Pandas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pandas is an open source Python package that is most widely used for data science/data analysis and machine learning tasks.<br>\n",
    "It is built on top of another package named Numpy, which provides support for multi-dimensional arrays.\n",
    "As one of the most popular data wrangling packages, Pandas works well with many other data science modules inside the Python ecosystem.<br>\n",
    "and is typically included in every Python distribution, from those that come with your operating system to commercial vendor distributions like ActiveState’s ActivePython.     \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What Can You Do With DataFrames Using Pandas?\n",
    "Pandas makes it simple to do many of the time consuming, repetitive tasks associated with working with data, including:<br>\n",
    "\n",
    "Data cleansing<br>\n",
    "Data fill<br>\n",
    "Data normalization<br>\n",
    "Merges and joins<br>\n",
    "Data visualization<br>\n",
    "Statistical analysis<br>\n",
    "Data inspection<br>\n",
    "Loading and saving data<br>\n",
    "And much more<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read more about Pandas on :\n",
    "https://pandas.pydata.org/pandas-docs/stable/index.html<br>\n",
    "https://www.activestate.com/resources/quick-reads/what-is-pandas-in-python-everything-you-need-to-know/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Dataset I am using is from Kaggle : \n",
    "https://www.kaggle.com/varpit94/uber-stock-data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd # the most powerful line :-)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date       Open       High        Low      Close  Adj Close  \\\n",
      "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
      "1    2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
      "2    2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
      "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
      "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
      "..          ...        ...        ...        ...        ...        ...   \n",
      "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
      "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
      "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
      "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
      "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
      "\n",
      "        Volume  \n",
      "0    186322500  \n",
      "1     79442400  \n",
      "2     46661100  \n",
      "3     36086100  \n",
      "4     38115500  \n",
      "..         ...  \n",
      "600   23034800  \n",
      "601   23707900  \n",
      "602   24599500  \n",
      "603   16650600  \n",
      "604   25428283  \n",
      "\n",
      "[605 rows x 7 columns]\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('UBER.csv') # loading data into pandas, csv= comma seprated values\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>38.790001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>36.080002</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>79442400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019-05-17</td>\n",
       "      <td>41.980000</td>\n",
       "      <td>43.290001</td>\n",
       "      <td>41.270000</td>\n",
       "      <td>41.910000</td>\n",
       "      <td>41.910000</td>\n",
       "      <td>20225700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>41.189999</td>\n",
       "      <td>41.680000</td>\n",
       "      <td>39.459999</td>\n",
       "      <td>41.590000</td>\n",
       "      <td>41.590000</td>\n",
       "      <td>29222300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>42.240002</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>10802900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>41.049999</td>\n",
       "      <td>41.279999</td>\n",
       "      <td>40.500000</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>9089500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-05-23</td>\n",
       "      <td>40.799999</td>\n",
       "      <td>41.090000</td>\n",
       "      <td>40.020000</td>\n",
       "      <td>40.470001</td>\n",
       "      <td>40.470001</td>\n",
       "      <td>11119900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date       Open       High        Low      Close  Adj Close  \\\n",
       "0  2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "1  2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "2  2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "3  2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "4  2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "5  2019-05-17  41.980000  43.290001  41.270000  41.910000  41.910000   \n",
       "6  2019-05-20  41.189999  41.680000  39.459999  41.590000  41.590000   \n",
       "7  2019-05-21  42.000000  42.240002  41.250000  41.500000  41.500000   \n",
       "8  2019-05-22  41.049999  41.279999  40.500000  41.250000  41.250000   \n",
       "9  2019-05-23  40.799999  41.090000  40.020000  40.470001  40.470001   \n",
       "\n",
       "      Volume  \n",
       "0  186322500  \n",
       "1   79442400  \n",
       "2   46661100  \n",
       "3   36086100  \n",
       "4   38115500  \n",
       "5   20225700  \n",
       "6   29222300  \n",
       "7   10802900  \n",
       "8    9089500  \n",
       "9   11119900  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>2021-09-20</td>\n",
       "      <td>38.880001</td>\n",
       "      <td>40.220001</td>\n",
       "      <td>38.730000</td>\n",
       "      <td>39.790001</td>\n",
       "      <td>39.790001</td>\n",
       "      <td>35417600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>2021-09-21</td>\n",
       "      <td>42.340000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>42.180000</td>\n",
       "      <td>44.360001</td>\n",
       "      <td>44.360001</td>\n",
       "      <td>106631700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>2021-09-22</td>\n",
       "      <td>44.900002</td>\n",
       "      <td>46.619999</td>\n",
       "      <td>44.610001</td>\n",
       "      <td>44.869999</td>\n",
       "      <td>44.869999</td>\n",
       "      <td>56455100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>2021-09-23</td>\n",
       "      <td>45.349998</td>\n",
       "      <td>45.840000</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.480000</td>\n",
       "      <td>45.480000</td>\n",
       "      <td>26232800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>45.459999</td>\n",
       "      <td>47.044998</td>\n",
       "      <td>45.291000</td>\n",
       "      <td>46.630001</td>\n",
       "      <td>46.630001</td>\n",
       "      <td>29458300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2021-09-28</td>\n",
       "      <td>46.700001</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>45.759998</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>23707900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>46.529999</td>\n",
       "      <td>44.299999</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>24599500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.365002</td>\n",
       "      <td>43.860001</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>16650600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>45.915001</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>45.790001</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>25428283</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "595  2021-09-20  38.880001  40.220001  38.730000  39.790001  39.790001   \n",
       "596  2021-09-21  42.340000  45.000000  42.180000  44.360001  44.360001   \n",
       "597  2021-09-22  44.900002  46.619999  44.610001  44.869999  44.869999   \n",
       "598  2021-09-23  45.349998  45.840000  44.709999  45.480000  45.480000   \n",
       "599  2021-09-24  45.459999  47.044998  45.291000  46.630001  46.630001   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "\n",
       "        Volume  \n",
       "595   35417600  \n",
       "596  106631700  \n",
       "597   56455100  \n",
       "598   26232800  \n",
       "599   29458300  \n",
       "600   23034800  \n",
       "601   23707900  \n",
       "602   24599500  \n",
       "603   16650600  \n",
       "604   25428283  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  If data is not in csv file or in other format:\n",
    "df_xlsx = pd.read_excel('UBER.xlsx') <br>\n",
    "print(df_xlsx.head(3))<br>\n",
    "you can use pandas built in function .read_excel to read xlsx file\n",
    "\n",
    "\n",
    "df = pd.read_csv('pokemon_data.txt', delimiter='\\t') for text files, \\t is beacuse thats what seprater is used in data,\n",
    "if seperator is 'xyz' you can use it to seprate data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading Columns/ Headers "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    2019-05-10\n",
      "1    2019-05-13\n",
      "2    2019-05-14\n",
      "3    2019-05-15\n",
      "4    2019-05-16\n",
      "Name: Date, dtype: object\n"
     ]
    }
   ],
   "source": [
    "# reading specific column\n",
    "print(df['Date'][0:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date       Open      Close\n",
      "0    2019-05-10  42.000000  41.570000\n",
      "1    2019-05-13  38.790001  37.099998\n",
      "2    2019-05-14  38.310001  39.959999\n",
      "3    2019-05-15  39.369999  41.290001\n",
      "4    2019-05-16  41.480000  43.000000\n",
      "..          ...        ...        ...\n",
      "600  2021-09-27  46.770000  47.250000\n",
      "601  2021-09-28  46.700001  45.980000\n",
      "602  2021-09-29  46.000000  44.520000\n",
      "603  2021-09-30  44.709999  44.799999\n",
      "604  2021-10-01  45.915001  47.049999\n",
      "\n",
      "[605 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "# multiple colums\n",
    "print(df[['Date', 'Open', 'Close']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading Rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date         2019-05-13\n",
      "Open              38.79\n",
      "High              39.24\n",
      "Low               36.08\n",
      "Close              37.1\n",
      "Adj Close          37.1\n",
      "Volume         79442400\n",
      "Name: 1, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(df.iloc[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         Date       Open       High        Low      Close  Adj Close    Volume\n",
      "1  2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998  79442400\n",
      "2  2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999  46661100\n",
      "3  2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001  36086100\n",
      "4  2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000  38115500\n"
     ]
    }
   ],
   "source": [
    "print(df.iloc[1:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-05-14\n"
     ]
    }
   ],
   "source": [
    "print(df.iloc[2,0]) # second row, 0th value "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "38.310001\n"
     ]
    }
   ],
   "source": [
    "print(df.iloc[2,1]) # second row, 1th value"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Iterating Row by Row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 Date         2019-05-10\n",
      "Open                 42\n",
      "High                 45\n",
      "Low               41.06\n",
      "Close             41.57\n",
      "Adj Close         41.57\n",
      "Volume        186322500\n",
      "Name: 0, dtype: object\n",
      "1 Date         2019-05-13\n",
      "Open              38.79\n",
      "High              39.24\n",
      "Low               36.08\n",
      "Close              37.1\n",
      "Adj Close          37.1\n",
      "Volume         79442400\n",
      "Name: 1, dtype: object\n",
      "2 Date         2019-05-14\n",
      "Open              38.31\n",
      "High              39.96\n",
      "Low               36.85\n",
      "Close             39.96\n",
      "Adj Close         39.96\n",
      "Volume         46661100\n",
      "Name: 2, dtype: object\n",
      "3 Date         2019-05-15\n",
      "Open              39.37\n",
      "High              41.88\n",
      "Low               38.95\n",
      "Close             41.29\n",
      "Adj Close         41.29\n",
      "Volume         36086100\n",
      "Name: 3, dtype: object\n",
      "4 Date         2019-05-16\n",
      "Open              41.48\n",
      "High              44.06\n",
      "Low               41.25\n",
      "Close                43\n",
      "Adj Close            43\n",
      "Volume         38115500\n",
      "Name: 4, dtype: object\n",
      "5 Date         2019-05-17\n",
      "Open              41.98\n",
      "High              43.29\n",
      "Low               41.27\n",
      "Close             41.91\n",
      "Adj Close         41.91\n",
      "Volume         20225700\n",
      "Name: 5, dtype: object\n",
      "6 Date         2019-05-20\n",
      "Open              41.19\n",
      "High              41.68\n",
      "Low               39.46\n",
      "Close             41.59\n",
      "Adj Close         41.59\n",
      "Volume         29222300\n",
      "Name: 6, dtype: object\n",
      "7 Date         2019-05-21\n",
      "Open                 42\n",
      "High              42.24\n",
      "Low               41.25\n",
      "Close              41.5\n",
      "Adj Close          41.5\n",
      "Volume         10802900\n",
      "Name: 7, dtype: object\n",
      "8 Date         2019-05-22\n",
      "Open              41.05\n",
      "High              41.28\n",
      "Low                40.5\n",
      "Close             41.25\n",
      "Adj Close         41.25\n",
      "Volume          9089500\n",
      "Name: 8, dtype: object\n",
      "9 Date         2019-05-23\n",
      "Open               40.8\n",
      "High              41.09\n",
      "Low               40.02\n",
      "Close             40.47\n",
      "Adj Close         40.47\n",
      "Volume         11119900\n",
      "Name: 9, dtype: object\n",
      "10 Date         2019-05-24\n",
      "Open              41.28\n",
      "High              41.51\n",
      "Low                40.5\n",
      "Close             41.51\n",
      "Adj Close         41.51\n",
      "Volume          8786800\n",
      "Name: 10, dtype: object\n",
      "11 Date         2019-05-28\n",
      "Open               41.7\n",
      "High               41.8\n",
      "Low                40.6\n",
      "Close             40.95\n",
      "Adj Close         40.95\n",
      "Volume         13391600\n",
      "Name: 11, dtype: object\n",
      "12 Date         2019-05-29\n",
      "Open              40.52\n",
      "High              40.71\n",
      "Low              39.147\n",
      "Close             39.94\n",
      "Adj Close         39.94\n",
      "Volume         14060400\n",
      "Name: 12, dtype: object\n",
      "13 Date         2019-05-30\n",
      "Open              40.07\n",
      "High              40.38\n",
      "Low                39.5\n",
      "Close              39.8\n",
      "Adj Close          39.8\n",
      "Volume         26451900\n",
      "Name: 13, dtype: object\n",
      "14 Date         2019-05-31\n",
      "Open              41.15\n",
      "High              41.57\n",
      "Low               39.41\n",
      "Close             40.41\n",
      "Adj Close         40.41\n",
      "Volume         23209800\n",
      "Name: 14, dtype: object\n",
      "15 Date         2019-06-03\n",
      "Open             40.744\n",
      "High              41.85\n",
      "Low               40.24\n",
      "Close             41.25\n",
      "Adj Close         41.25\n",
      "Volume         16605300\n",
      "Name: 15, dtype: object\n",
      "16 Date         2019-06-04\n",
      "Open              42.56\n",
      "High              42.88\n",
      "Low                40.7\n",
      "Close             42.75\n",
      "Adj Close         42.75\n",
      "Volume         23432100\n",
      "Name: 16, dtype: object\n",
      "17 Date         2019-06-05\n",
      "Open              42.87\n",
      "High              45.66\n",
      "Low                42.5\n",
      "Close                45\n",
      "Adj Close            45\n",
      "Volume         28609600\n",
      "Name: 17, dtype: object\n",
      "18 Date         2019-06-06\n",
      "Open                 45\n",
      "High              45.75\n",
      "Low               44.28\n",
      "Close             44.92\n",
      "Adj Close         44.92\n",
      "Volume         16403700\n",
      "Name: 18, dtype: object\n",
      "19 Date         2019-06-07\n",
      "Open              44.92\n",
      "High              45.67\n",
      "Low               44.13\n",
      "Close             44.16\n",
      "Adj Close         44.16\n",
      "Volume         12654700\n",
      "Name: 19, dtype: object\n",
      "20 Date         2019-06-10\n",
      "Open              44.02\n",
      "High              44.59\n",
      "Low               42.53\n",
      "Close             42.61\n",
      "Adj Close         42.61\n",
      "Volume         11618700\n",
      "Name: 20, dtype: object\n",
      "21 Date         2019-06-11\n",
      "Open              43.22\n",
      "High              43.65\n",
      "Low                41.8\n",
      "Close             42.45\n",
      "Adj Close         42.45\n",
      "Volume          9095000\n",
      "Name: 21, dtype: object\n",
      "22 Date         2019-06-12\n",
      "Open              42.52\n",
      "High              42.65\n",
      "Low               41.71\n",
      "Close             42.17\n",
      "Adj Close         42.17\n",
      "Volume          5965300\n",
      "Name: 22, dtype: object\n",
      "23 Date         2019-06-13\n",
      "Open              43.05\n",
      "High              44.35\n",
      "Low                42.8\n",
      "Close             44.31\n",
      "Adj Close         44.31\n",
      "Volume         10178900\n",
      "Name: 23, dtype: object\n",
      "24 Date         2019-06-14\n",
      "Open              44.75\n",
      "High               44.8\n",
      "Low               43.11\n",
      "Close             43.23\n",
      "Adj Close         43.23\n",
      "Volume          7902200\n",
      "Name: 24, dtype: object\n",
      "25 Date         2019-06-17\n",
      "Open              43.28\n",
      "High             44.079\n",
      "Low               42.93\n",
      "Close             43.78\n",
      "Adj Close         43.78\n",
      "Volume          6557600\n",
      "Name: 25, dtype: object\n",
      "26 Date         2019-06-18\n",
      "Open               44.3\n",
      "High              44.89\n",
      "Low               43.75\n",
      "Close             43.86\n",
      "Adj Close         43.86\n",
      "Volume          7313600\n",
      "Name: 26, dtype: object\n",
      "27 Date         2019-06-19\n",
      "Open              44.46\n",
      "High               45.5\n",
      "Low               43.95\n",
      "Close             44.86\n",
      "Adj Close         44.86\n",
      "Volume         10331500\n",
      "Name: 27, dtype: object\n",
      "28 Date         2019-06-20\n",
      "Open              45.03\n",
      "High              45.29\n",
      "Low               43.51\n",
      "Close             43.86\n",
      "Adj Close         43.86\n",
      "Volume          9567400\n",
      "Name: 28, dtype: object\n",
      "29 Date         2019-06-21\n",
      "Open              43.85\n",
      "High              44.14\n",
      "Low               43.38\n",
      "Close                44\n",
      "Adj Close            44\n",
      "Volume          4974000\n",
      "Name: 29, dtype: object\n",
      "30 Date         2019-06-24\n",
      "Open                 44\n",
      "High              44.07\n",
      "Low               42.82\n",
      "Close             43.09\n",
      "Adj Close         43.09\n",
      "Volume          5985100\n",
      "Name: 30, dtype: object\n",
      "31 Date         2019-06-25\n",
      "Open              43.28\n",
      "High              43.79\n",
      "Low              42.443\n",
      "Close             43.09\n",
      "Adj Close         43.09\n",
      "Volume          5753300\n",
      "Name: 31, dtype: object\n",
      "32 Date         2019-06-26\n",
      "Open              43.25\n",
      "High               43.4\n",
      "Low               42.36\n",
      "Close              42.5\n",
      "Adj Close          42.5\n",
      "Volume          8109100\n",
      "Name: 32, dtype: object\n",
      "33 Date         2019-06-27\n",
      "Open              43.35\n",
      "High               45.3\n",
      "Low                43.2\n",
      "Close             45.13\n",
      "Adj Close         45.13\n",
      "Volume         20155100\n",
      "Name: 33, dtype: object\n",
      "34 Date         2019-06-28\n",
      "Open               45.1\n",
      "High              47.08\n",
      "Low               45.08\n",
      "Close             46.38\n",
      "Adj Close         46.38\n",
      "Volume         28657000\n",
      "Name: 34, dtype: object\n",
      "35 Date         2019-07-01\n",
      "Open              46.98\n",
      "High              47.04\n",
      "Low               44.06\n",
      "Close             44.27\n",
      "Adj Close         44.27\n",
      "Volume         17660500\n",
      "Name: 35, dtype: object\n",
      "36 Date         2019-07-02\n",
      "Open              44.55\n",
      "High              44.68\n",
      "Low               43.75\n",
      "Close                44\n",
      "Adj Close            44\n",
      "Volume         11881300\n",
      "Name: 36, dtype: object\n",
      "37 Date         2019-07-03\n",
      "Open                 44\n",
      "High              44.46\n",
      "Low               43.79\n",
      "Close             44.23\n",
      "Adj Close         44.23\n",
      "Volume          3380000\n",
      "Name: 37, dtype: object\n",
      "38 Date         2019-07-05\n",
      "Open              44.31\n",
      "High              44.55\n",
      "Low               43.01\n",
      "Close             43.53\n",
      "Adj Close         43.53\n",
      "Volume          8239500\n",
      "Name: 38, dtype: object\n",
      "39 Date         2019-07-08\n",
      "Open              43.59\n",
      "High              43.85\n",
      "Low               42.75\n",
      "Close             42.95\n",
      "Adj Close         42.95\n",
      "Volume          9304100\n",
      "Name: 39, dtype: object\n",
      "40 Date         2019-07-09\n",
      "Open              43.18\n",
      "High              44.23\n",
      "Low               42.98\n",
      "Close              44.2\n",
      "Adj Close          44.2\n",
      "Volume          5251600\n",
      "Name: 40, dtype: object\n",
      "41 Date         2019-07-10\n",
      "Open              44.48\n",
      "High               44.8\n",
      "Low               43.56\n",
      "Close              43.7\n",
      "Adj Close          43.7\n",
      "Volume          9746500\n",
      "Name: 41, dtype: object\n",
      "42 Date         2019-07-11\n",
      "Open               44.1\n",
      "High              44.29\n",
      "Low               43.31\n",
      "Close             43.99\n",
      "Adj Close         43.99\n",
      "Volume          8050900\n",
      "Name: 42, dtype: object\n",
      "43 Date         2019-07-12\n",
      "Open              44.16\n",
      "High              44.24\n",
      "Low               43.39\n",
      "Close             43.99\n",
      "Adj Close         43.99\n",
      "Volume          8760500\n",
      "Name: 43, dtype: object\n",
      "44 Date         2019-07-15\n",
      "Open               44.2\n",
      "High               44.7\n",
      "Low               43.97\n",
      "Close             44.53\n",
      "Adj Close         44.53\n",
      "Volume          5811200\n",
      "Name: 44, dtype: object\n",
      "45 Date         2019-07-16\n",
      "Open               44.6\n",
      "High              44.98\n",
      "Low               44.02\n",
      "Close             44.13\n",
      "Adj Close         44.13\n",
      "Volume          5613300\n",
      "Name: 45, dtype: object\n",
      "46 Date         2019-07-17\n",
      "Open              44.06\n",
      "High              44.35\n",
      "Low               43.52\n",
      "Close             43.62\n",
      "Adj Close         43.62\n",
      "Volume          5854100\n",
      "Name: 46, dtype: object\n",
      "47 Date         2019-07-18\n",
      "Open               43.5\n",
      "High              43.85\n",
      "Low               43.19\n",
      "Close             43.71\n",
      "Adj Close         43.71\n",
      "Volume          4078700\n",
      "Name: 47, dtype: object\n",
      "48 Date         2019-07-19\n",
      "Open               43.9\n",
      "High             44.086\n",
      "Low               43.16\n",
      "Close             43.18\n",
      "Adj Close         43.18\n",
      "Volume          4021000\n",
      "Name: 48, dtype: object\n",
      "49 Date         2019-07-22\n",
      "Open              43.25\n",
      "High              43.72\n",
      "Low               43.01\n",
      "Close             43.69\n",
      "Adj Close         43.69\n",
      "Volume          3815300\n",
      "Name: 49, dtype: object\n",
      "50 Date         2019-07-23\n",
      "Open              43.75\n",
      "High              44.31\n",
      "Low               43.11\n",
      "Close             43.36\n",
      "Adj Close         43.36\n",
      "Volume          5110100\n",
      "Name: 50, dtype: object\n",
      "51 Date         2019-07-24\n",
      "Open              43.36\n",
      "High              43.87\n",
      "Low               43.36\n",
      "Close             43.76\n",
      "Adj Close         43.76\n",
      "Volume          3775700\n",
      "Name: 51, dtype: object\n",
      "52 Date         2019-07-25\n",
      "Open              43.72\n",
      "High              43.96\n",
      "Low               43.21\n",
      "Close              43.4\n",
      "Adj Close          43.4\n",
      "Volume          4412000\n",
      "Name: 52, dtype: object\n",
      "53 Date         2019-07-26\n",
      "Open              43.42\n",
      "High              44.96\n",
      "Low               43.39\n",
      "Close             44.52\n",
      "Adj Close         44.52\n",
      "Volume          7598800\n",
      "Name: 53, dtype: object\n",
      "54 Date         2019-07-29\n",
