covid_yfinance_v3.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"covid_yfinance_v3.ipynb","provenance":[{"file_id":"1lmh1GZty0mULu_R0dKln5p2FsH44MrbJ","timestamp":1584903088278},{"file_id":"17yOne4aS5c_AEE7KJUGdunmTaDbcm5vC","timestamp":1584838046925}],"collapsed_sections":["wodx3bunjzt7"],"authorship_tag":"ABX9TyNxDOPb51s+CXqsgG9paAv3"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"DbiXvsRbuZIJ"},"source":["Problem: How to determine which stocks are most affected by the coronavirus?\n","\n","Hypothesis: The stock market is inversely correlated with the infection rate of covid-19.\n","\n","Solution: \n","1. Pull coronavirus infection data by date\n","2. Download stock price information since the coronavirus infection began\n","3. Calculate correlation between confirmed cases and stock market prices\n","4. Evaluate percentage of market change for individual stocks\n","5. Data exploration into correlation between stock market price and infection rate"]},{"cell_type":"markdown","metadata":{"id":"XDfE9vI4U_ib"},"source":["# **Covid-19 kaggle dataset**\n","\n","https://www.kaggle.com/imdevskp/corona-virus-report/data"]},{"cell_type":"code","metadata":{"id":"0XBx1vnDUwtZ","executionInfo":{"status":"ok","timestamp":1602171509594,"user_tz":360,"elapsed":963,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Import libraries\n","import datetime\n","from pandas_datareader import data as pdr\n","import matplotlib.pyplot as plt\n","from scipy import stats\n","import pandas as pd\n","import seaborn as sns\n","import json\n","import numpy as np\n","import io\n"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"uS1592a6z3bK","executionInfo":{"status":"ok","timestamp":1602171539310,"user_tz":360,"elapsed":30666,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"c19d12bf-c4ce-408b-8bf5-2815c980b059","colab":{"resources":{"http://localhost:8080/nbextensions/google.colab/files.js":{"data":"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","ok":true,"headers":[["content-type","application/javascript"]],"status":200,"status_text":""}},"base_uri":"https://localhost:8080/","height":74}},"source":["# Upload CSV file from local drive\n","from google.colab import files\n","uploaded = files.upload()"],"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/html":["\n","     <input type=\"file\" id=\"files-8fd64e1e-bf32-4f95-ba34-0add34bd131b\" name=\"files[]\" multiple disabled\n","        style=\"border:none\" />\n","     <output id=\"result-8fd64e1e-bf32-4f95-ba34-0add34bd131b\">\n","      Upload widget is only available when the cell has been executed in the\n","      current browser session. Please rerun this cell to enable.\n","      </output>\n","      <script src=\"/nbextensions/google.colab/files.js\"></script> "],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Saving covid_19_clean_complete.csv to covid_19_clean_complete (2).csv\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"c8hib9z81yFw","executionInfo":{"status":"ok","timestamp":1602171539311,"user_tz":360,"elapsed":30655,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"f371e153-8989-4b95-ead5-015f1d84f690","colab":{"base_uri":"https://localhost:8080/","height":195}},"source":["# Store dataset in a Pandas Dataframe\n","import io\n","covid_df = pd.read_csv(io.BytesIO(uploaded['covid_19_clean_complete.csv']))\n","covid_df.head()"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Province/State</th>\n","      <th>Country/Region</th>\n","      <th>Lat</th>\n","      <th>Long</th>\n","      <th>Date</th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>Active</th>\n","      <th>WHO Region</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NaN</td>\n","      <td>Afghanistan</td>\n","      <td>33.93911</td>\n","      <td>67.709953</td>\n","      <td>2020-01-22</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>Eastern Mediterranean</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>NaN</td>\n","      <td>Albania</td>\n","      <td>41.15330</td>\n","      <td>20.168300</td>\n","      <td>2020-01-22</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>Europe</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>NaN</td>\n","      <td>Algeria</td>\n","      <td>28.03390</td>\n","      <td>1.659600</td>\n","      <td>2020-01-22</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>Africa</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>NaN</td>\n","      <td>Andorra</td>\n","      <td>42.50630</td>\n","      <td>1.521800</td>\n","      <td>2020-01-22</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>Europe</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>NaN</td>\n","      <td>Angola</td>\n","      <td>-11.20270</td>\n","      <td>17.873900</td>\n","      <td>2020-01-22</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>Africa</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Province/State Country/Region  ...  Active             WHO Region\n","0            NaN    Afghanistan  ...       0  Eastern Mediterranean\n","1            NaN        Albania  ...       0                 Europe\n","2            NaN        Algeria  ...       0                 Africa\n","3            NaN        Andorra  ...       0                 Europe\n","4            NaN         Angola  ...       0                 Africa\n","\n","[5 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"PpaEo7LwCBx5","executionInfo":{"status":"ok","timestamp":1602171539312,"user_tz":360,"elapsed":30654,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# convert 'Date' to a datetime object\n","covid_df['Date'] = pd.to_datetime(covid_df.Date)"],"execution_count":4,"outputs":[]},{"cell_type":"code","metadata":{"id":"xKGVS2bm6axP","executionInfo":{"status":"ok","timestamp":1602171539312,"user_tz":360,"elapsed":30652,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"9db43044-968a-4dee-c307-57abe22c9a35","colab":{"base_uri":"https://localhost:8080/","height":72}},"source":["# Select Confirmed, Deaths and Revovered columns by date\n","covid_sum_df = covid_df.groupby('Date')['Confirmed', 'Deaths', 'Recovered'].sum().sort_values('Date', ascending=True)"],"execution_count":5,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n","  \n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"lo7mOSpxUTD7","executionInfo":{"status":"ok","timestamp":1602171539313,"user_tz":360,"elapsed":30651,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"72fc67a9-5cb9-42ec-ec9c-6a9db0fc5657","colab":{"base_uri":"https://localhost:8080/","height":193}},"source":["# Dataframe Info\n","covid_sum_df.info()"],"execution_count":6,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","DatetimeIndex: 188 entries, 2020-01-22 to 2020-07-27\n","Data columns (total 3 columns):\n"," #   Column     Non-Null Count  Dtype\n","---  ------     --------------  -----\n"," 0   Confirmed  188 non-null    int64\n"," 1   Deaths     188 non-null    int64\n"," 2   Recovered  188 non-null    int64\n","dtypes: int64(3)\n","memory usage: 5.9 KB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"u9RjAJ8o_uk2","executionInfo":{"status":"ok","timestamp":1602171539313,"user_tz":360,"elapsed":30649,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"b6cbbad3-ff97-4408-84ee-f04412c2768b","colab":{"base_uri":"https://localhost:8080/","height":225}},"source":["covid_sum_df.head()"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-22</th>\n","      <td>555</td>\n","      <td>17</td>\n","      <td>28</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-23</th>\n","      <td>654</td>\n","      <td>18</td>\n","      <td>30</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-24</th>\n","      <td>941</td>\n","      <td>26</td>\n","      <td>36</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-25</th>\n","      <td>1434</td>\n","      <td>42</td>\n","      <td>39</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-26</th>\n","      <td>2118</td>\n","      <td>56</td>\n","      <td>52</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Confirmed  Deaths  Recovered\n","Date                                    \n","2020-01-22        555      17         28\n","2020-01-23        654      18         30\n","2020-01-24        941      26         36\n","2020-01-25       1434      42         39\n","2020-01-26       2118      56         52"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"9_raLqJsUZ_1","executionInfo":{"status":"ok","timestamp":1602171539430,"user_tz":360,"elapsed":30764,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"0c0a112b-2561-420d-fd71-86ebf8474df2","colab":{"base_uri":"https://localhost:8080/","height":284}},"source":["# Descriptive Stats\n","covid_sum_df.describe()"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>1.880000e+02</td>\n","      <td>188.000000</td>\n","      <td>1.880000e+02</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>4.406960e+06</td>\n","      <td>230770.760638</td>\n","      <td>2.066001e+06</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>4.757988e+06</td>\n","      <td>217929.094183</td>\n","      <td>2.627976e+06</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>5.550000e+02</td>\n","      <td>17.000000</td>\n","      <td>2.800000e+01</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>1.121910e+05</td>\n","      <td>3935.000000</td>\n","      <td>6.044125e+04</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>2.848733e+06</td>\n","      <td>204190.000000</td>\n","      <td>7.847840e+05</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>7.422046e+06</td>\n","      <td>418634.500000</td>\n","      <td>3.416396e+06</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>1.648048e+07</td>\n","      <td>654036.000000</td>\n","      <td>9.468087e+06</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          Confirmed         Deaths     Recovered\n","count  1.880000e+02     188.000000  1.880000e+02\n","mean   4.406960e+06  230770.760638  2.066001e+06\n","std    4.757988e+06  217929.094183  2.627976e+06\n","min    5.550000e+02      17.000000  2.800000e+01\n","25%    1.121910e+05    3935.000000  6.044125e+04\n","50%    2.848733e+06  204190.000000  7.847840e+05\n","75%    7.422046e+06  418634.500000  3.416396e+06\n","max    1.648048e+07  654036.000000  9.468087e+06"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"aNL2OwF2RciF"},"source":["# **Yfinance**"]},{"cell_type":"code","metadata":{"id":"4d2KYAdhK3EN","executionInfo":{"status":"ok","timestamp":1602171546782,"user_tz":360,"elapsed":38109,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"3d48a1c4-ddd9-4669-cef2-de81b9a4d38c","colab":{"base_uri":"https://localhost:8080/","height":474}},"source":["# Install yfinance\n","!pip install yfinance"],"execution_count":12,"outputs":[{"output_type":"stream","text":["Collecting yfinance\n","  Downloading https://files.pythonhosted.org/packages/7a/e8/b9d7104d3a4bf39924799067592d9e59119fcfc900a425a12e80a3123ec8/yfinance-0.1.55.tar.gz\n","Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.6/dist-packages (from yfinance) (1.1.2)\n","Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.6/dist-packages (from yfinance) (1.18.5)\n","Requirement already satisfied: requests>=2.20 in /usr/local/lib/python3.6/dist-packages (from yfinance) (2.23.0)\n","Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.6/dist-packages (from yfinance) (0.0.9)\n","Collecting lxml>=4.5.1\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/79/37/d420b7fdc9a550bd29b8cfeacff3b38502d9600b09d7dfae9a69e623b891/lxml-4.5.2-cp36-cp36m-manylinux1_x86_64.whl (5.5MB)\n","\u001b[K     |████████████████████████████████| 5.5MB 5.9MB/s \n","\u001b[?25hRequirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.24->yfinance) (2.8.1)\n","Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.24->yfinance) (2018.9)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20->yfinance) (1.24.3)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20->yfinance) (3.0.4)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20->yfinance) (2.10)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20->yfinance) (2020.6.20)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance) (1.15.0)\n","Building wheels for collected packages: yfinance\n","  Building wheel for yfinance (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for yfinance: filename=yfinance-0.1.55-py2.py3-none-any.whl size=22618 sha256=6c6fd9c991cdceea126df71356bf237748a1436803f7d4316eab7fcc99f5933e\n","  Stored in directory: /root/.cache/pip/wheels/04/98/cc/2702a4242d60bdc14f48b4557c427ded1fe92aedf257d4565c\n","Successfully built yfinance\n","Installing collected packages: lxml, yfinance\n","  Found existing installation: lxml 4.2.6\n","    Uninstalling lxml-4.2.6:\n","      Successfully uninstalled lxml-4.2.6\n","Successfully installed lxml-4.5.2 yfinance-0.1.55\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"NY5xzGE3Kdcl","executionInfo":{"status":"ok","timestamp":1602172310305,"user_tz":360,"elapsed":1119,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Create datetime objects \n","import datetime\n","from pandas_datareader import data as pdr\n","import yfinance as yf\n","\n","# To grab stock data\n","yf.pdr_override()"],"execution_count":61,"outputs":[]},{"cell_type":"code","metadata":{"id":"UOs5BlJEKjEt","executionInfo":{"status":"ok","timestamp":1602172313819,"user_tz":360,"elapsed":4619,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"7ca7731f-67bb-4fcc-c786-90ad29a6fe3c","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["# Set label for Dow 30\n","stocks = [\"^IXIC\", \"^GSPC\", \"^DJI\", \"AXP\", \"AAPL\", \"BA\", \"CAT\", \"CSCO\", \"CVX\", \"XOM\", \"GS\", \"HD\", \"IBM\", \n","          \"INTC\", \"JNJ\", \"KO\", \"JPM\", \"MCD\", \"MMM\", \"MRK\", \"MSFT\", \"NKE\", \"PFE\",\n","          \"PG\", \"TRV\", \"UNH\", \"UTX\", \"VZ\", \"V\", \"WBA\", \"WMT\", \"DIS\", \"DOW\"]\n","\n","# Set start and end dates\n","start = datetime.datetime(2020, 1, 1)\n","end   = datetime.datetime(2020, 7, 27)\n","\n","# Grab data\n","data = pdr.get_data_yahoo(stocks, start = start, end = end)"],"execution_count":62,"outputs":[{"output_type":"stream","text":["[*********************100%***********************]  33 of 33 completed\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-ishMdJ4R8U4","executionInfo":{"status":"ok","timestamp":1602172313819,"user_tz":360,"elapsed":4606,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"0fb483f8-65d2-43ac-b8fd-2d91de2ef1b3","colab":{"base_uri":"https://localhost:8080/","height":105}},"source":["data.info()"],"execution_count":63,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","DatetimeIndex: 142 entries, 2020-01-02 to 2020-07-24\n","Columns: 198 entries, ('Adj Close', 'AAPL') to ('Volume', '^IXIC')\n","dtypes: float64(166), int64(32)\n","memory usage: 220.8 KB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HgsVqBKCKjVP","executionInfo":{"status":"ok","timestamp":1602172313820,"user_tz":360,"elapsed":4595,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"68298464-0790-40c9-a7b8-65cebe691828","colab":{"base_uri":"https://localhost:8080/","height":387}},"source":["data.head()"],"execution_count":64,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead tr th {\n","        text-align: left;\n","    }\n","\n","    .dataframe thead tr:last-of-type th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th colspan=\"33\" halign=\"left\">Adj Close</th>\n","      <th colspan=\"7\" halign=\"left\">Close</th>\n","      <th>...</th>\n","      <th colspan=\"7\" halign=\"left\">Open</th>\n","      <th colspan=\"33\" halign=\"left\">Volume</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>AAPL</th>\n","      <th>AXP</th>\n","      <th>BA</th>\n","      <th>CAT</th>\n","      <th>CSCO</th>\n","      <th>CVX</th>\n","      <th>DIS</th>\n","      <th>DOW</th>\n","      <th>GS</th>\n","      <th>HD</th>\n","      <th>IBM</th>\n","      <th>INTC</th>\n","      <th>JNJ</th>\n","      <th>JPM</th>\n","      <th>KO</th>\n","      <th>MCD</th>\n","      <th>MMM</th>\n","      <th>MRK</th>\n","      <th>MSFT</th>\n","      <th>NKE</th>\n","      <th>PFE</th>\n","      <th>PG</th>\n","      <th>TRV</th>\n","      <th>UNH</th>\n","      <th>UTX</th>\n","      <th>V</th>\n","      <th>VZ</th>\n","      <th>WBA</th>\n","      <th>WMT</th>\n","      <th>XOM</th>\n","      <th>^DJI</th>\n","      <th>^GSPC</th>\n","      <th>^IXIC</th>\n","      <th>AAPL</th>\n","      <th>AXP</th>\n","      <th>BA</th>\n","      <th>CAT</th>\n","      <th>CSCO</th>\n","      <th>CVX</th>\n","      <th>DIS</th>\n","      <th>...