmEsjcV4GovxNBbjaZyJxjKpZUjOnz+PvLy80N95eXk4fvw4rr32Wmzfvh379+/HsmXLRrx+\nXV0d6urqQn93d3dP6ninmmtYmbLH5HA4Rr2v6jTgmxuLAXigujzodl3w8JQ2UjydnnDQgpevLPkS\n6s8+BAAY7HdhSdEX4FNd6OmJrxiaisby2qSxYzyNxXgah7E0FuNpLMbTWIyncWJjWVJSMqbrJTUJ\nTDTLJwgCrFYrvvKVryRhRFNndo0ZLce9yR4GTTFZtMadl2urirjcgrl5n5zKIRERERFRiknqhrvg\nss+gnp4e5OSkxj6oy5faceV1GckeBk2xREmgIISLAEmiZSqHQ0REREQpKKlJYHV1Ndrb23Hu3Dn4\n/X7U19dj+fLlyRzSlLrAdke6RCVK8iJbQYisCEpEREREk2zKloP+9Kc/RUNDAwYHB3H33Xfjc5/7\nHDZv3ow77rgD//7v/w5VVXHllVeirKxs9Bu7RMhydNEPq12Ae5iZ4aUsmOTZTXkR5+lvw9LMFUkZ\nExERERGllilLAu+5556E5y9duhRLly6d8O3u3bsX+/btw1133TXh20gWm11ERqaIwQG98fqGugz4\nfBp8Hg3vvukc5do0U10753swS2mhvy1yOq6u+ldkWmYlcVRERERElCqSWhjGCMuXL5/RS0hzHDIG\nB7zIzZdgtYmwBlrxrdmUBlFie4BLUaYlvmpTZHEYIiIiIqLJNOOTwJnOnqYvDyyvit4r5ig0JWM4\nRERERER0iWMSmGSzayywp4somsWkj4iIiIiIJh+TwCSTTQJmlZuTPQwiIiIiIkoRrEdPRERERESU\nQmZ8Erh371489thjyR4GERERERHRjDDjl4PO9OqgREREREREU2nGzwQSERERERHR2DEJJCIiIiIi\nSiFMAomIiIiIiFIIk0AiIiIiIqIUwiSQiIiIiIgohcz4JJAtIoiIiIiIiMaOLSKIiIiIiIhSyIyf\nCSQiIiIiIqKxYxJIRERERESUQpgEEhERERERpRAmgURERERERCmESSAREREREVEKETRN05I9CCIi\nIiIiIpoanAkkAMB9992X7CFcUhhP4zCWxmI8jcV4GoexNBbjaSzG01iMp3EmGksmgURERERERCmE\nSSAREREREVEKke6///77kz0Imh6qqqqSPYRLCuNpHMbSWIynsRhP4zCWxmI8jcV4GovxNM5EYsnC\nMERERERERCmEy0GJiIiIiIhSCJNAIiIiIiKiFMIkkIiIiIiIKIUwCUwxqqomewiXHG6rvXgDAwMA\nGEujNDc3Y3BwMNnDuOTw9WkMfg4Zh7E0Vl9fHwC+141w9OhRdHR0JHsYl4zge93I16Zs2C3RtNXc\n3Iy2tjasX78eosi8/2I1NTXhjTfeQFlZGTZv3gyr1ZrsIc1YLS0tePbZZ1FZWYlbb70VgiAke0gz\nWktLC55++mk0NDTgF7/4RbKHM+M1NjZi9+7dqKqqwqZNm/j6vAhNTU1obGzEddddx88hA5w4cQKv\nvPIKCgsLsXHjRhQVFSV7SDNaS0sLnnrqKRQUFODuu+/me/0iNDc34ze/+Q0aGhrw7W9/O9nDmfEa\nGxvx5ptvoqSkBHV1dbDb7YbdNltEXMI0TcNzzz2H7du3o7W1FWVlZXA4HFBVlf/gJkBRFGzfvh27\ndu3CypUrsW/fPhw7dgzLly9P9tBmHFVV8fDDD2PXrl2oq6vDli1bkj2kGc3n8+GJJ57Arl27sGXL\nFvT398NkMmH27NnQNI3v9wl4//338Zvf/AarV6/GwYMH0dLSgszMTGRlZSV7aDPOyy+/jCeffBIN\nDQ0oKytDcXExP4cmSFVVbN++HX/84x+xbt06nD17FocOHcLixYshy/xdf7w0TcOOHTvwhz/8AZ/8\n5Cdx8803J3tIM5bf78fjjz+OXbt24YYbbsDw8DAEQcDcuXP5fp+ghoYGPPnkk9iwYQPa2tpw/Phx\nKIpi2I8+/I9xCRMEAaWlpbjnnnvQ09ODXbt2Yd68efwVdoKC/8y+8IUvwGq1orKyEn/605+gqipj\nOk6iKGJoaAilpaXYuHEjAH1JaEZGBj8oJqC3txdVVVW4/fbbYTab0d7eDqfTyQTwIpw5cwarVq3C\nxo0bsWjRIjz44IMQRRF5eXlIS0tL9vBmlKKiItx3333o7OzE7373OyxZsgSiKPL1OQGiKOLyyy/H\nLbfcgrS0NMybNw8vvPACJElK9tBmJEEQ4Ha7MXv2bHziE58AAHR0dKCgoICf6+Pk9/uxYMGC0OfQ\n4OAgjh49CkVR+PqcoObmZtTW1mL9+vVYvHgx/vM//xP19fWorKxEdnb2Rd8+ZwIvMfX19Th48CA0\nTYPD4UBpaSmKiopgNpvxl7/8BX6/H+Xl5fxVZozq6+tx4MABCIIAh8OBiooKyLKMAwcO4Lvf/S5y\ncnJw5swZVFVVwWQyJXu401rwtamqKhwOBxYvXowdO3ZAEAQ8++yzOHLkCA4ePIi5c+fCYrEke7jT\nXn19PT766CNIkoSysjJUVVWFPmgPHDiA/v5+LF26lO/1MQq+PgEgLy8Pp0+fhsvlQlVVFTIyMnDw\n4EG43W6kpaVx6d0oGhsb4fF4kJGRAQAoLi5GVlYWCgsLsWfPHgwODqKmpoY/oI1RbDxLS0thNpvx\n8ccf49/+7d9gs9lw5swZ5OXlITMzM8mjnf5i47lgwQL89re/xdDQEJ555hk0Njbio48+gsPhQE5O\nTpJHO71FxlKSJFRUVIQ+h5qbm9Hb24sVK1bwc2iMYl+bTqcTzc3NqKmpQVZWFg4dOgSXywWfz4fq\n6uqLvj8mgZcIVVWxc+dOvPnmm6ioqMDOnTuRnZ2NsrIyCIIAq9UKVVXx3nvv4YorruCX7FHExvOF\nF15ATk4OZs2aBQBob2/H6tWrcf311+Odd94JzcTwC028RK/NjIwMVFdXw+fz4bXXXsMdd9yBTZs2\nYc+ePXA6naiurmYsRxAZz8rKSjz//PPIzs5GaWlp6IPWbrdj586dqKur448To0j0Xi8sLERRURGO\nHj2K+vp6vPfeewCAtLQ02Gw2VFZWchYrgaGhIfzoRz/Ciy++iLS0NFRVVUGWZWiaBlEUIUkSsrOz\n8dJLL2H16tWw2WzJHvK0dqF4CoIAp9OJxYsX45ZbbsHRo0fR0tKC8vJy7lMuFFP6AAALnklEQVQf\nwUjxNJlM0DQNu3fvxhe/+EVcd911OHHiBFpbW1FRUcHvSwkkimUwjsHXp81mw9NPP43NmzczhqMY\n6bUJAKdOncKbb76JDz/8EMPDw5gzZw78fj9qa2sv+nOISeAlQhAE7Nq1C5/5zGewfv16ZGdn47XX\nXsOcOXOQmZkJSZJgs9lw+vRpDA8PY/bs2ejo6EB6enqyhz4tjRbP4uJiFBcXQ5IkCIKAP//5z9i8\neTO/FCYwUixra2uxatUqXHXVVSgpKYHFYoEkSaFYUmIXem0G96spioKuri4UFhbyl+xRxMYzKysL\nr732GlasWIEVK1bAZDLB4XDg1ltvxeDgIPbv3481a9bwvZ6A0+mE3+/HypUrQ1UWi4uLo2KVn5+P\nU6dO4ezZs7jsssvQ1NSE3NzcZA15Whstnrm5uSguLgYAmM1m1NfXY8OGDfzhZwQjxRMAampqsHbt\nWsyaNQuSJMFqtWL37t3YsGED91omcKHXpiAIUFUVdrsdZ86cgdlsDv2ATonFxlPTNBQXFyMjIwML\nFy6Ew+EIfQ4NDw/j/fffx/r16y/6c4g/tc9gb731FhoaGjA0NAQAyMrKwtDQEBRFwapVq1BaWor3\n3nsvVFa2oKAA69atw3PPPYfbbrsNTU1NyRz+tDPWeMbq6urCnDlzWKo7wmixLC8vx+7du6FpWlSl\nq87OTsYygfG+161WKzo7O0MfECx3Hu1C8Vy9ejWKiopQX1+P9PR0rF27NvSjRFtbG1asWJHMoU87\nwVgODw8jNzcXdXV1WLNmDUwmE44fP47z588DCL8GRVHE1q1b8dJLL+G2225Dc3MzX58RxhrPWM3N\nzcjOzubeqxjjiWfkj+LNzc3Izc3lipQI43mvi6IIn88HQP+BIng+hV0onk1NTaF4yrKMyy+/HOvX\nrwegvzYXL15syBg4EzjDaJqGvr4+fP/738epU6fQ09ODPXv24IorrsDp06fR19eH2bNnw2w2o6io\nCDt37sTKlSths9lw9uxZPPjggyguLsY999yDRYsWJfvhJN1E4rlixQrIsoxDhw7hwQcfRF9fH266\n6aaU34sx0VjabDYcOnQIP/vZz9Df34+tW7eG1sOnsot5r5vNZuzduxeqqqK2tpazVrj41+f3vvc9\n+Hw+XHPNNYaW6J6JRorl/PnzYbfbIcsyJElCc3Mz/H4/KioqQrMDnZ2deOihh1BQUICvf/3rWLp0\nacq/PicSTwAYHh7GkSNH8NOf/hR9fX245ZZbDCkWMdNNNJ4+nw9Hjx7Fj3/8Y/T19WHbtm0pH8+L\nea+bTCZ88MEH8Hg8uOyyy1L+fQ5M/LUJ6H0Xf/CDH2BwcBBbtmwxpEAZk8AZJLiJvre3Fy0tLbj3\n3nuxZMkSHD58GPv27cNNN92El19+GcXFxcjMzEROTg4OHz4Ml8uFmpoaKIqC8vJyflAETDSeHo8H\ntbW1aG5uxoIFC7Bt27aUX1Z7MbGcM2cOzpw5g9raWsYy4GLf6wCwZMkSXH755Ul+JNPDxcZT0zSU\nlZVh27ZtKZ8AjhTLI0eOYPfu3Vi7di0AwOFwoLW1FT09Paiqqgp9KVQUBWVlZfjsZz/LdhuYeDw1\nTQvN+M+dOxfbtm3jj2e4uHiazebQ/n7G8+Lf6wCwbNkyLFy4MJkPY9qYaDwVRYEsyxBFEaWlpdi2\nbZthFaqZBM4AiqLg2WefxccffwxZlnH+/Hm0trZi5cqVEEURixcvxi9/+UusWrUK6enpOHjwIPx+\nP8rKyrBnzx6sWrUKeXl5sNlsKCkpSfbDSbqLjefKlSuRl5eHsrKylF/nblQsS0pKUj6WgHHvdQDc\nFwTj4pmenp7yr8+xxHLHjh2orq5Gfn4+AKC8vBwHDhzAiy++iBdeeAHr1q1DTk4OCgoKkvxoks+I\neK5fvx6VlZUp/9oEjIsnP9eNi6XNZuNyWlx8PHfu3Il169YhLy8vtIfVKHx2prmGhgbcd999GBoa\nQlFREZ577jnIsozDhw+H9vSJooibb74ZTz/9NDZt2oRFixbhrbfewr333hua/SMd42kcxtJYjKex\nGE/jjCWWgiDg5ptvxvPPPx+63v79+/H666+joqICP/zhD0M/UKQ6o+LJgjo6xtM4jKWxpvv/Ts4E\nTnPd3d0oLS3F1q1bUVVVhRMnTkCWZVxxxRV47rnncPXVV0NVVeTn5+Pjjz/G3LlzUVNTg4ULF2Ll\nypWoq6tjZasIjKdxGEtjMZ7GYjyNM9ZYOhwONDQ0oLq6Gmlpaejo6EBdXR2uvfZati2IwHgai/E0\nDmNprOkeT84ETnNVVVVYs2ZNqOpfbW0turu7sWnTJqiqildffRWiKKKnpweSJMHhcAAAsrOzUVhY\nmMyhT0uMp3EYS2MxnsZiPI0znliKohha7rlixQosWLAgmUOflhhPYzGexmEsjTXd48mfOae52Aab\nH3/8caha0Fe+8hW88cYbeOCBB9DW1oa6urpkDHFGYTyNw1gai/E0FuNpnInE8mKbGF/KGE9jMZ7G\nYSyNNd3jySRwhgj+itDf34/ly5cDAGw2G2699VacOXMGBQUFXIM9DoyncRhLYzGexmI8jTOeWPJL\n4egYT2MxnsZhLI01XePJPYEziKIoOHToENLT0/H000+jqakJS5cuRXFxMWw2W7KHN+MwnsZhLI3F\neBqL8TQOY2ksxtNYjKdxGEtjTcd4ciZwhhAEAS0tLdi9ezfOnTuHK6+8Eps3b072sGYsxtM4jKWx\nGE9jMZ7GYSyNxXgai/E0DmNprOkaT0HTNC3Zg6Cx6enpwdtvv40tW7awB5gBGE/jMJbGYjyNxXga\nh7E0FuNpLMbTOIylsaZjPJkEEhERERERpRC2iCAiIiIiIkohTAKJiIiIiIhSCJNAIiIiIiKiFMIk\nkIiIiIiIKIUwCSQiIiIiIkohTAKJiIjG6OGHH8azzz6b7GEQERFdFCaBREREBrv//vvxxhtvJHsY\nRERECTEJJCIiIiIiSiFysgdAREQ0XbW0tODRRx9Fe3s7lixZAkEQAABOpxMPPfQQjh8/DlVVUVtb\niy996UvIy8vDM888gyNHjuD48eP41a9+hU2bNuHOO+9Ea2srtm/fjubmZmRmZmLbtm1Yu3Ztkh8h\nERGlIs4EEhERJeD3+/GDH/wAGzZswPbt27FmzRp88MEHAABN07Bp0yY88sgjeOSRR2A2m/HEE08A\nAG699VbMnz8fd9xxB5566inceeedcLvd+Pa3v43169fj8ccfx9e+9jU88cQTOHPmTDIfIhERpSgm\ngURERAk0NjZCURR86lOfgizLWL16NaqrqwEAGRkZWL16NSwWC2w2G7Zu3YojR46MeFv79+9Hfn4+\nrrzySkiShKqqKqxatQrvv//+VD0cIiKiEC4HJSIiSqC3txe5ubmhJaAA4HA4AAAejwc7duzAgQMH\nMDQ0BABwuVxQVRWiGP/7aldXF44fP47bb789dJ6iKNi4cePkPggiIqIEmAQSERElkJOTg/Pnz0PT\ntFAi2NPTg6KiIvz+979HW1sbvvOd7yA7OxsnT57EvffeC03TACAqcQSAvLw8LFiwAN/85jen/HEQ\nERHF4nJQIiKiBObOnQtRFPHqq69CURR88MEHaGpqAgC43W6YzWbY7XY4nU48//zzUdfNyspCZ2dn\n6O9ly5ahvb0db7/9Nvx+P/x+P5qamnD27NkpfUxEREQAIGjBny2JiIgoyokTJ/DYY4+ho6MDS5Ys\nAQAUFxfjmmuuwc9//nOcOHECubm52LJlC/7jP/4DzzzzDCRJQmNjIx5++GEMDAxgw4YNuOOOO9DW\n1oYdO3agqakJmqahoqICt912GyorK5P7IImIKOUwCSQiIiIiIkohXA5KRERERESUQpgEEhERERER\npRAmgURERERERCmESSAREREREVEKYRJIRERERESUQpgEEhERERERpRAmgURERERERCmESSARERER\nEVEK+f+OtVHOD+59xAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f47fb2ea860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the prices on a log scale\n",
    "\n",
    "figsize(15,8)\n",