      "Open                 45\n",
      "High             45.627\n",
      "Low               43.12\n",
      "Close             43.88\n",
      "Adj Close         43.88\n",
      "Volume          8652200\n",
      "Name: 54, dtype: object\n",
      "55 Date         2019-07-30\n",
      "Open              43.71\n",
      "High              43.74\n",
      "Low               42.49\n",
      "Close             42.59\n",
      "Adj Close         42.59\n",
      "Volume          7686300\n",
      "Name: 55, dtype: object\n",
      "56 Date         2019-07-31\n",
      "Open               42.6\n",
      "High              42.98\n",
      "Low               41.84\n",
      "Close             42.14\n",
      "Adj Close         42.14\n",
      "Volume          5970800\n",
      "Name: 56, dtype: object\n",
      "57 Date         2019-08-01\n",
      "Open              42.14\n",
      "High             42.536\n",
      "Low                  41\n",
      "Close             41.31\n",
      "Adj Close         41.31\n",
      "Volume          7349700\n",
      "Name: 57, dtype: object\n",
      "58 Date         2019-08-02\n",
      "Open              41.03\n",
      "High              41.06\n",
      "Low               39.95\n",
      "Close              40.4\n",
      "Adj Close          40.4\n",
      "Volume          8225700\n",
      "Name: 58, dtype: object\n",
      "59 Date         2019-08-05\n",
      "Open              39.35\n",
      "High              39.42\n",
      "Low              38.433\n",
      "Close             39.05\n",
      "Adj Close         39.05\n",
      "Volume          9799300\n",
      "Name: 59, dtype: object\n",
      "60 Date         2019-08-06\n",
      "Open              39.68\n",
      "High             40.808\n",
      "Low               38.36\n",
      "Close             39.15\n",
      "Adj Close         39.15\n",
      "Volume          8570300\n",
      "Name: 60, dtype: object\n",
      "61 Date         2019-08-07\n",
      "Open              39.06\n",
      "High              39.99\n",
      "Low               38.32\n",
      "Close              39.7\n",
      "Adj Close          39.7\n",
      "Volume          8896000\n",
      "Name: 61, dtype: object\n",
      "62 Date         2019-08-08\n",
      "Open              41.98\n",
      "High                 43\n",
      "Low               41.25\n",
      "Close             42.97\n",
      "Adj Close         42.97\n",
      "Volume         29610500\n",
      "Name: 62, dtype: object\n",
      "63 Date         2019-08-09\n",
      "Open              39.56\n",
      "High              40.68\n",
      "Low               38.71\n",
      "Close             40.05\n",
      "Adj Close         40.05\n",
      "Volume         35138800\n",
      "Name: 63, dtype: object\n",
      "64 Date         2019-08-12\n",
      "Open              39.83\n",
      "High              39.95\n",
      "Low                  37\n",
      "Close                37\n",
      "Adj Close            37\n",
      "Volume         21231300\n",
      "Name: 64, dtype: object\n",
      "65 Date         2019-08-13\n",
      "Open                 37\n",
      "High              37.46\n",
      "Low               36.12\n",
      "Close             36.45\n",
      "Adj Close         36.45\n",
      "Volume         18990600\n",
      "Name: 65, dtype: object\n",
      "66 Date         2019-08-14\n",
      "Open                 36\n",
      "High               36.3\n",
      "Low               33.36\n",
      "Close             33.96\n",
      "Adj Close         33.96\n",
      "Volume         24481600\n",
      "Name: 66, dtype: object\n",
      "67 Date         2019-08-15\n",
      "Open              34.52\n",
      "High              34.55\n",
      "Low               32.92\n",
      "Close             33.22\n",
      "Adj Close         33.22\n",
      "Volume         13265800\n",
      "Name: 67, dtype: object\n",
      "68 Date         2019-08-16\n",
      "Open              33.46\n",
      "High              35.48\n",
      "Low                33.4\n",
      "Close             35.23\n",
      "Adj Close         35.23\n",
      "Volume         13883200\n",
      "Name: 68, dtype: object\n",
      "69 Date         2019-08-19\n",
      "Open              35.53\n",
      "High               35.8\n",
      "Low               34.37\n",
      "Close             34.61\n",
      "Adj Close         34.61\n",
      "Volume         10853100\n",
      "Name: 69, dtype: object\n",
      "70 Date         2019-08-20\n",
      "Open              34.48\n",
      "High              36.07\n",
      "Low               34.39\n",
      "Close             35.29\n",
      "Adj Close         35.29\n",
      "Volume         10760700\n",
      "Name: 70, dtype: object\n",
      "71 Date         2019-08-21\n",
      "Open               35.5\n",
      "High              35.83\n",
      "Low               34.75\n",
      "Close             34.91\n",
      "Adj Close         34.91\n",
      "Volume          7923000\n",
      "Name: 71, dtype: object\n",
      "72 Date         2019-08-22\n",
      "Open               34.8\n",
      "High              34.91\n",
      "Low               33.52\n",
      "Close                34\n",
      "Adj Close            34\n",
      "Volume          8513300\n",
      "Name: 72, dtype: object\n",
      "73 Date         2019-08-23\n",
      "Open              33.65\n",
      "High              34.23\n",
      "Low               33.12\n",
      "Close             33.43\n",
      "Adj Close         33.43\n",
      "Volume          8160600\n",
      "Name: 73, dtype: object\n",
      "74 Date         2019-08-26\n",
      "Open              33.67\n",
      "High              33.83\n",
      "Low               33.06\n",
      "Close             33.31\n",
      "Adj Close         33.31\n",
      "Volume          5662500\n",
      "Name: 74, dtype: object\n",
      "75 Date         2019-08-27\n",
      "Open              33.69\n",
      "High              34.24\n",
      "Low               32.98\n",
      "Close             33.11\n",
      "Adj Close         33.11\n",
      "Volume          6574800\n",
      "Name: 75, dtype: object\n",
      "76 Date         2019-08-28\n",
      "Open              32.56\n",
      "High              33.05\n",
      "Low               32.26\n",
      "Close             32.59\n",
      "Adj Close         32.59\n",
      "Volume          6245500\n",
      "Name: 76, dtype: object\n",
      "77 Date         2019-08-29\n",
      "Open               32.9\n",
      "High               33.3\n",
      "Low                32.6\n",
      "Close             32.76\n",
      "Adj Close         32.76\n",
      "Volume          5772200\n",
      "Name: 77, dtype: object\n",
      "78 Date         2019-08-30\n",
      "Open                 33\n",
      "High              33.13\n",
      "Low               32.04\n",
      "Close             32.57\n",
      "Adj Close         32.57\n",
      "Volume          6628700\n",
      "Name: 78, dtype: object\n",
      "79 Date         2019-09-03\n",
      "Open               32.1\n",
      "High              32.53\n",
      "Low              30.665\n",
      "Close              30.7\n",
      "Adj Close          30.7\n",
      "Volume         12154000\n",
      "Name: 79, dtype: object\n",
      "80 Date         2019-09-04\n",
      "Open              30.91\n",
      "High              32.36\n",
      "Low               30.85\n",
      "Close             31.99\n",
      "Adj Close         31.99\n",
      "Volume         10357600\n",
      "Name: 80, dtype: object\n",
      "81 Date         2019-09-05\n",
      "Open              32.33\n",
      "High              33.03\n",
      "Low               32.25\n",
      "Close             32.51\n",
      "Adj Close         32.51\n",
      "Volume          7933300\n",
      "Name: 81, dtype: object\n",
      "82 Date         2019-09-06\n",
      "Open              32.71\n",
      "High              32.74\n",
      "Low               31.41\n",
      "Close             31.86\n",
      "Adj Close         31.86\n",
      "Volume          7036000\n",
      "Name: 82, dtype: object\n",
      "83 Date         2019-09-09\n",
      "Open              32.05\n",
      "High              32.39\n",
      "Low               31.46\n",
      "Close             32.24\n",
      "Adj Close         32.24\n",
      "Volume          7448400\n",
      "Name: 83, dtype: object\n",
      "84 Date         2019-09-10\n",
      "Open                 32\n",
      "High              33.74\n",
      "Low               31.65\n",
      "Close             33.51\n",
      "Adj Close         33.51\n",
      "Volume         10817100\n",
      "Name: 84, dtype: object\n",
      "85 Date         2019-09-11\n",
      "Open              33.38\n",
      "High              35.14\n",
      "Low               33.02\n",
      "Close                34\n",
      "Adj Close            34\n",
      "Volume         14715800\n",
      "Name: 85, dtype: object\n",
      "86 Date         2019-09-12\n",
      "Open              34.14\n",
      "High             34.486\n",
      "Low               33.33\n",
      "Close             34.07\n",
      "Adj Close         34.07\n",
      "Volume          7734800\n",
      "Name: 86, dtype: object\n",
      "87 Date         2019-09-13\n",
      "Open              34.25\n",
      "High             34.435\n",
      "Low               32.94\n",
      "Close             33.25\n",
      "Adj Close         33.25\n",
      "Volume          9428600\n",
      "Name: 87, dtype: object\n",
      "88 Date         2019-09-16\n",
      "Open               33.6\n",
      "High               34.8\n",
      "Low               33.47\n",
      "Close             34.43\n",
      "Adj Close         34.43\n",
      "Volume          7942600\n",
      "Name: 88, dtype: object\n",
      "89 Date         2019-09-17\n",
      "Open              34.75\n",
      "High              34.75\n",
      "Low               33.55\n",
      "Close             34.29\n",
      "Adj Close         34.29\n",
      "Volume          5561300\n",
      "Name: 89, dtype: object\n",
      "90 Date         2019-09-18\n",
      "Open              34.35\n",
      "High              34.89\n",
      "Low               33.75\n",
      "Close             34.26\n",
      "Adj Close         34.26\n",
      "Volume          6608300\n",
      "Name: 90, dtype: object\n",
      "91 Date         2019-09-19\n",
      "Open               34.2\n",
      "High              34.64\n",
      "Low               33.68\n",
      "Close             33.82\n",
      "Adj Close         33.82\n",
      "Volume          6869600\n",
      "Name: 91, dtype: object\n",
      "92 Date         2019-09-20\n",
      "Open              33.98\n",
      "High             34.217\n",
      "Low                32.5\n",
      "Close              32.6\n",
      "Adj Close          32.6\n",
      "Volume         11935400\n",
      "Name: 92, dtype: object\n",
      "93 Date         2019-09-23\n",
      "Open              32.52\n",
      "High              33.01\n",
      "Low               32.06\n",
      "Close                33\n",
      "Adj Close            33\n",
      "Volume          5513000\n",
      "Name: 93, dtype: object\n",
      "94 Date         2019-09-24\n",
      "Open                 33\n",
      "High             33.145\n",
      "Low               31.01\n",
      "Close              31.3\n",
      "Adj Close          31.3\n",
      "Volume         10579900\n",
      "Name: 94, dtype: object\n",
      "95 Date         2019-09-25\n",
      "Open              31.27\n",
      "High              31.72\n",
      "Low               30.76\n",
      "Close             31.68\n",
      "Adj Close         31.68\n",
      "Volume          7875000\n",
      "Name: 95, dtype: object\n",
      "96 Date         2019-09-26\n",
      "Open              31.72\n",
      "High              32.13\n",
      "Low               31.13\n",
      "Close             31.57\n",
      "Adj Close         31.57\n",
      "Volume          6058700\n",
      "Name: 96, dtype: object\n",
      "97 Date         2019-09-27\n",
      "Open              31.71\n",
      "High               31.9\n",
      "Low               30.13\n",
      "Close             30.29\n",
      "Adj Close         30.29\n",
      "Volume         11846700\n",
      "Name: 97, dtype: object\n",
      "98 Date         2019-09-30\n",
      "Open               30.4\n",
      "High             30.735\n",
      "Low               30.17\n",
      "Close             30.47\n",
      "Adj Close         30.47\n",
      "Volume          4986600\n",
      "Name: 98, dtype: object\n",
      "99 Date         2019-10-01\n",
      "Open              30.37\n",
      "High              30.51\n",
      "Low               28.65\n",
      "Close             29.15\n",
      "Adj Close         29.15\n",
      "Volume         13380200\n",
      "Name: 99, dtype: object\n",
      "100 Date         2019-10-02\n",
      "Open              28.67\n",
      "High              29.55\n",
      "Low               28.31\n",
      "Close                29\n",
      "Adj Close            29\n",
      "Volume          8782400\n",
      "Name: 100, dtype: object\n",
      "101 Date         2019-10-03\n",
      "Open              28.97\n",
      "High              29.88\n",
      "Low               28.52\n",
      "Close             29.72\n",
      "Adj Close         29.72\n",
      "Volume          9412000\n",
      "Name: 101, dtype: object\n",
      "102 Date         2019-10-04\n",
      "Open               29.9\n",
      "High              30.18\n",
      "Low                28.9\n",
      "Close             29.67\n",
      "Adj Close         29.67\n",
      "Volume          8597700\n",
      "Name: 102, dtype: object\n",
      "103 Date         2019-10-07\n",
      "Open               30.6\n",
      "High              30.75\n",
      "Low               29.83\n",
      "Close             30.37\n",
      "Adj Close         30.37\n",
      "Volume         10083800\n",
      "Name: 103, dtype: object\n",
      "104 Date         2019-10-08\n",
      "Open              30.01\n",
      "High              30.15\n",
      "Low               29.17\n",
      "Close             29.28\n",
      "Adj Close         29.28\n",
      "Volume          7769100\n",
      "Name: 104, dtype: object\n",
      "105 Date         2019-10-09\n",
      "Open              29.62\n",
      "High              29.62\n",
      "Low               28.81\n",
      "Close             29.07\n",
      "Adj Close         29.07\n",
      "Volume          7112900\n",
      "Name: 105, dtype: object\n",
      "106 Date         2019-10-10\n",
      "Open              29.21\n",
      "High              29.28\n",
      "Low               28.58\n",
      "Close             28.87\n",
      "Adj Close         28.87\n",
      "Volume          7716300\n",
      "Name: 106, dtype: object\n",
      "107 Date         2019-10-11\n",
      "Open              28.95\n",
      "High               30.4\n",
      "Low               28.94\n",
      "Close             30.13\n",
      "Adj Close         30.13\n",
      "Volume         10216900\n",
      "Name: 107, dtype: object\n",
      "108 Date         2019-10-14\n",
      "Open              30.22\n",
      "High              31.54\n",
      "Low              29.819\n",
      "Close             31.12\n",
      "Adj Close         31.12\n",
      "Volume          7945400\n",
      "Name: 108, dtype: object\n",
      "109 Date         2019-10-15\n",
      "Open               31.2\n",
      "High              32.17\n",
      "Low              31.195\n",
      "Close                32\n",
      "Adj Close            32\n",
      "Volume          7843800\n",
      "Name: 109, dtype: object\n",
      "110 Date         2019-10-16\n",
      "Open               31.8\n",
      "High              32.38\n",
      "Low              31.438\n",
      "Close             31.87\n",
      "Adj Close         31.87\n",
      "Volume          7781600\n",
      "Name: 110, dtype: object\n",
      "111 Date         2019-10-17\n",
      "Open               31.8\n",
      "High              32.93\n",
      "Low               31.45\n",
      "Close             32.62\n",
      "Adj Close         32.62\n",
      "Volume          7200800\n",
      "Name: 111, dtype: object\n",
      "112 Date         2019-10-18\n",
      "Open              32.55\n",
      "High              32.66\n",
      "Low               31.27\n",
      "Close             32.06\n",
      "Adj Close         32.06\n",
      "Volume          7844500\n",
      "Name: 112, dtype: object\n",
      "113 Date         2019-10-21\n",
      "Open              31.95\n",
      "High             32.283\n",
      "Low              31.185\n",
      "Close             31.41\n",
      "Adj Close         31.41\n",
      "Volume          7203400\n",
      "Name: 113, dtype: object\n",
      "114 Date         2019-10-22\n",
      "Open              31.41\n",
      "High              33.89\n",
      "Low               30.22\n",
      "Close             32.53\n",
      "Adj Close         32.53\n",
      "Volume         19214800\n",
      "Name: 114, dtype: object\n",
      "115 Date         2019-10-23\n",
      "Open              32.87\n",
      "High              33.27\n",
      "Low               32.17\n",
      "Close             33.05\n",
      "Adj Close         33.05\n",
      "Volume          6709800\n",
      "Name: 115, dtype: object\n",
      "116 Date         2019-10-24\n",
      "Open                 33\n",
      "High              33.42\n",
      "Low               32.51\n",
      "Close             33.28\n",
      "Adj Close         33.28\n",
      "Volume          6729300\n",
      "Name: 116, dtype: object\n",
      "117 Date         2019-10-25\n",
      "Open               33.2\n",
      "High              33.48\n",
      "Low               32.61\n",
      "Close             32.71\n",
      "Adj Close         32.71\n",
      "Volume          8077300\n",
      "Name: 117, dtype: object\n",
      "118 Date         2019-10-28\n",
      "Open               32.9\n",
      "High             33.355\n",
      "Low                32.5\n",
      "Close             33.22\n",
      "Adj Close         33.22\n",
      "Volume          7532800\n",
      "Name: 118, dtype: object\n",
      "119 Date         2019-10-29\n",
      "Open              32.37\n",
      "High              32.92\n",
      "Low              31.815\n",
      "Close             32.42\n",
      "Adj Close         32.42\n",
      "Volume          9319200\n",
      "Name: 119, dtype: object\n",
      "120 Date         2019-10-30\n",
      "Open              32.51\n",
      "High               33.8\n",
      "Low               32.11\n",
      "Close             33.75\n",
      "Adj Close         33.75\n",
      "Volume         10732700\n",
      "Name: 120, dtype: object\n",
      "121 Date         2019-10-31\n",
      "Open              33.23\n",
      "High              33.36\n",
      "Low               31.26\n",
      "Close              31.5\n",
      "Adj Close          31.5\n",
      "Volume         15912400\n",
      "Name: 121, dtype: object\n",
      "122 Date         2019-11-01\n",
      "Open              31.45\n",
      "High               31.7\n",
      "Low              30.741\n",
      "Close             31.37\n",
      "Adj Close         31.37\n",
      "Volume         10434300\n",
      "Name: 122, dtype: object\n",
      "123 Date         2019-11-04\n",
      "Open              31.45\n",
      "High              31.75\n",
      "Low               30.12\n",
      "Close             31.08\n",
      "Adj Close         31.08\n",
      "Volume         28787400\n",
      "Name: 123, dtype: object\n",
      "124 Date         2019-11-05\n",
      "Open              29.13\n",
      "High               29.3\n",
      "Low               27.97\n",
      "Close             28.02\n",
      "Adj Close         28.02\n",
      "Volume         51963500\n",
      "Name: 124, dtype: object\n",
      "125 Date         2019-11-06\n",
      "Open              26.06\n",
      "High              27.55\n",
      "Low               25.58\n",
      "Close             26.94\n",
      "Adj Close         26.94\n",
      "Volume        130965700\n",
      "Name: 125, dtype: object\n",
      "126 Date         2019-11-07\n",
      "Open               26.8\n",
      "High              27.42\n",
      "Low               26.45\n",
      "Close             27.38\n",
      "Adj Close         27.38\n",
      "Volume         65861400\n",
      "Name: 126, dtype: object\n",
      "127 Date         2019-11-08\n",
      "Open              27.48\n",
      "High              27.62\n",
      "Low              26.915\n",
      "Close             27.01\n",
      "Adj Close         27.01\n",
      "Volume         44923600\n",
      "Name: 127, dtype: object\n",
      "128 Date         2019-11-11\n",
      "Open              27.03\n",
      "High              27.21\n",
      "Low               26.23\n",
      "Close             27.14\n",
      "Adj Close         27.14\n",
      "Volume         41138100\n",
      "Name: 128, dtype: object\n",
      "129 Date         2019-11-12\n",
      "Open              27.38\n",
      "High              27.66\n",
      "Low               26.66\n",
      "Close              26.7\n",
      "Adj Close          26.7\n",
      "Volume         37095400\n",
      "Name: 129, dtype: object\n",
      "130 Date         2019-11-13\n",
      "Open              26.47\n",
      "High              26.82\n",
      "Low               26.14\n",
      "Close             26.71\n",
      "Adj Close         26.71\n",
      "Volume         32678300\n",
      "Name: 130, dtype: object\n",
      "131 Date         2019-11-14\n",
      "Open               26.8\n",
      "High              26.86\n",
      "Low              25.665\n",
      "Close             25.99\n",
      "Adj Close         25.99\n",
      "Volume         27893900\n",
      "Name: 131, dtype: object\n",
      "132 Date         2019-11-15\n",
      "Open              26.18\n",
      "High               26.8\n",
      "Low              25.955\n",
      "Close             26.79\n",
      "Adj Close         26.79\n",
      "Volume         41236200\n",
      "Name: 132, dtype: object\n",
      "133 Date         2019-11-18\n",
      "Open               26.8\n",
      "High                 27\n",
      "Low                26.3\n",
      "Close             26.75\n",
      "Adj Close         26.75\n",
      "Volume         35916100\n",
      "Name: 133, dtype: object\n",
      "134 Date         2019-11-19\n",
      "Open              26.77\n",
      "High              27.22\n",
      "Low               26.61\n",
      "Close             27.05\n",
      "Adj Close         27.05\n",
      "Volume         31793500\n",
      "Name: 134, dtype: object\n",
      "135 Date         2019-11-20\n",
      "Open              27.06\n",
      "High               28.4\n",
      "Low              26.945\n",
      "Close             28.03\n",
      "Adj Close         28.03\n",
      "Volume         52746600\n",
      "Name: 135, dtype: object\n",
      "136 Date         2019-11-21\n",
      "Open              28.67\n",
      "High               29.6\n",
      "Low                28.5\n",
      "Close             29.46\n",
      "Adj Close         29.46\n",
      "Volume         54551400\n",
      "Name: 136, dtype: object\n",
      "137 Date         2019-11-22\n",
      "Open              29.84\n",
      "High              30.13\n",
      "Low               29.21\n",
      "Close             29.56\n",
      "Adj Close         29.56\n",
      "Volume         42302900\n",
      "Name: 137, dtype: object\n",
      "138 Date         2019-11-25\n",
      "Open              28.69\n",
      "High               29.6\n",
      "Low               28.38\n",
      "Close             29.11\n",
      "Adj Close         29.11\n",
      "Volume         36967500\n",
      "Name: 138, dtype: object\n",
      "139 Date         2019-11-26\n",
      "Open              29.49\n",
      "High              30.15\n",
      "Low               29.36\n",
      "Close             29.53\n",
      "Adj Close         29.53\n",
      "Volume         28746600\n",
      "Name: 139, dtype: object\n",
      "140 Date         2019-11-27\n",
      "Open              29.42\n",
      "High              29.59\n",
      "Low               28.88\n",
      "Close             29.49\n",
      "Adj Close         29.49\n",
      "Volume         22421400\n",
      "Name: 140, dtype: object\n",
      "141 Date         2019-11-29\n",
      "Open              29.41\n",
      "High              29.85\n",
      "Low               29.25\n",
      "Close              29.6\n",
      "Adj Close          29.6\n",
      "Volume          8115100\n",
      "Name: 141, dtype: object\n",
      "142 Date         2019-12-02\n",
      "Open              29.32\n",
      "High             29.525\n",
      "Low                28.7\n",
      "Close             28.98\n",
      "Adj Close         28.98\n",
      "Volume         16927100\n",
      "Name: 142, dtype: object\n",
      "143 Date         2019-12-03\n",
      "Open               28.2\n",
      "High              29.33\n",
      "Low               28.15\n",
      "Close             29.02\n",
      "Adj Close         29.02\n",
      "Volume         25252400\n",
      "Name: 143, dtype: object\n",
      "144 Date         2019-12-04\n",
      "Open               29.1\n",
      "High               29.2\n",
      "Low                28.7\n",
      "Close             29.06\n",
      "Adj Close         29.06\n",
      "Volume         22517600\n",
      "Name: 144, dtype: object\n",
      "145 Date         2019-12-05\n",
      "Open              28.94\n",
      "High              28.99\n",
      "Low               28.18\n",
      "Close             28.65\n",
      "Adj Close         28.65\n",
      "Volume         22504300\n",
      "Name: 145, dtype: object\n",
      "146 Date         2019-12-06\n",
      "Open               28.4\n",
      "High             28.925\n",
      "Low                27.8\n",
      "Close             27.86\n",
      "Adj Close         27.86\n",
      "Volume         32816100\n",
      "Name: 146, dtype: object\n",
      "147 Date         2019-12-09\n",
      "Open              27.96\n",
      "High              28.36\n",
      "Low               27.68\n",
      "Close             27.68\n",
      "Adj Close         27.68\n",
      "Volume         20977300\n",
      "Name: 147, dtype: object\n",