</th>\n","      <th>VZ</th>\n","      <th>WBA</th>\n","      <th>WMT</th>\n","      <th>XOM</th>\n","      <th>^DJI</th>\n","      <th>^GSPC</th>\n","      <th>^IXIC</th>\n","      <th>AAPL</th>\n","      <th>AXP</th>\n","      <th>BA</th>\n","      <th>CAT</th>\n","      <th>CSCO</th>\n","      <th>CVX</th>\n","      <th>DIS</th>\n","      <th>DOW</th>\n","      <th>GS</th>\n","      <th>HD</th>\n","      <th>IBM</th>\n","      <th>INTC</th>\n","      <th>JNJ</th>\n","      <th>JPM</th>\n","      <th>KO</th>\n","      <th>MCD</th>\n","      <th>MMM</th>\n","      <th>MRK</th>\n","      <th>MSFT</th>\n","      <th>NKE</th>\n","      <th>PFE</th>\n","      <th>PG</th>\n","      <th>TRV</th>\n","      <th>UNH</th>\n","      <th>UTX</th>\n","      <th>V</th>\n","      <th>VZ</th>\n","      <th>WBA</th>\n","      <th>WMT</th>\n","      <th>XOM</th>\n","      <th>^DJI</th>\n","      <th>^GSPC</th>\n","      <th>^IXIC</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-02</th>\n","      <td>74.57</td>\n","      <td>124.07</td>\n","      <td>331.35</td>\n","      <td>147.02</td>\n","      <td>47.16</td>\n","      <td>116.61</td>\n","      <td>148.20</td>\n","      <td>51.16</td>\n","      <td>230.06</td>\n","      <td>215.77</td>\n","      <td>130.54</td>\n","      <td>59.80</td>\n","      <td>143.09</td>\n","      <td>136.15</td>\n","      <td>53.59</td>\n","      <td>197.07</td>\n","      <td>175.04</td>\n","      <td>89.91</td>\n","      <td>159.35</td>\n","      <td>101.44</td>\n","      <td>37.99</td>\n","      <td>121.10</td>\n","      <td>134.69</td>\n","      <td>288.80</td>\n","      <td>152.41</td>\n","      <td>190.24</td>\n","      <td>58.49</td>\n","      <td>57.25</td>\n","      <td>117.41</td>\n","      <td>67.24</td>\n","      <td>28868.80</td>\n","      <td>3257.85</td>\n","      <td>9092.19</td>\n","      <td>75.09</td>\n","      <td>125.85</td>\n","      <td>333.32</td>\n","      <td>150.53</td>\n","      <td>48.42</td>\n","      <td>121.43</td>\n","      <td>148.20</td>\n","      <td>...</td>\n","      <td>61.38</td>\n","      <td>59.28</td>\n","      <td>118.86</td>\n","      <td>70.24</td>\n","      <td>28638.97</td>\n","      <td>3244.67</td>\n","      <td>9039.46</td>\n","      <td>135480400</td>\n","      <td>2708000</td>\n","      <td>4544400</td>\n","      <td>3311900</td>\n","      <td>16708100</td>\n","      <td>5205000</td>\n","      <td>9502100</td>\n","      <td>5145200</td>\n","      <td>3736300</td>\n","      <td>3935700</td>\n","      <td>3148600</td>\n","      <td>18056000</td>\n","      <td>5777000</td>\n","      <td>10803700</td>\n","      <td>11867700</td>\n","      <td>3554200</td>\n","      <td>3601700</td>\n","      <td>7873500</td>\n","      <td>22622100</td>\n","      <td>5644100</td>\n","      <td>15668000</td>\n","      <td>8130800</td>\n","      <td>1117300</td>\n","      <td>2543400</td>\n","      <td>2801500.00</td>\n","      <td>8733000</td>\n","      <td>11447900</td>\n","      <td>5700500</td>\n","      <td>6764900</td>\n","      <td>12456400</td>\n","      <td>251820000</td>\n","      <td>3458250000</td>\n","      <td>2848370000</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-03</th>\n","      <td>73.85</td>\n","      <td>122.84</td>\n","      <td>330.79</td>\n","      <td>144.98</td>\n","      <td>46.39</td>\n","      <td>116.21</td>\n","      <td>146.50</td>\n","      <td>49.89</td>\n","      <td>227.37</td>\n","      <td>215.05</td>\n","      <td>129.50</td>\n","      <td>59.07</td>\n","      <td>141.44</td>\n","      <td>134.35</td>\n","      <td>53.30</td>\n","      <td>196.37</td>\n","      <td>173.53</td>\n","      <td>89.14</td>\n","      <td>157.37</td>\n","      <td>101.16</td>\n","      <td>37.79</td>\n","      <td>120.29</td>\n","      <td>134.21</td>\n","      <td>285.88</td>\n","      <td>152.62</td>\n","      <td>188.72</td>\n","      <td>57.87</td>\n","      <td>57.25</td>\n","      <td>116.38</td>\n","      <td>66.70</td>\n","      <td>28634.88</td>\n","      <td>3234.85</td>\n","      <td>9020.77</td>\n","      <td>74.36</td>\n","      <td>124.60</td>\n","      <td>332.76</td>\n","      <td>148.44</td>\n","      <td>47.63</td>\n","      <td>121.01</td>\n","      <td>146.50</td>\n","      <td>...</td>\n","      <td>60.59</td>\n","      <td>58.54</td>\n","      <td>118.27</td>\n","      <td>71.34</td>\n","      <td>28553.33</td>\n","      <td>3226.36</td>\n","      <td>8976.43</td>\n","      <td>146322800</td>\n","      <td>2090600</td>\n","      <td>3875900</td>\n","      <td>3100600</td>\n","      <td>15577400</td>\n","      <td>6360900</td>\n","      <td>7320200</td>\n","      <td>5004300</td>\n","      <td>2274500</td>\n","      <td>3423200</td>\n","      <td>2373700</td>\n","      <td>15293900</td>\n","      <td>5752400</td>\n","      <td>10386800</td>\n","      <td>11354500</td>\n","      <td>2767600</td>\n","      <td>2466900</td>\n","      <td>5633300</td>\n","      <td>21116200</td>\n","      <td>4541800</td>\n","      <td>14158300</td>\n","      <td>7970500</td>\n","      <td>927300</td>\n","      <td>2711400</td>\n","      <td>3127600.00</td>\n","      <td>4899700</td>\n","      <td>13263200</td>\n","      <td>4892300</td>\n","      <td>5399200</td>\n","      <td>17386900</td>\n","      <td>239590000</td>\n","      <td>3461290000</td>\n","      <td>2567400000</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-06</th>\n","      <td>74.44</td>\n","      <td>122.31</td>\n","      <td>331.77</td>\n","      <td>144.88</td>\n","      <td>46.55</td>\n","      <td>115.81</td>\n","      <td>145.65</td>\n","      <td>49.69</td>\n","      <td>229.69</td>\n","      <td>216.06</td>\n","      <td>129.27</td>\n","      <td>58.90</td>\n","      <td>141.26</td>\n","      <td>134.24</td>\n","      <td>53.28</td>\n","      <td>198.58</td>\n","      <td>173.70</td>\n","      <td>89.52</td>\n","      <td>157.77</td>\n","      <td>101.07</td>\n","      <td>37.74</td>\n","      <td>120.46</td>\n","      <td>134.35</td>\n","      <td>287.86</td>\n","      <td>152.95</td>\n","      <td>188.32</td>\n","      <td>57.74</td>\n","      <td>57.75</td>\n","      <td>116.14</td>\n","      <td>67.21</td>\n","      <td>28703.38</td>\n","      <td>3246.28</td>\n","      <td>9071.47</td>\n","      <td>74.95</td>\n","      <td>124.06</td>\n","      <td>333.74</td>\n","      <td>148.34</td>\n","      <td>47.80</td>\n","      <td>120.60</td>\n","      <td>145.65</td>\n","      <td>...</td>\n","      <td>60.11</td>\n","      <td>59.04</td>\n","      <td>117.40</td>\n","      <td>70.32</td>\n","      <td>28465.50</td>\n","      <td>3217.55</td>\n","      <td>8943.50</td>\n","      <td>118387200</td>\n","      <td>2855200</td>\n","      <td>5355000</td>\n","      <td>2549600</td>\n","      <td>22183600</td>\n","      <td>9953000</td>\n","      <td>8262500</td>\n","      <td>4293100</td>\n","      <td>3329300</td>\n","      <td>5682800</td>\n","      <td>2425500</td>\n","      <td>17755200</td>\n","      <td>7731300</td>\n","      <td>10259000</td>\n","      <td>14698300</td>\n","      <td>4660400</td>\n","      <td>1998000</td>\n","      <td>7178400</td>\n","      <td>20813700</td>\n","      <td>4612400</td>\n","      <td>14963900</td>\n","      <td>6674400</td>\n","      <td>952800</td>\n","      <td>3079100</td>\n","      <td>2605100.00</td>\n","      <td>10109500</td>\n","      <td>15094500</td>\n","      <td>6003300</td>\n","      <td>6445500</td>\n","      <td>20081900</td>\n","      <td>252760000</td>\n","      <td>3674070000</td>\n","      <td>2788120000</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-07</th>\n","      <td>74.09</td>\n","      <td>121.67</td>\n","      <td>335.29</td>\n","      <td>142.97</td>\n","      <td>46.25</td>\n","      <td>114.33</td>\n","      <td>145.70</td>\n","      <td>49.67</td>\n","      <td>231.21</td>\n","      <td>214.65</td>\n","      <td>129.35</td>\n","      <td>57.92</td>\n","      <td>142.12</td>\n","      <td>131.96</td>\n","      <td>52.87</td>\n","      <td>198.87</td>\n","      <td>173.00</td>\n","      <td>87.14</td>\n","      <td>156.34</td>\n","      <td>101.02</td>\n","      <td>37.61</td>\n","      <td>119.71</td>\n","      <td>132.38</td>\n","      <td>286.12</td>\n","      <td>152.46</td>\n","      <td>187.82</td>\n","      <td>57.10</td>\n","      <td>57.46</td>\n","      <td>115.07</td>\n","      <td>66.66</td>\n","      <td>28583.68</td>\n","      <td>3237.18</td>\n","      <td>9068.58</td>\n","      <td>74.60</td>\n","      <td>123.41</td>\n","      <td>337.28</td>\n","      <td>146.38</td>\n","      <td>47.49</td>\n","      <td>119.06</td>\n","      <td>145.70</td>\n","      <td>...</td>\n","      <td>60.10</td>\n","      <td>59.22</td>\n","      <td>117.26</td>\n","      <td>70.50</td>\n","      <td>28639.18</td>\n","      <td>3241.86</td>\n","      <td>9076.64</td>\n","      <td>108872000</td>\n","      <td>2042300</td>\n","      <td>9898600</td>\n","      <td>2841900</td>\n","      <td>16501900</td>\n","      <td>7856900</td>\n","      <td>6906500</td>\n","      <td>5122800</td>\n","      <td>5255200</td>\n","      <td>5685400</td>\n","      <td>3090800</td>\n","      <td>21876100</td>\n","      <td>7382900</td>\n","      <td>10531300</td>\n","      <td>9973900</td>\n","      <td>4047400</td>\n","      <td>2173000</td>\n","      <td>10622400</td>\n","      <td>21634100</td>\n","      <td>6719900</td>\n","      <td>19077900</td>\n","      <td>7583400</td>\n","      <td>1204600</td>\n","      <td>2492900</td>\n","      <td>2736800.00</td>\n","      <td>4392300</td>\n","      <td>14293100</td>\n","      <td>4365700</td>\n","      <td>6846900</td>\n","      <td>17387700</td>\n","      <td>258900000</td>\n","      <td>3420380000</td>\n","      <td>2352850000</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-08</th>\n","      <td>75.28</td>\n","      <td>123.77</td>\n","      <td>329.41</td>\n","      <td>144.24</td>\n","      <td>46.28</td>\n","      <td>113.03</td>\n","      <td>145.40</td>\n","      <td>50.19</td>\n","      <td>233.43</td>\n","      <td>217.86</td>\n","      <td>130.43</td>\n","      <td>57.96</td>\n","      <td>142.10</td>\n","      <td>132.99</td>\n","      <td>52.96</td>\n","      <td>202.09</td>\n","      <td>175.65</td>\n","      <td>86.55</td>\n","      <td>158.83</td>\n","      <td>100.79</td>\n","      <td>37.91</td>\n","      <td>120.22</td>\n","      <td>133.80</td>\n","      <td>292.16</td>\n","      <td>152.69</td>\n","      <td>191.03</td>\n","      <td>57.21</td>\n","      <td>54.10</td>\n","      <td>114.67</td>\n","      <td>65.66</td>\n","      <td>28745.09</td>\n","      <td>3253.05</td>\n","      <td>9129.24</td>\n","      <td>75.80</td>\n","      <td>125.54</td>\n","      <td>331.37</td>\n","      <td>147.68</td>\n","      <td>47.52</td>\n","      <td>117.70</td>\n","      <td>145.40</td>\n","      <td>...</td>\n","      <td>59.67</td>\n","      <td>56.05</td>\n","      <td>116.30</td>\n","      <td>70.11</td>\n","      <td>28556.14</td>\n","      <td>3238.59</td>\n","      <td>9068.03</td>\n","      <td>132079200</td>\n","      <td>3458200</td>\n","      <td>8239200</td>\n","      <td>2153200</td>\n","      <td>25175900</td>\n","      <td>7295900</td>\n","      <td>6984200</td>\n","      <td>3629700</td>\n","      <td>3564700</td>\n","      <td>4916200</td>\n","      <td>4346000</td>\n","      <td>23133500</td>\n","      <td>6605800</td>\n","      <td>9695300</td>\n","      <td>10676000</td>\n","      <td>5284200</td>\n","      <td>2758300</td>\n","      <td>14504300</td>\n","      <td>27746500</td>\n","      <td>4942200</td>\n","      <td>15563100</td>\n","      <td>5385100</td>\n","      <td>1942800</td>\n","      <td>3379200</td>\n","      <td>2374100.00</td>\n","      <td>5712000</td>\n","      <td>15926500</td>\n","      <td>17431800</td>\n","      <td>5875800</td>\n","      <td>15137700</td>\n","      <td>291750000</td>\n","      <td>3720890000</td>\n","      <td>2464090000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 198 columns</p>\n","</div>"],"text/plain":["           Adj Close                ...     Volume                        \n","                AAPL    AXP     BA  ...       ^DJI       ^GSPC       ^IXIC\n","Date                                ...                                   \n","2020-01-02     74.57 124.07 331.35  ...  251820000  3458250000  2848370000\n","2020-01-03     73.85 122.84 330.79  ...  239590000  3461290000  2567400000\n","2020-01-06     74.44 122.31 331.77  ...  252760000  3674070000  2788120000\n","2020-01-07     74.09 121.67 335.29  ...  258900000  3420380000  2352850000\n","2020-01-08     75.28 123.77 329.41  ...  291750000  3720890000  2464090000\n","\n","[5 rows x 198 columns]"]},"metadata":{"tags":[]},"execution_count":64}]},{"cell_type":"code","metadata":{"id":"Uc6_63iJKjnP","executionInfo":{"status":"ok","timestamp":1602172313821,"user_tz":360,"elapsed":4583,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"f87b1767-aedb-4e8d-e5c4-a7f820b0c396","colab":{"base_uri":"https://localhost:8080/","height":649}},"source":["# Select only Adjusted Closed Stock Price\n","adj_close = ['Adj Close']\n","data[adj_close]"],"execution_count":65,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead tr th {\n","        text-align: left;\n","    }\n","\n","    .dataframe thead tr:last-of-type th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th colspan=\"33\" halign=\"left\">Adj Close</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>AAPL</th>\n","      <th>AXP</th>\n","      <th>BA</th>\n","      <th>CAT</th>\n","      <th>CSCO</th>\n","      <th>CVX</th>\n","      <th>DIS</th>\n","      <th>DOW</th>\n","      <th>GS</th>\n","      <th>HD</th>\n","      <th>IBM</th>\n","      <th>INTC</th>\n","      <th>JNJ</th>\n","      <th>JPM</th>\n","      <th>KO</th>\n","      <th>MCD</th>\n","      <th>MMM</th>\n","      <th>MRK</th>\n","      <th>MSFT</th>\n","      <th>NKE</th>\n","      <th>PFE</th>\n","      <th>PG</th>\n","      <th>TRV</th>\n","      <th>UNH</th>\n","      <th>UTX</th>\n","      <th>V</th>\n","      <th>VZ</th>\n","      <th>WBA</th>\n","      <th>WMT</th>\n","      <th>XOM</th>\n","      <th>^DJI</th>\n","      <th>^GSPC</th>\n","      <th>^IXIC</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-02</th>\n","      <td>74.57</td>\n","      <td>124.07</td>\n","      <td>331.35</td>\n","      <td>147.02</td>\n","      <td>47.16</td>\n","      <td>116.61</td>\n","      <td>148.20</td>\n","      <td>51.16</td>\n","      <td>230.06</td>\n","      <td>215.77</td>\n","      <td>130.54</td>\n","      <td>59.80</td>\n","      <td>143.09</td>\n","      <td>136.15</td>\n","      <td>53.59</td>\n","      <td>197.07</td>\n","      <td>175.04</td>\n","      <td>89.91</td>\n","      <td>159.35</td>\n","      <td>101.44</td>\n","      <td>37.99</td>\n","      <td>121.10</td>\n","      <td>134.69</td>\n","      <td>288.80</td>\n","      <td>152.41</td>\n","      <td>190.24</td>\n","      <td>58.49</td>\n","      <td>57.25</td>\n","      <td>117.41</td>\n","      <td>67.24</td>\n","      <td>28868.80</td>\n","      <td>3257.85</td>\n","      <td>9092.19</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-03</th>\n","      <td>73.85</td>\n","      <td>122.84</td>\n","      <td>330.79</td>\n","      <td>144.98</td>\n","      <td>46.39</td>\n","      <td>116.21</td>\n","      <td>146.50</td>\n","      <td>49.89</td>\n","      <td>227.37</td>\n","      <td>215.05</td>\n","      <td>129.50</td>\n","      <td>59.07</td>\n","      <td>141.44</td>\n","      <td>134.35</td>\n","      <td>53.30</td>\n","      <td>196.37</td>\n","      <td>173.53</td>\n","      <td>89.14</td>\n","      <td>157.37</td>\n","      <td>101.16</td>\n","      <td>37.79</td>\n","      <td>120.29</td>\n","      <td>134.21</td>\n","      <td>285.88</td>\n","      <td>152.62</td>\n","      <td>188.72</td>\n","      <td>57.87</td>\n","      <td>57.25</td>\n","      <td>116.38</td>\n","      <td>66.70</td>\n","      <td>28634.88</td>\n","      <td>3234.85</td>\n","      <td>9020.77</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-06</th>\n","      <td>74.44</td>\n","      <td>122.31</td>\n","      <td>331.77</td>\n","      <td>144.88</td>\n","      <td>46.55</td>\n","      <td>115.81</td>\n","      <td>145.65</td>\n","      <td>49.69</td>\n","      <td>229.69</td>\n","      <td>216.06</td>\n","      <td>129.27</td>\n","      <td>58.90</td>\n","      <td>141.26</td>\n","      <td>134.24</td>\n","      <td>53.28</td>\n","      <td>198.58</td>\n","      <td>173.70</td>\n","      <td>89.52</td>\n","      <td>157.77</td>\n","      <td>101.07</td>\n","      <td>37.74</td>\n","      <td>120.46</td>\n","      <td>134.35</td>\n","      <td>287.86</td>\n","      <td>152.95</td>\n","      <td>188.32</td>\n","      <td>57.74</td>\n","      <td>57.75</td>\n","      <td>116.14</td>\n","      <td>67.21</td>\n","      <td>28703.38</td>\n","      <td>3246.28</td>\n","      <td>9071.47</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-07</th>\n","      <td>74.09</td>\n","      <td>121.67</td>\n","      <td>335.29</td>\n","      <td>142.97</td>\n","      <td>46.25</td>\n","      <td>114.33</td>\n","      <td>145.70</td>\n","      <td>49.67</td>\n","      <td>231.21</td>\n","      <td>214.65</td>\n","      <td>129.35</td>\n","      <td>57.92</td>\n","      <td>142.12</td>\n","      <td>131.96</td>\n","      <td>52.87</td>\n","      <td>198.87</td>\n","      <td>173.00</td>\n","      <td>87.14</td>\n","      <td>156.34</td>\n","      <td>101.02</td>\n","      <td>37.61</td>\n","      <td>119.71</td>\n","      <td>132.38</td>\n","      <td>286.12</td>\n","      <td>152.46</td>\n","      <td>187.82</td>\n","      <td>57.10</td>\n","      <td>57.46</td>\n","      <td>115.07</td>\n","      <td>66.66</td>\n","      <td>28583.68</td>\n","      <td>3237.18</td>\n","      <td>9068.58</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-08</th>\n","      <td>75.28</td>\n","      <td>123.77</td>\n","      <td>329.41</td>\n","      <td>144.24</td>\n","      <td>46.28</td>\n","      <td>113.03</td>\n","      <td>145.40</td>\n","      <td>50.19</td>\n","      <td>233.43</td>\n","      <td>217.86</td>\n","      <td>130.43</td>\n","      <td>57.96</td>\n","      <td>142.10</td>\n","      <td>132.99</td>\n","      <td>52.96</td>\n","      <td>202.09</td>\n","      <td>175.65</td>\n","      <td>86.55</td>\n","      <td>158.83</td>\n","      <td>100.79</td>\n","      <td>37.91</td>\n","      <td>120.22</td>\n","      <td>133.80</td>\n","      <td>292.16</td>\n","      <td>152.69</td>\n","      <td>191.03</td>\n","      <td>57.21</td>\n","      <td>54.10</td>\n","      <td>114.67</td>\n","      <td>65.66</td>\n","      <td>28745.09</td>\n","      <td>3253.05</td>\n","      <td>9129.24</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-20</th>\n","      <td>98.18</td>\n","      <td>93.61</td>\n","      <td>174.42</td>\n","      <td>134.63</td>\n","      <td>46.54</td>\n","      <td>84.06</td>\n","      <td>117.79</td>\n","      <td>41.66</td>\n","      <td>210.44</td>\n","      <td>258.81</td>\n","      <td>124.74</td>\n","      <td>60.74</td>\n","      <td>148.61</td>\n","      <td>96.41</td>\n","      <td>45.75</td>\n","      <td>190.50</td>\n","      <td>154.96</td>\n","      <td>78.84</td>\n","      <td>211.09</td>\n","      <td>95.44</td>\n","      <td>36.15</td>\n","      <td>124.45</td>\n","      <td>117.88</td>\n","      <td>302.21</td>\n","      <td>nan</td>\n","      <td>198.17</td>\n","      <td>55.28</td>\n","      <td>40.00</td>\n","      <td>130.93</td>\n","      <td>41.68</td>\n","      <td>26680.87</td>\n","      <td>3251.84</td>\n","      <td>10767.09</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-21</th>\n","      <td>96.83</td>\n","      <td>95.93</td>\n","      <td>178.63</td>\n","      <td>135.87</td>\n","      <td>46.59</td>\n","      <td>90.09</td>\n","      <td>118.62</td>\n","      <td>42.39</td>\n","      <td>210.74</td>\n","      <td>261.04</td>\n","      <td>124.43</td>\n","      <td>60.29</td>\n","      <td>148.75</td>\n","      <td>98.50</td>\n","      <td>46.82</td>\n","      <td>191.86</td>\n","      <td>156.38</td>\n","      <td>78.32</td>\n","      <td>208.25</td>\n","      <td>98.14</td>\n","      <td>36.33</td>\n","      <td>124.29</td>\n","      <td>119.52</td>\n","      <td>303.86</td>\n","      <td>nan</td>\n","      <td>196.18</td>\n","      <td>55.25</td>\n","      <td>39.95</td>\n","      <td>131.79</td>\n","      <td>43.79</td>\n","      <td>26840.40</td>\n","      <td>3257.30</td>\n","      <td>10680.36</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-22</th>\n","      <td>97.10</td>\n","      <td>96.14</td>\n","      <td>179.79</td>\n","      <td>136.98</td>\n","      <td>46.47</td>\n","      <td>89.75</td>\n","      <td>119.03</td>\n","      <td>43.67</td>\n","      <td>204.76</td>\n","      <td>263.78</td>\n","      <td>127.01</td>\n","      <td>60.64</td>\n","      <td>149.02</td>\n","      <td>97.78</td>\n","      <td>48.09</td>\n","      <td>197.46</td>\n","      <td>157.28</td>\n","      <td>78.21</td>\n","      <td>211.24</td>\n","      <td>98.69</td>\n","      <td>38.19</td>\n","      <td>125.35</td>\n","      <td>121.33</td>\n","      <td>305.45</td>\n","      <td>nan</td>\n","      <td>198.56</td>\n","      <td>55.16</td>\n","      <td>40.23</td>\n","      <td>132.12</td>\n","      <td>42.77</td>\n","      <td>27005.84</td>\n","      <td>3276.02</td>\n","      <td>10706.13</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-23</th>\n","      <td>92.68</td>\n","      <td>96.27</td>\n","      <td>176.45</td>\n","      <td>136.60</td>\n","      <td>46.98</td>\n","      <td>89.72</td>\n","      <td>118.12</td>\n","      <td>42.17</td>\n","      <td>201.80</td>\n","      <td>262.43</td>\n","      <td>125.68</td>\n","      <td>59.99</td>\n","      <td>148.62</td>\n","      <td>98.07</td>\n","      <td>47.89</td>\n","      <td>196.40</td>\n","      <td>157.85</td>\n","      <td>77.50</td>\n","      <td>202.05</td>\n","      <td>98.08</td>\n","      <td>38.04</td>\n","      <td>126.16</td>\n","      <td>117.72</td>\n","      <td>301.73</td>\n","      <td>nan</td>\n","      <td>197.13</td>\n","      <td>55.26</td>\n","      <td>39.88</td>\n","      <td>131.10</td>\n","      <td>42.85</td>\n","      <td>26652.33</td>\n","      <td>3235.66</td>\n","      <td>10461.42</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-24</th>\n","      <td>92.45</td>\n","      <td>94.93</td>\n","      <td>173.76</td>\n","      <td>137.58</td>\n","      <td>45.98</td>\n","      <td>88.85</td>\n","      <td>117.61</td>\n","      <td>41.96</td>\n","      <td>200.26</td>\n","      <td>263.92</td>\n","      <td>124.16</td>\n","      <td>50.25</td>\n","      <td>147.14</td>\n","      <td>97.38</td>\n","      <td>48.10</td>\n","      <td>197.56</td>\n","      <td>158.40</td>\n","      <td>76.54</td>\n","      <td>200.81</td>\n","      <td>98.21</td>\n","      <td>37.30</td>\n","      <td>125.96</td>\n","      <td>117.40</td>\n","      <td>299.56</td>\n","      <td>nan</td>\n","      <td>194.86</td>\n","      <td>56.25</td>\n","      <td>40.05</td>\n","      <td>130.70</td>\n","      <td>42.59</td>\n","      <td>26469.89</td>\n","      <td>3215.63</td>\n","      <td>10363.18</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>142 rows × 33 columns</p>\n","</div>"],"text/plain":["           Adj Close                       ...                                \n","                AAPL    AXP     BA    CAT  ...   XOM     ^DJI   ^GSPC    ^IXIC\n","Date                                       ...                                \n","2020-01-02     74.57 124.07 331.35 147.02  ... 67.24 28868.80 3257.85  9092.19\n","2020-01-03     73.85 122.84 330.79 144.98  ... 66.70 28634.88 3234.85  9020.77\n","2020-01-06     74.44 122.31 331.77 144.88  ... 67.21 28703.38 3246.28  9071.47\n","2020-01-07     74.09 121.67 335.29 142.97  ... 66.66 28583.68 3237.18  9068.58\n","2020-01-08     75.28 123.77 329.41 144.24  ... 65.66 28745.09 3253.05  9129.24\n","...              ...    ...    ...    ...  ...   ...      ...     ...      ...\n","2020-07-20     98.18  93.61 174.42 134.63  ... 41.68 26680.87 3251.84 10767.09\n","2020-07-21     96.83  95.93 178.63 135.87  ... 43.79 26840.40 3257.30 10680.36\n","2020-07-22     97.10  96.14 179.79 136.98  ... 42.77 27005.84 3276.02 10706.13\n","2020-07-23     92.68  96.27 176.45 136.60  ... 42.85 26652.33 3235.66 10461.42\n","2020-07-24     92.45  94.93 173.76 137.58  ... 42.59 26469.89 3215.63 10363.18\n","\n","[142 rows x 33 columns]"]},"metadata":{"tags":[]},"execution_count":65}]},{"cell_type":"code","metadata":{"id":"olKY33VYO_Mp","executionInfo":{"status":"ok","timestamp":1602172313822,"user_tz":360,"elapsed":4570,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"582afaf9-b135-4292-d357-99c37bbd1245","colab":{"base_uri":"https://localhost:8080/","height":334}},"source":["data[adj_close].describe()"],"execution_count":66,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead tr th {\n","        text-align: left;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th colspan=\"33\" halign=\"left\">Adj Close</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>AAPL</th>\n","      <th>AXP</th>\n","      <th>BA</th>\n","      <th>CAT</th>\n","      <th>CSCO</th>\n","      <th>CVX</th>\n","      <th>DIS</th>\n","      <th>DOW</th>\n","      <th>GS</th>\n","      <th>HD</th>\n","      <th>IBM</th>\n","      <th>INTC</th>\n","      <th>JNJ</th>\n","      <th>JPM</th>\n","      <th>KO</th>\n","      <th>MCD</th>\n","      <th>MMM</th>\n","      <th>MRK</th>\n","      <th>MSFT</th>\n","      <th>NKE</th>\n","      <th>PFE</th>\n","      <th>PG</th>\n","      <th>TRV</th>\n","      <th>UNH</th>\n","      <th>UTX</th>\n","      <th>V</th>\n","      <th>VZ</th>\n","      <th>WBA</th>\n","      <th>WMT</th>\n","      <th>XOM</th>\n","      <th>^DJI</th>\n","      <th>^GSPC</th>\n","      <th>^IXIC</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>67.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","      <td>142.00</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>77.58</td>\n","      <td>101.87</td>\n","      <td>208.73</td>\n","      <td>122.71</td>\n","      <td>43.28</td>\n","      <td>90.88</td>\n","      <td>118.20</td>\n","      <td>38.55</td>\n","      <td>198.18</td>\n","      <td>225.32</td>\n","      <td>123.35</td>\n","      <td>58.76</td>\n","      <td>142.22</td>\n","      <td>104.24</td>\n","      <td>48.61</td>\n","      <td>187.74</td>\n","      <td>151.64</td>\n","      <td>79.03</td>\n","      <td>176.40</td>\n","      <td>92.83</td>\n","      <td>35.20</td>\n","      <td>117.74</td>\n","      <td>113.27</td>\n","      <td>280.77</td>\n","      <td>129.24</td>\n","      <td>186.11</td>\n","      <td>55.09</td>\n","      <td>44.92</td>\n","      <td>119.52</td>\n","      <td>47.49</td>\n","      <td>25651.99</td>\n","      <td>3017.56</td>\n","      <td>9118.05</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>9.96</td>\n","      <td>18.32</td>\n","      <td>80.23</td>\n","      <td>13.58</td>\n","      <td>3.67</td>\n","      <td>13.37</td>\n","      <td>16.25</td>\n","      <td>7.27</td>\n","      <td>28.49</td>\n","      <td>24.74</td>\n","      <td>12.45</td>\n","      <td>4.58</td>\n","      <td>7.65</td>\n","      <td>18.26</td>\n","      <td>5.45</td>\n","      <td>16.83</td>\n","      <td>12.45</td>\n","      <td>4.75</td>\n","      <td>18.48</td>\n","      <td>9.06</td>\n","      <td>2.57</td>\n","      <td>5.80</td>\n","      <td>15.35</td>\n","      <td>22.59</td>\n","      <td>30.35</td>\n","      <td>16.05</td>\n","      <td>2.16</td>\n","      <td>4.92</td>\n","      <td>6.27</td>\n","      <td>9.37</td>\n","      <td>2599.81</td>\n","      <td>270.34</td>\n","      <td>918.24</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>55.84</td>\n","      <td>67.99</td>\n","      <td>95.01</td>\n","      <td>90.34</td>\n","      <td>32.33</td>\n","      <td>52.68</td>\n","      <td>85.76</td>\n","      <td>21.29</td>\n","      <td>133.32</td>\n","      <td>150.45</td>\n","      <td>92.31</td>\n","      <td>44.06</td>\n","      <td>109.65</td>\n","      <td>76.75</td>\n","      <td>36.92</td>\n","      <td>135.40</td>\n","      <td>115.66</td>\n","      <td>65.40</td>\n","      <td>134.72</td>\n","      <td>62.51</td>\n","      <td>27.94</td>\n","      <td>96.44</td>\n","      <td>80.54</td>\n","      <td>193.23</td>\n","      <td>49.93</td>\n","      <td>135.31</td>\n","      <td>48.35</td>\n","      <td>37.49</td>\n","      <td>102.72</td>\n","      <td>30.25</td>\n","      <td>18591.93</td>\n","      <td>2237.40</td>\n","      <td>6860.67</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>71.10</td>\n","      <td>87.57</td>\n","      <td>141.16</td>\n","      <td>112.39</td>\n","      <td>40.74</td>\n","      <td>84.38</td>\n","      <td>105.50</td>\n","      <td>32.43</td>\n","      <td>176.07</td>\n","      <td>215.09</td>\n","      <td>116.83</td>\n","      <td>57.88</td>\n","      <td>140.05</td>\n","      <td>90.42</td>\n","      <td>44.64</td>\n","      <td>179.09</td>\n","      <td>143.81</td>\n","      <td>76.15</td>\n","      <td>163.68</td>\n","      <td>87.17</td>\n","      <td>33.31</td>\n","      <td>114.57</td>\n","      <td>99.93</td>\n","      <td>274.94</td>\n","      <td>103.57</td>\n","      <td>175.35</td>\n","      <td>53.78</td>\n","      <td>41.03</td>\n","      <td>114.63</td>\n","      <td>41.70</td>\n","      <td>23767.40</td>\n","      <td>2849.44</td>\n","      <td>8605.65</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>78.03</td>\n","      <td>96.03</td>\n","      <td>179.33</td>\n","      <td>124.56</td>\n","      <td>44.63</td>\n","      <td>89.97</td>\n","      <td>116.83</td>\n","      <td>40.03</td>\n","      <td>200.34</td>\n","      <td>230.09</td>\n","      <td>121.50</td>\n","      <td>58.84</td>\n","      <td>144.49</td>\n","      <td>96.75</td>\n","      <td>46.25</td>\n","      <td>186.34</td>\n","      <td>153.23</td>\n","      <td>78.55</td>\n","      <td>177.79</td>\n","      <td>96.12</td>\n","      <td>35.65</td>\n","      <td>118.09</td>\n","      <td>113.29</td>\n","      <td>286.87</td>\n","      <td>149.49</td>\n","      <td>191.59</td>\n","      <td>55.31</td>\n","      <td>43.08</td>\n","      <td>118.65</td>\n","      <td>44.23</td>\n","      <td>25789.76</td>\n","      <td>3082.29</td>\n","      <td>9255.02</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>81.36</td>\n","      <td>121.05</td>\n","      <td>306.78</td>\n","      <td>134.28</td>\n","      <td>46.14</td>\n","      <td>101.76</td>\n","      <td>131.80</td>\n","      <td>43.97</td>\n","      <td>220.21</td>\n","      <td>244.42</td>\n","      <td>130.68</td>\n","      <td>61.40</td>\n","      <td>147.14</td>\n","      <td>126.91</td>\n","      <td>54.07</td>\n","      <td>201.11</td>\n","      <td>157.84</td>\n","      <td>81.20</td>\n","      <td>186.19</td>\n","      <td>99.63</td>\n","      <td>37.29</td>\n","      <td>122.99</td>\n","      <td>128.89</td>\n","      <td>295.65</td>\n","      <td>152.66</td>\n","      <td>196.99</td>\n","      <td>56.64</td>\n","      <td>49.35</td>\n","      <td>123.45</td>\n","      <td>54.08</td>\n","      <td>27863.71</td>\n","      <td>3236.80</td>\n","      <td>9729.89</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>98.18</td>\n","      <td>134.99</td>\n","      <td>345.40</td>\n","      <td>147.02</td>\n","      <td>48.63</td>\n","      <td>116.61</td>\n","      <td>148.20</td>\n","      <td>51.16</td>\n","      <td>245.18</td>\n","      <td>263.92</td>\n","      <td>151.27</td>\n","      <td>67.29</td>\n","      <td>153.42</td>\n","      <td>136.15</td>\n","      <td>58.60</td>\n","      <td>213.43</td>\n","      <td>176.37</td>\n","      <td>89.91</td>\n","      <td>213.80</td>\n","      <td>104.06</td>\n","      <td>39.51</td>\n","      <td>126.16</td>\n","      <td>138.44</td>\n","      <td>309.24</td>\n","      <td>156.09</td>\n","      <td>212.63</td>\n","      <td>58.76</td>\n","      <td>57.75</td>\n","      <td>132.12</td>\n","      <td>67.24</td>\n","      <td>29551.42</td>\n","      <td>3386.15</td>\n","      <td>10767.09</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      Adj Close                       ...                                 \n","           AAPL    AXP     BA    CAT  ...    XOM     ^DJI   ^GSPC    ^IXIC\n","count    142.00 142.00 142.00 142.00  ... 142.00   142.00  142.00   142.00\n","mean      77.58 101.87 208.73 122.71  ...  47.49 25651.99 3017.56  9118.05\n","std        9.96  18.32  80.23  13.58  ...   9.37  2599.81  270.34   918.24\n","min       55.84  67.99  95.01  90.34  ...  30.25 18591.93 2237.40  6860.67\n","25%       71.10  87.57 141.16 112.39  ...  41.70 23767.40 2849.44  8605.65\n","50%       78.03  96.03 179.33 124.56  ...  44.23 25789.76 3082.29  9255.02\n","75%       81.36 121.05 306.78 134.28  ...  54.08 27863.71 3236.80  9729.89\n","max       98.18 134.99 345.40 147.02  ...  