    "C.plot(grid=True, legend=False, logy=True) # turning off the legend is wise here as it would take quite some space\n",
    "xlabel('date')\n",
    "ylabel('price [$]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save data to file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`HistData` class can save data to HDF5 for later use:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "hData.to_hdf('data/healthcare.h5', key='healthcare')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data from file\n",
    "\n",
    "HDF5 data container is great for saving large datasets, because of its fast loading speed.\n",
    "See [pandas doc](https://pandas.pydata.org/pandas-docs/stable/io.html#hdf5-pytables)\n",
    "\n",
    "\n",
    "[ref]: # (data io - hdf5)\n",
    "\n",
    "Reload data from file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "      <th>symbol</th>\n",
       "      <th colspan=\"6\" halign=\"left\">A</th>\n",
       "      <th colspan=\"4\" halign=\"left\">ABBV</th>\n",
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       "    <tr>\n",
       "      <th>ohlcv</th>\n",
       "      <th>open</th>\n",
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       "      <th>volume</th>\n",
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       "      <th>low</th>\n",
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       "      <th>Date</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>1999-12-31</th>\n",
       "      <td>56.87</td>\n",
       "      <td>57.18</td>\n",
       "      <td>54.54</td>\n",
       "      <td>55.30</td>\n",
       "      <td>49.07</td>\n",
       "      <td>1931100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>56.33</td>\n",
       "      <td>56.46</td>\n",
       "      <td>48.19</td>\n",
       "      <td>51.50</td>\n",
       "      <td>45.69</td>\n",
       "      <td>4674300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>48.73</td>\n",
       "      <td>49.27</td>\n",
       "      <td>46.32</td>\n",
       "      <td>47.57</td>\n",
       "      <td>42.20</td>\n",
       "      <td>4765000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>47.39</td>\n",
       "      <td>47.57</td>\n",
       "      <td>43.14</td>\n",
       "      <td>44.62</td>\n",
       "      <td>39.59</td>\n",
       "      <td>5758600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2000-01-06</th>\n",
       "      <td>44.08</td>\n",
       "      <td>44.35</td>\n",
       "      <td>41.58</td>\n",