      "148 Date         2019-12-10\n",
      "Open              27.73\n",
      "High             27.993\n",
      "Low              27.605\n",
      "Close             27.89\n",
      "Adj Close         27.89\n",
      "Volume         23602700\n",
      "Name: 148, dtype: object\n",
      "149 Date         2019-12-11\n",
      "Open              27.99\n",
      "High             28.545\n",
      "Low               27.85\n",
      "Close             28.42\n",
      "Adj Close         28.42\n",
      "Volume         23281700\n",
      "Name: 149, dtype: object\n",
      "150 Date         2019-12-12\n",
      "Open              28.29\n",
      "High              28.75\n",
      "Low               28.19\n",
      "Close             28.69\n",
      "Adj Close         28.69\n",
      "Volume         23569900\n",
      "Name: 150, dtype: object\n",
      "151 Date         2019-12-13\n",
      "Open              28.58\n",
      "High              28.84\n",
      "Low               28.27\n",
      "Close             28.49\n",
      "Adj Close         28.49\n",
      "Volume         25431600\n",
      "Name: 151, dtype: object\n",
      "152 Date         2019-12-16\n",
      "Open              29.11\n",
      "High              30.13\n",
      "Low                29.1\n",
      "Close             30.05\n",
      "Adj Close         30.05\n",
      "Volume         57382500\n",
      "Name: 152, dtype: object\n",
      "153 Date         2019-12-17\n",
      "Open              30.37\n",
      "High              30.42\n",
      "Low               29.53\n",
      "Close             29.75\n",
      "Adj Close         29.75\n",
      "Volume         38250700\n",
      "Name: 153, dtype: object\n",
      "154 Date         2019-12-18\n",
      "Open              29.62\n",
      "High              30.14\n",
      "Low               29.34\n",
      "Close             30.13\n",
      "Adj Close         30.13\n",
      "Volume         35375100\n",
      "Name: 154, dtype: object\n",
      "155 Date         2019-12-19\n",
      "Open              29.84\n",
      "High              30.17\n",
      "Low               29.53\n",
      "Close             29.99\n",
      "Adj Close         29.99\n",
      "Volume         33799700\n",
      "Name: 155, dtype: object\n",
      "156 Date         2019-12-20\n",
      "Open               30.1\n",
      "High              31.03\n",
      "Low               29.85\n",
      "Close             30.45\n",
      "Adj Close         30.45\n",
      "Volume         95455100\n",
      "Name: 156, dtype: object\n",
      "157 Date         2019-12-23\n",
      "Open              30.49\n",
      "High              30.94\n",
      "Low               29.83\n",
      "Close             30.33\n",
      "Adj Close         30.33\n",
      "Volume         31209100\n",
      "Name: 157, dtype: object\n",
      "158 Date         2019-12-24\n",
      "Open              30.33\n",
      "High              30.84\n",
      "Low               30.11\n",
      "Close             30.44\n",
      "Adj Close         30.44\n",
      "Volume         12938600\n",
      "Name: 158, dtype: object\n",
      "159 Date         2019-12-26\n",
      "Open              30.47\n",
      "High              30.79\n",
      "Low               30.03\n",
      "Close             30.67\n",
      "Adj Close         30.67\n",
      "Volume         22200800\n",
      "Name: 159, dtype: object\n",
      "160 Date         2019-12-27\n",
      "Open               30.8\n",
      "High              31.06\n",
      "Low               30.17\n",
      "Close             30.17\n",
      "Adj Close         30.17\n",
      "Volume         18462200\n",
      "Name: 160, dtype: object\n",
      "161 Date         2019-12-30\n",
      "Open              30.13\n",
      "High               30.2\n",
      "Low               29.35\n",
      "Close             29.74\n",
      "Adj Close         29.74\n",
      "Volume         18805900\n",
      "Name: 161, dtype: object\n",
      "162 Date         2019-12-31\n",
      "Open              29.11\n",
      "High              29.95\n",
      "Low                28.9\n",
      "Close             29.74\n",
      "Adj Close         29.74\n",
      "Volume         16228400\n",
      "Name: 162, dtype: object\n",
      "163 Date         2020-01-02\n",
      "Open              29.94\n",
      "High                 31\n",
      "Low               29.79\n",
      "Close             30.99\n",
      "Adj Close         30.99\n",
      "Volume         20578900\n",
      "Name: 163, dtype: object\n",
      "164 Date         2020-01-03\n",
      "Open              30.62\n",
      "High              31.43\n",
      "Low               30.48\n",
      "Close             31.37\n",
      "Adj Close         31.37\n",
      "Volume         18822700\n",
      "Name: 164, dtype: object\n",
      "165 Date         2020-01-06\n",
      "Open              31.01\n",
      "High              32.06\n",
      "Low                  31\n",
      "Close             31.58\n",
      "Adj Close         31.58\n",
      "Volume         21204700\n",
      "Name: 165, dtype: object\n",
      "166 Date         2020-01-07\n",
      "Open              31.79\n",
      "High              32.84\n",
      "Low               31.36\n",
      "Close             32.81\n",
      "Adj Close         32.81\n",
      "Volume         30119600\n",
      "Name: 166, dtype: object\n",
      "167 Date         2020-01-08\n",
      "Open              32.73\n",
      "High              34.52\n",
      "Low               32.46\n",
      "Close             33.93\n",
      "Adj Close         33.93\n",
      "Volume         43944400\n",
      "Name: 167, dtype: object\n",
      "168 Date         2020-01-09\n",
      "Open              34.45\n",
      "High              34.47\n",
      "Low               33.22\n",
      "Close             33.97\n",
      "Adj Close         33.97\n",
      "Volume         29385500\n",
      "Name: 168, dtype: object\n",
      "169 Date         2020-01-10\n",
      "Open              34.08\n",
      "High              34.99\n",
      "Low              33.835\n",
      "Close             34.01\n",
      "Adj Close         34.01\n",
      "Volume         34266400\n",
      "Name: 169, dtype: object\n",
      "170 Date         2020-01-13\n",
      "Open              34.29\n",
      "High              34.34\n",
      "Low               33.55\n",
      "Close             34.14\n",
      "Adj Close         34.14\n",
      "Volume         16915800\n",
      "Name: 170, dtype: object\n",
      "171 Date         2020-01-14\n",
      "Open               34.2\n",
      "High              35.02\n",
      "Low               33.92\n",
      "Close             34.84\n",
      "Adj Close         34.84\n",
      "Volume         26019000\n",
      "Name: 171, dtype: object\n",
      "172 Date         2020-01-15\n",
      "Open               34.9\n",
      "High             35.149\n",
      "Low               34.51\n",
      "Close             35.01\n",
      "Adj Close         35.01\n",
      "Volume         20762200\n",
      "Name: 172, dtype: object\n",
      "173 Date         2020-01-16\n",
      "Open              35.03\n",
      "High              35.06\n",
      "Low               34.18\n",
      "Close             34.68\n",
      "Adj Close         34.68\n",
      "Volume         21947800\n",
      "Name: 173, dtype: object\n",
      "174 Date         2020-01-17\n",
      "Open              34.97\n",
      "High              35.25\n",
      "Low               34.65\n",
      "Close             35.13\n",
      "Adj Close         35.13\n",
      "Volume         17251200\n",
      "Name: 174, dtype: object\n",
      "175 Date         2020-01-21\n",
      "Open               35.5\n",
      "High               37.8\n",
      "Low               35.41\n",
      "Close              37.6\n",
      "Adj Close          37.6\n",
      "Volume         48746700\n",
      "Name: 175, dtype: object\n",
      "176 Date         2020-01-22\n",
      "Open              37.94\n",
      "High              37.94\n",
      "Low               36.92\n",
      "Close             37.04\n",
      "Adj Close         37.04\n",
      "Volume         29765200\n",
      "Name: 176, dtype: object\n",
      "177 Date         2020-01-23\n",
      "Open              36.97\n",
      "High              37.95\n",
      "Low              36.725\n",
      "Close              37.4\n",
      "Adj Close          37.4\n",
      "Volume         21366000\n",
      "Name: 177, dtype: object\n",
      "178 Date         2020-01-24\n",
      "Open               37.5\n",
      "High             37.665\n",
      "Low               36.25\n",
      "Close              36.8\n",
      "Adj Close          36.8\n",
      "Volume         21598000\n",
      "Name: 178, dtype: object\n",
      "179 Date         2020-01-27\n",
      "Open              35.23\n",
      "High              36.65\n",
      "Low               34.19\n",
      "Close              36.3\n",
      "Adj Close          36.3\n",
      "Volume         18818000\n",
      "Name: 179, dtype: object\n",
      "180 Date         2020-01-28\n",
      "Open              37.14\n",
      "High              37.33\n",
      "Low               36.04\n",
      "Close             37.01\n",
      "Adj Close         37.01\n",
      "Volume         28974000\n",
      "Name: 180, dtype: object\n",
      "181 Date         2020-01-29\n",
      "Open              36.98\n",
      "High             37.565\n",
      "Low                36.8\n",
      "Close             36.99\n",
      "Adj Close         36.99\n",
      "Volume         16863000\n",
      "Name: 181, dtype: object\n",
      "182 Date         2020-01-30\n",
      "Open              36.82\n",
      "High             37.132\n",
      "Low               35.95\n",
      "Close             36.68\n",
      "Adj Close         36.68\n",
      "Volume         22847000\n",
      "Name: 182, dtype: object\n",
      "183 Date         2020-01-31\n",
      "Open                 37\n",
      "High              37.04\n",
      "Low               35.69\n",
      "Close             36.29\n",
      "Adj Close         36.29\n",
      "Volume         21553700\n",
      "Name: 183, dtype: object\n",
      "184 Date         2020-02-03\n",
      "Open              36.75\n",
      "High              37.64\n",
      "Low               36.53\n",
      "Close             37.59\n",
      "Adj Close         37.59\n",
      "Volume         23494600\n",
      "Name: 184, dtype: object\n",
      "185 Date         2020-02-04\n",
      "Open              37.87\n",
      "High              38.99\n",
      "Low               37.26\n",
      "Close             38.53\n",
      "Adj Close         38.53\n",
      "Volume         32425900\n",
      "Name: 185, dtype: object\n",
      "186 Date         2020-02-05\n",
      "Open              38.89\n",
      "High              38.97\n",
      "Low              36.735\n",
      "Close             36.81\n",
      "Adj Close         36.81\n",
      "Volume         38413300\n",
      "Name: 186, dtype: object\n",
      "187 Date         2020-02-06\n",
      "Open               37.3\n",
      "High              37.39\n",
      "Low               36.73\n",
      "Close             37.09\n",
      "Adj Close         37.09\n",
      "Volume         52699300\n",
      "Name: 187, dtype: object\n",
      "188 Date         2020-02-07\n",
      "Open              39.98\n",
      "High                 41\n",
      "Low               38.86\n",
      "Close             40.63\n",
      "Adj Close         40.63\n",
      "Volume        112325800\n",
      "Name: 188, dtype: object\n",
      "189 Date         2020-02-10\n",
      "Open              40.65\n",
      "High              41.34\n",
      "Low               39.96\n",
      "Close             40.01\n",
      "Adj Close         40.01\n",
      "Volume         60840800\n",
      "Name: 189, dtype: object\n",
      "190 Date         2020-02-11\n",
      "Open              40.25\n",
      "High             41.465\n",
      "Low               40.05\n",
      "Close             41.27\n",
      "Adj Close         41.27\n",
      "Volume         33896000\n",
      "Name: 190, dtype: object\n",
      "191 Date         2020-02-12\n",
      "Open               41.5\n",
      "High              41.86\n",
      "Low              41.065\n",
      "Close             41.25\n",
      "Adj Close         41.25\n",
      "Volume         26444900\n",
      "Name: 191, dtype: object\n",
      "192 Date         2020-02-13\n",
      "Open              40.93\n",
      "High              41.55\n",
      "Low                  40\n",
      "Close             40.09\n",
      "Adj Close         40.09\n",
      "Volume         23850900\n",
      "Name: 192, dtype: object\n",
      "193 Date         2020-02-14\n",
      "Open              40.02\n",
      "High              40.31\n",
      "Low                38.7\n",
      "Close             39.66\n",
      "Adj Close         39.66\n",
      "Volume         32014200\n",
      "Name: 193, dtype: object\n",
      "194 Date         2020-02-18\n",
      "Open              39.49\n",
      "High              40.27\n",
      "Low               39.45\n",
      "Close             40.18\n",
      "Adj Close         40.18\n",
      "Volume         22149300\n",
      "Name: 194, dtype: object\n",
      "195 Date         2020-02-19\n",
      "Open              40.42\n",
      "High              41.23\n",
      "Low              40.115\n",
      "Close             41.05\n",
      "Adj Close         41.05\n",
      "Volume         23287300\n",
      "Name: 195, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "196 Date         2020-02-20\n",
      "Open                 41\n",
      "High              41.19\n",
      "Low               39.85\n",
      "Close             40.92\n",
      "Adj Close         40.92\n",
      "Volume         25446400\n",
      "Name: 196, dtype: object\n",
      "197 Date         2020-02-21\n",
      "Open              40.89\n",
      "High              40.89\n",
      "Low               40.05\n",
      "Close             40.72\n",
      "Adj Close         40.72\n",
      "Volume         20595500\n",
      "Name: 197, dtype: object\n",
      "198 Date         2020-02-24\n",
      "Open              38.21\n",
      "High              39.14\n",
      "Low               37.75\n",
      "Close             38.31\n",
      "Adj Close         38.31\n",
      "Volume         37123200\n",
      "Name: 198, dtype: object\n",
      "199 Date         2020-02-25\n",
      "Open               38.9\n",
      "High              39.15\n",
      "Low                35.5\n",
      "Close             35.89\n",
      "Adj Close         35.89\n",
      "Volume         49281600\n",
      "Name: 199, dtype: object\n",
      "200 Date         2020-02-26\n",
      "Open              35.53\n",
      "High             36.165\n",
      "Low               33.89\n",
      "Close             34.45\n",
      "Adj Close         34.45\n",
      "Volume         44051400\n",
      "Name: 200, dtype: object\n",
      "201 Date         2020-02-27\n",
      "Open              32.03\n",
      "High              34.16\n",
      "Low               30.67\n",
      "Close             32.45\n",
      "Adj Close         32.45\n",
      "Volume         66557200\n",
      "Name: 201, dtype: object\n",
      "202 Date         2020-02-28\n",
      "Open              31.81\n",
      "High              34.29\n",
      "Low                  31\n",
      "Close             33.87\n",
      "Adj Close         33.87\n",
      "Volume         52049300\n",
      "Name: 202, dtype: object\n",
      "203 Date         2020-03-02\n",
      "Open              34.05\n",
      "High              34.08\n",
      "Low               31.74\n",
      "Close             32.85\n",
      "Adj Close         32.85\n",
      "Volume         46662000\n",
      "Name: 203, dtype: object\n",
      "204 Date         2020-03-03\n",
      "Open              34.02\n",
      "High              34.18\n",
      "Low                31.9\n",
      "Close             33.04\n",
      "Adj Close         33.04\n",
      "Volume         35182400\n",
      "Name: 204, dtype: object\n",
      "205 Date         2020-03-04\n",
      "Open              33.93\n",
      "High              35.34\n",
      "Low               32.28\n",
      "Close             34.53\n",
      "Adj Close         34.53\n",
      "Volume         44738600\n",
      "Name: 205, dtype: object\n",
      "206 Date         2020-03-05\n",
      "Open              33.47\n",
      "High              33.57\n",
      "Low               31.97\n",
      "Close             32.21\n",
      "Adj Close         32.21\n",
      "Volume         32764500\n",
      "Name: 206, dtype: object\n",
      "207 Date         2020-03-06\n",
      "Open              31.23\n",
      "High              32.41\n",
      "Low               30.45\n",
      "Close             31.68\n",
      "Adj Close         31.68\n",
      "Volume         34808700\n",
      "Name: 207, dtype: object\n",
      "208 Date         2020-03-09\n",
      "Open               28.5\n",
      "High              30.32\n",
      "Low               28.15\n",
      "Close             28.17\n",
      "Adj Close         28.17\n",
      "Volume         37439200\n",
      "Name: 208, dtype: object\n",
      "209 Date         2020-03-10\n",
      "Open              29.47\n",
      "High              29.86\n",
      "Low                  27\n",
      "Close             28.97\n",
      "Adj Close         28.97\n",
      "Volume         36308300\n",
      "Name: 209, dtype: object\n",
      "210 Date         2020-03-11\n",
      "Open              27.91\n",
      "High              28.14\n",
      "Low               25.61\n",
      "Close             26.24\n",
      "Adj Close         26.24\n",
      "Volume         43067800\n",
      "Name: 210, dtype: object\n",
      "211 Date         2020-03-12\n",
      "Open              23.26\n",
      "High              24.69\n",
      "Low               22.11\n",
      "Close             22.61\n",
      "Adj Close         22.61\n",
      "Volume         54042000\n",
      "Name: 211, dtype: object\n",
      "212 Date         2020-03-13\n",
      "Open              24.01\n",
      "High              24.81\n",
      "Low               21.13\n",
      "Close              22.6\n",
      "Adj Close          22.6\n",
      "Volume         53844400\n",
      "Name: 212, dtype: object\n",
      "213 Date         2020-03-16\n",
      "Open              20.15\n",
      "High              21.49\n",
      "Low                19.1\n",
      "Close             20.29\n",
      "Adj Close         20.29\n",
      "Volume         56914000\n",
      "Name: 213, dtype: object\n",
      "214 Date         2020-03-17\n",
      "Open              20.18\n",
      "High              20.31\n",
      "Low               18.01\n",
      "Close             18.91\n",
      "Adj Close         18.91\n",
      "Volume         60003900\n",
      "Name: 214, dtype: object\n",
      "215 Date         2020-03-18\n",
      "Open              17.76\n",
      "High               17.8\n",
      "Low               13.71\n",
      "Close             14.82\n",
      "Adj Close         14.82\n",
      "Volume         78286200\n",
      "Name: 215, dtype: object\n",
      "216 Date         2020-03-19\n",
      "Open              15.96\n",
      "High              21.26\n",
      "Low                15.7\n",
      "Close             20.49\n",
      "Adj Close         20.49\n",
      "Volume         83988700\n",
      "Name: 216, dtype: object\n",
      "217 Date         2020-03-20\n",
      "Open              22.53\n",
      "High              23.89\n",
      "Low               20.61\n",
      "Close             21.33\n",
      "Adj Close         21.33\n",
      "Volume         76529700\n",
      "Name: 217, dtype: object\n",
      "218 Date         2020-03-23\n",
      "Open              21.07\n",
      "High              22.73\n",
      "Low               19.73\n",
      "Close              22.4\n",
      "Adj Close          22.4\n",
      "Volume         47787100\n",
      "Name: 218, dtype: object\n",
      "219 Date         2020-03-24\n",
      "Open              24.41\n",
      "High              26.84\n",
      "Low               23.59\n",
      "Close             26.39\n",
      "Adj Close         26.39\n",
      "Volume         58505000\n",
      "Name: 219, dtype: object\n",
      "220 Date         2020-03-25\n",
      "Open              26.18\n",
      "High              28.45\n",
      "Low               25.31\n",
      "Close             26.19\n",
      "Adj Close         26.19\n",
      "Volume         52473900\n",
      "Name: 220, dtype: object\n",
      "221 Date         2020-03-26\n",
      "Open               26.6\n",
      "High              28.44\n",
      "Low               25.78\n",
      "Close             28.12\n",
      "Adj Close         28.12\n",
      "Volume         41336400\n",
      "Name: 221, dtype: object\n",
      "222 Date         2020-03-27\n",
      "Open              25.82\n",
      "High              28.03\n",
      "Low               25.07\n",
      "Close             27.28\n",
      "Adj Close         27.28\n",
      "Volume         40292200\n",
      "Name: 222, dtype: object\n",
      "223 Date         2020-03-30\n",
      "Open              26.33\n",
      "High              28.39\n",
      "Low               25.31\n",
      "Close             27.83\n",
      "Adj Close         27.83\n",
      "Volume         37725700\n",
      "Name: 223, dtype: object\n",
      "224 Date         2020-03-31\n",
      "Open              27.75\n",
      "High              28.25\n",
      "Low               26.92\n",
      "Close             27.92\n",
      "Adj Close         27.92\n",
      "Volume         43126400\n",
      "Name: 224, dtype: object\n",
      "225 Date         2020-04-01\n",
      "Open               26.5\n",
      "High             26.767\n",
      "Low               24.81\n",
      "Close             25.42\n",
      "Adj Close         25.42\n",
      "Volume         38538400\n",
      "Name: 225, dtype: object\n",
      "226 Date         2020-04-02\n",
      "Open              25.01\n",
      "High               25.2\n",
      "Low                  23\n",
      "Close             23.68\n",
      "Adj Close         23.68\n",
      "Volume         35838200\n",
      "Name: 226, dtype: object\n",
      "227 Date         2020-04-03\n",
      "Open              23.73\n",
      "High              23.79\n",
      "Low               21.67\n",
      "Close             22.82\n",
      "Adj Close         22.82\n",
      "Volume         40572000\n",
      "Name: 227, dtype: object\n",
      "228 Date         2020-04-06\n",
      "Open              24.13\n",
      "High              26.09\n",
      "Low               23.93\n",
      "Close             25.99\n",
      "Adj Close         25.99\n",
      "Volume         34692600\n",
      "Name: 228, dtype: object\n",
      "229 Date         2020-04-07\n",
      "Open              27.95\n",
      "High              28.11\n",
      "Low                25.5\n",
      "Close             25.74\n",
      "Adj Close         25.74\n",
      "Volume         36433800\n",
      "Name: 229, dtype: object\n",
      "230 Date         2020-04-08\n",
      "Open                 26\n",
      "High             27.878\n",
      "Low               25.79\n",
      "Close             26.94\n",
      "Adj Close         26.94\n",
      "Volume         36166900\n",
      "Name: 230, dtype: object\n",
      "231 Date         2020-04-09\n",
      "Open              27.88\n",
      "High              28.89\n",
      "Low               26.46\n",
      "Close             27.11\n",
      "Adj Close         27.11\n",
      "Volume         36190200\n",
      "Name: 231, dtype: object\n",
      "232 Date         2020-04-13\n",
      "Open              27.04\n",
      "High              28.08\n",
      "Low               26.47\n",
      "Close             27.99\n",
      "Adj Close         27.99\n",
      "Volume         24671600\n",
      "Name: 232, dtype: object\n",
      "233 Date         2020-04-14\n",
      "Open                 28\n",
      "High              28.77\n",
      "Low              27.013\n",
      "Close             27.75\n",
      "Adj Close         27.75\n",
      "Volume         32625300\n",
      "Name: 233, dtype: object\n",
      "234 Date         2020-04-15\n",
      "Open              26.82\n",
      "High              27.79\n",
      "Low               26.44\n",
      "Close             27.41\n",
      "Adj Close         27.41\n",
      "Volume         18720900\n",
      "Name: 234, dtype: object\n",
      "235 Date         2020-04-16\n",
      "Open              27.21\n",
      "High              28.05\n",
      "Low               26.46\n",
      "Close             27.03\n",
      "Adj Close         27.03\n",
      "Volume         24088700\n",
      "Name: 235, dtype: object\n",
      "236 Date         2020-04-17\n",
      "Open              28.69\n",
      "High              28.79\n",
      "Low               27.26\n",
      "Close                28\n",
      "Adj Close            28\n",
      "Volume         34129800\n",
      "Name: 236, dtype: object\n",
      "237 Date         2020-04-20\n",
      "Open              27.07\n",
      "High              28.76\n",
      "Low                26.9\n",
      "Close             28.19\n",
      "Adj Close         28.19\n",
      "Volume         32224000\n",
      "Name: 237, dtype: object\n",
      "238 Date         2020-04-21\n",
      "Open               27.5\n",
      "High              28.15\n",
      "Low                26.6\n",
      "Close             27.19\n",
      "Adj Close         27.19\n",
      "Volume         20969100\n",
      "Name: 238, dtype: object\n",
      "239 Date         2020-04-22\n",
      "Open              27.97\n",
      "High              28.56\n",
      "Low               27.51\n",
      "Close             28.24\n",
      "Adj Close         28.24\n",
      "Volume         21199400\n",
      "Name: 239, dtype: object\n",
      "240 Date         2020-04-23\n",
      "Open              28.75\n",
      "High              29.25\n",
      "Low              28.241\n",
      "Close             28.33\n",
      "Adj Close         28.33\n",
      "Volume         26992400\n",
      "Name: 240, dtype: object\n",
      "241 Date         2020-04-24\n",
      "Open              28.51\n",
      "High              29.59\n",