67.24 29551.42 3386.15 10767.09\n","\n","[8 rows x 33 columns]"]},"metadata":{"tags":[]},"execution_count":66}]},{"cell_type":"code","metadata":{"id":"_0TR0V0MSa8f","executionInfo":{"status":"ok","timestamp":1602172313822,"user_tz":360,"elapsed":4557,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Write adj_close dataframe to yfinance_df\n","yfinance_df = data[adj_close]"],"execution_count":67,"outputs":[]},{"cell_type":"code","metadata":{"id":"EU7ct7hH40rM","executionInfo":{"status":"ok","timestamp":1602172313991,"user_tz":360,"elapsed":4715,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"be7545c7-aab5-4aff-c8fc-53db9ff221e9","colab":{"base_uri":"https://localhost:8080/","height":649}},"source":["yfinance_df"],"execution_count":68,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead tr th {\n","        text-align: left;\n","    }\n","\n","    .dataframe thead tr:last-of-type th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th colspan=\"33\" halign=\"left\">Adj Close</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>AAPL</th>\n","      <th>AXP</th>\n","      <th>BA</th>\n","      <th>CAT</th>\n","      <th>CSCO</th>\n","      <th>CVX</th>\n","      <th>DIS</th>\n","      <th>DOW</th>\n","      <th>GS</th>\n","      <th>HD</th>\n","      <th>IBM</th>\n","      <th>INTC</th>\n","      <th>JNJ</th>\n","      <th>JPM</th>\n","      <th>KO</th>\n","      <th>MCD</th>\n","      <th>MMM</th>\n","      <th>MRK</th>\n","      <th>MSFT</th>\n","      <th>NKE</th>\n","      <th>PFE</th>\n","      <th>PG</th>\n","      <th>TRV</th>\n","      <th>UNH</th>\n","      <th>UTX</th>\n","      <th>V</th>\n","      <th>VZ</th>\n","      <th>WBA</th>\n","      <th>WMT</th>\n","      <th>XOM</th>\n","      <th>^DJI</th>\n","      <th>^GSPC</th>\n","      <th>^IXIC</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-02</th>\n","      <td>74.57</td>\n","      <td>124.07</td>\n","      <td>331.35</td>\n","      <td>147.02</td>\n","      <td>47.16</td>\n","      <td>116.61</td>\n","      <td>148.20</td>\n","      <td>51.16</td>\n","      <td>230.06</td>\n","      <td>215.77</td>\n","      <td>130.54</td>\n","      <td>59.80</td>\n","      <td>143.09</td>\n","      <td>136.15</td>\n","      <td>53.59</td>\n","      <td>197.07</td>\n","      <td>175.04</td>\n","      <td>89.91</td>\n","      <td>159.35</td>\n","      <td>101.44</td>\n","      <td>37.99</td>\n","      <td>121.10</td>\n","      <td>134.69</td>\n","      <td>288.80</td>\n","      <td>152.41</td>\n","      <td>190.24</td>\n","      <td>58.49</td>\n","      <td>57.25</td>\n","      <td>117.41</td>\n","      <td>67.24</td>\n","      <td>28868.80</td>\n","      <td>3257.85</td>\n","      <td>9092.19</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-03</th>\n","      <td>73.85</td>\n","      <td>122.84</td>\n","      <td>330.79</td>\n","      <td>144.98</td>\n","      <td>46.39</td>\n","      <td>116.21</td>\n","      <td>146.50</td>\n","      <td>49.89</td>\n","      <td>227.37</td>\n","      <td>215.05</td>\n","      <td>129.50</td>\n","      <td>59.07</td>\n","      <td>141.44</td>\n","      <td>134.35</td>\n","      <td>53.30</td>\n","      <td>196.37</td>\n","      <td>173.53</td>\n","      <td>89.14</td>\n","      <td>157.37</td>\n","      <td>101.16</td>\n","      <td>37.79</td>\n","      <td>120.29</td>\n","      <td>134.21</td>\n","      <td>285.88</td>\n","      <td>152.62</td>\n","      <td>188.72</td>\n","      <td>57.87</td>\n","      <td>57.25</td>\n","      <td>116.38</td>\n","      <td>66.70</td>\n","      <td>28634.88</td>\n","      <td>3234.85</td>\n","      <td>9020.77</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-06</th>\n","      <td>74.44</td>\n","      <td>122.31</td>\n","      <td>331.77</td>\n","      <td>144.88</td>\n","      <td>46.55</td>\n","      <td>115.81</td>\n","      <td>145.65</td>\n","      <td>49.69</td>\n","      <td>229.69</td>\n","      <td>216.06</td>\n","      <td>129.27</td>\n","      <td>58.90</td>\n","      <td>141.26</td>\n","      <td>134.24</td>\n","      <td>53.28</td>\n","      <td>198.58</td>\n","      <td>173.70</td>\n","      <td>89.52</td>\n","      <td>157.77</td>\n","      <td>101.07</td>\n","      <td>37.74</td>\n","      <td>120.46</td>\n","      <td>134.35</td>\n","      <td>287.86</td>\n","      <td>152.95</td>\n","      <td>188.32</td>\n","      <td>57.74</td>\n","      <td>57.75</td>\n","      <td>116.14</td>\n","      <td>67.21</td>\n","      <td>28703.38</td>\n","      <td>3246.28</td>\n","      <td>9071.47</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-07</th>\n","      <td>74.09</td>\n","      <td>121.67</td>\n","      <td>335.29</td>\n","      <td>142.97</td>\n","      <td>46.25</td>\n","      <td>114.33</td>\n","      <td>145.70</td>\n","      <td>49.67</td>\n","      <td>231.21</td>\n","      <td>214.65</td>\n","      <td>129.35</td>\n","      <td>57.92</td>\n","      <td>142.12</td>\n","      <td>131.96</td>\n","      <td>52.87</td>\n","      <td>198.87</td>\n","      <td>173.00</td>\n","      <td>87.14</td>\n","      <td>156.34</td>\n","      <td>101.02</td>\n","      <td>37.61</td>\n","      <td>119.71</td>\n","      <td>132.38</td>\n","      <td>286.12</td>\n","      <td>152.46</td>\n","      <td>187.82</td>\n","      <td>57.10</td>\n","      <td>57.46</td>\n","      <td>115.07</td>\n","      <td>66.66</td>\n","      <td>28583.68</td>\n","      <td>3237.18</td>\n","      <td>9068.58</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-08</th>\n","      <td>75.28</td>\n","      <td>123.77</td>\n","      <td>329.41</td>\n","      <td>144.24</td>\n","      <td>46.28</td>\n","      <td>113.03</td>\n","      <td>145.40</td>\n","      <td>50.19</td>\n","      <td>233.43</td>\n","      <td>217.86</td>\n","      <td>130.43</td>\n","      <td>57.96</td>\n","      <td>142.10</td>\n","      <td>132.99</td>\n","      <td>52.96</td>\n","      <td>202.09</td>\n","      <td>175.65</td>\n","      <td>86.55</td>\n","      <td>158.83</td>\n","      <td>100.79</td>\n","      <td>37.91</td>\n","      <td>120.22</td>\n","      <td>133.80</td>\n","      <td>292.16</td>\n","      <td>152.69</td>\n","      <td>191.03</td>\n","      <td>57.21</td>\n","      <td>54.10</td>\n","      <td>114.67</td>\n","      <td>65.66</td>\n","      <td>28745.09</td>\n","      <td>3253.05</td>\n","      <td>9129.24</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-20</th>\n","      <td>98.18</td>\n","      <td>93.61</td>\n","      <td>174.42</td>\n","      <td>134.63</td>\n","      <td>46.54</td>\n","      <td>84.06</td>\n","      <td>117.79</td>\n","      <td>41.66</td>\n","      <td>210.44</td>\n","      <td>258.81</td>\n","      <td>124.74</td>\n","      <td>60.74</td>\n","      <td>148.61</td>\n","      <td>96.41</td>\n","      <td>45.75</td>\n","      <td>190.50</td>\n","      <td>154.96</td>\n","      <td>78.84</td>\n","      <td>211.09</td>\n","      <td>95.44</td>\n","      <td>36.15</td>\n","      <td>124.45</td>\n","      <td>117.88</td>\n","      <td>302.21</td>\n","      <td>nan</td>\n","      <td>198.17</td>\n","      <td>55.28</td>\n","      <td>40.00</td>\n","      <td>130.93</td>\n","      <td>41.68</td>\n","      <td>26680.87</td>\n","      <td>3251.84</td>\n","      <td>10767.09</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-21</th>\n","      <td>96.83</td>\n","      <td>95.93</td>\n","      <td>178.63</td>\n","      <td>135.87</td>\n","      <td>46.59</td>\n","      <td>90.09</td>\n","      <td>118.62</td>\n","      <td>42.39</td>\n","      <td>210.74</td>\n","      <td>261.04</td>\n","      <td>124.43</td>\n","      <td>60.29</td>\n","      <td>148.75</td>\n","      <td>98.50</td>\n","      <td>46.82</td>\n","      <td>191.86</td>\n","      <td>156.38</td>\n","      <td>78.32</td>\n","      <td>208.25</td>\n","      <td>98.14</td>\n","      <td>36.33</td>\n","      <td>124.29</td>\n","      <td>119.52</td>\n","      <td>303.86</td>\n","      <td>nan</td>\n","      <td>196.18</td>\n","      <td>55.25</td>\n","      <td>39.95</td>\n","      <td>131.79</td>\n","      <td>43.79</td>\n","      <td>26840.40</td>\n","      <td>3257.30</td>\n","      <td>10680.36</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-22</th>\n","      <td>97.10</td>\n","      <td>96.14</td>\n","      <td>179.79</td>\n","      <td>136.98</td>\n","      <td>46.47</td>\n","      <td>89.75</td>\n","      <td>119.03</td>\n","      <td>43.67</td>\n","      <td>204.76</td>\n","      <td>263.78</td>\n","      <td>127.01</td>\n","      <td>60.64</td>\n","      <td>149.02</td>\n","      <td>97.78</td>\n","      <td>48.09</td>\n","      <td>197.46</td>\n","      <td>157.28</td>\n","      <td>78.21</td>\n","      <td>211.24</td>\n","      <td>98.69</td>\n","      <td>38.19</td>\n","      <td>125.35</td>\n","      <td>121.33</td>\n","      <td>305.45</td>\n","      <td>nan</td>\n","      <td>198.56</td>\n","      <td>55.16</td>\n","      <td>40.23</td>\n","      <td>132.12</td>\n","      <td>42.77</td>\n","      <td>27005.84</td>\n","      <td>3276.02</td>\n","      <td>10706.13</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-23</th>\n","      <td>92.68</td>\n","      <td>96.27</td>\n","      <td>176.45</td>\n","      <td>136.60</td>\n","      <td>46.98</td>\n","      <td>89.72</td>\n","      <td>118.12</td>\n","      <td>42.17</td>\n","      <td>201.80</td>\n","      <td>262.43</td>\n","      <td>125.68</td>\n","      <td>59.99</td>\n","      <td>148.62</td>\n","      <td>98.07</td>\n","      <td>47.89</td>\n","      <td>196.40</td>\n","      <td>157.85</td>\n","      <td>77.50</td>\n","      <td>202.05</td>\n","      <td>98.08</td>\n","      <td>38.04</td>\n","      <td>126.16</td>\n","      <td>117.72</td>\n","      <td>301.73</td>\n","      <td>nan</td>\n","      <td>197.13</td>\n","      <td>55.26</td>\n","      <td>39.88</td>\n","      <td>131.10</td>\n","      <td>42.85</td>\n","      <td>26652.33</td>\n","      <td>3235.66</td>\n","      <td>10461.42</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-24</th>\n","      <td>92.45</td>\n","      <td>94.93</td>\n","      <td>173.76</td>\n","      <td>137.58</td>\n","      <td>45.98</td>\n","      <td>88.85</td>\n","      <td>117.61</td>\n","      <td>41.96</td>\n","      <td>200.26</td>\n","      <td>263.92</td>\n","      <td>124.16</td>\n","      <td>50.25</td>\n","      <td>147.14</td>\n","      <td>97.38</td>\n","      <td>48.10</td>\n","      <td>197.56</td>\n","      <td>158.40</td>\n","      <td>76.54</td>\n","      <td>200.81</td>\n","      <td>98.21</td>\n","      <td>37.30</td>\n","      <td>125.96</td>\n","      <td>117.40</td>\n","      <td>299.56</td>\n","      <td>nan</td>\n","      <td>194.86</td>\n","      <td>56.25</td>\n","      <td>40.05</td>\n","      <td>130.70</td>\n","      <td>42.59</td>\n","      <td>26469.89</td>\n","      <td>3215.63</td>\n","      <td>10363.18</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>142 rows × 33 columns</p>\n","</div>"],"text/plain":["           Adj Close                       ...                                \n","                AAPL    AXP     BA    CAT  ...   XOM     ^DJI   ^GSPC    ^IXIC\n","Date                                       ...                                \n","2020-01-02     74.57 124.07 331.35 147.02  ... 67.24 28868.80 3257.85  9092.19\n","2020-01-03     73.85 122.84 330.79 144.98  ... 66.70 28634.88 3234.85  9020.77\n","2020-01-06     74.44 122.31 331.77 144.88  ... 67.21 28703.38 3246.28  9071.47\n","2020-01-07     74.09 121.67 335.29 142.97  ... 66.66 28583.68 3237.18  9068.58\n","2020-01-08     75.28 123.77 329.41 144.24  ... 65.66 28745.09 3253.05  9129.24\n","...              ...    ...    ...    ...  ...   ...      ...     ...      ...\n","2020-07-20     98.18  93.61 174.42 134.63  ... 41.68 26680.87 3251.84 10767.09\n","2020-07-21     96.83  95.93 178.63 135.87  ... 43.79 26840.40 3257.30 10680.36\n","2020-07-22     97.10  96.14 179.79 136.98  ... 42.77 27005.84 3276.02 10706.13\n","2020-07-23     92.68  96.27 176.45 136.60  ... 42.85 26652.33 3235.66 10461.42\n","2020-07-24     92.45  94.93 173.76 137.58  ... 42.59 26469.89 3215.63 10363.18\n","\n","[142 rows x 33 columns]"]},"metadata":{"tags":[]},"execution_count":68}]},{"cell_type":"markdown","metadata":{"id":"K8a57FoXRz_o"},"source":["# **Merge yfinance and covid_19 dataframes by date**"]},{"cell_type":"code","metadata":{"id":"EIOyX2wdRzlv","executionInfo":{"status":"ok","timestamp":1602172313993,"user_tz":360,"elapsed":4703,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"17ba3d11-5626-4f14-8af0-50299cd34fb1","colab":{"base_uri":"https://localhost:8080/","height":72}},"source":["# Merge by yfinance and covid dataframes by Index\n","covid_yfinance_df = pd.merge(covid_sum_df,yfinance_df, how='inner', left_index=True, right_index=True)"],"execution_count":69,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/pandas/core/reshape/merge.py:643: UserWarning: merging between different levels can give an unintended result (1 levels on the left,2 on the right)\n","  warnings.warn(msg, UserWarning)\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"hm3VhsapVunP","executionInfo":{"status":"ok","timestamp":1602172313993,"user_tz":360,"elapsed":4690,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"99d35917-92e8-4acb-efd1-ce3f8b5bae19","colab":{"base_uri":"https://localhost:8080/","height":362}},"source":["covid_yfinance_df.head()"],"execution_count":70,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>(Adj Close, AAPL)</th>\n","      <th>(Adj Close, AXP)</th>\n","      <th>(Adj Close, BA)</th>\n","      <th>(Adj Close, CAT)</th>\n","      <th>(Adj Close, CSCO)</th>\n","      <th>(Adj Close, CVX)</th>\n","      <th>(Adj Close, DIS)</th>\n","      <th>(Adj Close, DOW)</th>\n","      <th>(Adj Close, GS)</th>\n","      <th>(Adj Close, HD)</th>\n","      <th>(Adj Close, IBM)</th>\n","      <th>(Adj Close, INTC)</th>\n","      <th>(Adj Close, JNJ)</th>\n","      <th>(Adj Close, JPM)</th>\n","      <th>(Adj Close, KO)</th>\n","      <th>(Adj Close, MCD)</th>\n","      <th>(Adj Close, MMM)</th>\n","      <th>(Adj Close, MRK)</th>\n","      <th>(Adj Close, MSFT)</th>\n","      <th>(Adj Close, NKE)</th>\n","      <th>(Adj Close, PFE)</th>\n","      <th>(Adj Close, PG)</th>\n","      <th>(Adj Close, TRV)</th>\n","      <th>(Adj Close, UNH)</th>\n","      <th>(Adj Close, UTX)</th>\n","      <th>(Adj Close, V)</th>\n","      <th>(Adj Close, VZ)</th>\n","      <th>(Adj Close, WBA)</th>\n","      <th>(Adj Close, WMT)</th>\n","      <th>(Adj Close, XOM)</th>\n","      <th>(Adj Close, ^DJI)</th>\n","      <th>(Adj Close, ^GSPC)</th>\n","      <th>(Adj Close, ^IXIC)</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-22</th>\n","      <td>555</td>\n","      <td>17</td>\n","      <td>28</td>\n","      <td>78.88</td>\n","      <td>129.63</td>\n","      <td>307.17</td>\n","      <td>140.28</td>\n","      <td>47.79</td>\n","      <td>108.42</td>\n","      <td>144.01</td>\n","      <td>48.42</td>\n","      <td>242.55</td>\n","      <td>228.77</td>\n","      <td>138.70</td>\n","      <td>61.65</td>\n","      <td>145.33</td>\n","      <td>132.74</td>\n","      <td>56.14</td>\n","      <td>207.52</td>\n","      <td>173.12</td>\n","      <td>87.58</td>\n","      <td>164.39</td>\n","      <td>103.71</td>\n","      <td>39.01</td>\n","      <td>123.95</td>\n","      <td>138.44</td>\n","      <td>296.79</td>\n","      <td>153.06</td>\n","      <td>206.94</td>\n","      <td>58.55</td>\n","      <td>51.77</td>\n","      <td>114.61</td>\n","      <td>63.72</td>\n","      <td>29186.27</td>\n","      <td>3321.75</td>\n","      <td>9383.77</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-23</th>\n","      <td>654</td>\n","      <td>18</td>\n","      <td>30</td>\n","      <td>79.26</td>\n","      <td>129.51</td>\n","      <td>315.91</td>\n","      <td>140.40</td>\n","      <td>47.72</td>\n","      <td>108.61</td>\n","      <td>142.20</td>\n","      <td>47.83</td>\n","      <td>241.11</td>\n","      <td>229.51</td>\n","      <td>137.72</td>\n","      <td>62.23</td>\n","      <td>145.60</td>\n","      <td>132.60</td>\n","      <td>56.35</td>\n","      <td>209.46</td>\n","      <td>172.84</td>\n","      <td>86.51</td>\n","      <td>165.40</td>\n","      <td>102.25</td>\n","      <td>39.51</td>\n","      <td>123.38</td>\n","      <td>131.43</td>\n","      <td>295.67</td>\n","      <td>153.07</td>\n","      <td>205.57</td>\n","      <td>58.58</td>\n","      <td>51.65</td>\n","      <td>114.32</td>\n","      <td>63.32</td>\n","      <td>29160.09</td>\n","      <td>3325.54</td>\n","      <td>9402.48</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-24</th>\n","      <td>941</td>\n","      <td>26</td>\n","      <td>36</td>\n","      <td>79.03</td>\n","      <td>133.20</td>\n","      <td>321.14</td>\n","      <td>138.07</td>\n","      <td>47.57</td>\n","      <td>107.41</td>\n","      <td>140.08</td>\n","      <td>46.15</td>\n","      <td>237.52</td>\n","      <td>227.89</td>\n","      <td>135.49</td>\n","      <td>67.29</td>\n","      <td>145.40</td>\n","      <td>129.31</td>\n","      <td>56.21</td>\n","      <td>207.32</td>\n","      <td>173.24</td>\n","      <td>83.99</td>\n","      <td>163.74</td>\n","      <td>101.27</td>\n","      <td>38.65</td>\n","      <td>123.53</td>\n","      <td>132.01</td>\n","      <td>289.11</td>\n","      <td>152.46</td>\n","      <td>204.05</td>\n","      <td>58.36</td>\n","      <td>50.43</td>\n","      <td>112.90</td>\n","      <td>62.90</td>\n","      <td>28989.73</td>\n","      <td>3295.47</td>\n","      <td>9314.91</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-27</th>\n","      <td>2927</td>\n","      <td>82</td>\n","      <td>61</td>\n","      <td>76.71</td>\n","      <td>128.79</td>\n","      <td>314.73</td>\n","      <td>133.50</td>\n","      <td>46.23</td>\n","      <td>106.01</td>\n","      <td>135.90</td>\n","      <td>44.91</td>\n","      <td>233.81</td>\n","      <td>227.09</td>\n","      <td>133.62</td>\n","      <td>64.56</td>\n","      <td>145.82</td>\n","      <td>128.22</td>\n","      <td>56.01</td>\n","      <td>205.46</td>\n","      <td>170.79</td>\n","      <td>84.11</td>\n","      <td>161.00</td>\n","      <td>99.49</td>\n","      <td>38.98</td>\n","      <td>124.07</td>\n","      <td>130.98</td>\n","      <td>280.50</td>\n","      <td>150.31</td>\n","      <td>200.76</td>\n","      <td>58.00</td>\n","      <td>50.62</td>\n","      <td>114.37</td>\n","      <td>61.40</td>\n","      <td>28535.80</td>\n","      <td>3243.63</td>\n","      <td>9139.31</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-28</th>\n","      <td>5578</td>\n","      <td>131</td>\n","      <td>107</td>\n","      <td>78.88</td>\n","      <td>130.58</td>\n","      <td>314.69</td>\n","      <td>134.49</td>\n","      <td>46.52</td>\n","      <td>106.71</td>\n","      <td>138.37</td>\n","      <td>44.89</td>\n","      <td>238.17</td>\n","      <td>229.72</td>\n","      <td>134.52</td>\n","      <td>66.15</td>\n","      <td>146.55</td>\n","      <td>130.55</td>\n","      <td>55.56</td>\n","      <td>206.49</td>\n","      <td>161.02</td>\n","      <td>84.26</td>\n","      <td>164.15</td>\n","      <td>99.66</td>\n","      <td>37.02</td>\n","      <td>124.41</td>\n","      <td>131.63</td>\n","      <td>282.25</td>\n","      <td>152.14</td>\n","      <td>201.91</td>\n","      <td>58.76</td>\n","      <td>51.15</td>\n","      <td>115.10</td>\n","      <td>61.31</td>\n","      <td>28722.85</td>\n","      <td>3276.24</td>\n","      <td>9269.68</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Confirmed  Deaths  ...  (Adj Close, ^GSPC)  (Adj Close, ^IXIC)\n","Date                           ...                                        \n","2020-01-22        555      17  ...             3321.75             9383.77\n","2020-01-23        654      18  ...             3325.54             9402.48\n","2020-01-24        941      26  ...             3295.47             9314.91\n","2020-01-27       2927      82  ...             3243.63             9139.31\n","2020-01-28       5578     131  ...             3276.24             9269.68\n","\n","[5 rows x 36 columns]"]},"metadata":{"tags":[]},"execution_count":70}]},{"cell_type":"code","metadata":{"id":"ti4pdPIjjCYW","executionInfo":{"status":"ok","timestamp":1602172313994,"user_tz":360,"elapsed":4677,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Rename Columns\n","covid_yfinance_df.columns = ['Confirmed', 'Deaths','Recovered',\n","                     'Apple Inc','American Express Co','Boeing Co', 'Caterpillar Inc', 'Cisco Systems Inc', 'Chevron Corp', 'Walt Disney Co',\n","                     'Dow Inc', 'Goldman Sachs Group Inc', 'Home Depot Inc', 'International Business Machines Corp', 'Intel Corp', 'Johnson & Johnson', \n","                     'JPMorgan Chase & Co', 'Coca-Cola Co', 'McDonalds Corp', '3M Co', 'Merck & Co Inc', 'Microsoft Corp', 'Nike Inc', 'Pfizer Inc', \n","                     'Procter & Gamble Co', 'Travelers Companies Inc', 'UnitedHealth Group Inc', 'United Technologies Corp', 'Visa Inc', 'Verizon Communications Inc', \n","                     'Walgreens Boots Alliance Inc', 'Walmart Inc', 'Exxon Mobil Corp', 'Dow Jones Industrial','S&P 500 Index','Nasdaq Composite']"],"execution_count":71,"outputs":[]},{"cell_type":"code","metadata":{"id":"yn4V0PMfksq5","executionInfo":{"status":"ok","timestamp":1602172314139,"user_tz":360,"elapsed":4812,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"982c25f9-3d70-4170-9774-5511448f6cf1","colab":{"base_uri":"https://localhost:8080/","height":379}},"source":["covid_yfinance_df.head()"],"execution_count":72,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>Apple Inc</th>\n","      <th>American Express Co</th>\n","      <th>Boeing Co</th>\n","      <th>Caterpillar Inc</th>\n","      <th>Cisco Systems Inc</th>\n","      <th>Chevron Corp</th>\n","      <th>Walt Disney Co</th>\n","      <th>Dow Inc</th>\n","      <th>Goldman Sachs Group Inc</th>\n","      <th>Home Depot Inc</th>\n","      <th>International Business Machines Corp</th>\n","      <th>Intel Corp</th>\n","      <th>Johnson &amp; Johnson</th>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <th>Coca-Cola Co</th>\n","      <th>McDonalds Corp</th>\n","      <th>3M Co</th>\n","      <th>Merck &amp; Co Inc</th>\n","      <th>Microsoft Corp</th>\n","      <th>Nike Inc</th>\n","      <th>Pfizer Inc</th>\n","      <th>Procter &amp; Gamble Co</th>\n","      <th>Travelers Companies Inc</th>\n","      <th>UnitedHealth Group Inc</th>\n","      <th>United Technologies Corp</th>\n","      <th>Visa Inc</th>\n","      <th>Verizon Communications Inc</th>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <th>Walmart Inc</th>\n","      <th>Exxon Mobil Corp</th>\n","      <th>Dow Jones Industrial</th>\n","      <th>S&amp;P 500 Index</th>\n","      <th>Nasdaq Composite</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-22</th>\n","      <td>555</td>\n","      <td>17</td>\n","      <td>28</td>\n","      <td>78.88</td>\n","      <td>129.63</td>\n","      <td>307.17</td>\n","      <td>140.28</td>\n","      <td>47.79</td>\n","      <td>108.42</td>\n","      <td>144.01</td>\n","      <td>48.42</td>\n","      <td>242.55</td>\n","      <td>228.77</td>\n","      <td>138.70</td>\n","      <td>61.65</td>\n","      <td>145.33</td>\n","      <td>132.74</td>\n","      <td>56.14</td>\n","      <td>207.52</td>\n","      <td>173.12</td>\n","      <td>87.58</td>\n","      <td>164.39</td>\n","      <td>103.71</td>\n","      <td>39.01</td>\n","      <td>123.95</td>\n","      <td>138.44</td>\n","      <td>296.79</td>\n","      <td>153.06</td>\n","      <td>206.94</td>\n","      <td>58.55</td>\n","      <td>51.77</td>\n","      <td>114.61</td>\n","      <td>63.72</td>\n","      <td>29186.27</td>\n","      <td>3321.75</td>\n","      <td>9383.77</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-23</th>\n","      <td>654</td>\n","      <td>18</td>\n","      <td>30</td>\n","      <td>79.26</td>\n","      <td>129.51</td>\n","      <td>315.91</td>\n","      <td>140.40</td>\n","      <td>47.72</td>\n","      <td>108.61</td>\n","      <td>142.20</td>\n","      <td>47.83</td>\n","      <td>241.11</td>\n","      <td>229.51</td>\n","      <td>137.72</td>\n","      <td>62.23</td>\n","      <td>145.60</td>\n","      <td>132.60</td>\n","      <td>56.35</td>\n","      <td>209.46</td>\n","      <td>172.84</td>\n","      <td>86.51</td>\n","      <td>165.40</td>\n","      <td>102.25</td>\n","      <td>39.51</td>\n","      <td>123.38</td>\n","      <td>131.43</td>\n","      <td>295.67</td>\n","      <td>153.07</td>\n","      <td>205.57</td>\n","      <td>58.58</td>\n","      <td>51.65</td>\n","      <td>114.32</td>\n","      <td>63.32</td>\n","      <td>29160.09</td>\n","      <td>3325.54</td>\n","      <td>9402.48</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-24</th>\n","      <td>941</td>\n","      <td>26</td>\n","      <td>36</td>\n","      <td>79.03</td>\n","      <td>133.20</td>\n","      <td>321.14</td>\n","      <td>138.07</td>\n","      <td>47.57</td>\n","      <td>107.41</td>\n","      <td>140.08</td>\n","      <td>46.15</td>\n","      <td>237.52</td>\n","      <td>227.89</td>\n","      <td>135.49</td>\n","      <td>67.29</td>\n","      <td>145.40</td>\n","      <td>129.31</td>\n","      <td>56.21</td>\n","      <td>207.32</td>\n","      <td>173.24</td>\n","      <td>83.99</td>\n","      <td>163.74</td>\n","      <td>101.27</td>\n","      <td>38.65</td>\n","      <td>123.53</td>\n","      <td>132.01</td>\n","      <td>289.11</td>\n","      <td>152.46</td>\n","      <td>204.05</td>\n","      <td>58.36</td>\n","      <td>50.43</td>\n","      <td>112.90</td>\n","      <td>62.90</td>\n","      <td>28989.73</td>\n","      <td>3295.47</td>\n","      <td>9314.91</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-27</th>\n","      <td>2927</td>\n","      <td>82</td>\n","      <td>61</td>\n","      <td>76.71</td>\n","      <td>128.79</td>\n","      <td>314.73</td>\n","      <td>133.50</td>\n","      <td>46.23</td>\n","      <td>106.01</td>\n","      <td>135.90</td>\n","      <td>44.91</td>\n","      <td>233.81</td>\n","      <td>227.09</td>\n","      <td>133.62</td>\n","      <td>64.56</td>\n","      <td>145.82</td>\n","      <td>128.22</td>\n","      <td>56.01</td>\n","      <td>205.46</td>\n","      <td>170.79</td>\n","      <td>84.11</td>\n","      <td>161.00</td>\n","      <td>99.49</td>\n","      <td>38.98</td>\n","      <td>124.07</td>\n","      <td>130.98</td>\n","      <td>280.50</td>\n","      <td>150.31</td>\n","      <td>200.76</td>\n","      <td>58.00</td>\n","      <td>50.62</td>\n","      <td>114.37</td>\n","      <td>61.40</td>\n","      <td>28535.80</td>\n","      <td>3243.63</td>\n","      <td>9139.31</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-28</th>\n","      <td>5578</td>\n","      <td>131</td>\n","      <td>107</td>\n","      <td>78.88</td>\n","      <td>130.58</td>\n","      <td>314.69</td>\n","      <td>134.49</td>\n","      <td>46.52</td>\n","      <td>106.71</td>\n","      <td>138.37</td>\n","      <td>44.89</td>\n","      <td>238.17</td>\n","      <td>229.72</td>\n","      <td>134.52</td>\n","      <td>66.15</td>\n","      <td>146.55</td>\n","      <td>130.55</td>\n","      <td>55.56</td>\n","      <td>206.49</td>\n","      <td>161.02</td>\n","      <td>84.26</td>\n","      <td>164.15</td>\n","      <td>99.66</td>\n","      <td>37.02</td>\n","      <td>124.41</td>\n","      <td>131.63</td>\n","      <td>282.25</td>\n","      <td>152.14</td>\n","      <td>201.91</td>\n","      <td>58.76</td>\n","      <td>51.15</td>\n","      <td>115.10</td>\n","      <td>61.31</td>\n","      <td>28722.85</td>\n","      <td>3276.24</td>\n","      <td>9269.68</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Confirmed  Deaths  ...  S&P 500 Index  Nasdaq Composite\n","Date                           ...                                 \n","2020-01-22        555      17  ...        3321.75           9383.77\n","2020-01-23        654      18  ...        3325.54           9402.48\n","2020-01-24        941      26  ...        3295.47           9314.91\n","2020-01-27       2927      82  ...        3243.63           9139.31\n","2020-01-28       5578     131  ...        3276.24           9269.68\n","\n","[5 rows x 36 columns]"]},"metadata":{"tags":[]},"execution_count":72}]},{"cell_type":"code","metadata":{"id":"kFK7MecSV7cK","executionInfo":{"status":"ok","timestamp":1602172314139,"user_tz":360,"elapsed":4800,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"abf6d990-1fba-4ed6-958d-a74c60a3b0e4","colab":{"base_uri":"https://localhost:8080/","height":774}},"source":["# Info\n","covid_yfinance_df.info()"],"execution_count":73,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","DatetimeIndex: 129 entries, 2020-01-22 to 2020-07-24\n","Data columns (total 36 columns):\n"," #   Column                                Non-Null Count  Dtype  \n","---  ------                                --------------  -----  \n"," 0   Confirmed                             129 non-null    int64  \n"," 1   Deaths                                129 non-null    int64  \n"," 2   Recovered                             129 non-null    int64  \n"," 3   Apple Inc                             129 non-null    float64\n"," 4   American Express Co                   129 non-null    float64\n"," 5   Boeing Co                             129 non-null    float64\n"," 6   Caterpillar Inc                       129 non-null    float64\n"," 7   Cisco Systems Inc                     129 non-null    float64\n"," 8   Chevron Corp                          129 non-null    float64\n"," 9   Walt Disney Co                        129 non-null    float64\n"," 10  Dow Inc                               129 non-null    float64\n"," 11  Goldman Sachs Group Inc               129 non-null    float64\n"," 12  Home Depot Inc                        129 non-null    float64\n"," 13  International Business Machines Corp  129 non-null    float64\n"," 14  Intel Corp                            129 non-null    float64\n"," 15  Johnson & Johnson                     129 non-null    float64\n"," 16  JPMorgan Chase & Co                   129 non-null    float64\n"," 17  Coca-Cola Co                          129 non-null    float64\n"," 18  McDonalds Corp                        129 non-null    float64\n"," 19  3M Co                                 129 non-null    float64\n"," 20  Merck & Co Inc                        129 non-null    float64\n"," 21  Microsoft Corp                        129 non-null    float64\n"," 22  Nike Inc                              129 non-null    float64\n"," 23  Pfizer Inc                            129 non-null    float64\n"," 24  Procter & Gamble Co                   129 non-null    float64\n"," 25  Travelers Companies Inc               129 non-null    float64\n"," 26  UnitedHealth Group Inc                129 non-null    float64\n"," 27  United Technologies Corp              54 non-null     float64\n"," 28  Visa Inc                              129 non-null    float64\n"," 29  Verizon Communications Inc            129 non-null    float64\n"," 30  Walgreens Boots Alliance Inc          129 non-null    float64\n"," 31  Walmart Inc                           129 non-null    float64\n"," 32  Exxon Mobil Corp                      129 non-null    float64\n"," 33  Dow Jones Industrial                  129 non-null    float64\n"," 34  S&P 500 Index                         129 non-null    float64\n"," 35  Nasdaq Composite                      129 non-null    float64\n","dtypes: float64(33), int64(3)\n","memory usage: 37.3 KB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"IhOczgT79Kum","executionInfo":{"status":"ok","timestamp":1602172314140,"user_tz":360,"elapsed":4787,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"b3ba8d76-a5c7-4849-a0ec-61330771e83f","colab":{"base_uri":"https://localhost:8080/","height":142}},"source":["#Confirmed = covid_df['Confirmed'].sum()\n","covid_sum = covid_df.groupby('Date')['Confirmed', 'Deaths', 'Recovered'].sum().max()\n","#recent_date = df['StartDate'].max()\n","\n","#print (Confirmed)\n","print (covid_sum)"],"execution_count":74,"outputs":[{"output_type":"stream","text":["Confirmed    16480485\n","Deaths         654036\n","Recovered     9468087\n","dtype: int64\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n","  \n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"AdbbP-fQWc9D","executionInfo":{"status":"ok","timestamp":1602172314368,"user_tz":360,"elapsed":5001,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"26d3d4bc-338f-445e-e038-46be3bf735e5","colab":{"base_uri":"https://localhost:8080/","height":354}},"source":["# Describe\n","covid_yfinance_df.describe()"],"execution_count":75,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>Apple Inc</th>\n","      <th>American Express Co</th>\n","      <th>Boeing Co</th>\n","      <th>Caterpillar Inc</th>\n","      <th>Cisco Systems Inc</th>\n","      <th>Chevron Corp</th>\n","      <th>Walt Disney Co</th>\n","      <th>Dow Inc</th>\n","      <th>Goldman Sachs Group Inc</th>\n","      <th>Home Depot Inc</th>\n","      <th>International Business Machines Corp</th>\n","      <th>Intel Corp</th>\n","      <th>Johnson &amp; Johnson</th>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <th>Coca-Cola Co</th>\n","      <th>McDonalds Corp</th>\n","      <th>3M Co</th>\n","      <th>Merck &amp; Co Inc</th>\n","      <th>Microsoft Corp</th>\n","      <th>Nike Inc</th>\n","      <th>Pfizer Inc</th>\n","      <th>Procter &amp; Gamble Co</th>\n","      <th>Travelers Companies Inc</th>\n","      <th>UnitedHealth Group Inc</th>\n","      <th>United Technologies Corp</th>\n","      <th>Visa Inc</th>\n","      <th>Verizon Communications Inc</th>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <th>Walmart Inc</th>\n","      <th>Exxon Mobil Corp</th>\n","      <th>Dow Jones Industrial</th>\n","      <th>S&amp;P 500 Index</th>\n","      <th>Nasdaq Composite</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>54.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","      <td>129.00</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>4259870.33</td>\n","      <td>225271.92</td>\n","      <td>1980094.27</td>\n","      <td>77.68</td>\n","      <td>99.46</td>\n","      <td>196.65</td>\n","      <td>120.56</td>\n","      <td>42.93</td>\n","      <td>88.66</td>\n","      <td>115.48</td>\n","      <td>37.40</td>\n","      <td>194.26</td>\n","      <td>225.85</td>\n","      <td>122.54</td>\n","      <td>58.78</td>\n","      <td>142.11</td>\n","      <td>101.29</td>\n","      <td>48.04</td>\n","      <td>186.23</td>\n","      <td>149.27</td>\n","      <td>78.10</td>\n","      <td>177.97</td>\n","      <td>91.93</td>\n","      <td>34.88</td>\n","      <td>117.32</td>\n","      <td>111.12</td>\n","      <td>279.84</td>\n","      <td>123.67</td>\n","      <td>185.26</td>\n","      <td>54.84</td>\n","      <td>43.98</td>\n","      <td>119.97</td>\n","      <td>45.63</td>\n","      <td>25322.08</td>\n","      <td>2991.45</td>\n","      <td>9109.28</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>4627112.36</td>\n","      <td>215055.63</td>\n","      <td>2533798.55</td>\n","      <td>10.43</td>\n","      <td>17.47</td>\n","      <td>74.03</td>\n","      <td>12.33</td>\n","      <td>3.67</td>\n","      <td>11.92</td>\n","      <td>14.47</td>\n","      <td>6.61</td>\n","      <td>26.87</td>\n","      <td>25.86</td>\n","      <td>12.79</td>\n","      <td>4.80</td>\n","      <td>8.00</td>\n","      <td>16.46</td>\n","      <td>5.40</td>\n","      <td>16.89</td>\n","      <td>10.44</td>\n","      <td>3.90</td>\n","      <td>18.66</td>\n","      <td>9.03</td>\n","      <td>2.47</td>\n","      <td>5.91</td>\n","      <td>14.43</td>\n","      <td>23.46</td>\n","      <td>31.37</td>\n","      <td>16.50</td>\n","      <td>2.10</td>\n","      <td>4.06</td>\n","      <td>6.40</td>\n","      <td>7.66</td>\n","      <td>2498.36</td>\n","      <td>270.01</td>\n","      <td>962.55</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>555.00</td>\n","      <td>17.00</td>\n","      <td>28.00</td>\n","      <td>55.84</td>\n","      <td>67.99</td>\n","      <td>95.01</td>\n","      <td>90.34</td>\n","      <td>32.33</td>\n","      <td>52.68</td>\n","      <td>85.76</td>\n","      <td>21.29</td>\n","      <td>133.32</td>\n","      <td>150.45</td>\n","      <td>92.31</td>\n","      <td>44.06</td>\n","      <td>109.65</td>\n","      <td>76.75</td>\n","      <td>36.92</td>\n","      <td>135.40</td>\n","      <td>115.66</td>\n","      <td>65.40</td>\n","      <td>134.72</td>\n","      <td>62.51</td>\n","      <td>27.94</td>\n","      <td>96.44</td>\n","      <td>80.54</td>\n","      <td>193.23</td>\n","      <td>49.93</td>\n","      <td>135.31</td>\n","      <td>48.35</td>\n","      <td>37.49</td>\n","      <td>102.72</td>\n","      <td>30.25</td>\n","      <td>18591.93</td>\n","      <td>2237.40</td>\n","      <td>6860.67</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>113166.00</td>\n","      <td>3981.00</td>\n","      <td>60891.00</td>\n","      <td>70.42</td>\n","      <td>86.82</td>\n","      <td>139.00</td>\n","      <td>111.36</td>\n","      <td>40.52</td>\n","      <td>84.02</td>\n","      <td>104.50</td>\n","      <td>32.04</td>\n","      <td>175.01</td>\n","      <td>210.52</td>\n","      <td>116.19</td>\n","      <td>57.46</td>\n","      <td>139.70</td>\n","      <td>89.62</td>\n","      <td>44.52</td>\n","      <td>178.64</td>\n","      <td>143.01</td>\n","      <td>76.02</td>\n","      <td>164.65</td>\n","      <td>86.77</td>\n","      <td>33.10</td>\n","      <td>113.89</td>\n","      <td>99.04</td>\n","      <td>271.89</td>\n","      <td>96.43</td>\n","      <td>174.06</td>\n","      <td>53.61</td>\n","      <td>40.88</td>\n","      <td>114.83</td>\n","      <td>41.49</td>\n","      <td>23719.37</td>\n","      <td>2836.74</td>\n","      <td>8566.48</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>2719327.00</td>\n","      <td>194727.00</td>\n","      <td>721689.00</td>\n","      <td>78.61</td>\n","      <td>94.65</td>\n","      <td>175.66</td>\n","      <td>122.23</td>\n","      <td>44.14</td>\n","      <td>89.00</td>\n","      <td>115.92</td>\n","      <td>38.84</td>\n","      <td>196.43</td>\n","      <td>233.09</td>\n","      <td>120.33</td>\n","      <td>58.99</td>\n","      <td>145.16</td>\n","      <td>95.98</td>\n","      <td>45.96</td>\n","      <td>185.24</td>\n","      <td>151.01</td>\n","      <td>78.15</td>\n","      <td>179.82</td>\n","      <td>94.96</td>\n","      <td>35.37</td>\n","      <td>117.39</td>\n","      <td>112.02</td>\n","      <td>286.27</td>\n","      <td>133.30</td>\n","      <td>191.12</td>\n","      <td>55.19</td>\n","      <td>42.67</td>\n","      <td>119.60</td>\n","      <td>43.70</td>\n","      <td>25605.54</td>\n","      <td>3041.31</td>\n","      <td>9273.40</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>7253492.00</td>\n","      <td>412236.00</td>\n","      <td>3317121.00</td>\n","      <td>83.82</td>\n","      <td>108.38</td>\n","      <td>231.01</td>\n","      <td>131.17</td>\n","      <td>45.85</td>\n","      <td>94.42</td>\n","      <td>120.95</td>\n","      <td>42.17</td>\n","      <td>211.85</td>\n","      <td>244.84</td>\n","      <td>127.38</td>\n","      <td>61.65</td>\n","      <td>147.27</td>\n","      <td>109.14</td>\n","      <td>52.13</td>\n","      <td>197.27</td>\n","      <td>156.42</td>\n","      <td>80.44</td>\n","      <td>187.29</td>\n","      <td>98.99</td>\n","      <td>36.96</td>\n","      <td>122.90</td>\n","      <td>122.28</td>\n","      <td>295.93</td>\n","      <td>152.13</td>\n","      <td>196.57</td>\n","      <td>56.34</td>\n","      <td>46.60</td>\n","      <td>123.82</td>\n","      <td>49.35</td>\n","      <td>26840.40</td>\n","      <td>3207.18</td>\n","      <td>9757.22</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>15791645.00</td>\n","      <td>639650.00</td>\n","      <td>8939705.00</td>\n","      <td>98.18</td>\n","      <td>134.99</td>\n","      <td>345.40</td>\n","      <td>140.40</td>\n","      <td>48.63</td>\n","      <td>108.61</td>\n","      <td>144.73</td>\n","      <td>48.42</td>\n","      <td>242.55</td>\n","      <td>263.92</td>\n","      <td>151.27</td>\n","      <td>67.29</td>\n","      <td>153.42</td>\n","      <td>134.02</td>\n","      <td>58.60</td>\n","      <td>213.43</td>\n","      <td>173.24</td>\n","      <td>87.58</td>\n","      <td>213.80</td>\n","      <td>104.06</td>\n","      <td>39.51</td>\n","      <td>126.16</td>\n","      <td>138.44</td>\n","      <td>309.24</td>\n","      <td>156.09</td>\n","      <td>212.63</td>\n","      <td>58.76</td>\n","      <td>52.79</td>\n","      <td>132.12</td>\n","      <td>63.72</td>\n","      <td>29551.42</td>\n","      <td>3386.15</td>\n","      <td>10767.09</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        Confirmed    Deaths  ...  S&P 500 Index  Nasdaq Composite\n","count      129.00    129.00  ...         129.00            129.00\n","mean   4259870.33 225271.92  ...        2991.45           9109.28\n","std    4627112.36 215055.63  ...         270.01            962.55\n","min        555.00     17.00  ...        2237.40           6860.67\n","25%     113166.00   3981.00  ...        2836.74           8566.48\n","50%    2719327.00 194727.00  ...        3041.31           9273.40\n","75%    7253492.00 412236.00  ...        3207.18           9757.22\n","max   15791645.00 639650.00  ...        3386.15          10767.09\n","\n","[8 rows x 36 columns]"]},"metadata":{"tags":[]},"execution_count":75}]},{"cell_type":"code","metadata":{"id":"_vz7F5fCEhH1","executionInfo":{"status":"ok","timestamp":1602172314369,"user_tz":360,"elapsed":4988,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["CDR_df = covid_yfinance_df[['Confirmed', 'Deaths', 'Recovered']]\n"],"execution_count":76,"outputs":[]},{"cell_type":"code","metadata":{"id":"4nHMv-INFIxt","executionInfo":{"status":"ok","timestamp":1602172314676,"user_tz":360,"elapsed":5286,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"a2e67071-f2b2-4686-850d-4a762ee7367b","colab":{"base_uri":"https://localhost:8080/","height":446}},"source":["# Plot all the close prices\n","CDR_df.plot(figsize=(10, 7))\n","# Show the legend\n","plt.legend()\n","# Define the label for the title of the figure\n","plt.title(\"Covid-19 Infection\", fontsize=16)\n","# Define the labels for x-axis and y-axis\n","plt.ylabel('Count in Millions', fontsize=14)\n","plt.xlabel('Year', fontsize=14)\n","# Plot the grid lines\n","plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n","plt.show()"],"execution_count":77,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmUAAAGtCAYAAABX3ANjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3xUVfrH8c+TEEAw1FASQEEwgHQSmiyKBSuxra5GfyiKxrK6spa1rAquurrqqthQFAVbFFhRYW2rGFFRIFFAioQWKRMIxcCQAGnn98dMYggpN8m9c2cmz/v1mhfJzC3P/c4AZ84991wxxqCUUkoppdwV4XYBSimllFJKG2VKKaWUUkFBG2VKKaWUUkFAG2VKKaWUUkFAG2VKKaWUUkFAG2VKKaWUUkFAG2VKNXAiMkJEZomIR0QKRGS3iPxPRK4SkUgH9tdVRIyIjLewbJaIzLCwXF8ReVlEMvzHUOVcPyIyUEQ+FZH9IrJPRD4SkR4Wazci8rCVZStZt5eILPDv04jIBXXZTjXbnywip1by/AwRybJzX0opZ2ijTKkGTEQmAt8BbYC7gNOBa4BMYCow1oHdZgMjgP/auM0E4BxgM5Be1UIicjzwDdASuAK4GugKLBSR9jbWU5mngOOAP+E7/q9t3v4k4IhGGfAQcKHN+1JKOaCR2wUopdwhIifhayg8b4z5S4WXPxSRp4Dmdu/XGHMI+MHmzb5pjJkJ4O/JGlHFcncBxcDZxphc//KLgfXAHcDfbK6rvN7AQmPMpw7u4wjGmA2B3J9Squ60p0yphusuYA9VNESMMRuMMStKfxeRoSLyhf+0X56IfCkiQ8u9fqf/1GHbitsSkdUi8qH/50pPX4rIrf7TlQdFJF1ERlk9EGNMicVFhwPflzbI/OtuBVZSh94kERnvP5bhIvK2/9SkR0SeFZGm/mVG+0+ndgXG+Zc35bYxwH8K9TcROSAi31V27CJysv+08l5//stFZIL/tdLt/b10+yIy2f/aEacvRSRWRN4QkV0ickhEVojI/9X22JRS9tJGmVINkH+s2CnA58aYgxaW74/vdFtrYDxwJdAC+FpEBvgXeweIBC6tsG4Cvl6iN6rZ/gTgGeAr4AJgBpDq35+dioGCSp4/BHSvR2PjTWADcBG+075/Bu7xv/Yjvp67ncDH/p9HAIjIYGARvtPH1wF/BHYDX/hzw7/c+cCXQGPgeuB84DXgWP8ipT2DM8pt/9XKChWR5vjey7OBe/Hl/TPwpoik1PLYlFI20tOXSjVMMcBRwK8Wl38AX8PltHKn/f4HZOEby3SRMWabiCwAxgEvllt3HJALzK9swyISAUwGPjPGXF3u+Z3Au9YPyZK1wIkiEmWMKfTvJxroAwi+RmB2Hbb7jjFmkv/nL0RkGJAMTDLG7AN+EJECYKcxpvyp2yfwjYM71RhT4K/nM3w9d/cDF4iIAFOAZcAp5XoFvyjdiDHmB99ibKuw/cpcDRzv31aa/7lPRKQD8LCITDfGFFs5Ngu5KKVqQXvKlFJWnATMr3Dabx/wEXByueXeAIaXXs0oIo3w/Qc+yz+WrDKd/Y9ZFZ7/D1BU/gkRaVT+UYfjeBboBLwkIp1E5FjgdeBo/+tWT4NWVPGihZ+BY6pbQUSOwpfdbKCk3DEJvgbXSf5Fe+LrEXu1Fqdpq3MSvsZbWoXn3wLaASdUeL7Wx6aUqpuwaJSJyGsikiMiKy0s+7SILPM/MkUkt6Z1lApDu4ED/H76qyZtqLwHaTuHn2J8H8jD1zsGcAbQnmpOXQKx/j93lH/SGFPkrxPwjUUDCss//M9ZZoz5Ft/pt4uBrfh6+loCM/Gd1txTm+2VU3G9Q0CTGtZpg+907/1UOC7gZqC1vxexdIze1jrWVtl+q3ovS18vry7HppSqg3A5fTkDeJ7q/+EHwBjz19KfReQWYJBzZSkVnIwxRSKSBowRkSbV9GKV2gN0rOT5jsBv5babJyJz8U03MQn4P2CjMea7arZd2kDoUP5Jf69R+YsGPMCQCut6aqj7CMaYF0VkOtAD2GeM2SIinwCLS09pBkguvp65F6ji3y5jTImI7PL/2smm/e7B1/tWUcdyryulXBAWPWXGmIVU+IdERLqLb4LIDBH5RkR6VbJqMr7BxEo1RI/ha/Q8XtmLItLNP8AffAPDz/GPvyp9PRpIAtIqrPoGvkHzZ+IbRP5WDXVsBbbgm7+rvD9S7oujMabAGJNe4VHZoP0aGWMOGWNW+Rtk/fDNzza1LtuqK2NMHr450wYAP1ZybKXzrWXi69G71j++rCoF+MYJ1uRroLOIjKzw/OVADrC6NsehlLJPuPSUVWYacIMxZp1/YOqLlJtY0T+WpBuwwKX6lHKVMWahiNwGPCUiJ+Drcd6M73TkacC1+P6jXoFvAtKxwJci8i/A4JtSoxnwjwqb/hJfD9Z0fI2EN2uoo0REHgReFZHX8Q3u7wHcDeyzciwi0gzf5LEAvfzPXez/Pau0gSMinYEb8V3xeAhIxHcl4fvGGDe+oN0GLAQ+8/feZeO7CGMwEGmMudsYY8Q3ye/7wAIReQnflZy9gfblBuGvBs4VkU/x9V56jDGV9STOAG4F3heRv+NrFF8BjAGurzDIXykVQGHZKBORo4ETgdnlvlhWHANxGTBH/wFSDZkx5hkRWQL8FXgSX4PAi29W/OuBef7lVojIaOARfOOvBN8EsCcbY5ZX2GaJiLyDbzLW740x6y3UMd3/9/Y2fD3YK/1/1tTLVqo9vgHz5ZX+PhPfNB7gG681zH9s0fimevgHvqsbA84Y86OIDMF3qvdZfOPbduKbRuOlcst9KCJj8I0/m+5/egO+aURK3ezfxjx8/949iO+q1or7zBORk/H1kD6GL4e1wDhjjNW8lVIOEGOqvEVcSPEP+J1vjOkrIi2AtcaY2GqW/wn4szFmUYBKVEoppZSqUliMKavIf6n+JhG5BEB8Sie4xD++rDXwvUslKqWUUkodJiwaZSKSiq+B1VNEtvpnB78CmCAiy4FV+GbALnUZ8K4Jl25CpZRSSoW8sDl9qZRSSikVysKip0wppZRSKtRpo0wppZRSKgiE/JQYMTExpmvXrm6XYSuv10t0dHTNC6pKaX7O0FztoTk6Q3O1h+bojPK5ZmRk7DLGtKt0QWNMSD8SEhJMuJk0aZLbJYQ0zc8Zmqs9NEdnaK720BydUT5XIN1U0abR05dKKaWUUkFAG2VBKDk52e0SQprm5wzN1R6aozM0V3tojs6wmqs2yoJQdna22yWENM3PGZqrPTRHZ2iu9tAcnWE115Af6F+ZwsJCtm7dysGDB90upU6io6NZs2aN22VUqWnTpnTu3JmoqCi3S6mU1+t1u4SwpLnaQ3N0huZqD83RGVZzDctG2datW4mOjqZr166UuyF5yPB4PMTFxbldRqWMMezevZutW7fSrVs3t8upVEZGBklJSW6XEXY0V3tojs7QXO2hOTrDaq5hefry4MGDtG3bNiQbZMFORGjbtm3I9kIqpZRSwSpgjTIReU1EckRkZTXLjBaRZSKySkS+ruf+6rO6q5o1a+Z2CdUK9mwTEhLcLiEsaa720BydobnaQ3N0htVcA9lTNgM4q6oXRaQV8CJwnjGmD3BJgOpyzPbt27nsssvo3r07CQkJnHPOOWRmZta4XmRk5GG/f/PNN/Tp04eBAweybds2Lr74YqdKPszRRx8dkP3YTSc+dIbmag/N0Rmaqz00R2dYzTVgjTJjzEJgTzWLXA68b4zZ7F8+JyCFOcQYw4UXXsjo0aPZsGEDGRkZPProo+zYsaPGdSsOoH/77be55557WLZsGZ06dWLOnDlHrFNUVGRb7aEuNjbW7RLCkuZqD83RGZqrPTRHZ1jNNZgG+scDUSKSBkQDU4wxb1S2oIikACkAHTp0YPLkyb4NxMcTFxdHTEwMHo+nbPmYmBhKSkrIzc2lpKQEgDZt2lBYWEhxcTH5+fmA77RhZGQkUVFR7Nnjaz9GRETQqlUrIiIi2LVr12HbPHToEAUFBRw6dAj4vSUcERHBf//7X4wx/PGPfyQvL4+oqCjatWtHTEwMN954IwsXLgRg4sSJnHvuuSxatIgpU6bQtm1bfv75ZwYMGMBzzz3H7Nmzee+99/j00095//33ueuuu7jqqqtYsWIFM2fOZM6cOezfv5+SkhKuueYaPvzwQ/Ly8li/fj033HADALNmzaJJkya8/vrrtG7dms2bN/PAAw+wa9cuoqKieOKJJ+jRowder5dx48axf/9+xowZgzGm7IqRiIgI9u7dC/gajQUFBXg8HqZNm1aWSUpKCtnZ2aSnp5dd/puUlFS2jbS0tMPep/j4+CPW93q9zJ8/v2yd5ORksrOz8Xq9ZGRkAL5u4OjoaGJjY0lNTS3LfuzYsURHR3P99dczevTosm1mZmbi8XjKeilLX4uOjmbevHmA7y9MYmIisbGxQXlMFbfpxjGlpaUxevTosDomN96nGTNmcMstt4TVMQXD+/Tyyy/Ts2fPsDomN96ntLQ03nnnnbA6pmB4nzZt2sS999572DYrVdVU/048gK7Ayipeex74AWgOxADrgPiatlnZbZZWr15d9vPkj1aaP720yNbH5I9W1nhLhSlTppiJEyce8fycOXPM6aefboqKisz27dtNly5djMfjMV999ZVp0aKF2bJli9myZYsZPny4+eabb4wxxlx11VVm9uzZxhhjNm3aZPr06WOMMeb11183nTp1Mrt37y77vXv37mbfvn0mJyfHtGjRwkydOtUYY8zEiRPN008/bYwx5tRTTzWZmZnGGGN++OEHc8oppxhjjElKSjIzZ840xhjz/PPPm+bNm1d5fOUzDjZ6mxBnaK720BydobnaQ3N0RijeZmkr8JkxJs8YswtYCAxwuSbbffvttyQnJxMZGUmHDh04+eSTWbp0KQBDhw6lc+fONGrUiIEDB5KVlVXj9saMGUObNm3Kfj/llFOIjo6mXbt2tGzZsuwS3H79+pGVlcX+/ftZtGgRl1xyCQMHDuT6668v+9bw3Xfflc06PG7cOJuPPHB0TIQzNFd7aI7O0FztoTk6w2quwXT68kPgeRFpBDQGhgFP13ejk5L61HcTddKnT59Kx35Vp0mTJgC0atWKyMhIS+PEmjdvXuk2wHfKsfT3iIgIioqKKCkpoVWrVixbtqzS7QX7lZVWjB071u0SwpLmag/N0Rmaqz0aco5T0zYwsEsrRnRva/u2reYayCkxUoHvgZ4islVEJojIDSJyA4AxZg3wKbACWAK8aoypcvqMYHfqqady6NChw84fr1ixglatWvHee+9RXFzMzp07WbhwIUOHDj1s3YgI596WFi1a0K1bN2bPng34Tl8vX74cgJEjR/Luu+8CvosLQpV+03OG5moPzdEZmqs9GmqOG3fu54nPfmHBLzVfjFcXwXj1ZbIxJtYYE2WM6WyMmW6MeckY81K5ZZ4wxpxgjOlrjHkmULU5QUSYO3cuX3zxBd27d6dPnz7cc889XH755fTv358BAwZw6qmn8vjjj9OxY8fD1i1/QYET3n77baZPn86AAQPo06cPH374IQBTpkzhhRdeoF+/fmzbts3RGpxU40BKVSeaqz00R2dorvZoqDk+/9V6GjeKIOWk7o5s32quwXT6MuzExcUxa9asI55/4okneOKJJw57bvTo0WVXkgA8//zzZT/PmDGj7OeuXbuycqWvA3H8+PGMHz++7LWKv5cfk1b+tW7duvHpp58eUVe3bt34/vvvy35/+OGHqzs8pZRSKuRl7crjw2Uexp/YlXbRTWpewUHBNNBfKaWUUiqgnv9qPY0ihOtPPs7tUrRRFoxiYmLcLiGkpaSkuF1CWNJc7aE5OkNztUdDy/HX3XnM/Wkblw87hvbRTR3bj9VctVEWhEono1V1Y+VWVqr2NFd7aI7O0Fzt0dByfOGr9URGCDec7MxYslJWc9VGWRAqKChwu4SQVv5uDso+mqs9NEdnaK72aEg5btmTz/s/buPyocfQoYVzvWRgPVdtlAUh7Smrn4b2TS9QNFd7aI7O0Fzt0ZByfOGr9UQEoJcMtKdMKaWUUqpSW/bkMydjK8lDutCxpbO9ZLWhjTKHREZGMnDgQPr06cOAAQP497//XXYz9JpUnGQuNzeXF198sez3tLS0Bj3rck3KTy2i7KO52kNzdIbmao+GkuOLaRuIEOGG0c73koH1XLVR5pCjjjqKZcuWsWrVKv73v//xySef8OCDD9ZpWxUbZUoppZSqm225B5iTsYVLh3QhtuVRbpdzGG2UBUD79u2ZNm0azz//PMYYiouLufPOOxkyZAj9+/fn5ZdfBmD//v2cdtppjBo1in79+pXNtH/33XezYcMGBg4cyJ133lm27MUXX0yvXr244oor8N143rfsCSecQP/+/bnjjjvcOWCXNdTbhDhNc7WH5ugMzdUeDSHHF79aD8CNAeolg9C8IbkzPrkbtv9s7zY79oOzH6vVKscddxzFxcXk5OTw4Ycf0rJlS5YuXcqhQ4cYOXIkZ5xxBl26dGHu3Lns37+fxo0bM3z4cM477zwee+wxVq5cWXYT8bS0NH766SdWrVpFXFwcI0eO5LvvvqN3797MnTuXX375BREhNzfX3uMOEfPmzSMhIcHtMsKO5moPzdEZmqs9wj1HT+4BZqVv4U+JXYhrFbheMqu5hn+jLAh9/vnnrFixgjlz5gCwd+9e1q1bR+fOnbn33ntZsGABjRs3Ztu2bezYUfnNUYcOHUrnzp0BGDhwIFlZWQwfPpymTZsyYcIExo4dq+POlFJKqXKmpm0A4KZTerhcSeXCv1FWyx4tp2zcuJHIyEjat2+PMYbnnnuOM88887BlZsyYwc6dO/niiy+Ii4uja9euHDx4sNLtNWny+/25IiMjKSoqolGjRixZsoQvv/ySOXPm8Pzzz7NgwQJHjysYxcbGul1CWNJc7aE5OkNztUc455i99wDvLd3CxQld6BTAXjKwnquOKQuAnTt3csMNN3DzzTcjIpx55plMnTqVwsJCwDd/SV5eHnv37qV9+/a0bNmSr776il9//RXwnYv2er017mf//v3s3buXc845h6effprly5c7elzBKjEx0e0SwpLmag/N0Rmaqz3COceX0jZQYgw3BXAsWSmruYZ/T5lLDhw4wMCBAyksLKRRo0aMGzeO2267DYBrr72WrKwsBg8ejDGGdu3a8cEHH3DFFVeQlJTEsGHDGDJkCL169QKgbdu2jBw5kr59+3L22Wdz7rnnVrpPr9fL+eefz8GDBzHG8NRTTwXseINJOH/Tc5Pmag/N0Rmaqz3CNUdP7gFSl2zh4oTOdGnTLOD7t5yrMSakHwkJCaai1atXH/FcKNm2bZvbJdQomDOeNGmS2yWEJc3VHpqjMzRXe4Rrjje9lWHi//6x2bInz5X9l88VSDdVtGn09KVSSimlwta363bx35+zufmUHnRuHfhestrQRplSSimlwlJBUQkPfLSSY9s247qTjnO7nBrpmLIgFBMT43YJIS0lJcXtEsKS5moPzdEZmqs9wi3H177bxMadebw+fghNoyJdq8NqrtpTFoRKr8pUdZOdne12CWFJc7WH5ugMzdUe4ZTj1t/yefbLdZzeuwOn9Grvai1Wc9VGWRDKz893u4SQlp6e7nYJYUlztYfm6AzN1R7hkqMxhvs+WAnAg+f3cbka67lqoywIaU9Z/YTTN71gornaQ3N0huZqj3DJcd6KbNLW7uSOM3oGfKLYymhPmcsiIyMZOHAgffv2JSkpKSTvQzl58mSefPJJt8tQSimlLMvNL+Af81YxoEsrrjqxq9vl1Io2yhxy1FFHsWzZMlauXEmbNm144YUXLK/bsmVLx+oyxlBSUuLY9oNBUlKS2yWEJc3VHpqjMzRXe4RDjo/8dw25+YU8dlE/IiPE7XIA67lqoywARowYwbZt2wDYsGEDZ511FgkJCYwaNYpffvkFgB07dnDhhRcyYMAAhg8fzqJFiwB46qmn6Nu3L3379uWZZ54B4O677z6skVe+R+uJJ55gyJAh9O/fn0mTJgGQlZVFz549ufLKK+nbty9btmypdDmARx55hPj4eP7whz+wdu1a58NxgJVbUqna01ztoTk6Q3O1R6jnuGj9LmZnbOW6k46jd2wLt8spYzXXsJ8S419L/sUve36xdZu92vTirqF3WVq2uLiYL7/8kgkTJgC+y2Jfeukljj/+eBYvXsxNN93EggUL+Mtf/sLJJ5/M3Llzyc3NRUTIyMjg9ddfZ/HixRhjGDZsGCeffDKXXnopEydO5M9//jMAs2bN4rPPPuPzzz9n3bp1LFmyBGMM5513HgsXLuSYY45h3bp1zJw5k+HDh1e5XPPmzXn33XdZtmwZRUVFDB48mISEBFuzU0oppZxwsLCYe+b+TNe2zbj1tOPdLqdOtKfMIaX3vuzYsSM7duxgzJgx7N+/n0WLFnHJJZcwcOBArr/++rLBfwsWLODGG28EfFdftmzZkm+//ZYLL7yQ5s2bc/TRR3PRRRfxzTffMGjQIHJycvB4PCxfvpzWrVvTpUsXPv/8cz7//HMGDRrE4MGD+eWXX1i3bh0Axx57LMOHDweocrlvvvmGCy+8kGbNmtGiRQvOO+88d8Krp7S0NLdLCEuaqz00R2dorvYI5RynfLmOX3fn888L+7k6J1llrOYa9j1lVnu07FY6piw/P58zzzyTF154gfHjx9OqVSuWLVtW7+1fcsklzJkzh+3bt3PppZcCvvFi99xzD9dff/1hy2ZlZdG8efOy36tarvT0qFJKKRVK1mTvY9rCjVyS0JkTe4TuBOzaU+awZs2a8eyzz/Lvf/+bZs2a0a1bN2bPng34GkfLly8H4LTTTmPq1KkANGrUiL179zJq1Cg++OAD8vPzycvLY+7cuYwaNQqASy+9lHfffZc5c+ZwySWXAHDmmWfy2muvsX//fgC2bdtGTk7OETVVtdxJJ53EBx98wIEDB/B6vcybN8/ZcBwSHx/vdglhSXO1h+boDM3VHqGYY3GJ4e7/rKDVUVH8/dzebpdTKau5hn1PWTAYNGgQ/fv3JzU1lbfffpsbb7yRhx9+mMLCQi677DIGDBjAlClTSElJYfr06YgIL7/8MiNGjGD8+PEMHToUgGuvvZZBgwYB0KdPH7xeL506dSI2NhaAM844gzVr1jBixAgAjj76aN566y0iIw/vxq1qucGDB3PppZcyYMAA2rdvz5AhQwIVka3i4uLcLiEsaa720BydobnaIxRznLkoi+Vb9zLlsoG0atbY7XIqZTVXMcY4XIp/RyKvAWOBHGNM32qWGwJ8D1xmjJlT03YTExNNxZly16xZQ+/ewdlatqKgoIDGjYPzg1UqmDP2eDwh+Q9LsNNc7aE5OkNztUeo5bj1t3zOeHohQ7u14fXxQxAJjikwKiqfq4hkGGMSK1sukKcvZwBnVbeAiEQC/wI+D0RBwWrXrl1ulxDSpk2b5nYJYUlztYfm6AzN1R6hlKMxhvv9t1J6+IK+QdsgA+u5BqxRZoxZCOypYbFbgP8ARw6EUkoppZTy+2zVDr5au5Pbz+hJ59bN3C7HFkEz0F9EOgEXAlPdrkUppZRSwetQUTGPfrKG+A5Hc9WIY90uxzbBNND/GeAuY0xJTV2QIpICpAB06NCByZMnA76rG+Li4oiJiWHbtm1lXZkxMTGUlJSQm5tbdouhNm3aUFhYSHFxMfn5+YDvSsnIyEiioqLYs8fXqRcREUGrVq2IiIg47LRiTEwMhw4doqCggEOHDgEQHR1dts7evXsBiIqKolmzZkRFRR2xfmFhIfn5+WU3IG/ZsiUlJSU0bdoUj8cDQJMmTWjcuDFNmjQ5Yn23jqlRo0YcOnQIj8dzWJdsSkoK2dnZpKenl82/lpSUVDaTcek8LaXvU3x8/BHre71e5s+fX7ZOcnIy2dnZeL1eMjIyAEhISCA6OprY2FhSU1PL6hw7dizR0dF4vd6yz0RKSgqZmZl4PB4yMzMBGD16dNk6pVeYxsbGkpiYSGxsbFAeU8VtunFMpbmG0zG58T717duXjIyMsDqmYHifunbtWvb3PlyOyY33yev14vF4gv6YVhV14NeiY7g9oQnLl/0U9O/TqaeeesT/mZUJ2EB/ABHpCsyvbKC/iGwCSltjMUA+kGKM+aC6bVY20H/Tpk1ER0fTtm3boD7HXJWDBw/StGlTt8uolDGG3bt34/V66datm9vlVGrt2rX07NnT7TLCjuZqD83RGZqrPUIhxz15BZz8xFcMPqY1M68Z6nY5lpTPtbqB/kHTU2aMKfsfXkRm4Gu8Vdsgq0rnzp3ZunUrO3futKu8gNq3bx8tWgTPPbsqatq0KZ07d3a7jCrNnz8/6P9RCUWaqz00R2dorvYIhRyf+SKT/IJi7gvSOckqYzXXgDXKRCQVGA3EiMhWYBIQBWCMecnOfUVFRQVtL44VkydPLuuGV7UX6jfUDVaaqz00R2dorvYI9hzX53h5e/FmLh96DMd3iHa7HMuC7obkxpjkWiw73sFSlFJKKRWCHvnvGpo1jmTi6aF5w/GaBM3Vl+p3ycmW26+qEpqfMzRXe2iOztBc7RHMOS7M3MlXa3dyy6k9aHt0E7fLqRWruWqjLAiVXhmi6kbzc4bmag/N0Rmaqz2CNcei4hIe+e8ajmnTjKtO7Op2ObVmNVdtlAWhYD+nH+w0P2dorvbQHJ2hudojWHN8L30La3d4uefsXjRpFFnzCkHGaq7aKAtCpfOdqLrR/JyhudpDc3SG5mqPYMxxT14BT362lqHd2nBW345ul1MnVnPVRplSSimlgtZjn6zBe7CIh84P7vtb2kEbZUEoISHB7RJCmubnDM3VHpqjMzRXewRbjks27WFW+lauHXUcPTuGzhQYFVnNVRtlQaj01kaqbjQ/Z2iu9tAcnaG52iOYciwoKuG+D36mU6uj+MtpPdwup16s5ho0M/qr38XGxrpdQkjT/JyhudpDc3SG5mqPYMpx+rebyNyxn+lXJdKscWg3V6zmqj1lQaj0JqaqbjQ/Z2iu9tAcnaG52iNYctyyJ58pX2ZyVp+OnNa7g9vl1JvVXPZmU7AAACAASURBVLVRppRSSqmgYYxh0keriBRh0nknuF1OQGmjLAgF0zn9UKT5OUNztYfm6AzN1R7BkONnq7az4Jcc/jomntiWR7ldji2s5qqNsiA0duxYt0sIaZqfMzRXe2iOztBc7eF2jvsPFTH5o9X0jm3B+BCcub8qVnPVRlkQCoZvKqFM83OG5moPzdEZmqs93M7xoXmryfEe5J8X9qVRZPg0UbSnLIRNmzbN7RJCmubnDM3VHpqjMzRXe7iZ4+ertvNe+hZuHN2dQce0dq0OJ1jNVRtlSimllHLVTu8h7nn/Z/rEteDW0+LdLsc12ihTSimllGuMMdz9nxXsP1TEM5cOpHGjhts0EWOM2zXUS2JioklPT3e7DFt5PB7i4uLcLiNkaX7O0