       "      <td>42.92</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2018-03-02</th>\n",
       "      <td>66.82</td>\n",
       "      <td>67.68</td>\n",
       "      <td>66.65</td>\n",
       "      <td>67.51</td>\n",
       "      <td>67.51</td>\n",
       "      <td>2057300</td>\n",
       "      <td>112.94</td>\n",
       "      <td>115.47</td>\n",
       "      <td>111.89</td>\n",
       "      <td>115.04</td>\n",
       "      <td>...</td>\n",
       "      <td>113.01</td>\n",
       "      <td>117.05</td>\n",
       "      <td>117.05</td>\n",
       "      <td>1.18e+06</td>\n",
       "      <td>79.93</td>\n",
       "      <td>81.50</td>\n",
       "      <td>79.86</td>\n",
       "      <td>81.28</td>\n",
       "      <td>81.28</td>\n",
       "      <td>2.03e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-05</th>\n",
       "      <td>67.25</td>\n",
       "      <td>67.85</td>\n",
       "      <td>66.51</td>\n",
       "      <td>67.55</td>\n",
       "      <td>67.55</td>\n",
       "      <td>1890900</td>\n",
       "      <td>114.00</td>\n",
       "      <td>116.32</td>\n",
       "      <td>112.89</td>\n",
       "      <td>115.66</td>\n",
       "      <td>...</td>\n",
       "      <td>116.26</td>\n",
       "      <td>118.13</td>\n",
       "      <td>118.13</td>\n",
       "      <td>1.05e+06</td>\n",
       "      <td>81.01</td>\n",
       "      <td>82.57</td>\n",
       "      <td>80.70</td>\n",
       "      <td>81.89</td>\n",
       "      <td>81.89</td>\n",
       "      <td>2.15e+06</td>\n",
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       "    <tr>\n",
       "      <th>2018-03-06</th>\n",
       "      <td>67.78</td>\n",
       "      <td>68.42</td>\n",
       "      <td>67.45</td>\n",
       "      <td>68.11</td>\n",
       "      <td>68.11</td>\n",
       "      <td>2944600</td>\n",
       "      <td>116.01</td>\n",
       "      <td>116.30</td>\n",
       "      <td>113.83</td>\n",
       "      <td>114.56</td>\n",
       "      <td>...</td>\n",
       "      <td>116.93</td>\n",
       "      <td>118.09</td>\n",
       "      <td>118.09</td>\n",
       "      <td>1.11e+06</td>\n",
       "      <td>82.00</td>\n",
       "      <td>82.14</td>\n",
       "      <td>80.93</td>\n",
       "      <td>81.51</td>\n",
       "      <td>81.51</td>\n",
       "      <td>2.10e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-07</th>\n",
       "      <td>67.36</td>\n",
       "      <td>69.86</td>\n",
       "      <td>67.30</td>\n",
       "      <td>69.70</td>\n",