      "Low               28.14\n",
      "Close             29.49\n",
      "Adj Close         29.49\n",
      "Volume         20634900\n",
      "Name: 241, dtype: object\n",
      "242 Date         2020-04-27\n",
      "Open              29.74\n",
      "High              30.49\n",
      "Low              29.411\n",
      "Close             30.08\n",
      "Adj Close         30.08\n",
      "Volume         31705800\n",
      "Name: 242, dtype: object\n",
      "243 Date         2020-04-28\n",
      "Open                 31\n",
      "High              31.83\n",
      "Low               29.36\n",
      "Close             30.12\n",
      "Adj Close         30.12\n",
      "Volume         27383200\n",
      "Name: 243, dtype: object\n",
      "244 Date         2020-04-29\n",
      "Open                 31\n",
      "High                 32\n",
      "Low               30.33\n",
      "Close             31.37\n",
      "Adj Close         31.37\n",
      "Volume         28288100\n",
      "Name: 244, dtype: object\n",
      "245 Date         2020-04-30\n",
      "Open               30.5\n",
      "High              31.05\n",
      "Low               29.75\n",
      "Close             30.27\n",
      "Adj Close         30.27\n",
      "Volume         20095400\n",
      "Name: 245, dtype: object\n",
      "246 Date         2020-05-01\n",
      "Open              29.13\n",
      "High              29.72\n",
      "Low              28.325\n",
      "Close             28.39\n",
      "Adj Close         28.39\n",
      "Volume         19290200\n",
      "Name: 246, dtype: object\n",
      "247 Date         2020-05-04\n",
      "Open              27.56\n",
      "High              28.07\n",
      "Low               26.58\n",
      "Close             27.42\n",
      "Adj Close         27.42\n",
      "Volume         23428300\n",
      "Name: 247, dtype: object\n",
      "248 Date         2020-05-05\n",
      "Open              28.25\n",
      "High             28.909\n",
      "Low               27.44\n",
      "Close             28.07\n",
      "Adj Close         28.07\n",
      "Volume         30725400\n",
      "Name: 248, dtype: object\n",
      "249 Date         2020-05-06\n",
      "Open               27.5\n",
      "High              28.06\n",
      "Low               26.81\n",
      "Close             27.82\n",
      "Adj Close         27.82\n",
      "Volume         31076500\n",
      "Name: 249, dtype: object\n",
      "250 Date         2020-05-07\n",
      "Open               29.6\n",
      "High              31.65\n",
      "Low               29.58\n",
      "Close             30.93\n",
      "Adj Close         30.93\n",
      "Volume         62229500\n",
      "Name: 250, dtype: object\n",
      "251 Date         2020-05-08\n",
      "Open              32.59\n",
      "High               33.3\n",
      "Low               31.64\n",
      "Close             32.79\n",
      "Adj Close         32.79\n",
      "Volume         69458100\n",
      "Name: 251, dtype: object\n",
      "252 Date         2020-05-11\n",
      "Open              31.98\n",
      "High             32.385\n",
      "Low               31.41\n",
      "Close             31.64\n",
      "Adj Close         31.64\n",
      "Volume         26439200\n",
      "Name: 252, dtype: object\n",
      "253 Date         2020-05-12\n",
      "Open              31.42\n",
      "High              34.45\n",
      "Low               30.41\n",
      "Close              32.4\n",
      "Adj Close          32.4\n",
      "Volume         89586000\n",
      "Name: 253, dtype: object\n",
      "254 Date         2020-05-13\n",
      "Open               32.3\n",
      "High              33.06\n",
      "Low               30.83\n",
      "Close             33.02\n",
      "Adj Close         33.02\n",
      "Volume         47279500\n",
      "Name: 254, dtype: object\n",
      "255 Date         2020-05-14\n",
      "Open              32.53\n",
      "High              33.04\n",
      "Low               31.24\n",
      "Close             32.79\n",
      "Adj Close         32.79\n",
      "Volume         32912600\n",
      "Name: 255, dtype: object\n",
      "256 Date         2020-05-15\n",
      "Open              32.26\n",
      "High              32.89\n",
      "Low               31.59\n",
      "Close             32.47\n",
      "Adj Close         32.47\n",
      "Volume         25950000\n",
      "Name: 256, dtype: object\n",
      "257 Date         2020-05-18\n",
      "Open               33.7\n",
      "High                 36\n",
      "Low               32.99\n",
      "Close             33.62\n",
      "Adj Close         33.62\n",
      "Volume         47534600\n",
      "Name: 257, dtype: object\n",
      "258 Date         2020-05-19\n",
      "Open              33.68\n",
      "High                 34\n",
      "Low               32.86\n",
      "Close              33.4\n",
      "Adj Close          33.4\n",
      "Volume         20223600\n",
      "Name: 258, dtype: object\n",
      "259 Date         2020-05-20\n",
      "Open              34.12\n",
      "High              34.77\n",
      "Low               33.82\n",
      "Close             34.48\n",
      "Adj Close         34.48\n",
      "Volume         21386700\n",
      "Name: 259, dtype: object\n",
      "260 Date         2020-05-21\n",
      "Open              34.45\n",
      "High              35.01\n",
      "Low               33.47\n",
      "Close             34.26\n",
      "Adj Close         34.26\n",
      "Volume         24075300\n",
      "Name: 260, dtype: object\n",
      "261 Date         2020-05-22\n",
      "Open              34.15\n",
      "High              34.93\n",
      "Low               33.57\n",
      "Close             34.83\n",
      "Adj Close         34.83\n",
      "Volume         18675700\n",
      "Name: 261, dtype: object\n",
      "262 Date         2020-05-26\n",
      "Open              35.97\n",
      "High                 36\n",
      "Low                34.5\n",
      "Close             34.56\n",
      "Adj Close         34.56\n",
      "Volume         23483200\n",
      "Name: 262, dtype: object\n",
      "263 Date         2020-05-27\n",
      "Open              34.42\n",
      "High                 35\n",
      "Low                33.1\n",
      "Close             34.88\n",
      "Adj Close         34.88\n",
      "Volume         27514600\n",
      "Name: 263, dtype: object\n",
      "264 Date         2020-05-28\n",
      "Open               34.9\n",
      "High               35.1\n",
      "Low               33.82\n",
      "Close             34.15\n",
      "Adj Close         34.15\n",
      "Volume         21951900\n",
      "Name: 264, dtype: object\n",
      "265 Date         2020-05-29\n",
      "Open              34.18\n",
      "High              36.45\n",
      "Low                  34\n",
      "Close             36.32\n",
      "Adj Close         36.32\n",
      "Volume         72393800\n",
      "Name: 265, dtype: object\n",
      "266 Date         2020-06-01\n",
      "Open              35.64\n",
      "High              36.39\n",
      "Low               35.16\n",
      "Close             35.82\n",
      "Adj Close         35.82\n",
      "Volume         21893800\n",
      "Name: 266, dtype: object\n",
      "267 Date         2020-06-02\n",
      "Open              36.16\n",
      "High              36.42\n",
      "Low               35.26\n",
      "Close             35.81\n",
      "Adj Close         35.81\n",
      "Volume         19328400\n",
      "Name: 267, dtype: object\n",
      "268 Date         2020-06-03\n",
      "Open               36.2\n",
      "High             37.368\n",
      "Low               36.14\n",
      "Close             36.75\n",
      "Adj Close         36.75\n",
      "Volume         23051800\n",
      "Name: 268, dtype: object\n",
      "269 Date         2020-06-04\n",
      "Open              36.42\n",
      "High               37.3\n",
      "Low               36.28\n",
      "Close             36.43\n",
      "Adj Close         36.43\n",
      "Volume         17423600\n",
      "Name: 269, dtype: object\n",
      "270 Date         2020-06-05\n",
      "Open              37.53\n",
      "High             38.783\n",
      "Low               36.92\n",
      "Close             37.21\n",
      "Adj Close         37.21\n",
      "Volume         30393400\n",
      "Name: 270, dtype: object\n",
      "271 Date         2020-06-08\n",
      "Open              37.87\n",
      "High               37.9\n",
      "Low               36.09\n",
      "Close             37.08\n",
      "Adj Close         37.08\n",
      "Volume         30099500\n",
      "Name: 271, dtype: object\n",
      "272 Date         2020-06-09\n",
      "Open               36.7\n",
      "High              37.33\n",
      "Low               36.25\n",
      "Close             36.59\n",
      "Adj Close         36.59\n",
      "Volume         15127300\n",
      "Name: 272, dtype: object\n",
      "273 Date         2020-06-10\n",
      "Open              36.69\n",
      "High               36.8\n",
      "Low              34.265\n",
      "Close             34.83\n",
      "Adj Close         34.83\n",
      "Volume         43473700\n",
      "Name: 273, dtype: object\n",
      "274 Date         2020-06-11\n",
      "Open              32.63\n",
      "High             33.245\n",
      "Low               30.89\n",
      "Close              31.1\n",
      "Adj Close          31.1\n",
      "Volume         45298700\n",
      "Name: 274, dtype: object\n",
      "275 Date         2020-06-12\n",
      "Open              32.73\n",
      "High              32.74\n",
      "Low               31.04\n",
      "Close             32.24\n",
      "Adj Close         32.24\n",
      "Volume         27685200\n",
      "Name: 275, dtype: object\n",
      "276 Date         2020-06-15\n",
      "Open              31.16\n",
      "High              32.68\n",
      "Low               31.02\n",
      "Close             32.67\n",
      "Adj Close         32.67\n",
      "Volume         21350300\n",
      "Name: 276, dtype: object\n",
      "277 Date         2020-06-16\n",
      "Open                 34\n",
      "High              34.17\n",
      "Low               32.43\n",
      "Close             33.49\n",
      "Adj Close         33.49\n",
      "Volume         21377100\n",
      "Name: 277, dtype: object\n",
      "278 Date         2020-06-17\n",
      "Open               33.5\n",
      "High             33.595\n",
      "Low              33.011\n",
      "Close             33.29\n",
      "Adj Close         33.29\n",
      "Volume         14827700\n",
      "Name: 278, dtype: object\n",
      "279 Date         2020-06-18\n",
      "Open                 33\n",
      "High              33.44\n",
      "Low                32.8\n",
      "Close              33.4\n",
      "Adj Close          33.4\n",
      "Volume         15495800\n",
      "Name: 279, dtype: object\n",
      "280 Date         2020-06-19\n",
      "Open              33.98\n",
      "High              34.02\n",
      "Low               32.27\n",
      "Close              32.3\n",
      "Adj Close          32.3\n",
      "Volume         29426300\n",
      "Name: 280, dtype: object\n",
      "281 Date         2020-06-22\n",
      "Open              32.43\n",
      "High              32.85\n",
      "Low               31.43\n",
      "Close             32.68\n",
      "Adj Close         32.68\n",
      "Volume         17790300\n",
      "Name: 281, dtype: object\n",
      "282 Date         2020-06-23\n",
      "Open              32.88\n",
      "High              33.21\n",
      "Low               32.59\n",
      "Close             33.05\n",
      "Adj Close         33.05\n",
      "Volume         13622100\n",
      "Name: 282, dtype: object\n",
      "283 Date         2020-06-24\n",
      "Open              32.75\n",
      "High              32.93\n",
      "Low              30.455\n",
      "Close             30.46\n",
      "Adj Close         30.46\n",
      "Volume         29477200\n",
      "Name: 283, dtype: object\n",
      "284 Date         2020-06-25\n",
      "Open                 30\n",
      "High             30.855\n",
      "Low               29.56\n",
      "Close             30.58\n",
      "Adj Close         30.58\n",
      "Volume         19142800\n",
      "Name: 284, dtype: object\n",
      "285 Date         2020-06-26\n",
      "Open              30.44\n",
      "High              30.44\n",
      "Low               29.21\n",
      "Close             29.61\n",
      "Adj Close         29.61\n",
      "Volume         46482300\n",
      "Name: 285, dtype: object\n",
      "286 Date         2020-06-29\n",
      "Open              29.51\n",
      "High              29.75\n",
      "Low               28.39\n",
      "Close             29.63\n",
      "Adj Close         29.63\n",
      "Volume         20795400\n",
      "Name: 286, dtype: object\n",
      "287 Date         2020-06-30\n",
      "Open              30.83\n",
      "High              31.25\n",
      "Low               30.13\n",
      "Close             31.08\n",
      "Adj Close         31.08\n",
      "Volume         21282800\n",
      "Name: 287, dtype: object\n",
      "288 Date         2020-07-01\n",
      "Open              30.96\n",
      "High             31.265\n",
      "Low              30.162\n",
      "Close             30.43\n",
      "Adj Close         30.43\n",
      "Volume         13611500\n",
      "Name: 288, dtype: object\n",
      "289 Date         2020-07-02\n",
      "Open              31.02\n",
      "High              31.57\n",
      "Low               30.51\n",
      "Close             30.68\n",
      "Adj Close         30.68\n",
      "Volume         14981100\n",
      "Name: 289, dtype: object\n",
      "290 Date         2020-07-06\n",
      "Open               33.1\n",
      "High               33.2\n",
      "Low               31.76\n",
      "Close             32.52\n",
      "Adj Close         32.52\n",
      "Volume         42392200\n",
      "Name: 290, dtype: object\n",
      "291 Date         2020-07-07\n",
      "Open              32.46\n",
      "High              33.56\n",
      "Low               32.39\n",
      "Close             32.82\n",
      "Adj Close         32.82\n",
      "Volume         34874700\n",
      "Name: 291, dtype: object\n",
      "292 Date         2020-07-08\n",
      "Open              33.21\n",
      "High              33.97\n",
      "Low               32.68\n",
      "Close             33.93\n",
      "Adj Close         33.93\n",
      "Volume         24602400\n",
      "Name: 292, dtype: object\n",
      "293 Date         2020-07-09\n",
      "Open              34.24\n",
      "High              34.46\n",
      "Low               32.26\n",
      "Close             33.15\n",
      "Adj Close         33.15\n",
      "Volume         25061800\n",
      "Name: 293, dtype: object\n",
      "294 Date         2020-07-10\n",
      "Open              33.14\n",
      "High              33.55\n",
      "Low               32.65\n",
      "Close             33.14\n",
      "Adj Close         33.14\n",
      "Volume         13586300\n",
      "Name: 294, dtype: object\n",
      "295 Date         2020-07-13\n",
      "Open              33.21\n",
      "High               33.6\n",
      "Low               31.66\n",
      "Close             31.72\n",
      "Adj Close         31.72\n",
      "Volume         19604800\n",
      "Name: 295, dtype: object\n",
      "296 Date         2020-07-14\n",
      "Open              31.35\n",
      "High              31.38\n",
      "Low               30.48\n",
      "Close             30.93\n",
      "Adj Close         30.93\n",
      "Volume         21781800\n",
      "Name: 296, dtype: object\n",
      "297 Date         2020-07-15\n",
      "Open               32.1\n",
      "High              32.97\n",
      "Low               31.68\n",
      "Close             32.81\n",
      "Adj Close         32.81\n",
      "Volume         20976500\n",
      "Name: 297, dtype: object\n",
      "298 Date         2020-07-16\n",
      "Open              32.05\n",
      "High              32.59\n",
      "Low               31.55\n",
      "Close             32.35\n",
      "Adj Close         32.35\n",
      "Volume         11090800\n",
      "Name: 298, dtype: object\n",
      "299 Date         2020-07-17\n",
      "Open              32.58\n",
      "High             32.816\n",
      "Low               31.85\n",
      "Close             32.55\n",
      "Adj Close         32.55\n",
      "Volume         13658700\n",
      "Name: 299, dtype: object\n",
      "300 Date         2020-07-20\n",
      "Open              32.48\n",
      "High             33.925\n",
      "Low               32.35\n",
      "Close             33.66\n",
      "Adj Close         33.66\n",
      "Volume         16213600\n",
      "Name: 300, dtype: object\n",
      "301 Date         2020-07-21\n",
      "Open              34.16\n",
      "High              34.23\n",
      "Low               32.53\n",
      "Close             32.55\n",
      "Adj Close         32.55\n",
      "Volume         16725100\n",
      "Name: 301, dtype: object\n",
      "302 Date         2020-07-22\n",
      "Open              32.44\n",
      "High              32.88\n",
      "Low               32.33\n",
      "Close             32.66\n",
      "Adj Close         32.66\n",
      "Volume         12128400\n",
      "Name: 302, dtype: object\n",
      "303 Date         2020-07-23\n",
      "Open              32.33\n",
      "High              33.02\n",
      "Low              31.983\n",
      "Close             32.17\n",
      "Adj Close         32.17\n",
      "Volume         12749800\n",
      "Name: 303, dtype: object\n",
      "304 Date         2020-07-24\n",
      "Open              31.74\n",
      "High               31.8\n",
      "Low               30.47\n",
      "Close             31.18\n",
      "Adj Close         31.18\n",
      "Volume         16896100\n",
      "Name: 304, dtype: object\n",
      "305 Date         2020-07-27\n",
      "Open              31.21\n",
      "High               31.6\n",
      "Low               30.75\n",
      "Close             30.99\n",
      "Adj Close         30.99\n",
      "Volume         10182300\n",
      "Name: 305, dtype: object\n",
      "306 Date         2020-07-28\n",
      "Open              30.79\n",
      "High              31.24\n",
      "Low               30.35\n",
      "Close             30.81\n",
      "Adj Close         30.81\n",
      "Volume         12977100\n",
      "Name: 306, dtype: object\n",
      "307 Date         2020-07-29\n",
      "Open              30.92\n",
      "High              31.26\n",
      "Low               30.77\n",
      "Close             31.02\n",
      "Adj Close         31.02\n",
      "Volume          8215900\n",
      "Name: 307, dtype: object\n",
      "308 Date         2020-07-30\n",
      "Open              30.65\n",
      "High              30.68\n",
      "Low               29.97\n",
      "Close             30.24\n",
      "Adj Close         30.24\n",
      "Volume         13062900\n",
      "Name: 308, dtype: object\n",
      "309 Date         2020-07-31\n",
      "Open               30.4\n",
      "High              30.42\n",
      "Low              29.785\n",
      "Close             30.26\n",
      "Adj Close         30.26\n",
      "Volume         16346800\n",
      "Name: 309, dtype: object\n",
      "310 Date         2020-08-03\n",
      "Open              30.24\n",
      "High             31.295\n",
      "Low               30.06\n",
      "Close             31.19\n",
      "Adj Close         31.19\n",
      "Volume         17078900\n",
      "Name: 310, dtype: object\n",
      "311 Date         2020-08-04\n",
      "Open              31.17\n",
      "High             32.845\n",
      "Low               31.17\n",
      "Close             32.68\n",
      "Adj Close         32.68\n",
      "Volume         21958100\n",
      "Name: 311, dtype: object\n",
      "312 Date         2020-08-05\n",
      "Open               33.1\n",
      "High              33.32\n",
      "Low                32.5\n",
      "Close              33.2\n",
      "Adj Close          33.2\n",
      "Volume         16987800\n",
      "Name: 312, dtype: object\n",
      "313 Date         2020-08-06\n",
      "Open              33.27\n",
      "High             34.795\n",
      "Low               33.21\n",
      "Close             34.71\n",
      "Adj Close         34.71\n",
      "Volume         38601500\n",
      "Name: 313, dtype: object\n",
      "314 Date         2020-08-07\n",
      "Open              33.09\n",
      "High               33.7\n",
      "Low               32.45\n",
      "Close              32.9\n",
      "Adj Close          32.9\n",
      "Volume         39071200\n",
      "Name: 314, dtype: object\n",
      "315 Date         2020-08-10\n",
      "Open              33.04\n",
      "High              33.18\n",
      "Low               31.51\n",
      "Close             32.27\n",
      "Adj Close         32.27\n",
      "Volume         21347600\n",
      "Name: 315, dtype: object\n",
      "316 Date         2020-08-11\n",
      "Open              31.66\n",
      "High              32.21\n",
      "Low               30.65\n",
      "Close             31.21\n",
      "Adj Close         31.21\n",
      "Volume         31569900\n",
      "Name: 316, dtype: object\n",
      "317 Date         2020-08-12\n",
      "Open              31.46\n",
      "High              32.22\n",
      "Low               30.69\n",
      "Close             30.84\n",
      "Adj Close         30.84\n",
      "Volume         23375900\n",
      "Name: 317, dtype: object\n",
      "318 Date         2020-08-13\n",
      "Open              30.52\n",
      "High              31.33\n",
      "Low               30.32\n",
      "Close             30.46\n",
      "Adj Close         30.46\n",
      "Volume         21976800\n",
      "Name: 318, dtype: object\n",
      "319 Date         2020-08-14\n",
      "Open               30.4\n",
      "High              30.49\n",
      "Low              29.815\n",
      "Close             29.99\n",
      "Adj Close         29.99\n",
      "Volume         17631600\n",
      "Name: 319, dtype: object\n",
      "320 Date         2020-08-17\n",
      "Open              30.05\n",
      "High              30.12\n",
      "Low               29.14\n",
      "Close             29.48\n",
      "Adj Close         29.48\n",
      "Volume         18544700\n",
      "Name: 320, dtype: object\n",
      "321 Date         2020-08-18\n",
      "Open               29.5\n",
      "High              30.46\n",
      "Low               29.41\n",
      "Close             30.08\n",
      "Adj Close         30.08\n",
      "Volume         29398200\n",
      "Name: 321, dtype: object\n",
      "322 Date         2020-08-19\n",
      "Open              30.15\n",
      "High             30.349\n",
      "Low               29.39\n",
      "Close             29.42\n",
      "Adj Close         29.42\n",
      "Volume         14050300\n",
      "Name: 322, dtype: object\n",
      "323 Date         2020-08-20\n",
      "Open              29.13\n",
      "High               31.7\n",
      "Low               28.48\n",
      "Close             31.41\n",
      "Adj Close         31.41\n",
      "Volume         56663300\n",
      "Name: 323, dtype: object\n",
      "324 Date         2020-08-21\n",
      "Open              31.39\n",
      "High              31.82\n",
      "Low              30.714\n",
      "Close             30.83\n",
      "Adj Close         30.83\n",
      "Volume         20217000\n",
      "Name: 324, dtype: object\n",
      "325 Date         2020-08-24\n",
      "Open              30.97\n",
      "High               31.3\n",
      "Low               30.37\n",
      "Close             31.04\n",
      "Adj Close         31.04\n",
      "Volume         17406200\n",
      "Name: 325, dtype: object\n",
      "326 Date         2020-08-25\n",
      "Open              31.04\n",
      "High              31.19\n",
      "Low                30.6\n",
      "Close             31.19\n",
      "Adj Close         31.19\n",
      "Volume         10056800\n",
      "Name: 326, dtype: object\n",
      "327 Date         2020-08-26\n",
      "Open              31.01\n",
      "High              32.71\n",
      "Low               30.95\n",
      "Close              32.3\n",
      "Adj Close          32.3\n",
      "Volume         20599800\n",
      "Name: 327, dtype: object\n",
      "328 Date         2020-08-27\n",
      "Open               32.4\n",
      "High              33.07\n",
      "Low               32.27\n",
      "Close              32.8\n",
      "Adj Close          32.8\n",
      "Volume         21306500\n",
      "Name: 328, dtype: object\n",
      "329 Date         2020-08-28\n",
      "Open                 33\n",
      "High              33.94\n",
      "Low               32.82\n",
      "Close              33.8\n",
      "Adj Close          33.8\n",
      "Volume         17825600\n",
      "Name: 329, dtype: object\n",
      "330 Date         2020-08-31\n",
      "Open              33.62\n",
      "High              33.92\n",
      "Low               33.14\n",
      "Close             33.63\n",
      "Adj Close         33.63\n",
      "Volume         14980600\n",
      "Name: 330, dtype: object\n",
      "331 Date         2020-09-01\n",
      "Open              33.45\n",
      "High              34.51\n",
      "Low              33.145\n",
      "Close              34.3\n",
      "Adj Close          34.3\n",
      "Volume         16013900\n",
      "Name: 331, dtype: object\n",
      "332 Date         2020-09-02\n",
      "Open              34.21\n",
      "High             34.505\n",
      "Low               33.29\n",
      "Close             34.37\n",
      "Adj Close         34.37\n",
      "Volume         16552700\n",
      "Name: 332, dtype: object\n",
      "333 Date         2020-09-03\n",
      "Open              34.08\n",
      "High              34.74\n",
      "Low               32.95\n",
      "Close             33.41\n",
      "Adj Close         33.41\n",
      "Volume         17288800\n",
      "Name: 333, dtype: object\n",
      "334 Date         2020-09-04\n",
      "Open              33.33\n",
      "High              33.65\n",
      "Low               31.55\n",
      "Close             33.24\n",
      "Adj Close         33.24\n",
      "Volume         17480600\n",
      "Name: 334, dtype: object\n",