FztoTk6Q3O1hxs5vrN4M/fO/ZlJSSdw9chuAd13oJTPVUQyjDGJlS3XcJujQSwzM9PtEkKa5ucMzdUemqMzNFd7BDrHrF15PDR/NX/oEcNVI7oGdN+BZDVXbZQFIY/H43YJIU3zc4bmag/N0Rmaqz0CmWNRcQl/nbWMqEjhiUv6ExEhAdt3oFnNNbRvJhWm9Btf/Wh+ztBc7aE5OkNztUcgc3wxbQM/bc7lueRBYTNJbFW0p0wppZRSQWn5llymfLmO8wfGkTRAxwKW0kZZEBo9erTbJYQ0zc8Zmqs9NEdnaK72CESOBwqK+eusZbSPbsI/zuvr+P6CgdVc9fSlUkoppQLm0U/WsHFnHu9cO4yWzaLcLieoaE9ZEHL7NhehTvNzhuZqD83RGZqrPZzOcWHmTt74/lcm/KEbJ/aIcXRfwURvsxTC5s2b53YJIU3zc4bmag/N0Rmaqz2czPFgYTH3fbCS7u2ac+eZPR3bTzCymquevlRKKaWU415M28DmPfm8c90wmkZFul1OUNKesiAUGxvrdgkhTfNzhuZqD83RGZqrPZzKMWtXHi99vYHzBsRxYveGc9qylNVctVEWhBITK737grJI83OG5moPzdEZmqs9nMjRGMOkj1bRODKC+87tbfv2Q4HVXLVRFoT0G1/9aH7O0FztoTk6Q3O1hxM5frZqO19n7uS2MfG0b9HU9u2HAu0pC2HTpk1zu4SQpvk5Q3O1h+boDM3VHnbnmHeoiH/MW03v2BZcOeJYW7cdSqzmqo0ypZRSSjni2QXr8Ow9yMMX9KFRpDY5ahKwhETkNRHJEZGVVbx+hYisEJGfRWSRiAwIVG1KKaWUste6HV6mf7OJSxI6k3BsG7fLCQlijAnMjkROAvYDbxhjjrivgoicCKwxxvwmImcDk40xw2rabmJioklPT7e/YBd5PB7i4vReYHWl+TlDc7WH5ugMzdUeduVojCH5lR9Yk+1lwe0n0/boJjZUF7rK5yoiGcaYSkf+B6ynzBizENhTzeuLjDG/+X/9AegckMKCUHZ2ttslhDTNzxmaqz00R2dorvawK8d3l27hh417+NtZPRt8gwys5xqsk8dOAD6p6kURSQFSADp06MDkyZMBiI+PJy4ujvj4+MMG1aWkpOD1epk/fz5erxeA5ORksrOz8Xq9ZGRkAJCQkEB0dDSxsbGkpqYCvlsjjB07lujo6CO2mZmZicfjITMzE/j9hqPR0dFls/fGxsaSmJhIbGzsEetnZ2eTnp5e9mYlJSXh9Xr56KOPytYPl2MCSEtLC8gxTZo0qezy43A5pmB4n9LT00lMTAyrY3Ljffroo48AwuqYguF9mj17dtn+w+WY3Hif0tPTmTZtWr2O6fzk8Tw0bzWdo/LI/Ph1Jn8S3p89K8e0f//+I2qqlDEmYA+gK7CyhmVOAdYAba1sMyEhwYSbSZMmuV1CSNP8nKG52kNzdIbmao/65lhSUmKunL7Y9LrvE/Prrjx7igoD5XMF0k0VbZqguhRCRPoDrwLnG2N2u12PUkoppaybnbGVrzN3cvfZvTimbTO3ywk5QdMoE5FjgPeBccaYTLfrcVNSUpLbJYQ0zc8Zmqs9NEdnaK72qE+O2/ce5KH5qxnarQ3jhjfcOckqYzXXgI0pE5FUYDQQIyJbgUlAFIAx5iXgAaAt8KKIABSZKq5OCHel56tV3Wh+ztBc7aE5OkNztUddczTGcO/cnyksLuHxP/YnIkJsriy0Wc01YI0yY0xyDa9fC1wboHKUUkopZZO5P21jwS853D/2BLrGNHe7nJAVNKcv1e9KrwJRdaP5OUNztYfm6AzN1R51yTFn30EenLeahGNbM/7ErrbXFA6s5qqNMqWUUkrVSUmJ4c45KzhYWMzjF/cnUk9b1os2yoJQfHy82yWENM3PGZqrPTRHZ2iu9qhtji8t3MDXmTu5f+wJdG93tENVhT6ruWqjLAjprULqR/NzhuZqD83RGZqrPWqT49KsPfz780zG9o/limHHOFhV6LOaqzbKgpB+46sfzc8Zmqs9NEdnaK72sJrjnrwCbnnnJ7q0PopHL+qHf9YEVQXtKQthNd6GQVVL83OG5moPzdEZmqs9rORYUmK4bdYy9uQV8Pzlg4luGhWAykKb1c+nNsqUUkopZdm0bzaStnYn94/tTd9OLd0uJ6xoo0wppZRSlmT8uocnPlvLuf1i+T+dtd924rs3ZuhKTEw06enpbpdhK4/Ho4NW60Hzc4bmag/N0Rmaqz2qy/G3vALOefYbGjeKYN4tf6CFnra0rHyuIpJR1R2LAjajv7JObxdSP5qfMzRXe2iOztBc7VFVjiUlhttnL2f3/gLev+lEbZDVktXPp56+DELz5893u4SQpvk5Q3O1h+boDM3VHlXl+Oq3G1nwSw736TiyOrH6+dRGWRDSb3z1o/k5Q3O1h+boDM3VHpXlmPHrbzz+6VrO6deRcTqOrE60p0wppZRS9ZKbX8BfUn8irtVRPPbH/jofmcN0TFkQSk5OdruEkKb5OUNztYfm6AzN1R7lczTGcMfs5eR4D/KfG3UcWX1Y/XxqT1kQys7OdruEkKb5OUNztYfm6AzN1R7lc5z+7Sa+WJPD38/pTf/OrVysKvRZ/XxqoywI6diI+tH8nKG52kNzdIbmao/SHH/a/BuPffILZ/XpyFUndnW3qDCgY8pCWEZGhtslhDTNzxmaqz00R2dorvbIyMjgYGExt89aTocWTfnXxTqOzA5WP586pkwppZRSZZ7+IpONu/J4+9phtDxKx5EFkvaUBaGEhAS3Swhpmp8zNFd7aI7O0FztEROfwCsLN5I8tAsje8S4XU7YsPr5tNQoE5ETRKRnud/HiMhbInKPiETWsUZVhejoaLdLCGmanzM0V3tojs7QXOvvUFExqRsj6dCiKfec09vtcsKK1c+n1Z6y14BBACLSBfgQaAP8GXi4DvWpasTGxrpdQkjT/JyhudpDc3SG5lp/LyxYz7b9hn9e2E+nv7CZ1c+n1UZZL+BH/88XA4uNMecA4wCdHMZmqampbpcQ0jQ/Z2iu9tAcnaG51s8qz15eTNtA94hdnNKrvdvlhB2rn0+rjbJIoMD/82nAx/6fNwAdalWZUkoppYJGYXEJf5uzglbNGjM0arPb5TRoVhtlK4EbRWQUvkbZp/7nOwG7nCisIdOxEfWj+TlDc7WH5ugMzbXuXv56A6s8+3j4gr7EtGjmdjlhyern0+qUGHcBHwB3ADONMT/7nz8PWFLr6lS1xo4d63YJIU3zc4bmag/N0Rmaa91k/Pobz365nnP7x3JW3450i9IcnWD182mpUWaMWSgi7YAWxpjfyr30MpBf+/JUdfQbX/1ofs7QXO2hOTpDc629bbkHuP7NdGJbNeXh8/sCmqNT7L76EmNMcYUGGcaYLGNMTi1rUzWYNm2a2yWENM3PGZqrPTRHZ2iutZN3qIhrZ6ZzqLCE6Vcl0rp5Y0BzdIrVXC31lIlIU+BWfOPJ2lOhMWeM6V/L+pRSSinlgpISw22zlrF2+z5eGz+EHu21dyxYWB1T9iJwITAbWAQYxypSSimllGOe+l8mn63awf1jT2B0T53+IpiIMTW3r0RkD/AnY8wXzpdUO4mJiSY9Pd3tMmzl8XiIi4tzu4yQpfk5Q3O1h+boDM3Vmg+XbePWd5dx2ZAuPHpRvyNuNq45OqN8riKSYYxJrGw5q2PK8oEt9SlIRF4TkRwRWVnF6yIiz4rIehFZISKD67O/UJaZmel2CSFN83OG5moPzdEZmmvNftr8G3fOWcGwbm34x/l9j2iQgeboFKu5Wm2UPQ7cJpW9g9bNAM6q5vWzgeP9jxRgaj32FdI8Ho/bJYQ0zc8Zmqs9NEdnaK7V8+QeIOXNDDq0aMLU/0ugcaPK//vXHJ1hNVerY8rGAKOAs0RkNVBY/kVjzHk1bcA/rUbXahY5H3jD+M6n/iAirUQk1hiTbbHGsKHfVOpH83OG5moPzdEZmmvV8guKuO6NdA4UFPP2tcNo47/SsjKaozOs5mq1UbYLmFvnaqzpxOGnSLf6n2twjTKllFLKDiUlhjtmL2d19j6mX5VIfAe90jKYWZ089mqnC6kNEUnBd4qTDh06MHnyZADi4+OJi4sjPj7+sDlBUlJS8Hq9zJ8/H6/XC0BycjLZ2dl4vV4yMjIASEhIIDo6mtjY2LKbh0ZHRzN27Fiio6OP2GZmZiYej6esBTx69OiydebNmwf47gyfmJhIbGzsEetnZ2eTnp5Odrav3ZmUlITX66VVq1Zhd0wAaWlpATmmrKyssvzC5ZiC4X0qzTWcjsmN96lVq1ZkZGSE1TEFw/vUuHHjsr/34XJMdrxP763az/LiTlzaszER29eQkbe12mPKysrC4/EE9TGF4vt03HHH4fF4apyvzNLVl2ULixwHnIBvSow1xpiNllf2rd8VmG+M6VvJay8DacaYVP/va4HRNZ2+DMerL9PS0so+bKr2ND9naK720Bydobkead5yD7ek/sQlCZ15/OL+lQ7sr0hzdEb5XOt99aWItBCR2cB6fPfA/BBYJyKzRMSuvtCPgCv9V2EOB/Y2xPFkoLe5qC/Nzxmaqz00R2dorodbviWXO2YvZ0jX1jx8YeVXWlZGc3SG3bdZmgL0B04BjvI/TvM/94yVDYhIKvA90FNEtorIBBG5QURu8C/yMbARX8PvFeAmi7WFndJuWFU3mp8zNFd7aI7O0Fx/t9N7iJQ304k5ugkv/V8CTRpFWl5Xc3SG1VytDvQ/D7jAGPNNuefS/GO75gITatqAMSa5htcN8GeL9SillFKqgpISw+2zl5ObX8gHfx5J26ObuF2SqgWrPWVHAbsreX4P0NS+chT4BiqqutP8nKG52kNzdIbm6vPqtxtZmLmT+8eeQO/YFrVeX3N0htVcrTbKvgMeEpFmpU+ISHPgQXz3wlQ2SkysdPyfskjzc4bmag/N0Rmaq28c2eOfruXsvh25YtgxddqG5ugMq7laPX35V+AzYJuIrPA/1w/f7ZfOrHV1qlr6TaV+ND9naK720Byd0dBz3ZtfyM2pP9KhRVMeu8jalZaVaeg5OsXWnjJjzEp8tz/6G5Duf/wNON4Ys6qONaoq1DSPiaqe5ucMzdUemqMzGnKuJSWGie/9xPa9B3k2eRAtm0XVeVsNOUcnWc3Vak8Zxph8fFdFKqWUUipITPlyHV+t3clDF/Ql4djWbpej6qHKRpmIXATMM8YU+n+ukjHmfdsrU0oppVS1FvyygylfruPihM78Xx3HkangUeWM/iJSAnQ0xuT4f66KMcZYnwTFZuE4o7/H4yEuLs7tMkKW5ucMzdUemqMzGmKu63Z4uejFRRwb04w5N5xI06j6/1fcEHMMhPK51mlGf2NMhDEmp9zPVT1ca5CFq9L7cqm60fycobnaQ3N0RkPLdU9eARNmptO0cSSvXJloS4MMGl6OgWI1V6tTYqgACreev0DT/JyhudpDc3RGQ8q1oKiEG9/KYPu+g0wbl0Bsy6Ns23ZDyjGQrOZa05gyS3RMmb30m0r9aH7O0FztoTk6o6Hkaoxh0kerWLxpD89cOpBBx9g7sL+h5BhoVnOt7urLORb3ZQA9hamUUko5bMaiLFKXbOam0d25YFAnt8tRNquyUWaM0VObLklKSnK7hJCm+TlDc7WH5uiMhpDr15k7eWj+asac0IE7zujpyD4aQo5usJqrNryCkNfrdbuEkKb5OUNztYfm6Ixwz3Xltr3c/M6PxHeI5plLBxIRUbcZ+2sS7jm6xWquOqZMKaWUCmKrPfv4v+mLadE0ilevSqR5E8vzvqsQU11P2RyLj9kO19jgpKWluV1CSNP8nKG52kNzdEa45vrL9n1c8eoPNIuKJPW64XRu3czR/YVrjlYs2LyAnPwcR7ZtNdea5imz8tBB/koppZTNMnd4ueKVxTRpFElqynCOaetsg6wh2+rdyt8W/o2nM552tQ4dUxaE4uPj3S4hpGl+ztBc7aE5OiPccl23w8vlr/xAo0ghNWU4x7ZtHpD9hluOVv1ryb+IkAhuHXyrI9u3mqve+zII6S0u6kfzc4bmag/N0RnhlOv6nP0kv7IYEeGd64bTLSYwDTIIrxytWrB5AWlb07g94XY6Nu/oyD6s5lrTPGUdgRyqn7NM5ymzWUP9pmIXzc8Zmqs9NEdnhEuuG3fu5/JXfgAg9brhdG93dED3Hy45WpVfmM9jSx6jR6seXHHCFY7tx2queu/LIDRt2jS3Swhpmp8zNFd7aI7OCIdcN+3KI/mVHygxhtTrhtGjfWAbZBAeOdbGC8teIDsvm/uH309URJRj+7Gaq15Xq5RSSrlsy558kqf9QGGxIfW64RzfIdrtksLep1mf8sbqN7i056UM7jDY7XKAGhplImKpSmPMj/aUo5RSSjUsBwuLSXkzg/yCImbdMIKeHbVB5rS1e9bywHcPMKj9IO4acpfb5ZQRY0zVL4qU4BszBlDV9MHGzVOYiYmJJtzuau/xeBrkYEu7aH7O0FztoTk6I5RzvXP2cmZnbOX18UM4pVd7V2sJ5Rytyj2Yy2X/vYzC4kLeS3qPmKNiHN9n+VxFJMMYk1jZcjWdvjwE7ABeB2YB+XYWqSqnt7moH83PGZqrPTRHZ4Rqru8t3czsjK385dQerjfIIHRztKqopIg7vr6DnPwcZp41MyANMrCea03zlMUCTwDnA98Dfwc6GGN+Lf+oV6XqCPPnz3e7hJCm+TlDc7WH5uiMUMx10YZd3P/hKkYdH8OtpwfHVY+hmGNtPJXxFIu3L+aBEQ/Qr12/gO3Xaq7VNsqMMbnGmBeMMYOBU4AC4BMRWSkifxURnXzWAeH+TcVpmp8zNFd7aI7OCLVcv9+wm2tmLKVr22ZMuWwQkQ7dYLy2Qi3H2pi3YR5vrn6TK3pfwQU9Lgjovu3qKStjjPnJGHMzcAK+ucueBFrVqTqllFKqgVq80dcg69y6GW9fO5w2zRu7XVLYW7VrFZMXTWZIxyHcnni72+VUyXKjTEROEZE3gQ1AFDAB+M2pwhqy5ORkt0sIaZqfMzRXe2iOzgiVXJdm7eHqGUuJa9WUd64bRrvoJm6XdJhQybE2dh3Yxa1f3UrMUTE8efKTjs5HVhWruVbbKBORziJyv4hsAN4CtgGDjTGjjDEzTHWXbqo6y87OdruEkKb5OUNztYfm6IxQyDU9aw/jX1tCx5ZNSb1uOO2jm7pd0hFCIcfaKCwu5Pa029l7aC/PnPIMbZq2caUOq7nWdPXlJnwNsRnAx0ARcHTF+ct0njJ7hfM5/UDQ/JyhudpDc3RGsOea8etvXPXaEtq38DfIWgRfgwyCP8faMMbw6JJH+THnR/416l/0btvbtVrsGlMWCRwDPIDv6sulQHqFx9I6V6kqlZGR4XYJIU3zc4bmag/N0RnBnOuPm30NsnbRTUi9bjgdgrRBBsGdY22UmBIeWfwIszNnc03fazjnuHNcrcdqrjX1lHWrfym/E5GzgCn4GnuvGmMeq/D6McBMfBcQRAJ3G2M+trMGpZRSKlCWbcnlqulLaHt0Y1JThtOxZfA2yMJFUUkRD3z3APM2zuPqvlczcfBEt0uyrNpGmZ1zkIlIJPACMAbYCiwVkY+MMavLLXYfMMsYM1VETsB3yrSrXTWEioSEBLdLCGmanzM0V3tojs4IxlyXbcll3PTFtG7emNTrhhPb8ii3S6pRMOZYGwXFBfxt4d/4cvOX3DLoFq7rdx0i7k83YjXXQN6QfCiw3hizEUBE3sU3KW35RpkBWvh/bgl4Alhf0IiO1vue1Yfm5wzN1R6aozOCLddv1+0i5c10Yo5uQmrKcOJaBX+DDIIvx9o4UHSAiV9NZJFnEXcPvZsrel/hdkllrOYayEZZJ2BLud+3AsMqLDMZ+FxEbgGaA6dXtiERSQFSADp06MDkyZMBiI+PJy4ujvj4eKZNm1a2fEpKCl6vl/nz55cNtktOTiY7Oxuv11t2rjchIYHo6GhiY2NJTU0FfEGOHTuW6OjoI7aZmZmJx+MhMzMTgNGjR5etM2/ePABiY2NJTEwkNjb2iPWzs7NJT08vuyojKSkJr9fL5s2bw+6YANLS0gJyTHPmzCnbV7gcUzC8T7t27SItLS2sjsmN92nz5s1kZGSE1TEFw/u0Zs2asvXdPqZ2g8bw9A+5dGwuDM9bxCvPfB0y79OuXbuIj48Puc/e+/Pf57uO37GnyR6u6XwNp7Q8pez/0arep0Ae0wknnIDH4zlsm5UyxgTkAVyMbxxZ6e/jgOcrLHMbcLv/5xH4etEiqttuQkKCCTeTJk1yu4SQpvk5Q3O1h+bojGDJ9b0lm023u+ebC1741vyWd8jtcmotWHKsjT0H9pg/zfuTGThzoPlk0ydul1Op8rkC6aaKNk0ge8q2AV3K/d7Z/1x5E4CzAIwx34tIUyAG3x0ElFJKqaD1ysKNPPLxGkYdH8PL4xJo1jiQ/8U2TDvzd3Ld59exxbuFKadO4aTOJ7ldUr0E8t6VS4HjRaSbiDQGLgM+qrDMZuA0ABHpDTQFdgawxqAQyuf0g4Hm5wzN1R6aozPczNUYwxOf/cIjH6/h3H6xvHpVYsg2yELp87kjbwdXfXoVnjwPU0+fGtQNMlvHlPl7rG7F12BqT4XGnDGmf03bMMYUicjNwGf4prt4zRizSkT+ga8r7yPgduAVEfkrvkH/4/1dfQ3K2LFj3S4hpGl+ztBc7aE5OsOtXItLDA98uJK3F28meWgXHr6gX9DcXLwuQuXz6S3wcuOXN7L7wG5eOeMVBrQb4HZJ1bKaq9Wm/IvAhcBsYBG+BlOtGd+cYx9XeO6Bcj+vBkbWZdvhJJS+qQQjzc8Zmqs9NEdnuJFrQVEJt81axvwV2dw4ujt/O7NnUEy/UB+h8PksKC5g4lcT2ZS7iRdOfyHoG2RgPVerpy8vAC4xxqQYYyYbYx4s/6hzlapSNV6doaql+TlDc7WH5uiMQOd6sLCY699MZ/6KbO45uxd3ndUr5BtkEPyfzxJTwn3f3seS7Uv4x8h/cGLciW6XZInVXK32lOVz+HQWSimlVIOUd6iIa2em88Om3Tx6UT+Shx7jdkkNxlPpT/FJ1idMHDyRpO5JbpdjO6s9ZY8Dt0k4fA1QSiml6mjvgULGTV/Mkqw9PP2ngdogC6A3Vr3BzNUzSe6VzDV9r3G7HEeIlXH0IjIPGAXsxTd3WGH5140x5zlSnQWJiYkmPT3drd07wuPxEBcX53YZIUvzc4bmag/N0RmByHVPXgFXvraYtdu9PJc8iLP6xjq6PzcE6+fz002fcufCOzn9mNN58uQniYyIdLukWimfq4hkGGMSK1vOak/ZLmAusADYDuyu8FA2Kp2tWNWN5ucMzdUemqMznM41Z99BLpv2Pet27GfalYlh2SCD4Px8Lt2+lHu/vZfB7Qfz6KhHQ65BBtZztTSmzBhzdb2qUbXi8TTIW37aRvNzhuZqD83RGU7mui33AFe88gM53kO8fvUQTuwe49i+3BZsn8/M3zK5dcGtdInuwrOnPkvTRk3dLqlOrOYamrPbhblg/KYSSjQ/Z2iu9tAcneFUrr/uzuPyVxaz72Ahb04YRsKxrR3ZT7AIps/n9rzt3PjFjTRt1JSpp0+lZZOWbpdUZ/XuKRORFcDJxpjfRORnqpmbzMrksUoppVQoWbfDyxWvLqawuITU64bTt1PoNgpCTU5+DhM+m0BeYR4zz5pJ3NHBN87NCdX1lP0HOOT/eU4AalF+o0ePdruEkKb5OUNztYfm6Ay7c122JZdrZiwlMkJ4N2UEPTsG/6SqdgiGz+fO/J1M+GwCuw7s4uUxL9OzTU+3S6o3q7lW2SgrPymsThCrlFKqofhyzQ5ufucn2kU3YeY1Q+kW09ztkhqMnPwcrv38Wnbk7+Cl019iYPuBbpcUUDqmLAiFwm0ugpnm5wzN1R6aozPsyvWdxZu574Of6RPXktfGD6FddBNbthsq3Px8btq7iRv+dwO5h3J58bQXGdxhsGu12M3u2yypAJo3b57bJYQ0zc8Zmqs9NEdn1DfX4hLDQ/NXc+/cnzkpvh3vpgxvcA0ycO/zuXzncq785EoOFh/k9bNeJ7FjpdN4hSyruWpPmVJKqQbNe7CQv6T+xFdrd3L1yK78/ZzeNIrUPotAWbh1Iben3U67Zu14+fSX6dKii9sluUYbZUEoNjY8JyUMFM3PGZqrPTRHZ9Q1182785kwcymbduXxyIV9uWLYsTZXFloC/fmcu24uD37/ID3b9OTF016k7VFtA7r/QLGaq6VGmYicBCwyxhRVeL4RcKIxZmGtK1RVSkwMr27bQNP8nKG52kNzdEZdcl2yaQ83vJVBcYnhjWuGcmKP8J0U1qpAfT6NMbzy8ys899NznBh3Ik+PfppmUc0Csm83WM3Vak/ZV0AskFPh+Zb+10LvngdBTL9J14/m5wzN1R6aozNqm+us9C38fe7PdGndjOnjh+gVln6B+HwWlxTz2JLHeHftu5x73Lk8dOJDREVGOb5fN1nN1epJc6HyyWPbAnkWE7/KQwAAIABJREFUt6EsmjZtmtslhDTNzxmaqz00R2dYzbW4xPDPj9fwtzkrGNatLXNvGqkNsnKc/nweKj7EnQvv5N2173J1n6v55x/+GfYNMrCea7U9ZSLykf9HA7wlIofKvRwJ9AUW1aVApZRSKpAOFBRzS+pPfLFmB+OGH8sDSScQpQP6A+ZA0QH+suAv/JD9A3cm3smVfa50u6SgU9Ppy93+PwX4DThQ7rUC4FvgFQfqUkoppWyz72Ah185IZ+mve5icdALjR3Zzu6QGJb8wn5sX3EzGjgweHvkw5/c43+2SgpIYU+UtLX9fSGQS8KQxJuhOVSYmJpr09HS3y7CVx+MhLq5h3OfLCZqfMzRXe2iOzqgu1937D3HV60v4JdvL05cOJGmA5l8VJz6f+wv2c9OXN7F853L++Yd/cu5x59q6/VBQPlcRyTDGVDry31K/rTHmwWBskIWr7Oxst0sIaZqfMzRXe2iOzqgq182787nk5e9Zn7OfV65K1AZZDez+fO4r2Mf1X1zPip0rePykxxtkgwys52qpUSYibURkqohkikiuiOwr/6hXpeoI4dbzF2ianzM0V3tojs6oLNflW3K5aOp37Mkr4K0JwzilZ3sXKgstdn4+9x7aS8rnKazevZp/n/xvzux6pm3bDjVWc7U6JcZ0YBAwDfBQ+ZWYyib6Tbp+ND9naK720BydUTHX/63ewS2pP9Iuugkzrh5K93ZHu1RZaLHr8+kt8HLd59exPnc9z4x+hpO7nGzLdkOV1VytNspOA8YYYxbXuSKllFIqAN74PovJH62iX6eWvHpVw7upuNsKiwv561d/Zd1v63j21GcZ1XmU2yWFDKuNshxgv5OFqN8lJSW5XUJI0/ycobnaQ3N0RlJSEiUlhsc+/YVpCzdyeu8OPJs8kGaN9W6CtVHfz2eJKeG+7+5j8fbF/PMP/9QGmZ/VXK1O0PJ34B8iov2/AeD1et0uIaRpfs7QXO2hOTpjd+4+bnn3J6Yt3MiVI47l5XEJ2iCrg/p8Po0xPJX+FB9v+phbB99KUnf9AlLKaq5WP7H3AV2BHBH5FSgs/6Ixpn9tilNKKaXs8lteAU+mHyTzt3zuPacX1406DhFxu6wGZ+ryqcxcPZPLel7GhL4T3C4nJFntKZsDPAn8C3gX+E+Fh7JRWlqa2yWENM3PGZqrPTRHe23YuZ8/Tl3E+t+KeC55ECknddcGWT3U9fM5/efpTF0+lQt6XMA9w+7R96ACq7la6ikzxjxYn2KUUkopu321Noe/pP5EVGQEZzZeS9IAPV3mhjdWvcEzPz7D2d3OZvKIyUSI3rqqrjS5IBQfH+92CSFN83OG5moPzbH+jDG89PUGrpmxlM6tm/HRzSMZ1UsnhbVDbT+fr618jSfSn2DMsWN45A+PEBkR6VBloc1qrlYnj/VWnDC2LpPHishZIrJWRNaLyN1VLPMnEVktIqtE5B2r2w4neguW+tH8nKG52kNzrJ+DhcVMfG8Zj33yC+f0i+U/N46gc+tmmqtNapPjtBXTeDrjac7uejaPn/Q4URFRDlYW2qzmanWg/80Vfo/CN5nsH4FHrGxARCKBF4AxwFZgqYh8ZIxZXW6Z44F7gJHGmN9EpEFOv6zfpOtH83OG5moPzbHuPLkHSHkznVWefdx5Zk9uGv37+DHN1R5WcjTGMHX5VKYun8rY48by0MiHaBShV7pWx9aeMmPMzAqPV40xf8Y3VcYIizUNBdYbYzYaYwrwXTBQ8Tbx1wEvGGN+8+83x+K2w8q0adPcLiGkaX7O0FztoTnWzdKsPZz3/Ldk7crn1SsT+fMpPQ4bTK652qOmHI0xPPfTc2WD+h8e+bA2yCyw+vmsb5JfAc9YXLYTsKXc71uBYRWWiQcQke+ASGCyMebTihsSkRQgBaBDhw5MnjzZt3J8PHFxccTHxx8WQEpKCl6vl/nz55fNFZKcnEx2djZer5eMjAwAEhISiI6OJjY2ltTUVACio6MZO3Ys0dHRR2wzMzMTj8dDZmYmAKNHjy5bZ968eQDExsaSmJhIbGzsEetnZ2eTnp5edvuFpKQkvF4vWVlZYXdM8PvVJ04fU1paWll+4XJMwfA+leYaTsfkxvuUlZVFRkZGWB2T0+9TZlEMPxQdS6dWR/HomDiWffwW37x3+DGtXbu27O99KBxTsL5PaWlpeDyeSo9p3759fJj7IV/u+5Ju+7rRK6sX3xR+E/THFAzv065du/B4PDU3zowxdX4A9wKbLC57MfBqud/HAc9XWGY+MBff6dFu+BpxrarbbkJCggk3kyZNcruEkKb5OUNztYfmaF1RcYl58KNV5ti75ptx0xeb3LyCKpfVXO1RVY4lJSXmscWPmb4z+pqHv3/YFJf8f3t3Hh5VffZ//H1nsgFJCLtJQPaA7EhAxY26VRRccEHaWrVabPtUrdb20SqK4la31lZrH35udUNbVzZFyuICIgQBWRMgQICELUAIWWf5/v6YSRjCNiTnzJyZ3K/rmmuWc2bmnk/OTO455zvneMNbWJQLzhXINcfoaUJaUyYiKzn8IOQCdABaA78O5TGA7UCnoOsdA7cF2wZ8Z4xxA5tEJB/oCSwJ8Tliwvjx4yNdQlTT/OyhuVpDcwxNRY2HO6cs579rd3LL2V148PI+uOKOve8rzdUaR8vRZ3w8+d2TvJf3Hj877Wf8cegfdT9kJynU5TPUzZcf1LvuA3YD840x60J8jCVATxHpir8ZuwH4Sb15PgHGAa+LSFv8mzMLQnz8mKGHYWkczc8emqs1NMcT23Wgil/8awlrig7wyBV9uWl4lxPeR3O1Rv0cfcbHpEWT+CD/A27pewt3D7lbG7IGCHX5DHWg/yP1TpOMMf88iYYMY4wH/684ZwFrgX8bY1aLyKMickVgtllAiYiswT9e7Q/GmJJQnyNWTJ8+PdIlRDXNzx6aqzU0x+Nbt+MAV720gILd5bxyU05IDRlorlYJztHr8/Lwwof5IP8Dftn/l9qQNUKoy+dJDfQXkQuAPvg3Za42xsw/mfsbY2YCM+vd9lDQZQPcEzg1WfqNr3E0P3tortbQHI9tft4ufvvuMlokufj37WfRL6tlyPfVXK1Rm6PH52HCgglML5jObwb+hl8N/JU2ZI1g6QHJRSQL/wD8IUBR4OZMEckFrjbGFB3zzkoppdRxuL0+/vrffP4xfyO9T0njtZtzyGjZLNJlNWkvLX+J6QXTuWPwHYwfoOP1wiXUwyz9DfACPYwxnYwxnfAPwPcGpikLjRs3LtIlRDXNzx6aqzU0x8Nt3VvBDZMX8dK8jYzN6cRHvx7eoIZMc7XGuHHj2Fu1l3fWvsNlXS/ThswioS6foTZlFwP/Y4zZVHuDMaYAuDMwTVmodh8qqmE0P3tortbQHP2MMby/pJCRL3xN3o4y/jZuME9dM4BmiQ07dqLmao3i4mLeXP0mVZ4qbh94e6TLiRmhLp8nM6bMhHibaiQdG9E4mp89NFdraI6w80AV9334A/PydnNmt9Y8c+1AOrVu3qjH1FytsbN0J1O2T+HSLpfSrWW3SJcTMyz99SUwB/i7iNTtZ0xETsW/N/85J12dOq7aPQOrhtH87KG5WqMp52iM4dPl27nkL1/xbUEJD4/uw7u3ndnohgyadq5W+mDTB1R4KnSzpcVCXT5DXVN2JzAVKBCRuoH+wEr8+xVTSimljqnkYDUTPl3FzJU7GHxqOs9dN5Bu7VIiXZYKUlpdyoaWG7i488X0aNUj0uU0SSE1ZcaYrSJyOnAR0Dtw81pjzH9tq6wJGzJkSKRLiGqanz00V2s0xRy/WL2DP328ktJKN3+8tBfjz+1GvCvUDTWhaYq5Wmlb2TbumHsHvjgftw/QsWRWC3X5DHlMWWAfYrMDJ2Wj1NTUSJcQ1TQ/e2iu1mhKOZZWunlk2mo++n47fTLSeOvWMzgtI82W52pKuVpt6c6l3D3vbrzGy2/a/4ZerXtFuqSYE+ryedymTERGAi8DA4wxB+pNawmsAH5pjNFGzUIZGRmRLiGqaX720Fyt0VRy/Cp/N//74Q/sKqvmzgt68NsLepIYb+3asWBNJVerfbz+Yx5d9CgdUzry4oUvUlVcFemSYlKoy+eJ3iG/BZ6p35ABGGNKgT8Dvzvp6tRxTZkyJdIlRDXNzx6aqzViPccaj4+JU1fz89cW0zzRxYe/Hs49l/SytSGD2M/Val6fl2eWPMNDCx9iaIehvH3Z23RO66w52iTUXE+0+XIAxz/k0VzggRBrUkopFcO276/kf975nuVb93Pz8C7cN7I3yQkN2++Yss/uit1MWDCBBUULGNd7HH8c+kfi407qqIvKJif6K7QDfMeZboA21pWjQMdGNJbmZw/N1RqxmuO8vF3c/f5yPF7Dyz89nZH9w7s5MVZztdqszbOYtGgS1Z5qHjrrIa7Lvu6w6ZqjPSwZUwZsw7+2bP0xpg8AtodelgrFqFGjIl1CVNP87KG5WiPWcvT6DH+Znc+L8zbQ+5RUXv7ZELq2bRH2OmItV6uVVpfyxHdPMHPTTPq37c/j5zxO15Zdj5hPc7RHqLmeqCmbAUwSkZnGmMrgCSLSHHg0MI+ykH5TaRzNzx6aqzViKcedB6r43XvL+baghLE5nXjkyr4R21wZS7labWHRQiYsmMDeyr38z6D/4bb+tx1zc6XmaI9Qcz3RyMvHgZZAvoj8r4hcGTjdB+QHpj3RqErVESZPnhzpEqKa5mcPzdUasZLjrNU7uPSvX7F8636evnYAf752QETHj8VKrlaqcFfw+KLHuX327aQkpPD25W/zq4G/Ou74Mc3RHqHmetw1ZcaYXSIyHP9uMZ4ApHYSMAv/Qcp3NqJOpZRSUaSixsOk6WuZsriQfllpvHDDYLrrnvkdZ8XuFTzwzQNsObCFG/vcyJ2D7yQ5PjnSZakTOOHPLYwxW4DLRKQV0AN/Y7beGLPP7uKUUko5x6rtpdz53jI27Snn9vO78fuL7d/VhTo5PuPjjdVv8Lfv/0b75u159ZJXGZYxLNJlqRCJf0f90SsnJ8fk5uZGugxLFRUVkZmZGekyopbmZw/N1RrRmKPb62PyVwX89b/5tGmRxPPXD2R4j7aRLusw0Zir1UqrS3nwmweZv20+l3S+hInDJ5KaeHJjxDRHewTnKiJLjTE5R5tPv+I4UH5+fqRLiGqanz00V2tEW465m/dy+d++5plZeVzS5xQ+u+tcxzVkEH25Wm3B9gVcO+1avin6hvuG3cez5z970g0ZaI52CTVX3VucAxUVFUW6hKim+dlDc7VGtORYWuHmqc/XMWVxIVnpzXjl5zlc1KdDpMs6pmjJ1WplNWU8s+QZPt7wMV1bduWtkW/Rr22/Bj9eU83RbqHmqk2ZA+k3lcbR/OyhuVrD6TkaY5i6oohJ09eyr6KGX57bld9dlE2LJGf/u3B6rnYoKC3gjjl3sO3gNm7tdyu/HvRrklxJjXrMpphjOOiaMqWUUielsKSCBz9dxVf5uxnYsSVv3DKUflktI12WOoqvt33NH7/6I4muRF7/8euc3uH0SJekLKBNmQONGDEi0iVENc3PHpqrNZyYo9dn+H9fF/CX2fkkuOKYOLoPN57VBVecnPjODuHEXO3g9Xl5ddWrvLT8JXqm9+TvF/ydjBTrDmnVVHIMt1Bz1aZMKaWasC0l5dzz7xUs3bKPH/ftwMQr+pLRslmky1JHsadyD/d/fT+LihcxsstIJg6fSPOE5pEuS1lImzIH0sNcNI7mZw/N1RpOydEYw5TFW3lsxhpcccILNwziioGZiETP2rFgTsnVLnO2zGHSokmUu8uZeNZExvQcY8vfKtZzjBSrDrOkImDatGmRLiGqaX720Fyt4YQcd5VVceu/cvnTxysZfGo6s353HlcOyorahgyckasdSipLuPfLe/nd/N/Rrnk73r38Xa7Jvsa2v1Ws5hhpoeaqa8qUUqqJMMbw6fIiHpm2mooaLw+P7sNNZ3UhLorGjjUVxhg+2/QZTy5+knJ3OXcOvpOb+91MQlxCpEtTNtKmzIEyMqwbtNkUaX720FytEakc1+8sY8Knq1hUsJeBndJ57roB9GgfO5uqYmn53FWxi0mLJjF/63wGtB3Ao2c/Svf07mF57ljK0UlCzVWbMgfKyTnq0RdUiDQ/e2iu1gh3jqUVbl6Ys543v91Mi6R4nri6PzcM7RRza8diYfk0xvDJhk94Zskz1PhquDfnXn522s9wxbnCVkMs5OhEoeaqTZkD6TeVxtH87KG5WiNcOXp9himLC3nuizz2V7q5YWgn7r2kF21SGrdzUaeK9uWz+GAxE7+dyMKihQzpMIRHhj9C57TOYa8j2nN0qlBzDetAfxG5VETyRGSDiNx3nPmuEREjIk2yZZ88eXKkS4hqmp89NFdrhCPHhRv2cPnfvubBT1aR3SGV6Xecw5NjBsRsQwbRu3waY/ho/UdcPfVqlu1axgNnPMBrP34tIg0ZRG+OThdqrmFbUyYiLuAl4GJgG7BERKYaY9bUmy8VuAv4Lly1KaVULCgsqeDxmWuYtXonHVs14+Wfns6l/U6J6l9VxrKtZVt54rsn+Gb7Nww9ZSiPDn+UjqkdI12WiqBwbr4cBmwwxhQAiMh7wJXAmnrzTQL+DPwhjLUppVTUOljt4aV5G3j1603Eu4Q//LgXt57TleSE8I1FUqErd5fzyspX+NfqfxEfF899w+5jXO9xxInupaqpE2NMeJ5I5FrgUmPMbYHrNwJnGGN+GzTP6cADxphrRGQ+cK8xJvd4