       "      <td>69.70</td>\n",
       "      <td>3125800</td>\n",
       "      <td>112.58</td>\n",
       "      <td>114.99</td>\n",
       "      <td>112.21</td>\n",
       "      <td>114.72</td>\n",
       "      <td>...</td>\n",
       "      <td>117.33</td>\n",
       "      <td>121.00</td>\n",
       "      <td>121.00</td>\n",
       "      <td>1.35e+06</td>\n",
       "      <td>80.98</td>\n",
       "      <td>81.96</td>\n",
       "      <td>80.97</td>\n",
       "      <td>81.76</td>\n",
       "      <td>81.76</td>\n",
       "      <td>2.88e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-08</th>\n",
       "      <td>69.72</td>\n",
       "      <td>70.27</td>\n",
       "      <td>69.19</td>\n",
       "      <td>69.85</td>\n",
       "      <td>69.85</td>\n",
       "      <td>2365900</td>\n",
       "      <td>115.00</td>\n",
       "      <td>117.75</td>\n",
       "      <td>114.35</td>\n",
       "      <td>117.01</td>\n",
       "      <td>...</td>\n",
       "      <td>119.71</td>\n",
       "      <td>120.21</td>\n",
       "      <td>120.21</td>\n",
       "      <td>1.18e+06</td>\n",
       "      <td>82.00</td>\n",
       "      <td>82.85</td>\n",
       "      <td>81.93</td>\n",
       "      <td>82.54</td>\n",
       "      <td>82.54</td>\n",
       "      <td>2.19e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4575 rows × 366 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "symbol          A                                            ABBV          \\\n",
       "ohlcv        open   high    low  close adj_close   volume    open    high   \n",
       "Date                                                                        \n",
       "1999-12-31  56.87  57.18  54.54  55.30     49.07  1931100     NaN     NaN   \n",
       "2000-01-03  56.33  56.46  48.19  51.50     45.69  4674300     NaN     NaN   \n",
       "2000-01-04  48.73  49.27  46.32  47.57     42.20  4765000     NaN     NaN   \n",
       "2000-01-05  47.39  47.57  43.14  44.62     39.59  5758600     NaN     NaN   \n",
       "2000-01-06  44.08  44.35  41.58  42.92     38.08  2534400     NaN     NaN   \n",
       "...           ...    ...    ...    ...       ...      ...     ...     ...   \n",
       "2018-03-02  66.82  67.68  66.65  67.51     67.51  2057300  112.94  115.47   \n",
       "2018-03-05  67.25  67.85  66.51  67.55     67.55  1890900  114.00  116.32   \n",
       "2018-03-06  67.78  68.42  67.45  68.11     68.11  2944600  116.01  116.30   \n",