      "335 Date         2020-09-08\n",
      "Open              32.36\n",
      "High               35.1\n",
      "Low               32.16\n",
      "Close             34.32\n",
      "Adj Close         34.32\n",
      "Volume         33683500\n",
      "Name: 335, dtype: object\n",
      "336 Date         2020-09-09\n",
      "Open              34.11\n",
      "High               35.5\n",
      "Low               34.11\n",
      "Close             35.01\n",
      "Adj Close         35.01\n",
      "Volume         22803500\n",
      "Name: 336, dtype: object\n",
      "337 Date         2020-09-10\n",
      "Open               35.2\n",
      "High              36.78\n",
      "Low               35.19\n",
      "Close             35.98\n",
      "Adj Close         35.98\n",
      "Volume         35468300\n",
      "Name: 337, dtype: object\n",
      "338 Date         2020-09-11\n",
      "Open               36.3\n",
      "High             37.145\n",
      "Low              36.254\n",
      "Close             36.98\n",
      "Adj Close         36.98\n",
      "Volume         27130900\n",
      "Name: 338, dtype: object\n",
      "339 Date         2020-09-14\n",
      "Open               37.1\n",
      "High                 38\n",
      "Low               37.08\n",
      "Close             37.95\n",
      "Adj Close         37.95\n",
      "Volume         28016000\n",
      "Name: 339, dtype: object\n",
      "340 Date         2020-09-15\n",
      "Open              37.95\n",
      "High              38.48\n",
      "Low               37.27\n",
      "Close             37.47\n",
      "Adj Close         37.47\n",
      "Volume         23532600\n",
      "Name: 340, dtype: object\n",
      "341 Date         2020-09-16\n",
      "Open              37.39\n",
      "High              38.52\n",
      "Low               37.39\n",
      "Close             37.66\n",
      "Adj Close         37.66\n",
      "Volume         21787100\n",
      "Name: 341, dtype: object\n",
      "342 Date         2020-09-17\n",
      "Open              36.68\n",
      "High             37.445\n",
      "Low               36.14\n",
      "Close             37.06\n",
      "Adj Close         37.06\n",
      "Volume         23534800\n",
      "Name: 342, dtype: object\n",
      "343 Date         2020-09-18\n",
      "Open              37.15\n",
      "High             37.565\n",
      "Low               36.39\n",
      "Close             37.12\n",
      "Adj Close         37.12\n",
      "Volume         68428600\n",
      "Name: 343, dtype: object\n",
      "344 Date         2020-09-21\n",
      "Open              35.86\n",
      "High              36.58\n",
      "Low               35.12\n",
      "Close             36.49\n",
      "Adj Close         36.49\n",
      "Volume         19100800\n",
      "Name: 344, dtype: object\n",
      "345 Date         2020-09-22\n",
      "Open              36.53\n",
      "High              36.55\n",
      "Low                34.1\n",
      "Close              34.4\n",
      "Adj Close          34.4\n",
      "Volume         28242800\n",
      "Name: 345, dtype: object\n",
      "346 Date         2020-09-23\n",
      "Open              34.45\n",
      "High             34.805\n",
      "Low                33.4\n",
      "Close             33.55\n",
      "Adj Close         33.55\n",
      "Volume         15796900\n",
      "Name: 346, dtype: object\n",
      "347 Date         2020-09-24\n",
      "Open              33.66\n",
      "High                 34\n",
      "Low               32.89\n",
      "Close             33.35\n",
      "Adj Close         33.35\n",
      "Volume         16404100\n",
      "Name: 347, dtype: object\n",
      "348 Date         2020-09-25\n",
      "Open               33.2\n",
      "High               34.5\n",
      "Low                33.2\n",
      "Close             34.46\n",
      "Adj Close         34.46\n",
      "Volume         10736300\n",
      "Name: 348, dtype: object\n",
      "349 Date         2020-09-28\n",
      "Open               35.8\n",
      "High             36.625\n",
      "Low               35.26\n",
      "Close             35.56\n",
      "Adj Close         35.56\n",
      "Volume         22878400\n",
      "Name: 349, dtype: object\n",
      "350 Date         2020-09-29\n",
      "Open              35.56\n",
      "High              35.65\n",
      "Low              34.595\n",
      "Close             35.43\n",
      "Adj Close         35.43\n",
      "Volume         16488700\n",
      "Name: 350, dtype: object\n",
      "351 Date         2020-09-30\n",
      "Open              35.28\n",
      "High               36.5\n",
      "Low               35.28\n",
      "Close             36.48\n",
      "Adj Close         36.48\n",
      "Volume         21386300\n",
      "Name: 351, dtype: object\n",
      "352 Date         2020-10-01\n",
      "Open              36.86\n",
      "High             37.828\n",
      "Low               36.58\n",
      "Close             37.14\n",
      "Adj Close         37.14\n",
      "Volume         19187500\n",
      "Name: 352, dtype: object\n",
      "353 Date         2020-10-02\n",
      "Open                 36\n",
      "High              37.99\n",
      "Low               35.94\n",
      "Close             37.72\n",
      "Adj Close         37.72\n",
      "Volume         20123400\n",
      "Name: 353, dtype: object\n",
      "354 Date         2020-10-05\n",
      "Open               37.7\n",
      "High                 38\n",
      "Low               36.88\n",
      "Close             37.14\n",
      "Adj Close         37.14\n",
      "Volume         13093100\n",
      "Name: 354, dtype: object\n",
      "355 Date         2020-10-06\n",
      "Open              37.17\n",
      "High              37.37\n",
      "Low               36.04\n",
      "Close             36.26\n",
      "Adj Close         36.26\n",
      "Volume         13074700\n",
      "Name: 355, dtype: object\n",
      "356 Date         2020-10-07\n",
      "Open              36.59\n",
      "High              37.11\n",
      "Low              36.365\n",
      "Close             36.78\n",
      "Adj Close         36.78\n",
      "Volume         13782100\n",
      "Name: 356, dtype: object\n",
      "357 Date         2020-10-08\n",
      "Open                 37\n",
      "High              37.83\n",
      "Low               36.96\n",
      "Close             37.34\n",
      "Adj Close         37.34\n",
      "Volume         12212400\n",
      "Name: 357, dtype: object\n",
      "358 Date         2020-10-09\n",
      "Open              37.91\n",
      "High              38.35\n",
      "Low               37.19\n",
      "Close             37.27\n",
      "Adj Close         37.27\n",
      "Volume         13172000\n",
      "Name: 358, dtype: object\n",
      "359 Date         2020-10-12\n",
      "Open              37.56\n",
      "High              37.56\n",
      "Low              36.175\n",
      "Close             36.26\n",
      "Adj Close         36.26\n",
      "Volume         16569400\n",
      "Name: 359, dtype: object\n",
      "360 Date         2020-10-13\n",
      "Open              36.22\n",
      "High              36.23\n",
      "Low               35.02\n",
      "Close             35.56\n",
      "Adj Close         35.56\n",
      "Volume         15463100\n",
      "Name: 360, dtype: object\n",
      "361 Date         2020-10-14\n",
      "Open              35.69\n",
      "High              36.09\n",
      "Low              35.075\n",
      "Close             35.11\n",
      "Adj Close         35.11\n",
      "Volume         15397200\n",
      "Name: 361, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362 Date         2020-10-15\n",
      "Open              34.68\n",
      "High              34.81\n",
      "Low               34.02\n",
      "Close             34.26\n",
      "Adj Close         34.26\n",
      "Volume         15443800\n",
      "Name: 362, dtype: object\n",
      "363 Date         2020-10-16\n",
      "Open              34.78\n",
      "High               34.8\n",
      "Low               33.61\n",
      "Close             33.72\n",
      "Adj Close         33.72\n",
      "Volume         14899700\n",
      "Name: 363, dtype: object\n",
      "364 Date         2020-10-19\n",
      "Open              34.16\n",
      "High              34.59\n",
      "Low                  34\n",
      "Close             34.22\n",
      "Adj Close         34.22\n",
      "Volume         19278600\n",
      "Name: 364, dtype: object\n",
      "365 Date         2020-10-20\n",
      "Open              34.53\n",
      "High              36.76\n",
      "Low               34.53\n",
      "Close             36.31\n",
      "Adj Close         36.31\n",
      "Volume         29820700\n",
      "Name: 365, dtype: object\n",
      "366 Date         2020-10-21\n",
      "Open              36.25\n",
      "High              36.25\n",
      "Low              34.875\n",
      "Close              35.2\n",
      "Adj Close          35.2\n",
      "Volume         19058700\n",
      "Name: 366, dtype: object\n",
      "367 Date         2020-10-22\n",
      "Open              35.42\n",
      "High              36.89\n",
      "Low              34.915\n",
      "Close              36.7\n",
      "Adj Close          36.7\n",
      "Volume         14243600\n",
      "Name: 367, dtype: object\n",
      "368 Date         2020-10-23\n",
      "Open               36.5\n",
      "High              36.99\n",
      "Low              35.924\n",
      "Close             36.75\n",
      "Adj Close         36.75\n",
      "Volume         15960600\n",
      "Name: 368, dtype: object\n",
      "369 Date         2020-10-26\n",
      "Open               36.5\n",
      "High              36.74\n",
      "Low               35.12\n",
      "Close             35.49\n",
      "Adj Close         35.49\n",
      "Volume         12511700\n",
      "Name: 369, dtype: object\n",
      "370 Date         2020-10-27\n",
      "Open              35.51\n",
      "High               35.7\n",
      "Low               34.02\n",
      "Close             34.16\n",
      "Adj Close         34.16\n",
      "Volume         13692100\n",
      "Name: 370, dtype: object\n",
      "371 Date         2020-10-28\n",
      "Open              33.62\n",
      "High              33.66\n",
      "Low                32.9\n",
      "Close             33.65\n",
      "Adj Close         33.65\n",
      "Volume         15787900\n",
      "Name: 371, dtype: object\n",
      "372 Date         2020-10-29\n",
      "Open              33.71\n",
      "High             34.935\n",
      "Low               33.33\n",
      "Close             34.06\n",
      "Adj Close         34.06\n",
      "Volume         13735300\n",
      "Name: 372, dtype: object\n",
      "373 Date         2020-10-30\n",
      "Open              33.91\n",
      "High              34.39\n",
      "Low              33.155\n",
      "Close             33.41\n",
      "Adj Close         33.41\n",
      "Volume         13506200\n",
      "Name: 373, dtype: object\n",
      "374 Date         2020-11-02\n",
      "Open              34.15\n",
      "High              35.05\n",
      "Low               34.06\n",
      "Close             34.81\n",
      "Adj Close         34.81\n",
      "Volume         18350500\n",
      "Name: 374, dtype: object\n",
      "375 Date         2020-11-03\n",
      "Open              35.27\n",
      "High              36.15\n",
      "Low               35.15\n",
      "Close             35.77\n",
      "Adj Close         35.77\n",
      "Volume         16208800\n",
      "Name: 375, dtype: object\n",
      "376 Date         2020-11-04\n",
      "Open              40.66\n",
      "High              42.15\n",
      "Low                  39\n",
      "Close             40.99\n",
      "Adj Close         40.99\n",
      "Volume        101818200\n",
      "Name: 376, dtype: object\n",
      "377 Date         2020-11-05\n",
      "Open              40.33\n",
      "High              42.05\n",
      "Low               40.01\n",
      "Close             41.96\n",
      "Adj Close         41.96\n",
      "Volume         34177600\n",
      "Name: 377, dtype: object\n",
      "378 Date         2020-11-06\n",
      "Open              42.09\n",
      "High              45.38\n",
      "Low               41.62\n",
      "Close             44.87\n",
      "Adj Close         44.87\n",
      "Volume         57670700\n",
      "Name: 378, dtype: object\n",
      "379 Date         2020-11-09\n",
      "Open              48.01\n",
      "High              49.62\n",
      "Low                47.3\n",
      "Close             48.18\n",
      "Adj Close         48.18\n",
      "Volume         61632300\n",
      "Name: 379, dtype: object\n",
      "380 Date         2020-11-10\n",
      "Open              46.74\n",
      "High              49.36\n",
      "Low              46.045\n",
      "Close                47\n",
      "Adj Close            47\n",
      "Volume         33079800\n",
      "Name: 380, dtype: object\n",
      "381 Date         2020-11-11\n",
      "Open              46.72\n",
      "High              47.52\n",
      "Low               45.91\n",
      "Close             46.23\n",
      "Adj Close         46.23\n",
      "Volume         19213700\n",
      "Name: 381, dtype: object\n",
      "382 Date         2020-11-12\n",
      "Open              45.39\n",
      "High              47.47\n",
      "Low               45.05\n",
      "Close              46.4\n",
      "Adj Close          46.4\n",
      "Volume         16251600\n",
      "Name: 382, dtype: object\n",
      "383 Date         2020-11-13\n",
      "Open              47.11\n",
      "High              47.79\n",
      "Low               45.93\n",
      "Close             47.61\n",
      "Adj Close         47.61\n",
      "Volume         15552400\n",
      "Name: 383, dtype: object\n",
      "384 Date         2020-11-16\n",
      "Open              48.74\n",
      "High              50.09\n",
      "Low               48.48\n",
      "Close             49.21\n",
      "Adj Close         49.21\n",
      "Volume         29301700\n",
      "Name: 384, dtype: object\n",
      "385 Date         2020-11-17\n",
      "Open              48.72\n",
      "High              49.62\n",
      "Low                48.5\n",
      "Close             48.89\n",
      "Adj Close         48.89\n",
      "Volume         16638300\n",
      "Name: 385, dtype: object\n",
      "386 Date         2020-11-18\n",
      "Open              48.77\n",
      "High              49.95\n",
      "Low               48.33\n",
      "Close             49.11\n",
      "Adj Close         49.11\n",
      "Volume         17783500\n",
      "Name: 386, dtype: object\n",
      "387 Date         2020-11-19\n",
      "Open               49.1\n",
      "High              49.91\n",
      "Low               48.65\n",
      "Close             49.26\n",
      "Adj Close         49.26\n",
      "Volume         13480300\n",
      "Name: 387, dtype: object\n",
      "388 Date         2020-11-20\n",
      "Open              49.98\n",
      "High              50.75\n",
      "Low               48.27\n",
      "Close             48.43\n",
      "Adj Close         48.43\n",
      "Volume         17330400\n",
      "Name: 388, dtype: object\n",
      "389 Date         2020-11-23\n",
      "Open              48.66\n",
      "High              50.88\n",
      "Low               48.51\n",
      "Close             50.04\n",
      "Adj Close         50.04\n",
      "Volume         17147100\n",
      "Name: 389, dtype: object\n",
      "390 Date         2020-11-24\n",
      "Open              50.62\n",
      "High              52.15\n",
      "Low              50.484\n",
      "Close             51.26\n",
      "Adj Close         51.26\n",
      "Volume         16216200\n",
      "Name: 390, dtype: object\n",
      "391 Date         2020-11-25\n",
      "Open              51.27\n",
      "High              51.45\n",
      "Low               49.92\n",
      "Close              50.8\n",
      "Adj Close          50.8\n",
      "Volume         11641600\n",
      "Name: 391, dtype: object\n",
      "392 Date         2020-11-27\n",
      "Open              50.93\n",
      "High              51.19\n",
      "Low                50.2\n",
      "Close             50.72\n",
      "Adj Close         50.72\n",
      "Volume          8339200\n",
      "Name: 392, dtype: object\n",
      "393 Date         2020-11-30\n",
      "Open              50.22\n",
      "High             51.005\n",
      "Low               48.53\n",
      "Close             49.66\n",
      "Adj Close         49.66\n",
      "Volume         17221500\n",
      "Name: 393, dtype: object\n",
      "394 Date         2020-12-01\n",
      "Open                 50\n",
      "High              51.41\n",
      "Low               49.07\n",
      "Close             49.63\n",
      "Adj Close         49.63\n",
      "Volume         20605500\n",
      "Name: 394, dtype: object\n",
      "395 Date         2020-12-02\n",
      "Open              49.26\n",
      "High              53.45\n",
      "Low               48.53\n",
      "Close             53.09\n",
      "Adj Close         53.09\n",
      "Volume         30381500\n",
      "Name: 395, dtype: object\n",
      "396 Date         2020-12-03\n",
      "Open               53.3\n",
      "High              53.49\n",
      "Low               52.12\n",
      "Close             52.52\n",
      "Adj Close         52.52\n",
      "Volume         13122400\n",
      "Name: 396, dtype: object\n",
      "397 Date         2020-12-04\n",
      "Open              52.71\n",
      "High              54.86\n",
      "Low               52.71\n",
      "Close             54.86\n",
      "Adj Close         54.86\n",
      "Volume         22207900\n",
      "Name: 397, dtype: object\n",
      "398 Date         2020-12-07\n",
      "Open              54.59\n",
      "High              54.87\n",
      "Low               53.65\n",
      "Close              53.8\n",
      "Adj Close          53.8\n",
      "Volume         13764400\n",
      "Name: 398, dtype: object\n",
      "399 Date         2020-12-08\n",
      "Open               52.4\n",
      "High              54.22\n",
      "Low               52.35\n",
      "Close             53.01\n",
      "Adj Close         53.01\n",
      "Volume         26167300\n",
      "Name: 399, dtype: object\n",
      "400 Date         2020-12-09\n",
      "Open              53.98\n",
      "High              56.02\n",
      "Low               53.06\n",
      "Close             53.79\n",
      "Adj Close         53.79\n",
      "Volume         46777900\n",
      "Name: 400, dtype: object\n",
      "401 Date         2020-12-10\n",
      "Open              52.33\n",
      "High              54.62\n",
      "Low                51.3\n",
      "Close             54.35\n",
      "Adj Close         54.35\n",
      "Volume         20207700\n",
      "Name: 401, dtype: object\n",
      "402 Date         2020-12-11\n",
      "Open              54.47\n",
      "High             55.025\n",
      "Low               52.33\n",
      "Close             52.63\n",
      "Adj Close         52.63\n",
      "Volume         16817900\n",
      "Name: 402, dtype: object\n",
      "403 Date         2020-12-14\n",
      "Open              53.27\n",
      "High              53.44\n",
      "Low               51.24\n",
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      "Adj Close         51.46\n",
      "Volume         19048500\n",
      "Name: 403, dtype: object\n",
      "404 Date         2020-12-15\n",
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      "High             52.825\n",
      "Low               50.87\n",
      "Close                51\n",
      "Adj Close            51\n",
      "Volume         17504700\n",
      "Name: 404, dtype: object\n",
      "405 Date         2020-12-16\n",
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      "High              51.68\n",
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      "Adj Close         50.49\n",
      "Volume         19577800\n",
      "Name: 405, dtype: object\n",
      "406 Date         2020-12-17\n",
      "Open              50.59\n",
      "High               51.3\n",
      "Low               50.17\n",
      "Close             50.63\n",
      "Adj Close         50.63\n",
      "Volume         19688300\n",
      "Name: 406, dtype: object\n",
      "407 Date         2020-12-18\n",
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      "High              50.95\n",
      "Low               49.52\n",
      "Close             50.62\n",
      "Adj Close         50.62\n",
      "Volume         24355200\n",
      "Name: 407, dtype: object\n",
      "408 Date         2020-12-21\n",
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      "High              52.35\n",
      "Low               48.79\n",
      "Close              51.8\n",
      "Adj Close          51.8\n",
      "Volume         23562900\n",
      "Name: 408, dtype: object\n",
      "409 Date         2020-12-22\n",
      "Open              52.11\n",
      "High              54.36\n",
      "Low               51.92\n",
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      "Adj Close         53.78\n",
      "Volume         23871800\n",
      "Name: 409, dtype: object\n",
      "410 Date         2020-12-23\n",
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      "High              54.09\n",
      "Low               52.99\n",
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      "Adj Close         53.71\n",
      "Volume         12671100\n",
      "Name: 410, dtype: object\n",
      "411 Date         2020-12-24\n",
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      "High             53.625\n",
      "Low               52.29\n",
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      "Adj Close         52.88\n",
      "Volume          6316800\n",
      "Name: 411, dtype: object\n",
      "412 Date         2020-12-28\n",
      "Open              53.02\n",
      "High              53.13\n",
      "Low               51.56\n",
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      "Adj Close         51.97\n",
      "Volume         12059000\n",
      "Name: 412, dtype: object\n",
      "413 Date         2020-12-29\n",
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      "High              52.99\n",
      "Low               51.47\n",
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      "Adj Close         52.27\n",
      "Volume         10140600\n",
      "Name: 413, dtype: object\n",
      "414 Date         2020-12-30\n",
      "Open              52.72\n",
      "High              53.85\n",
      "Low               52.22\n",
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      "Adj Close         53.15\n",
      "Volume          9518600\n",
      "Name: 414, dtype: object\n",
      "415 Date         2020-12-31\n",
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      "High              53.28\n",
      "Low                  51\n",
      "Close                51\n",
      "Adj Close            51\n",
      "Volume         13282800\n",
      "Name: 415, dtype: object\n",
      "416 Date         2021-01-04\n",
      "Open              52.22\n",
      "High              52.32\n",
      "Low              49.635\n",
      "Close             51.14\n",
      "Adj Close         51.14\n",
      "Volume         17291800\n",
      "Name: 416, dtype: object\n",
      "417 Date         2021-01-05\n",
      "Open                 51\n",
      "High              54.19\n",
      "Low               50.76\n",
      "Close             54.01\n",
      "Adj Close         54.01\n",
      "Volume         21403200\n",
      "Name: 417, dtype: object\n",
      "418 Date         2021-01-06\n",
      "Open              53.31\n",
      "High              54.07\n",
      "Low                  52\n",
      "Close             52.48\n",
      "Adj Close         52.48\n",
      "Volume         17738100\n",
      "Name: 418, dtype: object\n",
      "419 Date         2021-01-07\n",
      "Open              53.37\n",
      "High              56.25\n",
      "Low                53.2\n",
      "Close             56.13\n",
      "Adj Close         56.13\n",
      "Volume         23737500\n",
      "Name: 419, dtype: object\n",
      "420 Date         2021-01-08\n",
      "Open             54.395\n",
      "High              54.79\n",
      "Low               52.58\n",
      "Close             53.28\n",
      "Adj Close         53.28\n",
      "Volume         37999400\n",
      "Name: 420, dtype: object\n",
      "421 Date         2021-01-11\n",
      "Open              53.11\n",
      "High                 55\n",
      "Low               52.99\n",
      "Close             54.59\n",
      "Adj Close         54.59\n",
      "Volume         23213800\n",
      "Name: 421, dtype: object\n",
      "422 Date         2021-01-12\n",
      "Open               55.5\n",
      "High              59.39\n",
      "Low                  55\n",
      "Close             58.54\n",
      "Adj Close         58.54\n",
      "Volume         52128200\n",
      "Name: 422, dtype: object\n",
      "423 Date         2021-01-13\n",
      "Open              58.54\n",
      "High              59.88\n",
      "Low               57.53\n",
      "Close              59.4\n",
      "Adj Close          59.4\n",
      "Volume         24178500\n",
      "Name: 423, dtype: object\n",
      "424 Date         2021-01-14\n",
      "Open                 60\n",
      "High              60.03\n",
      "Low                56.7\n",
      "Close             56.91\n",
      "Adj Close         56.91\n",
      "Volume         26561000\n",
      "Name: 424, dtype: object\n",
      "425 Date         2021-01-15\n",
      "Open              57.49\n",
      "High               57.9\n",
      "Low                  55\n",
      "Close             55.52\n",
      "Adj Close         55.52\n",
      "Volume         23708800\n",
      "Name: 425, dtype: object\n",
      "426 Date         2021-01-19\n",
      "Open              56.39\n",
      "High             56.842\n",
      "Low                  55\n",
      "Close              56.3\n",
      "Adj Close          56.3\n",
      "Volume         16953700\n",
      "Name: 426, dtype: object\n",
      "427 Date         2021-01-20\n",
      "Open                 57\n",
      "High              57.98\n",
      "Low               55.47\n",
      "Close             56.38\n",
      "Adj Close         56.38\n",
      "Volume         16904300\n",
      "Name: 427, dtype: object\n",
      "428 Date         2021-01-21\n",
      "Open              56.57\n",
      "High                 57\n",
      "Low              55.314\n",
      "Close             55.79\n",
      "Adj Close         55.79\n",
      "Volume         13432000\n",
      "Name: 428, dtype: object\n",
      "429 Date         2021-01-22\n",
      "Open              55.25\n",
      "High              55.47\n",
      "Low               54.01\n",
      "Close             54.31\n",
      "Adj Close         54.31\n",
      "Volume         19570500\n",
      "Name: 429, dtype: object\n",
      "430 Date         2021-01-25\n",
      "Open               54.5\n",
      "High              54.52\n",
      "Low               49.65\n",
      "Close             54.29\n",
      "Adj Close         54.29\n",
      "Volume         40890100\n",
      "Name: 430, dtype: object\n",
      "431 Date         2021-01-26\n",
      "Open              54.62\n",
      "High              55.52\n",
      "Low               51.53\n",
      "Close             51.92\n",
      "Adj Close         51.92\n",
      "Volume         25677000\n",
      "Name: 431, dtype: object\n",
      "432 Date         2021-01-27\n",
      "Open              49.97\n",
      "High              50.86\n",
      "Low               47.15\n",
      "Close             48.11\n",
      "Adj Close         48.11\n",
      "Volume         33283400\n",
      "Name: 432, dtype: object\n",
      "433 Date         2021-01-28\n",
      "Open              50.12\n",
      "High              52.52\n",
      "Low               49.88\n",
      "Close             51.58\n",
      "Adj Close         51.58\n",
      "Volume         28114700\n",
      "Name: 433, dtype: object\n",
      "434 Date         2021-01-29\n",
      "Open              50.63\n",
      "High              51.49\n",
      "Low              49.635\n",
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      "Adj Close         50.93\n",
      "Volume         18743200\n",
      "Name: 434, dtype: object\n",
      "435 Date         2021-02-01\n",
      "Open              52.12\n",
      "High               52.9\n",
      "Low               51.35\n",
      "Close             52.76\n",
      "Adj Close         52.76\n",
      "Volume         15570900\n",
      "Name: 435, dtype: object\n",
      "436 Date         2021-02-02\n",
      "Open              55.11\n",
      "High              58.03\n",
      "Low               54.89\n",
      "Close             56.46\n",
      "Adj Close         56.46\n",
      "Volume         30286800\n",
      "Name: 436, dtype: object\n",
      "437 Date         2021-02-03\n",
      "Open              57.87\n",
      "High              58.13\n",
      "Low               56.74\n",
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      "Adj Close         57.12\n",
      "Volume         13519000\n",
      "Name: 437, dtype: object\n",
      "438 Date         2021-02-04\n",
      "Open              56.45\n",
      "High              57.85\n",
      "Low               56.11\n",
      "Close             57.85\n",
      "Adj Close         57.85\n",
      "Volume         13841600\n",
      "Name: 438, dtype: object\n",
      "439 Date         2021-02-05\n",
      "Open              58.16\n",
      "High             58.708\n",
      "Low               57.37\n",
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      "Adj Close         58.58\n",
      "Volume         15729200\n",
      "Name: 439, dtype: object\n",
      "440 Date         2021-02-08\n",
      "Open               59.7\n",
      "High              60.11\n",
      "Low               58.69\n",
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      "Adj Close         59.29\n",
      "Volume         18403700\n",
      "Name: 440, dtype: object\n",
      "441 Date         2021-02-09\n",
      "Open              58.91\n",
      "High              61.06\n",
      "Low               58.62\n",
      "Close             59.61\n",
      "Adj Close         59.61\n",
      "Volume         23510700\n",
      "Name: 441, dtype: object\n",
      "442 Date         2021-02-10\n",
      "Open                 62\n",
      "High               63.5\n",
      "Low                60.8\n",
      "Close             63.18\n",
      "Adj Close         63.18\n",
      "Volume         36972900\n",
      "Name: 442, dtype: object\n",
      "443 Date         2021-02-11\n",
      "Open              63.25\n",
      "High              64.05\n",
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      "Adj Close         60.71\n",
      "Volume         41363400\n",
      "Name: 443, dtype: object\n",
      "444 Date         2021-02-12\n",
      "Open              60.12\n",
      "High              60.93\n",
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      "Adj Close         60.63\n",
      "Volume         14607800\n",
      "Name: 444, dtype: object\n",
      "445 Date         2021-02-16\n",
      "Open              61.02\n",
      "High              61.31\n",
      "Low               59.84\n",
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      "Adj Close         60.52\n",
      "Volume         15413100\n",
      "Name: 445, dtype: object\n",
      "446 Date         2021-02-17\n",
      "Open              60.33\n",
      "High              60.95\n",
      "Low               58.95\n",
      "Close             60.81\n",
      "Adj Close         60.81\n",
      "Volume         12670000\n",
      "Name: 446, dtype: object\n",
      "447 Date         2021-02-18\n",
      "Open                 60\n",
      "High              60.29\n",
      "Low               58.23\n",
      "Close                59\n",
      "Adj Close            59\n",
      "Volume         15135600\n",
      "Name: 447, dtype: object\n",
      "448 Date         2021-02-19\n",
      "Open              58.36\n",
      "High             60.457\n",
      "Low              58.113\n",
      "Close             58.39\n",
      "Adj Close         58.39\n",
      "Volume         28097000\n",
      "Name: 448, dtype: object\n",
      "449 Date         2021-02-22\n",
      "Open              57.76\n",
      "High               58.1\n",
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      "Close             55.31\n",
      "Adj Close         55.31\n",
      "Volume         25565400\n",
      "Name: 449, dtype: object\n",
      "450 Date         2021-02-23\n",
      "Open               53.5\n",
      "High              56.37\n",
      "Low               51.89\n",
      "Close                56\n",
      "Adj Close            56\n",
      "Volume         23947500\n",
      "Name: 450, dtype: object\n",
      "451 Date         2021-02-24\n",
      "Open              54.95\n",
      "High              55.15\n",
      "Low               53.66\n",
      "Close             53.91\n",
      "Adj Close         53.91\n",
      "Volume         24627000\n",
      "Name: 451, dtype: object\n",
      "452 Date         2021-02-25\n",
      "Open              54.58\n",
      "High               54.6\n",
      "Low               50.86\n",
      "Close             51.45\n",
      "Adj Close         51.45\n",
      "Volume         27049100\n",
      "Name: 452, dtype: object\n",
      "453 Date         2021-02-26\n",
      "Open              52.07\n",
      "High              52.75\n",
      "Low               50.61\n",
      "Close             51.75\n",
      "Adj Close         51.75\n",
      "Volume         16349800\n",
      "Name: 453, dtype: object\n",
      "454 Date         2021-03-01\n",
      "Open              53.67\n",
      "High              54.76\n",
      "Low                53.3\n",
      "Close              54.4\n",
      "Adj Close          54.4\n",
      "Volume         18481100\n",
      "Name: 454, dtype: object\n",
      "455 Date         2021-03-02\n",
      "Open              55.54\n",
      "High              55.62\n",
      "Low              54.189\n",
      "Close             54.65\n",
      "Adj Close         54.65\n",
      "Volume         15199500\n",
      "Name: 455, dtype: object\n",
      "456 Date         2021-03-03\n",
      "Open              55.93\n",
      "High               57.8\n",
      "Low               54.65\n",
      "Close             56.11\n",
      "Adj Close         56.11\n",
      "Volume         28485400\n",
      "Name: 456, dtype: object\n",
      "457 Date         2021-03-04\n",
      "Open              55.75\n",
      "High              57.16\n",
      "Low               51.61\n",
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      "Adj Close         53.07\n",
      "Volume         27409600\n",
      "Name: 457, dtype: object\n",
      "458 Date         2021-03-05\n",
      "Open              54.28\n",
      "High              55.83\n",
      "Low               50.81\n",
      "Close             55.54\n",
      "Adj Close         55.54\n",
      "Volume         31576200\n",
      "Name: 458, dtype: object\n",
      "459 Date         2021-03-08\n",
      "Open               55.5\n",
      "High              56.45\n",
      "Low               52.89\n",
      "Close              53.2\n",
      "Adj Close          53.2\n",
      "Volume         19912100\n",
      "Name: 459, dtype: object\n",
      "460 Date         2021-03-09\n",
      "Open                 56\n",
      "High              56.15\n",
      "Low               54.72\n",
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      "Adj Close         55.25\n",
      "Volume         17192900\n",
      "Name: 460, dtype: object\n",
      "461 Date         2021-03-10\n",
      "Open              57.21\n",
      "High               58.9\n",
      "Low               56.27\n",
      "Close             57.68\n",
      "Adj Close         57.68\n",
      "Volume         27997000\n",
      "Name: 461, dtype: object\n",
      "462 Date         2021-03-11\n",
      "Open               58.8\n",
      "High              59.48\n",
      "Low               58.22\n",
      "Close             58.95\n",
      "Adj Close         58.95\n",
      "Volume         17293800\n",
      "Name: 462, dtype: object\n",
      "463 Date         2021-03-12\n",
      "Open              58.97\n",
      "High              60.59\n",
      "Low               57.62\n",
      "Close             60.35\n",
      "Adj Close         60.35\n",
      "Volume         14839300\n",
      "Name: 463, dtype: object\n",
      "464 Date         2021-03-15\n",
      "Open              60.35\n",
      "High              60.53\n",
      "Low               59.12\n",
      "Close             60.19\n",
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      "Volume         14985000\n",
      "Name: 464, dtype: object\n",
      "465 Date         2021-03-16\n",
      "Open              59.99\n",
      "High              61.02\n",
      "Low               58.38\n",
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      "Adj Close         58.85\n",
      "Volume         12885700\n",
      "Name: 465, dtype: object\n",
      "466 Date         2021-03-17\n",
      "Open              57.07\n",
      "High              57.57\n",
      "Low               55.54\n",
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      "Adj Close         56.36\n",
      "Volume         25509900\n",
      "Name: 466, dtype: object\n",
      "467 Date         2021-03-18\n",
      "Open              56.63\n",
      "High              57.48\n",
      "Low               55.21\n",
      "Close             55.69\n",
      "Adj Close         55.69\n",
      "Volume         15737000\n",
      "Name: 467, dtype: object\n",
      "468 Date         2021-03-19\n",
      "Open              55.48\n",
      "High              57.18\n",
      "Low               54.34\n",
      "Close             57.08\n",
      "Adj Close         57.08\n",
      "Volume         17396300\n",
      "Name: 468, dtype: object\n",
      "469 Date         2021-03-22\n",
      "Open              57.25\n",
      "High              57.61\n",
      "Low               55.47\n",
      "Close             55.69\n",
      "Adj Close         55.69\n",
      "Volume         14149400\n",
      "Name: 469, dtype: object\n",
      "470 Date         2021-03-23\n",
      "Open              55.63\n",
      "High              55.63\n",
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      "Adj Close         53.49\n",
      "Volume         14513500\n",
      "Name: 470, dtype: object\n",
      "471 Date         2021-03-24\n",
      "Open              54.46\n",
      "High              54.96\n",
      "Low               52.54\n",
      "Close             52.57\n",
      "Adj Close         52.57\n",
      "Volume         13700800\n",
      "Name: 471, dtype: object\n",
      "472 Date         2021-03-25\n",
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      "High              54.28\n",
      "Low                51.8\n",
      "Close             53.89\n",
      "Adj Close         53.89\n",
      "Volume         13210700\n",
      "Name: 472, dtype: object\n",
      "473 Date         2021-03-26\n",
      "Open              54.41\n",
      "High              55.25\n",
      "Low               53.52\n",
      "Close             54.71\n",
      "Adj Close         54.71\n",
      "Volume         13528200\n",
      "Name: 473, dtype: object\n",
      "474 Date         2021-03-29\n",
      "Open               54.8\n",
      "High               54.8\n",
      "Low               52.85\n",
      "Close             53.35\n",
      "Adj Close         53.35\n",
      "Volume          9724800\n",
      "Name: 474, dtype: object\n",
      "475 Date         2021-03-30\n",
      "Open              52.99\n",
      "High              54.12\n",
      "Low               52.64\n",
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      "Adj Close         53.46\n",
      "Volume          9497200\n",
      "Name: 475, dtype: object\n",
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      "Open              53.96\n",
      "High              55.18\n",
      "Low               53.58\n",
      "Close             54.51\n",
      "Adj Close         54.51\n",
      "Volume         14760500\n",
      "Name: 476, dtype: object\n",
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      "Open              55.61\n",
      "High              57.63\n",
      "Low               54.81\n",
      "Close              57.6\n",
      "Adj Close          57.6\n",
      "Volume         18703400\n",
      "Name: 477, dtype: object\n",
      "478 Date         2021-04-05\n",
      "Open               58.1\n",
      "High              58.42\n",
      "Low               56.64\n",
      "Close              57.4\n",
      "Adj Close          57.4\n",
      "Volume         13490200\n",
      "Name: 478, dtype: object\n",
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      "Open              57.34\n",
      "High              58.99\n",
      "Low               57.16\n",
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      "Adj Close         58.05\n",
      "Volume         13579200\n",
      "Name: 479, dtype: object\n",
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      "Open              58.02\n",
      "High              58.13\n",
      "Low               55.95\n",
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      "Adj Close         56.89\n",
      "Volume         12921900\n",
      "Name: 480, dtype: object\n",
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      "Open              56.65\n",
      "High              57.94\n",
      "Low               56.54\n",
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      "Adj Close         57.83\n",
      "Volume          9498500\n",
      "Name: 481, dtype: object\n",
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      "Open              57.32\n",
      "High              57.88\n",
      "Low                56.4\n",
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      "Adj Close         57.68\n",
      "Volume         10228500\n",
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      "Open              59.05\n",
      "High              60.77\n",
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      "Adj Close         59.44\n",
      "Volume         36041300\n",
      "Name: 483, dtype: object\n",
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      "Open              59.65\n",
      "High              61.01\n",
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      "Volume         21006100\n",
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      "Open              60.11\n",
      "High               61.5\n",
      "Low               59.18\n",
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      "Volume         18959800\n",
      "Name: 485, dtype: object\n",
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      "Open              59.88\n",
      "High              61.09\n",
      "Low               59.55\n",
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      "Adj Close         60.74\n",
      "Volume         17500200\n",
      "Name: 486, dtype: object\n",
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      "Open              60.74\n",
      "High              60.85\n",
      "Low               59.54\n",
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      "Adj Close         60.35\n",
      "Volume         11856100\n",
      "Name: 487, dtype: object\n",
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      "High              60.22\n",
      "Low               57.52\n",
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      "Adj Close         57.85\n",
      "Volume         16956900\n",
      "Name: 488, dtype: object\n",
      "489 Date         2021-04-20\n",
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      "High              58.12\n",
      "Low              55.244\n",
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      "Adj Close         55.48\n",
      "Volume         19081100\n",
      "Name: 489, dtype: object\n",
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      "Open                 55\n",
      "High               56.2\n",
      "Low               54.61\n",
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      "Adj Close         55.77\n",
      "Volume         11523900\n",
      "Name: 490, dtype: object\n",
      "491 Date         2021-04-22\n",
      "Open              55.85\n",
      "High             57.219\n",
      "Low               55.19\n",
      "Close             56.28\n",
      "Adj Close         56.28\n",
      "Volume         16936200\n",
      "Name: 491, dtype: object\n",
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      "Open              56.56\n",
      "High              57.95\n",
      "Low               56.39\n",
      "Close             57.93\n",
      "Adj Close         57.93\n",
      "Volume          8758800\n",
      "Name: 492, dtype: object\n",
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      "Open              58.05\n",
      "High              58.36\n",
      "Low               57.33\n",
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      "Adj Close         57.61\n",
      "Volume          8361600\n",
      "Name: 493, dtype: object\n",
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      "Open              58.32\n",
      "High               58.4\n",
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      "Adj Close         57.16\n",
      "Volume         12926800\n",
      "Name: 494, dtype: object\n",
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      "Open              56.88\n",
      "High              58.48\n",
      "Low               56.66\n",
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      "Adj Close         58.44\n",
      "Volume          9269700\n",
      "Name: 495, dtype: object\n",
      "496 Date         2021-04-29\n",
      "Open                 59\n",
      "High              59.22\n",
      "Low               53.11\n",
      "Close             54.93\n",
      "Adj Close         54.93\n",
      "Volume         43408000\n",
      "Name: 496, dtype: object\n",
      "497 Date         2021-04-30\n",
      "Open               54.3\n",
      "High              55.65\n",
      "Low               54.11\n",
      "Close             54.77\n",
      "Adj Close         54.77\n",
      "Volume         16736600\n",
      "Name: 497, dtype: object\n",
      "498 Date         2021-05-03\n",
      "Open              55.12\n",
      "High              56.13\n",
      "Low               54.84\n",
      "Close             54.85\n",
      "Adj Close         54.85\n",
      "Volume         13903300\n",
      "Name: 498, dtype: object\n",
      "499 Date         2021-05-04\n",
      "Open              54.52\n",
      "High              54.72\n",
      "Low               52.01\n",
      "Close             52.99\n",
      "Adj Close         52.99\n",
      "Volume         19336600\n",
      "Name: 499, dtype: object\n",
      "500 Date         2021-05-05\n",
      "Open              53.87\n",
      "High              54.07\n",
      "Low               50.63\n",
      "Close             51.18\n",
      "Adj Close         51.18\n",
      "Volume         43970500\n",
      "Name: 500, dtype: object\n",
      "501 Date         2021-05-06\n",
      "Open              48.39\n",
      "High              49.81\n",
      "Low               45.72\n",
      "Close             46.65\n",
      "Adj Close         46.65\n",
      "Volume         79242400\n",
      "Name: 501, dtype: object\n",
      "502 Date         2021-05-07\n",
      "Open              47.22\n",
      "High               48.6\n",
      "Low              46.535\n",
      "Close             47.03\n",
      "Adj Close         47.03\n",
      "Volume         27933900\n",
      "Name: 502, dtype: object\n",
      "503 Date         2021-05-10\n",
      "Open              47.71\n",
      "High              47.85\n",
      "Low                45.6\n",
      "Close             45.79\n",
      "Adj Close         45.79\n",
      "Volume         28309800\n",
      "Name: 503, dtype: object\n",
      "504 Date         2021-05-11\n",
      "Open               44.5\n",
      "High              46.79\n",
      "Low              44.182\n",
      "Close             46.21\n",
      "Adj Close         46.21\n",
      "Volume         29106900\n",
      "Name: 504, dtype: object\n",
      "505 Date         2021-05-12\n",
      "Open               45.9\n",
      "High             46.105\n",
      "Low               43.17\n",
      "Close             43.81\n",
      "Adj Close         43.81\n",
      "Volume         32117400\n",
      "Name: 505, dtype: object\n",
      "506 Date         2021-05-13\n",
      "Open              44.99\n",
      "High               46.1\n",
      "Low               43.56\n",
      "Close             44.48\n",
      "Adj Close         44.48\n",
      "Volume         36205100\n",
      "Name: 506, dtype: object\n",
      "507 Date         2021-05-14\n",
      "Open              45.03\n",
      "High              47.71\n",
      "Low               44.85\n",
      "Close             47.42\n",
      "Adj Close         47.42\n",
      "Volume         25323300\n",
      "Name: 507, dtype: object\n",
      "508 Date         2021-05-17\n",
      "Open              47.24\n",
      "High              47.94\n",
      "Low               46.51\n",
      "Close             47.51\n",
      "Adj Close         47.51\n",
      "Volume         17475300\n",
      "Name: 508, dtype: object\n",
      "509 Date         2021-05-18\n",
      "Open              49.67\n",
      "High              50.29\n",
      "Low              48.525\n",
      "Close             49.17\n",
      "Adj Close         49.17\n",
      "Volume         28244400\n",
      "Name: 509, dtype: object\n",
      "510 Date         2021-05-19\n",
      "Open              47.53\n",
      "High              49.83\n",
      "Low               47.37\n",
      "Close             49.47\n",
      "Adj Close         49.47\n",
      "Volume         16517500\n",
      "Name: 510, dtype: object\n",
      "511 Date         2021-05-20\n",
      "Open              49.57\n",
      "High              49.95\n",
      "Low               48.76\n",
      "Close             49.33\n",
      "Adj Close         49.33\n",
      "Volume         18822300\n",
      "Name: 511, dtype: object\n",
      "512 Date         2021-05-21\n",
      "Open              49.57\n",
      "High              49.95\n",
      "Low               48.76\n",
      "Close             48.82\n",
      "Adj Close         48.82\n",
      "Volume         20013200\n",
      "Name: 512, dtype: object\n",
      "513 Date         2021-05-24\n",
      "Open              49.33\n",
      "High               50.4\n",
      "Low               48.85\n",
      "Close             50.03\n",
      "Adj Close         50.03\n",
      "Volume         16768400\n",
      "Name: 513, dtype: object\n",
      "514 Date         2021-05-25\n",
      "Open              50.74\n",
      "High              51.59\n",
      "Low               50.44\n",
      "Close             50.46\n",
      "Adj Close         50.46\n",
      "Volume         16930900\n",
      "Name: 514, dtype: object\n",
      "515 Date         2021-05-26\n",
      "Open              50.32\n",
      "High              51.36\n",
      "Low               49.76\n",
      "Close             51.12\n",
      "Adj Close         51.12\n",
      "Volume         16393700\n",
      "Name: 515, dtype: object\n",
      "516 Date         2021-05-27\n",
      "Open              51.44\n",
      "High              51.69\n",
      "Low               48.72\n",
      "Close             50.71\n",
      "Adj Close         50.71\n",
      "Volume         51346000\n",
      "Name: 516, dtype: object\n",
      "517 Date         2021-05-28\n",
      "Open             50.675\n",
      "High              51.74\n",
      "Low               50.47\n",
      "Close             50.83\n",
      "Adj Close         50.83\n",
      "Volume         14226800\n",
      "Name: 517, dtype: object\n",
      "518 Date         2021-06-01\n",
      "Open              51.62\n",
      "High              51.66\n",
      "Low               49.84\n",
      "Close             50.98\n",
      "Adj Close         50.98\n",
      "Volume         16583800\n",
      "Name: 518, dtype: object\n",
      "519 Date         2021-06-02\n",
      "Open              51.19\n",
      "High              51.41\n",
      "Low               50.55\n",
      "Close             50.79\n",