       "2018-03-07  67.36  69.86  67.30  69.70     69.70  3125800  112.58  114.99   \n",
       "2018-03-08  69.72  70.27  69.19  69.85     69.85  2365900  115.00  117.75   \n",
       "\n",
       "symbol                        ...        ZBH                              \\\n",
       "ohlcv          low   close    ...        low   close adj_close    volume   \n",
       "Date                          ...                                          \n",
       "1999-12-31     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-03     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-04     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-05     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "2000-01-06     NaN     NaN    ...        NaN     NaN       NaN       NaN   \n",
       "...            ...     ...    ...        ...     ...       ...       ...   \n",
       "2018-03-02  111.89  115.04    ...     113.01  117.05    117.05  1.18e+06   \n",
       "2018-03-05  112.89  115.66    ...     116.26  118.13    118.13  1.05e+06   \n",
       "2018-03-06  113.83  114.56    ...     116.93  118.09    118.09  1.11e+06   \n",
       "2018-03-07  112.21  114.72    ...     117.33  121.00    121.00  1.35e+06   \n",
       "2018-03-08  114.35  117.01    ...     119.71  120.21    120.21  1.18e+06   \n",
       "\n",
       "symbol        ZTS                                           \n",
       "ohlcv        open   high    low  close adj_close    volume  \n",
       "Date                                                        \n",
       "1999-12-31    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-03    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-04    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-05    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "2000-01-06    NaN    NaN    NaN    NaN       NaN       NaN  \n",
       "...           ...    ...    ...    ...       ...       ...  \n",
       "2018-03-02  79.93  81.50  79.86  81.28     81.28  2.03e+06  \n",
       "2018-03-05  81.01  82.57  80.70  81.89     81.89  2.15e+06  \n",
       "2018-03-06  82.00  82.14  80.93  81.51     81.51  2.10e+06  \n",
       "2018-03-07  80.98  81.96  80.97  81.76     81.76  2.88e+06  \n",
       "2018-03-08  82.00  82.85  81.93  82.54     82.54  2.19e+06  \n",
       "\n",
       "[4575 rows x 366 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_hdf('data/healthcare.h5','healthcare')\n",
    "data"
   ]
  }
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