      "Adj Close         50.79\n",
      "Volume         13484200\n",
      "Name: 519, dtype: object\n",
      "520 Date         2021-06-03\n",
      "Open              50.43\n",
      "High               50.5\n",
      "Low               48.53\n",
      "Close              48.7\n",
      "Adj Close          48.7\n",
      "Volume         14712900\n",
      "Name: 520, dtype: object\n",
      "521 Date         2021-06-04\n",
      "Open              49.56\n",
      "High              50.22\n",
      "Low               49.07\n",
      "Close             50.18\n",
      "Adj Close         50.18\n",
      "Volume         10409800\n",
      "Name: 521, dtype: object\n",
      "522 Date         2021-06-07\n",
      "Open              50.49\n",
      "High              51.22\n",
      "Low               49.75\n",
      "Close             50.76\n",
      "Adj Close         50.76\n",
      "Volume         16466200\n",
      "Name: 522, dtype: object\n",
      "523 Date         2021-06-08\n",
      "Open               50.7\n",
      "High               51.4\n",
      "Low               48.66\n",
      "Close             49.88\n",
      "Adj Close         49.88\n",
      "Volume         19672700\n",
      "Name: 523, dtype: object\n",
      "524 Date         2021-06-09\n",
      "Open                 50\n",
      "High              50.17\n",
      "Low               49.11\n",
      "Close             49.14\n",
      "Adj Close         49.14\n",
      "Volume         12615200\n",
      "Name: 524, dtype: object\n",
      "525 Date         2021-06-10\n",
      "Open              49.69\n",
      "High             49.895\n",
      "Low              48.425\n",
      "Close             49.55\n",
      "Adj Close         49.55\n",
      "Volume         14926500\n",
      "Name: 525, dtype: object\n",
      "526 Date         2021-06-11\n",
      "Open              50.03\n",
      "High              50.36\n",
      "Low              49.535\n",
      "Close             50.01\n",
      "Adj Close         50.01\n",
      "Volume         12127100\n",
      "Name: 526, dtype: object\n",
      "527 Date         2021-06-14\n",
      "Open              50.06\n",
      "High              51.49\n",
      "Low               49.56\n",
      "Close             50.77\n",
      "Adj Close         50.77\n",
      "Volume         15437300\n",
      "Name: 527, dtype: object\n",
      "528 Date         2021-06-15\n",
      "Open              49.55\n",
      "High             49.955\n",
      "Low               49.09\n",
      "Close              49.3\n",
      "Adj Close          49.3\n",
      "Volume         20358600\n",
      "Name: 528, dtype: object\n",
      "529 Date         2021-06-16\n",
      "Open              49.35\n",
      "High              49.66\n",
      "Low               48.29\n",
      "Close             48.89\n",
      "Adj Close         48.89\n",
      "Volume         18975800\n",
      "Name: 529, dtype: object\n",
      "530 Date         2021-06-17\n",
      "Open              48.96\n",
      "High             49.835\n",
      "Low               48.31\n",
      "Close              49.7\n",
      "Adj Close          49.7\n",
      "Volume         18911400\n",
      "Name: 530, dtype: object\n",
      "531 Date         2021-06-18\n",
      "Open              49.31\n",
      "High              50.39\n",
      "Low              48.775\n",
      "Close              49.7\n",
      "Adj Close          49.7\n",
      "Volume         20633500\n",
      "Name: 531, dtype: object\n",
      "532 Date         2021-06-21\n",
      "Open              49.72\n",
      "High              49.86\n",
      "Low                47.9\n",
      "Close             48.12\n",
      "Adj Close         48.12\n",
      "Volume         30752200\n",
      "Name: 532, dtype: object\n",
      "533 Date         2021-06-22\n",
      "Open               48.3\n",
      "High              49.34\n",
      "Low               47.75\n",
      "Close             49.05\n",
      "Adj Close         49.05\n",
      "Volume         19472500\n",
      "Name: 533, dtype: object\n",
      "534 Date         2021-06-23\n",
      "Open              49.06\n",
      "High              50.77\n",
      "Low               49.01\n",
      "Close             50.51\n",
      "Adj Close         50.51\n",
      "Volume         19843300\n",
      "Name: 534, dtype: object\n",
      "535 Date         2021-06-24\n",
      "Open               51.3\n",
      "High              51.55\n",
      "Low               50.22\n",
      "Close             50.82\n",
      "Adj Close         50.82\n",
      "Volume         12403300\n",
      "Name: 535, dtype: object\n",
      "536 Date         2021-06-25\n",
      "Open              51.18\n",
      "High              51.83\n",
      "Low               50.53\n",
      "Close             51.73\n",
      "Adj Close         51.73\n",
      "Volume         25727800\n",
      "Name: 536, dtype: object\n",
      "537 Date         2021-06-28\n",
      "Open              51.75\n",
      "High              52.36\n",
      "Low              50.365\n",
      "Close             51.11\n",
      "Adj Close         51.11\n",
      "Volume         22518000\n",
      "Name: 537, dtype: object\n",
      "538 Date         2021-06-29\n",
      "Open                 51\n",
      "High               51.3\n",
      "Low               50.24\n",
      "Close             50.76\n",
      "Adj Close         50.76\n",
      "Volume         14104200\n",
      "Name: 538, dtype: object\n",
      "539 Date         2021-06-30\n",
      "Open              51.02\n",
      "High              51.13\n",
      "Low               49.71\n",
      "Close             50.12\n",
      "Adj Close         50.12\n",
      "Volume         18069400\n",
      "Name: 539, dtype: object\n",
      "540 Date         2021-07-01\n",
      "Open              50.88\n",
      "High               51.6\n",
      "Low               50.02\n",
      "Close             50.59\n",
      "Adj Close         50.59\n",
      "Volume         17727600\n",
      "Name: 540, dtype: object\n",
      "541 Date         2021-07-02\n",
      "Open              50.57\n",
      "High             51.825\n",
      "Low               50.39\n",
      "Close             51.71\n",
      "Adj Close         51.71\n",
      "Volume         13690400\n",
      "Name: 541, dtype: object\n",
      "542 Date         2021-07-06\n",
      "Open               50.6\n",
      "High              52.03\n",
      "Low                50.4\n",
      "Close              50.8\n",
      "Adj Close          50.8\n",
      "Volume         21357800\n",
      "Name: 542, dtype: object\n",
      "543 Date         2021-07-07\n",
      "Open               50.8\n",
      "High              51.03\n",
      "Low               48.54\n",
      "Close             48.68\n",
      "Adj Close         48.68\n",
      "Volume         24559500\n",
      "Name: 543, dtype: object\n",
      "544 Date         2021-07-08\n",
      "Open              47.16\n",
      "High              48.21\n",
      "Low               46.57\n",
      "Close             47.55\n",
      "Adj Close         47.55\n",
      "Volume         24930200\n",
      "Name: 544, dtype: object\n",
      "545 Date         2021-07-09\n",
      "Open              47.84\n",
      "High              49.25\n",
      "Low               47.71\n",
      "Close             49.07\n",
      "Adj Close         49.07\n",
      "Volume         15401000\n",
      "Name: 545, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "546 Date         2021-07-12\n",
      "Open              48.87\n",
      "High              49.29\n",
      "Low               48.09\n",
      "Close             48.41\n",
      "Adj Close         48.41\n",
      "Volume         14142300\n",
      "Name: 546, dtype: object\n",
      "547 Date         2021-07-13\n",
      "Open              48.49\n",
      "High              48.59\n",
      "Low               47.75\n",
      "Close             48.08\n",
      "Adj Close         48.08\n",
      "Volume         11283600\n",
      "Name: 547, dtype: object\n",
      "548 Date         2021-07-14\n",
      "Open              48.28\n",
      "High              48.59\n",
      "Low               47.11\n",
      "Close             47.15\n",
      "Adj Close         47.15\n",
      "Volume         15837000\n",
      "Name: 548, dtype: object\n",
      "549 Date         2021-07-15\n",
      "Open              46.86\n",
      "High              47.46\n",
      "Low               46.15\n",
      "Close             46.42\n",
      "Adj Close         46.42\n",
      "Volume         17225300\n",
      "Name: 549, dtype: object\n",
      "550 Date         2021-07-16\n",
      "Open               46.4\n",
      "High              47.09\n",
      "Low               46.01\n",
      "Close             46.19\n",
      "Adj Close         46.19\n",
      "Volume         18224500\n",
      "Name: 550, dtype: object\n",
      "551 Date         2021-07-19\n",
      "Open                 45\n",
      "High             45.747\n",
      "Low              44.435\n",
      "Close             45.56\n",
      "Adj Close         45.56\n",
      "Volume         20890600\n",
      "Name: 551, dtype: object\n",
      "552 Date         2021-07-20\n",
      "Open              45.46\n",
      "High              46.66\n",
      "Low               45.07\n",
      "Close             46.32\n",
      "Adj Close         46.32\n",
      "Volume         13851400\n",
      "Name: 552, dtype: object\n",
      "553 Date         2021-07-21\n",
      "Open              46.53\n",
      "High              47.94\n",
      "Low               46.35\n",
      "Close             47.52\n",
      "Adj Close         47.52\n",
      "Volume         14953700\n",
      "Name: 553, dtype: object\n",
      "554 Date         2021-07-22\n",
      "Open               47.7\n",
      "High              48.17\n",
      "Low               47.24\n",
      "Close             47.57\n",
      "Adj Close         47.57\n",
      "Volume         11560800\n",
      "Name: 554, dtype: object\n",
      "555 Date         2021-07-23\n",
      "Open              47.61\n",
      "High              47.69\n",
      "Low               46.78\n",
      "Close             47.46\n",
      "Adj Close         47.46\n",
      "Volume          9540700\n",
      "Name: 555, dtype: object\n",
      "556 Date         2021-07-26\n",
      "Open              47.04\n",
      "High               47.6\n",
      "Low               46.37\n",
      "Close             46.81\n",
      "Adj Close         46.81\n",
      "Volume         12498000\n",
      "Name: 556, dtype: object\n",
      "557 Date         2021-07-27\n",
      "Open              46.54\n",
      "High              46.66\n",
      "Low              44.765\n",
      "Close             45.82\n",
      "Adj Close         45.82\n",
      "Volume         16874200\n",
      "Name: 557, dtype: object\n",
      "558 Date         2021-07-28\n",
      "Open              45.88\n",
      "High             46.963\n",
      "Low               45.81\n",
      "Close             46.14\n",
      "Adj Close         46.14\n",
      "Volume         19510300\n",
      "Name: 558, dtype: object\n",
      "559 Date         2021-07-29\n",
      "Open              44.12\n",
      "High              45.21\n",
      "Low                  44\n",
      "Close             44.69\n",
      "Adj Close         44.69\n",
      "Volume         51033700\n",
      "Name: 559, dtype: object\n",
      "560 Date         2021-07-30\n",
      "Open              44.38\n",
      "High              44.73\n",
      "Low               43.34\n",
      "Close             43.46\n",
      "Adj Close         43.46\n",
      "Volume         22168500\n",
      "Name: 560, dtype: object\n",
      "561 Date         2021-08-02\n",
      "Open               44.1\n",
      "High              44.29\n",
      "Low              43.445\n",
      "Close             43.49\n",
      "Adj Close         43.49\n",
      "Volume         26579900\n",
      "Name: 561, dtype: object\n",
      "562 Date         2021-08-03\n",
      "Open              43.56\n",
      "High              43.68\n",
      "Low               41.62\n",
      "Close             42.79\n",
      "Adj Close         42.79\n",
      "Volume         37622200\n",
      "Name: 562, dtype: object\n",
      "563 Date         2021-08-04\n",
      "Open               42.7\n",
      "High              42.82\n",
      "Low               41.37\n",
      "Close             41.81\n",
      "Adj Close         41.81\n",
      "Volume         42969100\n",
      "Name: 563, dtype: object\n",
      "564 Date         2021-08-05\n",
      "Open               40.5\n",
      "High              44.65\n",
      "Low               40.15\n",
      "Close             43.07\n",
      "Adj Close         43.07\n",
      "Volume         60871500\n",
      "Name: 564, dtype: object\n",
      "565 Date         2021-08-06\n",
      "Open              43.74\n",
      "High             44.935\n",
      "Low               43.65\n",
      "Close             44.28\n",
      "Adj Close         44.28\n",
      "Volume         25505000\n",
      "Name: 565, dtype: object\n",
      "566 Date         2021-08-09\n",
      "Open              44.19\n",
      "High              44.27\n",
      "Low               43.21\n",
      "Close             43.25\n",
      "Adj Close         43.25\n",
      "Volume         19238400\n",
      "Name: 566, dtype: object\n",
      "567 Date         2021-08-10\n",
      "Open               43.7\n",
      "High              44.24\n",
      "Low               43.25\n",
      "Close              43.5\n",
      "Adj Close          43.5\n",
      "Volume         26675200\n",
      "Name: 567, dtype: object\n",
      "568 Date         2021-08-11\n",
      "Open              43.41\n",
      "High               43.5\n",
      "Low                  42\n",
      "Close             43.08\n",
      "Adj Close         43.08\n",
      "Volume         21766100\n",
      "Name: 568, dtype: object\n",
      "569 Date         2021-08-12\n",
      "Open              42.86\n",
      "High             42.965\n",
      "Low               42.18\n",
      "Close             42.73\n",
      "Adj Close         42.73\n",
      "Volume         16549100\n",
      "Name: 569, dtype: object\n",
      "570 Date         2021-08-13\n",
      "Open               42.8\n",
      "High              43.03\n",
      "Low                42.2\n",
      "Close             42.22\n",
      "Adj Close         42.22\n",
      "Volume          8581600\n",
      "Name: 570, dtype: object\n",
      "571 Date         2021-08-16\n",
      "Open              41.76\n",
      "High              41.79\n",
      "Low               40.86\n",
      "Close              41.5\n",
      "Adj Close          41.5\n",
      "Volume         19223500\n",
      "Name: 571, dtype: object\n",
      "572 Date         2021-08-17\n",
      "Open                 41\n",
      "High              41.48\n",
      "Low               40.58\n",
      "Close                41\n",
      "Adj Close            41\n",
      "Volume         20364400\n",
      "Name: 572, dtype: object\n",
      "573 Date         2021-08-18\n",
      "Open              40.97\n",
      "High              41.53\n",
      "Low                40.8\n",
      "Close             40.88\n",
      "Adj Close         40.88\n",
      "Volume         13682300\n",
      "Name: 573, dtype: object\n",
      "574 Date         2021-08-19\n",
      "Open              40.28\n",
      "High               40.6\n",
      "Low               39.51\n",
      "Close             39.86\n",
      "Adj Close         39.86\n",
      "Volume         22471400\n",
      "Name: 574, dtype: object\n",
      "575 Date         2021-08-20\n",
      "Open              39.69\n",
      "High              40.08\n",
      "Low               39.24\n",
      "Close             39.95\n",
      "Adj Close         39.95\n",
      "Volume         18074100\n",
      "Name: 575, dtype: object\n",
      "576 Date         2021-08-23\n",
      "Open                 39\n",
      "High              41.08\n",
      "Low               38.84\n",
      "Close                41\n",
      "Adj Close            41\n",
      "Volume         33901300\n",
      "Name: 576, dtype: object\n",
      "577 Date         2021-08-24\n",
      "Open               41.1\n",
      "High              41.21\n",
      "Low               39.97\n",
      "Close             40.17\n",
      "Adj Close         40.17\n",
      "Volume         44872800\n",
      "Name: 577, dtype: object\n",
      "578 Date         2021-08-25\n",
      "Open              40.44\n",
      "High              42.11\n",
      "Low               40.04\n",
      "Close             41.55\n",
      "Adj Close         41.55\n",
      "Volume         26498400\n",
      "Name: 578, dtype: object\n",
      "579 Date         2021-08-26\n",
      "Open              41.49\n",
      "High              41.94\n",
      "Low               40.54\n",
      "Close             40.62\n",
      "Adj Close         40.62\n",
      "Volume         17473400\n",
      "Name: 579, dtype: object\n",
      "580 Date         2021-08-27\n",
      "Open              40.53\n",
      "High              41.31\n",
      "Low                40.5\n",
      "Close             40.69\n",
      "Adj Close         40.69\n",
      "Volume         13599900\n",
      "Name: 580, dtype: object\n",
      "581 Date         2021-08-30\n",
      "Open              40.58\n",
      "High              40.74\n",
      "Low               39.11\n",
      "Close             39.59\n",
      "Adj Close         39.59\n",
      "Volume         29516300\n",
      "Name: 581, dtype: object\n",
      "582 Date         2021-08-31\n",
      "Open              39.81\n",
      "High             40.275\n",
      "Low              39.125\n",
      "Close             39.14\n",
      "Adj Close         39.14\n",
      "Volume         26396000\n",
      "Name: 582, dtype: object\n",
      "583 Date         2021-09-01\n",
      "Open              39.98\n",
      "High             41.665\n",
      "Low               39.87\n",
      "Close             40.62\n",
      "Adj Close         40.62\n",
      "Volume         27788600\n",
      "Name: 583, dtype: object\n",
      "584 Date         2021-09-02\n",
      "Open              40.75\n",
      "High              41.86\n",
      "Low              40.537\n",
      "Close              41.4\n",
      "Adj Close          41.4\n",
      "Volume         20645400\n",
      "Name: 584, dtype: object\n",
      "585 Date         2021-09-03\n",
      "Open              41.22\n",
      "High             41.575\n",
      "Low               40.23\n",
      "Close             40.32\n",
      "Adj Close         40.32\n",
      "Volume         15444900\n",
      "Name: 585, dtype: object\n",
      "586 Date         2021-09-07\n",
      "Open              40.49\n",
      "High              41.08\n",
      "Low               40.31\n",
      "Close             40.95\n",
      "Adj Close         40.95\n",
      "Volume         15708600\n",
      "Name: 586, dtype: object\n",
      "587 Date         2021-09-08\n",
      "Open              40.85\n",
      "High              41.34\n",
      "Low               39.83\n",
      "Close             40.07\n",
      "Adj Close         40.07\n",
      "Volume         16219900\n",
      "Name: 587, dtype: object\n",
      "588 Date         2021-09-09\n",
      "Open               40.1\n",
      "High              40.95\n",
      "Low               39.84\n",
      "Close             40.35\n",
      "Adj Close         40.35\n",
      "Volume         14260300\n",
      "Name: 588, dtype: object\n",
      "589 Date         2021-09-10\n",
      "Open              40.62\n",
      "High              40.83\n",
      "Low              39.865\n",
      "Close             39.89\n",
      "Adj Close         39.89\n",
      "Volume         14214400\n",
      "Name: 589, dtype: object\n",
      "590 Date         2021-09-13\n",
      "Open              40.26\n",
      "High              41.19\n",
      "Low               39.26\n",
      "Close             40.07\n",
      "Adj Close         40.07\n",
      "Volume         28868800\n",
      "Name: 590, dtype: object\n",
      "591 Date         2021-09-14\n",
      "Open               39.9\n",
      "High               40.1\n",
      "Low               38.55\n",
      "Close             39.01\n",
      "Adj Close         39.01\n",
      "Volume         36717300\n",
      "Name: 591, dtype: object\n",
      "592 Date         2021-09-15\n",
      "Open                 39\n",
      "High                 39\n",
      "Low               38.08\n",
      "Close             38.48\n",
      "Adj Close         38.48\n",
      "Volume         30368800\n",
      "Name: 592, dtype: object\n",
      "593 Date         2021-09-16\n",
      "Open               38.3\n",
      "High              39.67\n",
      "Low               38.09\n",
      "Close             39.52\n",
      "Adj Close         39.52\n",
      "Volume         25374000\n",
      "Name: 593, dtype: object\n",
      "594 Date         2021-09-17\n",
      "Open               39.9\n",
      "High             40.225\n",
      "Low               39.29\n",
      "Close             39.75\n",
      "Adj Close         39.75\n",
      "Volume         32165000\n",
      "Name: 594, dtype: object\n",
      "595 Date         2021-09-20\n",
      "Open              38.88\n",
      "High              40.22\n",
      "Low               38.73\n",
      "Close             39.79\n",
      "Adj Close         39.79\n",
      "Volume         35417600\n",
      "Name: 595, dtype: object\n",
      "596 Date         2021-09-21\n",
      "Open              42.34\n",
      "High                 45\n",
      "Low               42.18\n",
      "Close             44.36\n",
      "Adj Close         44.36\n",
      "Volume        106631700\n",
      "Name: 596, dtype: object\n",
      "597 Date         2021-09-22\n",
      "Open               44.9\n",
      "High              46.62\n",
      "Low               44.61\n",
      "Close             44.87\n",
      "Adj Close         44.87\n",
      "Volume         56455100\n",
      "Name: 597, dtype: object\n",
      "598 Date         2021-09-23\n",
      "Open              45.35\n",
      "High              45.84\n",
      "Low               44.71\n",
      "Close             45.48\n",
      "Adj Close         45.48\n",
      "Volume         26232800\n",
      "Name: 598, dtype: object\n",
      "599 Date         2021-09-24\n",
      "Open              45.46\n",
      "High             47.045\n",
      "Low              45.291\n",
      "Close             46.63\n",
      "Adj Close         46.63\n",
      "Volume         29458300\n",
      "Name: 599, dtype: object\n",
      "600 Date         2021-09-27\n",
      "Open              46.77\n",
      "High              47.43\n",
      "Low               46.19\n",
      "Close             47.25\n",
      "Adj Close         47.25\n",
      "Volume         23034800\n",
      "Name: 600, dtype: object\n",
      "601 Date         2021-09-28\n",
      "Open               46.7\n",
      "High                 47\n",
      "Low               45.76\n",
      "Close             45.98\n",
      "Adj Close         45.98\n",
      "Volume         23707900\n",
      "Name: 601, dtype: object\n",
      "602 Date         2021-09-29\n",
      "Open                 46\n",
      "High              46.53\n",
      "Low                44.3\n",
      "Close             44.52\n",
      "Adj Close         44.52\n",
      "Volume         24599500\n",
      "Name: 602, dtype: object\n",
      "603 Date         2021-09-30\n",
      "Open              44.71\n",
      "High             45.365\n",
      "Low               43.86\n",
      "Close              44.8\n",
      "Adj Close          44.8\n",
      "Volume         16650600\n",
      "Name: 603, dtype: object\n",
      "604 Date         2021-10-01\n",
      "Open             45.915\n",
      "High              47.25\n",
      "Low               45.79\n",
      "Close             47.05\n",
      "Adj Close         47.05\n",
      "Volume         25428283\n",
      "Name: 604, dtype: object\n"
     ]
    }
   ],
   "source": [
    "for index, row in df.iterrows():\n",
    "    print(index,row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 186322500\n",
      "1 79442400\n",
      "2 46661100\n",
      "3 36086100\n",
      "4 38115500\n",
      "5 20225700\n",
      "6 29222300\n",
      "7 10802900\n",
      "8 9089500\n",
      "9 11119900\n",
      "10 8786800\n",
      "11 13391600\n",
      "12 14060400\n",
      "13 26451900\n",
      "14 23209800\n",
      "15 16605300\n",
      "16 23432100\n",
      "17 28609600\n",
      "18 16403700\n",
      "19 12654700\n",
      "20 11618700\n",
      "21 9095000\n",
      "22 5965300\n",
      "23 10178900\n",
      "24 7902200\n",
      "25 6557600\n",
      "26 7313600\n",
      "27 10331500\n",
      "28 9567400\n",
      "29 4974000\n",
      "30 5985100\n",
      "31 5753300\n",
      "32 8109100\n",
      "33 20155100\n",
      "34 28657000\n",
      "35 17660500\n",
      "36 11881300\n",
      "37 3380000\n",
      "38 8239500\n",
      "39 9304100\n",
      "40 5251600\n",
      "41 9746500\n",
      "42 8050900\n",
      "43 8760500\n",
      "44 5811200\n",
      "45 5613300\n",
      "46 5854100\n",
      "47 4078700\n",
      "48 4021000\n",
      "49 3815300\n",
      "50 5110100\n",
      "51 3775700\n",
      "52 4412000\n",
      "53 7598800\n",
      "54 8652200\n",
      "55 7686300\n",
      "56 5970800\n",
      "57 7349700\n",
      "58 8225700\n",
      "59 9799300\n",
      "60 8570300\n",
      "61 8896000\n",
      "62 29610500\n",
      "63 35138800\n",
      "64 21231300\n",
      "65 18990600\n",
      "66 24481600\n",
      "67 13265800\n",
      "68 13883200\n",
      "69 10853100\n",
      "70 10760700\n",
      "71 7923000\n",
      "72 8513300\n",
      "73 8160600\n",
      "74 5662500\n",
      "75 6574800\n",
      "76 6245500\n",
      "77 5772200\n",
      "78 6628700\n",
      "79 12154000\n",
      "80 10357600\n",
      "81 7933300\n",
      "82 7036000\n",
      "83 7448400\n",
      "84 10817100\n",
      "85 14715800\n",
      "86 7734800\n",
      "87 9428600\n",
      "88 7942600\n",
      "89 5561300\n",
      "90 6608300\n",
      "91 6869600\n",
      "92 11935400\n",
      "93 5513000\n",
      "94 10579900\n",
      "95 7875000\n",
      "96 6058700\n",
      "97 11846700\n",
      "98 4986600\n",
      "99 13380200\n",
      "100 8782400\n",
      "101 9412000\n",
      "102 8597700\n",
      "103 10083800\n",
      "104 7769100\n",
      "105 7112900\n",
      "106 7716300\n",
      "107 10216900\n",
      "108 7945400\n",
      "109 7843800\n",
      "110 7781600\n",
      "111 7200800\n",
      "112 7844500\n",
      "113 7203400\n",
      "114 19214800\n",
      "115 6709800\n",
      "116 6729300\n",
      "117 8077300\n",
      "118 7532800\n",
      "119 9319200\n",
      "120 10732700\n",
      "121 15912400\n",
      "122 10434300\n",
      "123 28787400\n",
      "124 51963500\n",
      "125 130965700\n",
      "126 65861400\n",
      "127 44923600\n",
      "128 41138100\n",
      "129 37095400\n",
      "130 32678300\n",
      "131 27893900\n",
      "132 41236200\n",
      "133 35916100\n",
      "134 31793500\n",
      "135 52746600\n",
      "136 54551400\n",
      "137 42302900\n",
      "138 36967500\n",
      "139 28746600\n",
      "140 22421400\n",
      "141 8115100\n",
      "142 16927100\n",
      "143 25252400\n",
      "144 22517600\n",
      "145 22504300\n",
      "146 32816100\n",
      "147 20977300\n",
      "148 23602700\n",
      "149 23281700\n",
      "150 23569900\n",
      "151 25431600\n",
      "152 57382500\n",
      "153 38250700\n",
      "154 35375100\n",
      "155 33799700\n",
      "156 95455100\n",
      "157 31209100\n",
      "158 12938600\n",
      "159 22200800\n",
      "160 18462200\n",
      "161 18805900\n",
      "162 16228400\n",
      "163 20578900\n",
      "164 18822700\n",
      "165 21204700\n",
      "166 30119600\n",
      "167 43944400\n",
      "168 29385500\n",
      "169 34266400\n",
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      "602 24599500\n",
      "603 16650600\n",
      "604 25428283\n"
     ]
    }
   ],
   "source": [
    "for index, row in df.iterrows():\n",
    "    print(index,row['Volume'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019-05-17</td>\n",
       "      <td>41.980000</td>\n",
       "      <td>43.290001</td>\n",
       "      <td>41.270000</td>\n",
       "      <td>41.910000</td>\n",
       "      <td>41.910000</td>\n",
       "      <td>20225700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>41.189999</td>\n",
       "      <td>41.680000</td>\n",
       "      <td>39.459999</td>\n",
       "      <td>41.590000</td>\n",
       "      <td>41.590000</td>\n",
       "      <td>29222300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2021-09-28</td>\n",
       "      <td>46.700001</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>45.759998</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>23707900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>46.529999</td>\n",
       "      <td>44.299999</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>24599500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.365002</td>\n",
       "      <td>43.860001</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>16650600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>45.915001</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>45.790001</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>25428283</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>285 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "5    2019-05-17  41.980000  43.290001  41.270000  41.910000  41.910000   \n",
       "6    2019-05-20  41.189999  41.680000  39.459999  41.590000  41.590000   \n",
       "..          ...        ...        ...        ...        ...        ...   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "\n",
       "        Volume  \n",
       "0    186322500  \n",
       "3     36086100  \n",
       "4     38115500  \n",
       "5     20225700  \n",
       "6     29222300  \n",
       "..         ...  \n",
       "600   23034800  \n",
       "601   23707900  \n",
       "602   24599500  \n",
       "603   16650600  \n",
       "604   25428283  \n",
       "\n",
       "[285 rows x 7 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# specific rows founding example\n",
    "df.loc[df['Adj Close'] >= 39.959999 ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Sorting/Describing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>605.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>6.050000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>40.237056</td>\n",
       "      <td>41.010066</td>\n",
       "      <td>39.353188</td>\n",
       "      <td>40.189917</td>\n",
       "      <td>40.189917</td>\n",
       "      <td>2.357439e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.796123</td>\n",
       "      <td>9.878262</td>\n",
       "      <td>9.649565</td>\n",
       "      <td>9.737607</td>\n",
       "      <td>9.737607</td>\n",
       "      <td>1.727050e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>15.960000</td>\n",
       "      <td>17.799999</td>\n",
       "      <td>13.710000</td>\n",
       "      <td>14.820000</td>\n",
       "      <td>14.820000</td>\n",
       "      <td>3.380000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>32.369999</td>\n",
       "      <td>33.020000</td>\n",
       "      <td>31.450001</td>\n",
       "      <td>32.470001</td>\n",
       "      <td>32.470001</td>\n",
       "      <td>1.352820e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>38.880001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>37.389999</td>\n",
       "      <td>38.480000</td>\n",
       "      <td>38.480000</td>\n",
       "      <td>1.922350e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>48.490002</td>\n",
       "      <td>49.619999</td>\n",
       "      <td>47.750000</td>\n",
       "      <td>48.410000</td>\n",
       "      <td>48.410000</td>\n",
       "      <td>2.860960e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>63.250000</td>\n",
       "      <td>64.050003</td>\n",
       "      <td>60.799999</td>\n",
       "      <td>63.180000</td>\n",
       "      <td>63.180000</td>\n",
       "      <td>1.863225e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open        High         Low       Close   Adj Close  \\\n",
       "count  605.000000  605.000000  605.000000  605.000000  605.000000   \n",
       "mean    40.237056   41.010066   39.353188   40.189917   40.189917   \n",
       "std      9.796123    9.878262    9.649565    9.737607    9.737607   \n",
       "min     15.960000   17.799999   13.710000   14.820000   14.820000   \n",
       "25%     32.369999   33.020000   31.450001   32.470001   32.470001   \n",
       "50%     38.880001   39.240002   37.389999   38.480000   38.480000   \n",
       "75%     48.490002   49.619999   47.750000   48.410000   48.410000   \n",
       "max     63.250000   64.050003   60.799999   63.180000   63.180000   \n",
       "\n",
       "             Volume  \n",
       "count  6.050000e+02  \n",
       "mean   2.357439e+07  \n",
       "std    1.727050e+07  \n",
       "min    3.380000e+06  \n",
       "25%    1.352820e+07  \n",
       "50%    1.922350e+07  \n",
       "75%    2.860960e+07  \n",
       "max    1.863225e+08  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Date</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",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>45.915001</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>45.790001</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>25428283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.365002</td>\n",
       "      <td>43.860001</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>16650600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>46.529999</td>\n",
       "      <td>44.299999</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>24599500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2021-09-28</td>\n",
       "      <td>46.700001</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>45.759998</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>23707900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>38.790001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>36.080002</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>79442400</td>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
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       "</table>\n",
       "<p>605 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "..          ...        ...        ...        ...        ...        ...   \n",
       "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "2    2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "1    2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "\n",
       "        Volume  \n",
       "604   25428283  \n",
       "603   16650600  \n",
       "602   24599500  \n",
       "601   23707900  \n",
       "600   23034800  \n",
       "..         ...  \n",
       "4     38115500  \n",
       "3     36086100  \n",
       "2     46661100  \n",
       "1     79442400  \n",
       "0    186322500  \n",
       "\n",
       "[605 rows x 7 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(['Date'], ascending=False) #descending values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>602</th>\n",
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       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
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       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>38.790001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>36.080002</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>79442400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>605 rows × 7 columns</p>\n",
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      ],
      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "..          ...        ...        ...        ...        ...        ...   \n",
       "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "2    2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "1    2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "\n",
       "        Volume  \n",
       "604   25428283  \n",
       "603   16650600  \n",
       "602   24599500  \n",
       "601   23707900  \n",
       "600   23034800  \n",
       "..         ...  \n",
       "4     38115500  \n",
       "3     36086100  \n",
       "2     46661100  \n",
       "1     79442400  \n",
       "0    186322500  \n",
       "\n",
       "[605 rows x 7 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(['Date', 'Adj Close', 'Volume'], ascending=False) # decending values "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2021-09-28</td>\n",
       "      <td>46.700001</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>45.759998</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>23707900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>46.529999</td>\n",
       "      <td>44.299999</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>24599500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.365002</td>\n",
       "      <td>43.860001</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>16650600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>45.915001</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>45.790001</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>25428283</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>605 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "1    2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "2    2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "..          ...        ...        ...        ...        ...        ...   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "\n",
       "        Volume  \n",
       "0    186322500  \n",
       "1     79442400  \n",
       "2     46661100  \n",
       "3     36086100  \n",
       "4     38115500  \n",
       "..         ...  \n",
       "600   23034800  \n",
       "601   23707900  \n",
       "602   24599500  \n",
       "603   16650600  \n",
       "604   25428283  \n",
       "\n",
       "[605 rows x 7 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(['Date', 'Adj Close', 'Volume'], ascending=[1,0,0]) # 1 means 1 parameter go ascending and 0 means that second and third cloum will be in descending order"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Changeing In Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>OpenCloseDifference</th>\n",
       "      <th>HighLowDifference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
       "      <td>0.430000</td>\n",
       "      <td>3.939999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>38.790001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>36.080002</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>79442400</td>\n",
       "      <td>1.690003</td>\n",
       "      <td>3.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
       "      <td>-1.649998</td>\n",
       "      <td>3.110001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "      <td>-1.920002</td>\n",
       "      <td>2.930000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
       "      <td>-1.520000</td>\n",
       "      <td>2.810001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019-05-17</td>\n",
       "      <td>41.980000</td>\n",
       "      <td>43.290001</td>\n",
       "      <td>41.270000</td>\n",
       "      <td>41.910000</td>\n",
       "      <td>41.910000</td>\n",
       "      <td>20225700</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>2.020001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>41.189999</td>\n",
       "      <td>41.680000</td>\n",
       "      <td>39.459999</td>\n",
       "      <td>41.590000</td>\n",
       "      <td>41.590000</td>\n",
       "      <td>29222300</td>\n",
       "      <td>-0.400001</td>\n",
       "      <td>2.220001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>42.240002</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>10802900</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.990002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>41.049999</td>\n",
       "      <td>41.279999</td>\n",
       "      <td>40.500000</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>9089500</td>\n",
       "      <td>-0.200001</td>\n",
       "      <td>0.779999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-05-23</td>\n",
       "      <td>40.799999</td>\n",
       "      <td>41.090000</td>\n",
       "      <td>40.020000</td>\n",
       "      <td>40.470001</td>\n",
       "      <td>40.470001</td>\n",
       "      <td>11119900</td>\n",
       "      <td>0.329998</td>\n",
       "      <td>1.070000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date       Open       High        Low      Close  Adj Close  \\\n",
       "0  2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "1  2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "2  2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "3  2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "4  2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "5  2019-05-17  41.980000  43.290001  41.270000  41.910000  41.910000   \n",
       "6  2019-05-20  41.189999  41.680000  39.459999  41.590000  41.590000   \n",
       "7  2019-05-21  42.000000  42.240002  41.250000  41.500000  41.500000   \n",
       "8  2019-05-22  41.049999  41.279999  40.500000  41.250000  41.250000   \n",
       "9  2019-05-23  40.799999  41.090000  40.020000  40.470001  40.470001   \n",
       "\n",
       "      Volume  OpenCloseDifference  HighLowDifference  \n",
       "0  186322500             0.430000           3.939999  \n",
       "1   79442400             1.690003           3.160000  \n",
       "2   46661100            -1.649998           3.110001  \n",
       "3   36086100            -1.920002           2.930000  \n",
       "4   38115500            -1.520000           2.810001  \n",
       "5   20225700             0.070000           2.020001  \n",
       "6   29222300            -0.400001           2.220001  \n",
       "7   10802900             0.500000           0.990002  \n",
       "8    9089500            -0.200001           0.779999  \n",
       "9   11119900             0.329998           1.070000  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['OpenCloseDifference'] = df['Open'] - df['Close']\n",
    "df['HighLowDifference'] = df['High'] - df['Low']\n",
    "\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>38.790001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>36.080002</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>79442400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2021-09-28</td>\n",
       "      <td>46.700001</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>45.759998</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>23707900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>46.529999</td>\n",
       "      <td>44.299999</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>24599500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.365002</td>\n",
       "      <td>43.860001</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>16650600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>45.915001</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>45.790001</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>25428283</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>605 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "1    2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "2    2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "..          ...        ...        ...        ...        ...        ...   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "\n",
       "        Volume  \n",
       "0    186322500  \n",
       "1     79442400  \n",
       "2     46661100  \n",
       "3     36086100  \n",
       "4     38115500  \n",
       "..         ...  \n",
       "600   23034800  \n",
       "601   23707900  \n",
       "602   24599500  \n",
       "603   16650600  \n",
       "604   25428283  \n",
       "\n",
       "[605 rows x 7 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# other way to do it so let me first delete colums\n",
    "\n",
    "df=df.drop(columns=['OpenCloseDifference', 'HighLowDifference'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>OpenCloseAdd</th>\n",
       "      <th>Add</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
       "      <td>128.060001</td>\n",
       "      <td>128.060001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>38.790001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>36.080002</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>79442400</td>\n",
       "      <td>114.110005</td>\n",
       "      <td>114.110005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
       "      <td>115.119998</td>\n",
       "      <td>115.119998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "      <td>120.200001</td>\n",
       "      <td>120.200001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
       "      <td>126.790001</td>\n",
       "      <td>126.790001</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
       "      <td>140.389999</td>\n",
       "      <td>140.389999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2021-09-28</td>\n",
       "      <td>46.700001</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>45.759998</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>23707900</td>\n",
       "      <td>139.459999</td>\n",
       "      <td>139.459999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>46.529999</td>\n",
       "      <td>44.299999</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>24599500</td>\n",
       "      <td>136.829998</td>\n",
       "      <td>136.829998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.365002</td>\n",
       "      <td>43.860001</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>16650600</td>\n",
       "      <td>133.935002</td>\n",
       "      <td>133.935002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>45.915001</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>45.790001</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>25428283</td>\n",
       "      <td>138.955002</td>\n",
       "      <td>138.955002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>605 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "1    2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "2    2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "..          ...        ...        ...        ...        ...        ...   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "\n",
       "        Volume  OpenCloseAdd         Add  \n",
       "0    186322500    128.060001  128.060001  \n",
       "1     79442400    114.110005  114.110005  \n",
       "2     46661100    115.119998  115.119998  \n",
       "3     36086100    120.200001  120.200001  \n",
       "4     38115500    126.790001  126.790001  \n",
       "..         ...           ...         ...  \n",
       "600   23034800    140.389999  140.389999  \n",
       "601   23707900    139.459999  139.459999  \n",
       "602   24599500    136.829998  136.829998  \n",
       "603   16650600    133.935002  133.935002  \n",
       "604   25428283    138.955002  138.955002  \n",
       "\n",
       "[605 rows x 9 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# again adding in other way\n",
    "df['Add'] = df.iloc[:,1:4].sum(axis=1)\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "128.060001"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "42.000000+45.000000+41.060001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Saving our Data (Exporting into Desired Format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('modified.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df.to_excel('modified.xlsx', index=False) # to excel \n",
    "#df.to_csv('modified.txt', index=False, sep='\\t') # to txt file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filtering Data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Add</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>41.060001</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>41.570000</td>\n",
       "      <td>186322500</td>\n",
       "      <td>128.060001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>38.790001</td>\n",
       "      <td>39.240002</td>\n",
       "      <td>36.080002</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>37.099998</td>\n",
       "      <td>79442400</td>\n",
       "      <td>114.110005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>38.310001</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>36.849998</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>39.959999</td>\n",
       "      <td>46661100</td>\n",
       "      <td>115.119998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>39.369999</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>38.950001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>41.290001</td>\n",
       "      <td>36086100</td>\n",
       "      <td>120.200001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>41.480000</td>\n",
       "      <td>44.060001</td>\n",
       "      <td>41.250000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>38115500</td>\n",
       "      <td>126.790001</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2021-09-27</td>\n",
       "      <td>46.770000</td>\n",
       "      <td>47.430000</td>\n",
       "      <td>46.189999</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>23034800</td>\n",
       "      <td>140.389999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2021-09-28</td>\n",
       "      <td>46.700001</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>45.759998</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>45.980000</td>\n",
       "      <td>23707900</td>\n",
       "      <td>139.459999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2021-09-29</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>46.529999</td>\n",
       "      <td>44.299999</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>44.520000</td>\n",
       "      <td>24599500</td>\n",
       "      <td>136.829998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>44.709999</td>\n",
       "      <td>45.365002</td>\n",
       "      <td>43.860001</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>44.799999</td>\n",
       "      <td>16650600</td>\n",
       "      <td>133.935002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>45.915001</td>\n",
       "      <td>47.250000</td>\n",
       "      <td>45.790001</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>25428283</td>\n",
       "      <td>138.955002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>605 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date       Open       High        Low      Close  Adj Close  \\\n",
       "0    2019-05-10  42.000000  45.000000  41.060001  41.570000  41.570000   \n",
       "1    2019-05-13  38.790001  39.240002  36.080002  37.099998  37.099998   \n",
       "2    2019-05-14  38.310001  39.959999  36.849998  39.959999  39.959999   \n",
       "3    2019-05-15  39.369999  41.880001  38.950001  41.290001  41.290001   \n",
       "4    2019-05-16  41.480000  44.060001  41.250000  43.000000  43.000000   \n",
       "..          ...        ...        ...        ...        ...        ...   \n",
       "600  2021-09-27  46.770000  47.430000  46.189999  47.250000  47.250000   \n",
       "601  2021-09-28  46.700001  47.000000  45.759998  45.980000  45.980000   \n",
       "602  2021-09-29  46.000000  46.529999  44.299999  44.520000  44.520000   \n",
       "603  2021-09-30  44.709999  45.365002  43.860001  44.799999  44.799999   \n",
       "604  2021-10-01  45.915001  47.250000  45.790001  47.049999  47.049999   \n",
       "\n",
       "        Volume         Add  \n",
       "0    186322500  128.060001  \n",
       "1     79442400  114.110005  \n",
       "2     46661100  115.119998  \n",
       "3     36086100  120.200001  \n",
       "4     38115500  126.790001  \n",
       "..         ...         ...  \n",
       "600   23034800  140.389999  \n",
       "601   23707900  139.459999  \n",
       "602   24599500  136.829998  \n",
       "603   16650600  133.935002  \n",
       "604   25428283  138.955002  \n",
       "\n",
       "[605 rows x 8 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = df.loc[(df['Volume'] >=  41.290001) | (df['Adj Close'] >= 133.935002) | (df['Close'] > 39.959999)]\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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