j5uTk2Nyc487S9QpKioiMzMz0mVELc3PHpqrNazM0eczfPj9Np6elcfusmrGnJ7F/17amw5pyZY8fjSJluUzb28ed8y9g+LyYkZ3G81dp99FhxYdIl1WnWjJMdoE5yoiS40xRx2e5ZiB/iISBzwP3BzCvOOB8QAdOnRg4sSJAGRnZ5OZmUl2dvZh22/Hjx9PWVkZ06dPp6ysDIBx48ZRXFxMWVkZS5cuBWDIkCGkpqaSkZHBlClTAP9eeEeNGkVqauoRj5mfn09RUVHd0d9rj22Vmppat6O4jIwMcnJyyMjIOOL+xcXF5ObmUlxcDMDo0aMpKysjLy+v7rZYeU0A8+fPD8trmjhxYt3CHyuvyQl/p9oPlVh6TZH4O+Xl5ZGTk9Po1/Th3MV86+7MHpNCt5ZxPHF9NgumvsPLa8L/mpzwd1q2bBmlpaWOfk0l6SW8ufdNpFoYsWsEiZsS8Xb3krctzzF/p6KiIiZOnBg17yc7/k52vKYuXbpw1llnnXhsmTEmLCfgLGBW0PX7gfuDrrcE9gCbA6cqoAjIOd7jDhkyxMSaf/7zn5EuIappfvbQXK3R2BwrazzmyZlrTbf7Z5icx2abj77farxen0XVRS8nL58er8f834r/M/3f6G/GThtrdpbvjHRJx+TkHKNZcK5ArjlGTxPONWVLgJ4i0hXYDtwA/KR2ojGmFGhbez3UzZexqLaLVw2j+dlDc7VGY3JcVFDC/R+tZNOecsbmdOJPl51Gy+a6h3dw7vK5rWwbf/rmTyzbtYyRXUfyyPBHaBbv3AO+OzXHaBdqrmFryowxHhH5LTALcAGvGWNWi8ij+LvGqeGqRSmlosmBKjdPzlzHlMWFnNq6Oe/cdgZn92h74juqiHF73byX9x4vLnuROInjiXOeYFS3UfpLWHVcYR1TZoyZCcysd9tDx5h3RDhqcqLRo0dHuoSopvnZQ3O1xsnmOHvNTh78ZCW7y6r55blduefiXjRL1F9V1ueU5dMYw9zCuTy/9HkKywoZnjmch896mMyU6Bg875QcY02ouTpmoL86pHYQoWoYzc8emqs1Qs1x14EqHpm+hhk/FNP7lFQm35jDwE7pNlcXvZywfK7es5qnlzzN97u+p3vL7vzjwn9wTtY5UbV2zAk5xqJQc9WmTCmlHKTK7eX/fVXAy19uxOM1/P7ibG4/vzuJ8boPK6cqPljMC8teYEbBDFont2bCmRMY03MM8XH6L1adHH2XO1DtT3NVw2h+9tBcrXGsHH0+wyfLtnPBs/N5bnY+5/Zsy6y7z+OOC3tqQxaCSCyf5e5y/vb93xj9yWj+u+W/3Nb/NmZcPYPre10ftQ2Zvs/tEWqu0bnUKKVUDMndvJdJM9ayYut++mWl8fzYQZzZrU2ky1LH4DM+Pt3wKS98/wIlVSVc3u1y7hp8FxkpejBv1TjalDlQdnZ2pEuIapqfPTRXawTnuHVvBU99vo4ZPxTTIS2JZ68byJjBWcTFRc8YJKcI1/K5fNdynlr8FKtLVjOw3UBevPBF+rXtF5bnDgd9n9sj1Fy1KXMgPcRF42h+9tBcrZGZmUlZlZuX5m3ktW82ERcHd13Yk9vP70bzRP1Ibii7l88d5Tv4y9K/MHPTTNo3a8+T5z7J5V0vj6pB/KHQ97k9Qs1VPwEcSL+pNI7mZw/NtfE8Xh9rqlvz+2fmU1Jew5jTs/jDj3uR0dK5OxONFnYtn1WeKt5Y/QavrXoNr8/L+AHjubXfrTRPaG7L80Wavs/tEWquOnrUgU54bCx1XJqfPTTXxvm+cB9XvLiAp+dtpXu7FKb+9myev36QNmQWsXr5NMbwxeYvuPKTK3lp+Uuck3UOU6+eyh2D74jZhgz0fW6XUHPVNWVKKWWj/RU1/PnzPN5bUkiH1GRGJGzg9dvvjLnNXrFk3d51/Hnxn8ndmUt2q2xeO+c1hp4yNNJlqSZAmzKllLKBMYYPlm7jyc/WUVrp5rZzunLXRdk8++TX2pA5VLm7nL8u/Sv/zv83aYlpTDhzAtf0vAZXnB5BQYWH+A9YHr1ycnJMbm5sHbO8qKhIB1s2guZnD801dMsK9/H4jLXkbtnHkM6teOyqfpyWkQZojnZpbK4LixbyyMJHKC4vZlzvcfxm0G9omdTSwgqjgy6f9gjOVUSWGmNyjjafrilzID3MReNofvbQXE+sYPdBnpmVx2erdtA2JYmnrxnAtUM6HraLC83RHg3NtaymjOdyn+PD9R/SJa0Lb458k0HtB1lcXfTQ5dMeoeaqA/0daPr06ZEuIappfvbQXI9tV1kVD3y8kov/8hVf5e/m7ouy+fIPI7h+aKcj9jmmOdqjIbl+te0rrvr0Kj7e8DG39LuF/4z+T5NuyECXT7uEmquuKXMg/abSOJqfPTTXIx2s9jD5qwJe+bqAGo+Pn55xKndc0JN2qUnHvI/maI+TybW0upSnlzzN1I1T6ZHegxd+9EJM7QC2MXT5tIcekFwppWzi9vqYsriQv81Zz56DNVzeP4N7f9yLrm1bRLo0dRzGGOYUzuHx7x5nX9U+xg8Yz+0DbifRlRjp0pQCtClzpHHjxkW6hKim+dlDc/X/U5+xsphnZ+WxuaSCM7q25pWbTmNQp/SQH0NztMfxcjXG8OW2L/nnin+yumQ1vVr14h8X/oPT2pwWxgqjgy6f9gg1Vx1T5kDFxcWRLiGqaX72aOq5fruxhKteWsBv311GUryL128eynvjzzyphgw0R7scLVef8fHfLf/l+unXc8fcO9hfvZ9Hhj/ClFFTtCE7Bl0+7RFqrrqmzIF0m37jaH72aKq55u8s48mZa5mXt5uMlsk8c+0AxpzeEVcDDxreVHO0W3CuxhjmbZ3Hi8tfZP2+9XRO68xjZz/GZd0uIyEuIYJVOp8un/bQX19GsaVLl0a6hKim+dmjqeVaWePlqc/WcdkLX5O7ZR/3jezNvHtHcF1OpwY3ZND0cgyX2lzXlKzh1i9u5a55d+H2unny3Cf55MpPuLLHldqQhUCXT3uEmquuKVNKqXq+Xr+bBz5eReHeCq4d0pE/XXYarVvoYHAn8+Hjhe9f4NWVr5KelM4DZzzANdnXaCOmooo2ZQ40ZMiQSJcQ1TQ/ezSFXPccrOax6Wv4ZHkRXdu24N1fnsHw7m0tfY6mkGO4FR8sZmnPpRSuLOTqHldz79B7SUtMi3RZUUmXT3uEmqs2ZQ6Umpoa6RKimuZnj1jOtcbj453vtvDCnPWUV3u484Ie/OZHPUhOsP6Yh7GcY7iVVJbwztp3mLJuCm6vm6fOfYrLu10e6bKimi6f9gg1V23KHCgjIyPSJUQ1zc8esZirz+ffxcUzs/Io3FvB8O5teOSKvvTsYN8/pljMMdyKDxbzxuo3+Gj9R1R7q7mo80VckX4FI7qNiHRpUU+XT3uEmqsO9HegKVOmRLqEqKb52SPWcl24cQ9X/WMBd0xZRvNEF2/cMpR3bjvD1oYMYi/HcNpUuokJCyZw2UeX8e+8f3Np10v59KpPeX7E88z/ZH6ky4sJunzaI9RcdU2ZUqpJWbfjAE99to75ebvJbJnMs9cN5OrBWY36RaWy19qStbyy8hVmb5lNkiuJ63tdz819byYjRdfqqNiiTZkD6Tb9xtH87BHtuRbtr+T52fl8+P02UpPiuX9kb24a3sWWcWPHE+05htOWA1t44fsXmL1lNikJKdzW/zZ+etpPadOszRHzaq7W0BztoWPKotioUaMiXUJU0/zsEa25lla6+cf8DbyxYDMG+OW53fjNiO6kN4/MLi6iNcdwKj5YzKurXuXD/A9JcCXwm4G/4Wd9fkZq4rH/sWmu1tAc7RFqrtqUOZB+U2kczc8e0ZZrtcfLW99u4e9zN3Cgys3Vg7K455JsOrZqHtG6oi3HcNq4fyOvr3qdGQUzABjTcwy/HvRr2jY78W5JNFdraI72CDVXHejvQJMnT450CVFN87NHtORqjOHT5du54NkveWzGWgZ2SmfGHefy/NhBEW/IIHpyDBe3z80Xm7/g1lm3ctWnVzFr8yzG9h7LzDEzmXDWhJAaMtBcraI52iPUXHVNmVIqZmzcfZAHPl7JooK99MtK4+lrB3B2D2t3/qqssbN8Jx+u/5AP8j9gd+VuMlpkcNfpdzGm5xhaJ7eOdHlKRYQ2ZUqpqOf2+nh5/ka7SfyLAAAgAElEQVRenLuB5IQ4nhzTn7E5nYjTX1Q6ijGGxTsW837e+8wtnIvP+Dg762we7vUw52SdgysuvD+6UMppxBgTvicTuRR4AXABrxhjnqo3/R7gNsAD7AZ+YYzZcrzHzMnJMbm5uTZVHBlFRUVkZmZGuoyopfnZw6m5btx9kHveX86KbaWMGpDBQ6P70D41OdJlHZNTc7TTgZoDTNs4jffz3mdT6SZaJrVkTI8xXJd9HZ3SOlnyHE0xVztojvYIzlVElhpjco42X9jWlImIC3gJuBjYBiwRkanGmDVBsy0DcowxFSLya+BpYGy4anSK/Px8fVM0guZnD6flWuPx8a+Fm3ludh7JCS5e+snpXD7A+futclqOdlq3dx3vrXuPmZtmUumpZEDbATx+zuNc0vkSkuOtbZybUq520hztEWqu4dx8OQzYYIwpABCR94ArgbqmzBgzL2j+RcDPwlifYxQVFUW6hKim+dnDSbnOW7eLSdPXULCnnAt7t+eJMf3pkObctWPBnJSjXb4t+paXlr/Eit0rSHYlc1m3y7i+1/X0bdPXtudsCrmGg+Zoj1BzDWdTlgVsDbq+DTjjOPPfCnx2tAkiMh4YD9ChQwcmTpwIQHZ2NpmZmWRnZx/2S4fx48dTVlbG9OnTKSsrA2DcuHEUFxdTVlbG0qVLAf9R3FNTU8nIyKg7JEJqaiqjRo0iNTX1iMfMz8+nqKiI/Px8AEaMGFF3n2nTpgH+413l5OSQkZFxxP2Li4vJzc2luLgYgNGjR1NWVsYXX3xR95ix8poA5s+fH7bXVFt/LL2mSP+d5s+fT35+fkRfU016F1Z4M1m9202aVHJRwlY6bl6C92AWS9dHx9/piy++oFevXjG57E2dNpW16WtZm76WdontuD37dopmFyEbhP988R9ajW9l22uaNm1aXU3R8H6K5N/peK9p/vz5jBgxIqZekxP+Tps2bWLEiBEn/hWmMSYsJ+Ba/OPIaq/fCLx4jHl/hn9NWdKJHnfIkCEm1jz88MORLiGqaX72iGSuq7bvN2P/b6Hp/L/TzdDHZpvXvykw1W5vxOppjFhdPtfvXW9un3276fdGP3P/V/eb8prysD5/rOYabpqjPYJzBXLNMXqacK4p2w4Ej+jsGLjtMCJyEfAAcL4xpjpMtTlKbfevGkbzs0ckci2tcPPc7DzeXrSFVs0TmTi6DzcMOzXsh0ayUiwtn/ur9jN141SmFUxj3d51JMYlMuHMCVyXfR0i4f3layzlGkmaoz1CzTWcTdkSoKeIdMXfjN0A/CR4BhEZDPwfcKkxZlcYa1NKOYjPZ/hg6Tb+/Pk69lXUcOOZnbnn4l60bJ4Q6dKaPGMMP+z5gf/k/YfPN39Otbeafm36cd+w+7i0y6VHPS6lUio0YWvKjDEeEfktMAv/LjFeM8asFpFH8a/Kmwo8A6QA/wl8yyo0xlwRrhqdQg9z0Tianz3ClevKbaU8NHUVywr3k9O5FW9eOYy+mS3D8tzhEK3L55YDW5hRMIMZBTMoLCukWXwzrux+JWN7jyW7VXaky4vaXJ1Gc7SHIw9IboyZCcysd9tDQZcvCmc9TjVt2jSGDBkS6TKiluZnD7tz3V9RwzOz8nh3cSFtWiTy3HUDGXN6Vtg3g9ktmpbPPZV7mLV5FtM3TmdVySoEYdgpw7it/21c3PliUhJTIl1inWjK1ck0R3uEmqvu0V8pFVE+n+H93K08/fk6Sivd3HRWF+6+OJuWzXRTZSRUuCuYUziHGQUzWFS8CK/x0rt1b34/5PeM7DqSDi06RLpEpWKWNmUOlJHh/B1gOpnmZw87cl2xdT8PfbqKFdtKGdqlFY9e2Y/TMtIsfx4nceLy6fa6+bb4W6YXTGf+1vlUeirJbJHJLf1u4fKul9OjVY9Il3hCTsw1GmmO9gg1V23KHCgn56hHX1Ah0vzsYWWu+8preHpWHu8tKaRtShJ/GTuQqwbF3qbKo3HK8lnhrmDxjsXMKZzDnMI5lNWUkZaYxqhuoxjVbRSD2g8iTuIiXWbInJJrtNMc7RFqrtqUOZB+U2kczc8eVuTq9RneW1LIM7PyKKvy8Iuzu/K7i3qSmtx0NlVGcvk8WHOQzzZ/xuebPuf7Xd/j8XlISUjhglMv4MddfsxZGWeR4IrOv4W+762hOdoj1Fyj52tQE3LCPf6q49L87NHYXJcV7uOqlxbwwMeryO6Qysw7z2XCqD5NqiGD8C+fJZUlfL7pcx745gEu+M8FPPrto5RUlnBjnxt55ZJX+HLslzx+zuOc1/G8qG3IQN/3VtEc7RFqrrqmTCllq6L9lTw/O58Plm6jfWoSL9wwiCsGZjaJTZWRYIxh3d51zN06l3mF88jblwdASkIKl3W9jGt6XkO/tv00f6UcSJsypZQt9lfU8PL8jby+cDMYGH9eN+64oEeTWzMWDh6fh2W7ljG3cC5zC+dSVF6EIAxuP5i7Tr+LM045g9PanEZ8nH7kK+Vk4j8MU/TKyckxubm5kS7DUkVFRWRmZka6jKil+dkj1Fyr3F7eWLiZf8zbQFm1h6sHZ3HPxdl0bNU8DFU6n1XL58Gag3y34zvmFc7jy21fsr96P4lxiZyVeRYXnnoh53U8r0ntXV/f99bQHO0RnKuILDXGHHXkv35tcqDi4mJ9UzSC5mePE+Xq9Rk+/H4bf5mdT3FpFT/q1Y4/Xto75ndxcbIauny6vW5W7F7BouJFLCpexKo9q/AaL6mJqZzf8XwuOPUCzs48m+YJTbP51fe9NTRHe4SaqzZlDpSbm6t7VG4Ezc8ex8rVGMOctbt4etY68nceZGCndJ6/fhBndW86a2lOxsksn/ur9jN/23zmbJnDdzu+o9JTSZzE0a9NP37R7xecmXEmgzsMJiFONwnr+94amqM9Qs1VmzIHKi4ujnQJUU3zs8fRcl26ZS9PfbaOJZv30bVtC17+6elc2u8UHUR+HMdbPivcFSzbtYwlO5awZOcSVu9Zjdd4yWiRwZXdr+SszLPIOSWHtERd+1ifvu+toTnaI9RctSlTSp207fsreXzGGmau3EHblCQeu6ofY4d2IsGle9k5GfWbsDV71uAxHuIlnr5t+/KLfr/gws4X0qd1H210lWoCtClzoNGjR0e6hKim+dlj9OjRVLm9vPJ1AS/O2wDA3Rdlc9u5XWmRpB8loahwV9BlRBf+uvSvh60Ji5d4+rXtxy39biHnlBwGtRvUZMeGNZS+762hOdoj1Fz1k9SBysrKIl1CVNP8rGeMYXbePu6c/SXb91dyWf9TeODyPmSlN4t0aY63o3wHn274lG+Lv2XF7hV4fJ66JuwX/X6hTZhF9H1vDc3RHqHmqk2ZUuq4cjfvZdKMtazYWk2fjDSeuXYAw3u0jXRZjmaMIW9fHm+teYuZBTPxGi+ntTmNn/f5Ocm7krnpopu0CVNKHUEHgDjQ/PnzI11CVNP8rLGlpJxfv72Ua//5LTtKKzk7voBpd5yjDdlRGGPYUb6DOYVzeHzR44z8aCTXTbuO2VtmM7b3WD675jPeH/U+dw+5m53f7dSGzAb6vreG5miPUHPVNWVKqcPsr6jh73M38Oa3m0lwxXH3Rdn88ryuPP3EN7jidLA5wJ7KPazes5rVJYHTntWUVJUA0Cy+GWdknMGt/W/l4lMvJj05PcLVKqWihTZlDpSdnR3pEqKa5tcwB6rcvPtdIS/P38iBKjfXD+nE7y/Jpn1aMtB0cz1Qc4Afdv9wWBO2q2IXAHESR7eW3Tg762z6tulL37Z96d26N0mupGM+XlPN0W6aqzU0R3uEmqs2ZQ6ke1NuHM3v5BSXVvL6gs28+10hB6s9nJfdjvtHHrkn/qaUa1lNGQuLFjKjYAZfb/8aj8+DIHRp2YVhpwyra8B6tep10psim1KO4aS5WkNztEeouWpT5kD6TaVxNL/QrNtxgMlfFTB1eREGuKx/BuPP7Ub/ji2POn+s5urxecjfl8/yXctZsXsFa0rWsPnAZgDaNWvHT3r/hBGdRnBa69NISUxp9PPFao6RprlaQ3O0h64pi2KTJ09m4sSJkS4jaml+x2aMYeHGEiZ/VcCX+btpluDiZ2d25tZzutKp9fHX+MRCrsYYisuLydubx8o9K1mxewUr96yk0lMJQPtm7enXth+ju49mcPvBnN7+dFxxLktriIUcnUhztUbM5eh1g7sycKoIulwOVQeg+sCh8+oDkJUDfa+yvIxQc9WmTKkmwOP1MWNlMf/v6wJWbT9A25RE7r0km5+d2Zn05omRLs8WFe4K1u9fT97ePPL35bN+33ry9+Vz0H0QAJe46NW6F1f3uJpB7QcxqN0gMlIyIly1Uk2AzweeKv/JXRn6ubsSPJXgrvI3VTWB02ENV8XhTZjPE3pd8c0gx2dLUxZyCRF7ZqWU7cqrPby/ZCuvfrOJ7fsr6da2BU+O6c/Vg7NITrB2DVAklVaXsqZkDWv3rvWfl6ylsKywbnqLhBZkt8rm8m6Xk90qu+6ku6ZQTZ4x4Kmua3ZasR92rT12c+Sp8jdFtc3REfNUB007xrm3uuH1uhL9zVNii8NPzVpBWiYkNIf4ZP95QrOg82ZH3pacBkm1p1SIj/wXVDHGRLqGRsnJyTG5ubmRLsNSRUVFOtiyETQ/KNpfyTvfbeHtRYWUVrrJ6dyK8ed146LTOhDXwN1aOCVXYwzbDm5jyY4lLN6xmOW7lrP94Pa66VkpWfRp04derXr5m6/W2WS2yHTMsSOdkmOsiYlcj7kGqV6j46m2brqnquH1Spy/QUpI9jdC8cn+Zuew82T/PPFJR5lW/7z5ofmPep4MFg8nCJfg5VNElhpjco42n64pcyA9zEXjNNX8dpdVMy9vFx9/v51Fm/z7zLqkTwfGn9edIZ1bNfrxw52rMYZdFbvYuH8jG/ZvoKC0wH++v4Ayt7+WNsltOL3D6VyXfR192vShT5s+tEw6+g8VnKKpLp92syzXujVHVYfOvTWHX6+7HHS9dq3RSV2vbZACl701Da9bXIHmJunwZqa2GWre9ujNU3DjlJBM8e59ZHTqWq9hSjp6o+RKAId82XE6PcxSFJs+fTq9evWKdBlRq6nkV1Hj4btNe/lm/R4WbNjDuh3+N33nNs2568KejBnckVPbWLd5zq5c65qv0o1s3L/xUBMW1HwBtEpqRff07lzW7TJ6pvck55QcurXs5pg1YKFqKstng/i8/ibFWw2emnrnwU1R/SapmuK5X9Dr7DPqNVTVnLjBqjd/Yzat1XIlHd4A1TU+gVNy+nHWIB2jqTrRdFdC4+sG3n3uOX4/cowlj6UOCfV9r02ZA+k36caJ1fw8Xh8/bC9lwfo9fL1hD8sK9+H2GhLj4xjapRV/vLQX5/ZoR7+sNFsaFStyrfZWs2HfBtbtXcfavWvJ35fPhv0bKKs59NjpSel1zVf39O50b9md7undadOsTaOf3wkcvXz6vIc3KnWbvuo3LycYM+QJvl/95iqo+ak/7WQGZdczAmDubEACzU9S0HnS4Y1Ss1b+c1fiUeYNuk/d9aBpR9wn8fDNa64kiIveIxg6evmMYrqmTKkoV+PxkbejjO8L97Fgwx6+LSihrMqDCPTNTOMX53Tl3B7tyOnSylGD9ivcFRQdLKKovIjtB7dTdNB/vql0E5tKN+E1XuDQ4PuRXUbSPb07PdJ70C29G22S20Td2i/LeT1BvzKrCDRIFUcOsD5sc1pV0Fiheg1U/cbqiPsH5mtEUwQcuQantmlxBRqchPRAg5R45DRX4uEN1BHTjtc8JfPEM8/zpwmPQFy8blJTUUsH+jtQXl6ebt5ohGjMr6zKzZaSCtYWH+CHbaX8sG0/a4vLqPH6AOjUuhnn9GjHOT3aclb3NrRuEf5fCdXmWu4ur2u26k5BDdj+6v2H3S8xLpHMlExOTTuV3q17+0+tepOVmkWcROEaBa878DP8CqipCDRLFfVuC/xMv256Zd1tZft2kZrkCmqwgk61a6d87obXV/vrtKM1MAlHuz25AfMlHdqcltDs0PNFsBmKxve9E2mO9gjOVQf6R5ni4mJ9UzSCk/Irr/awu6ya3Qer/eeB066yqrrbi/dXUVJ+aIBvSlI8/bNacss5XRiQlc7ATi3p2MreXTcYYzhQc4CSqhL2Vu5lb5X/VHt9T+Ue1u9cz4FlByitLj3svkmuJDJTMslMyaRfm35kpmSSlZJFRkoGWSlZtE5uHd7my5hAQ1Qe1DAFGqXDzisOb6zqmqqjNVxB9zvZhiku4bCf5UuND9Lb+a+3aHdkc5MQdDrWtOAGKbiBivJNZ43hpPd9NNMc7RFqrmFtykTkUuAFwAW8Yox5qt70JOBNYAhQAow1xmwOZ41OoNv0G6eh+Rlj8PoMbq+hxuvDHTjVePznVW4flW4v5dUeKmu8VNR4qXB7qazxUFHjpazKw66yanaWVrGrrIpdZdVU1HiPeB5XnNA2JZF2qUm0S0miX2ZLOrdpQde2zenRPpVubVs0eLcVPuOjwl3BQfdByt3llNWU+c/dZZTVlHGg+gD7q/dTUllyqPGqLGFv9V48R9l0JQjpSem0adaGZqYZw7sOr2vAslpkkZmSSevk1o3f3OipgZqDh5qimoOB84pDl91Bl2vq7427NHBe5r/tpDbDiX8/R7X7L0psEThv7h97lNg80FQFbktocei24HkTAo9x2G3NjxiAPW/aNEaPHt24vNQR9HPTGpqjPRw3pkxEXMBLwMXANmCJiEw1xqwJmu1WYJ8xpoeI3AD8GRgbrhqdYunSpRH70DbGcKDKw77yGsoDzUaNx4fXZ/CZwMkHXmMwxuAzHHOa10fQ7QavOdT4+AxBtweuBx7Hf3/qppljPEft/X0m+DkNa9aW8uneJXh9Bo/P1DVVbq+pa7IONV0Gd+B6jdeHMT4QH+AF8SHiDVz3QeCy1F0Ovu4jKR7SW7ho2dzFKZkuspPjSEmOo0WS0CJw3ixRSIoHH17cPjcenwePz0O1z8PKSjfLNnnwbPQcNs1jPLi9btzGf5vb68ZjPHXT3T43Fe4Kyt3llLvLMRx/SEKSK4k2yW1ondya9s3b07t1b1ont6Z1cmvaNGtz2OX0pHTi4/wfExMnPsyD1//h0FqomnLYVwg1a4MaqaCm6rAGq+LQfY427WTWPsXF+xufpJaHdv6YlgXtTjt0PTkNElMOb46OaKoC5/HJYd3sFsn3dyzTXK2hOdoj1FzDuaZsGLDBGFMAICLvAVcCwU3ZlcDEwOUPgBdFREwUDHwztY2E8f9L9AWuE3S5dpo30By4ff6GwOPzUeMxeHz+JmGHL5Vv1u+pW1Pj9prAPD48PoPH66Pa48Pj9eH2euuaDXdgWo3Xi8dr6s7rnsvrw+M7NL/H65/f4/Ph8xmqPT5Kyiup9vqbEBEfYEAMUHv50G3+ZiQw7bB56k0LfgypfdxAsyPeuiYnTnzExQXmifPhkkPzi3gD54euUzc96DI+ajpWssITj8Hrn5boO6yxMvif3+AFfLjwkIyPRLz+WhuhLHDa5gEOBk4hSIiLJ17iiRcXCXEu4iWeBHERH+ciXuJICEyLlzgS4lwkBS7HxyURH9ecFoltSXElkiIJpEgCLeLiSREXKcT5z00cqRJHqomjmdeD1O5i4EAV7C0Ez/qj7GTy8H0qPUwlPPbX0MMQl78xSgw0P4kt/NdbtDt0uf60hKDLx7rdAXvdVkopO4SzKcsCtgZd3waccax5jDEeESkF2gB7wlLhUcxd/AF/Wv0wcOS/a4MEXT76uQTfJodPO/pjAt3g2wWvB93Pom/xrsDpOLuzSQycnCLOGOINuPCfx2OIN8b/UgwkGEM8BpeB+Np5XYYEN7iMIZ5D5/GHPZb/MRIC58HTEoKe77D71j5W0G2uo5wfet6gxwmuMfC6EoLuE9bh0XHxHLEX7uD9KNXfyWRg2vqCQrL7DDi0ie54TVRiC/+Ac/0V3BGGDBkS6RJikuZqDc3RHqHmGpUD/UVkPDAeoEOHDnVHXs/OziYzM5Ps7GwmT55cN//48eMpKytj+vTpddt1x40bR3FxMWVlZSxduhTwh5aamkpGRgZTpkwBwNW8mmEtT0EEKiur6v55Nm/WDI/Xi/H68Hj841eSkxIxQFxcHNWV/kNXuFwuEhMTcblclB/0rzYRIC01Fa/XS011NV6vBwFSUlIwPh81VdV4fV4ESE5MJCExkWZJSewp2YMEWsH27dqD8bF37z6M1wsC7dq1o6bGjdfrpfyg/3WmpqTicsWTmJjI7l27AIh3uWjTpg0uVzzFxUV1OWVmZlJdUYW7uprKigrEQNvWbRCEpPh4du3chQDNk5Jpnd6a5s2S2VKwCQHiEHp260FVVRX7S/ZSVVmJAJ07norX7SEO2LljB3EGWrVMJ61FKm3SW7F21SpcRnAhDB4wEJ/bQ8H6DXir3cQBA/sPpKysjOqaaoqKigJ1ZpGUmERKagorV64EIDExiV69e5GUmMTs2bNJb5UOCEOHDmXPnj0cOHCAkpISDNCtazcAkpKSWLturT+n1DSysrJIS0tj8eLvAH/TfcawYRwoK2Pbtm11y85pp/Whutq/g8mCgo0YhHZt25KWlkbbdu347rtD9z/zrOFUVbtZtXoNldXVGIShQ89g/4EDVFVVs2nLFgxCly7dSG7WnPTWrflmwUIMQnJyc4YMHUaz5s35fNYXmMBff+Tlo9i2bTt7SvZSuG0bIAw8PQcj8TRLacncL7/CRxxt2mfQf9DptD8li9fffBsfcXiJ45e3/Yri4mJyc3MpLi4GYPTo0XWvb/78+YfeT20OvZ82b46jy46DjB//k6O/nzac+P2UmprKqFGjSE1NPeI9mp+fT1FREfn5+QCMGDGi7j7Tpk0DICMjg5ycHDIyMo64f8ivyeLPiJN9TRs3bmTp0qUx9Zqc8HdauXJlzL2mSPydNm/ezJAhQ2LqNTnh79SuXTuKiooOe8yjCdsuMUTkLGCiMebHgev3AxhjngyaZ1Zgnm9FJB7YAbQ73uZL3SWGqk/zs4fmag3N0R6aqzU0R3uEukuMcP52egnQU0S6ikgicAMwtd48U4GbApevBeZGw3gyq9V216phND97aK7W0BztoblaQ3O0R6i5hm3zZWCM2G+BWfhHNr1mjFktIo8CucaYqcCrwFsisgHYi79xU0oppZSKeWEdU2aMmQnMrHfbQ0GXq4DrwlmTE6Wmpka6hKim+dlDc7WG5mgPzdUamqM9Qs21ae762eFGjRoV6RKimuZnD83VGpqjPTRXa2iO9gg1V23KHEi/qTSO5mcPzdUamqM9NFdraI720DVlUexEP5lVx6f52UNztYbmaA/N1Rqaoz1CzVWbMqWUUkopB9CmTCmllFLKAcK281i7xOLOY4uKisjMzIx0GVFL87OH5moNzdEemqs1NEd7BOfqlJ3HqhDVHkJCNYzmZw/N1Rqaoz00V2tojvYINVdtyhyo9hiPqmE0P3tortbQHO2huVpDc7RHqLlqU+ZA+k2lcTQ/e2iu1tAc7aG5WkNztIeuKVNKKaWUiiJRP9BfRHYDWyJdh8XaAnsiXUQU0/zsoblaQ3O0h+ZqDc3RHsG5djbGtDvaTFHflMUiEck91i8z1IlpfvbQXK2hOdpDc7WG5miPUHPVzZdKKaWUUg6gTZlSSimllANoU+ZMevCxxtH87KG5WkNztIfmag3N0R4h5apjypRSSimlHEDXlCmllFJKOYA2ZUoppZRSDqBNWYSIiES6hmim+VlPM1VKqYaz4jNUm7IIMTqYTzlPCoCIuCJdSLQTkaxI1xCLRGSYiKRFuo5oJyJXiEj3SNcRg5rVXmhog6ZNWZiJyOUi8q6IPCwiPSJdT7QRkUtF5FNgkojoDg4bSfzai8h84BUAY4w3slVFLxG5SESWAr+KdC2xRETOF5E1wHhAm7IGCiyf3wKvAhmRridWBP6v/xf4m4j8FBq+4kWbsjARkWQR+SfwEDAF6Ab8SkS6RrYy5ws0Dski8gbwIP4PlBTgVhFpG9Hiolzgg6MqcBogIiMBREQ/G0IUWD4TReQfwLPAJGPMhODpkasu+olIMnAX8Kgx5jZjzLbA7ZprCALLZ4qITMP/+fkgsAjoHJiu7/VGEJFLgInAC8Bi4AIRyWzo4+kfI0yMMVXAWuBaY8w04EngdPz/DNVxGL8q4FPgfGPMVOAj/Lt00WO0NULgA7kjsBy4D/+XBowxvkjWFU0Cy2cN0Bz4xBjziYjEicjA2umRrTDqZQElxpj3RKSZiIwRkXaAC7Q5O5HA8nkQeNsYM8IYMweYBVwZmK7v9cY5H5gV+L+eCyQYY4oa+mC6nzIbicidQCaw1BjzHxFphr8JSzTGVIvIbOB/jTHfR7RQhwrK73tjzL+Dbr8eeAlYDXyN/w3xTWSqjC5BmS4xxnwYuC0deA3/pqHJwBfAHGPM+ogVGgWCslxmjHk/MEZnMrAMuAjYChQDHxpjZkWu0ugSlGuuMeYDETkVmAvcDEwAKoFyYJMx5kEREW18j1T//0/Q7XHAOPwrBf5kjKmOUIlRqf7/JREZjv8z8yXgJiAPyMf/GTv5ZJdPXVNmg8Dq4ruBsfg750dF5GYgJfCtpVpEOuH/Zr0hgqU60lHye0REbhaRDoFZdgEX4P/HVwTcHPjmrI7hKJk+Fsi0NdADWBFY67gQeA54PnC/+EjV7FRHyXKiiNxqjNkIfAL0Dkz7CbAKuFo3s5/YUXKdJCK3GWMK8a8lfxV41hhzFfAYcIWI9NGG7HDH+v9T+xkZWDO2CbhcG7LQHeP/0m34N1kOAtrh3xJ2PvAx/vd9l5NdPvUD1wbGGCMiPwIeNMbME5GDwI8BL/BWYLYBQJ4x5kBg+3N7Y8zyCJXsKMfJzwD/MsbMr51XRFYC5+L/9qyO4RiZXoo/twXAuSIyE/84kwVAQeCuOui/nmNkeZmIXAc7EegAAAi4SURBVG+M+buIvB7YXISILAfOBCoiWXM0OEauI0VkLPBX4A4CmyyNMWtFZCGQELmKnSmU/z/GmIUisk1ErggMB1EncJzP0LHGmHfEPz68ODD7SmAn/v9ZJ0XXlFksaNBkLv5mAWPM5/hXZ/YVkb6B6W2BKhG5A//2/U7hrtWJTpDfaSKSXe8ul+BvLLQpO4bjZJoHDAQGA9vwr27vC9wAjBCRLF0LcbjjZLkWGCIivWobsoCL8TdkOnb0OI6T6zogBziAf4D6PSLSV0QmAP3wL7cqIIT/P70D86Xhz9YdiTqjzQk+QweLSE9gDvB0YL5b8I+F3Heyz6VNWSNJYJ9OtYNNgwZNbgBSRaR/4PqXQEsO7cfkKvw/m+8BXBoYJNjkNCC/NPH/0u1GEfkB6ALcr7txOOQkMv0KSMW/OfhXxpiHA/PvBc42xmwPa+EOdJLLZxr+PBGRG0RkFf41j3/SwdSHa0CuXY0xTwNvA/+D/3PzOmNMSVgLd5gGfH6mBOY7gP8HPh1QRzjJXJvjz/YfQLz4dy/UF7gxkPNJ0aasgUTkbBH5F/CgiLSuXaMgIrWr0xcDHuASEYk3xqzB3zkPC0x/C7jQGHNXU/zn14j8hgR+6bYV+LUx5ufGmF2ReA1O04BMV+NvGgYbY6pExBX0IXTwaM/RVDRi+azdd94WdPk8QgNzzQCGAxhj3gTuMsbcZIwpPspTNAkWLJ8ANxhj3ghn3U7XwFw7AcMCX2bHAdcbY8YaY3Y0pAZtyhpARLrh74rn4f+nNklELgMwxrgD5xvwr+rsjn9XAwDVBMbqGGM+MsbMC3PpjtDI/LYEps83xiwIc+mO1chMNweme3VzpWXL57fGmK/DXLqjWfG5GTxvU2XFez0wj25SD9KIXKs49H+9orFfwrQpa5hhwNrAt4x78e/jabSIZACIyGMi8iqwFPgbMEz8e/nei/+ns02d5mc9zdQ6jclSd31xbLqMWkNztIcjctX9lIVAREbj75xzjTGLAh31W8A4Y0yhiPQBfo7/1xZLgN8ADwW6akQkBYg3xuyPzCuILM3PepqpdTRLe2iu1tAc7eHUXHVN2XGISIb4D03xR6AV8LqI/NgYUwB8C1wXmDUP/45M04CVxpifGGM2SOAXG8aYg03xDaH5WU8ztY5maQ/N1Rqaoz2cnqs2ZceXA3xtjDnXGDMJ/7GtxgemfQ30F5EzjP+Xf9uB84wxpeD/Ca3RX1xpftbTTK2jWdpDc7WG5mgPR+eqTVk9IvJzERkhIkn49zvyVtDkEvz7ewH4Dv/hVJ4PrMbsC2wRkebQdI8npvlZTzO1jmZpD83VGpqjPaIpV92jP3X7IjkFeBfwARuBX+L/6XWxiCQEfn2RgX91J8b/c9cXRKQz/uMGdgZ+boxpcnvu1vysp5laR7O0h+ZqDc3RHlGbqzGmSZ8AV+A8G3i79jbg78BH9eaZBlwUuNw+cB4PpEb6dWh+sXPSTDVLp580V83RyadozrXJrikT/x57JwEu8R/zL43Acf6MMV4RuQsoEpHzjTFfikgisBvIF5HHgVEiMsIYsw8oi9DLiBjNz3qaqXU0S3tortbQHO0RC7k2yTFlInI+/n2NtMJ/2IRJ+I8B9iMRGQZ1244nAo8E7pYM3Ix/e3Qq/s76pI9rFQs0P+tpptbRLO2huVpDc7RHrOTaVNeU+YDnjDFvAYjIYKAr8BDwMv4DC8cBnwAXiEhHIBP/cdeeN8Ysj0zZjqH5WU8ztY5maQ/N1Rqaoz1iItcmuaYMfzf978CqToAFwKnGvydfl4jcEeioOwI+Y8w2Y8xi4z+OnSP+cBGm+VlPM7WOZmkPzdUamqM9YiLXJtmUGf/xqaqNfz8kABfj364McAtwmohMB6bg/0PXHS1eaX520Eyto1naQ3O1huZoj1jJtaluvgTqBgUaoAMwNXBzGfAnoB+wyRizHcAYo8ejqkfzs55mah3N0h6aqzU0R3tEe65Nck1ZEB+QAOwBBgS66An4V21+U/uHU8ek+VlPM7WOZmkPzdUamqM9ojrXJn9AchE5E1gYOL1ujHk1wiVFFc3PepqpdTRLe2iu1tAc7RHNuWpT5v8Fxo34f31RHel6oo3mZz3N1DqapT00V2tojvaI5lybfFOmlFJKKeUETX1MmVJKKaWUI2hTppRSSinlANqUKaWUUko5gDZlSimllFIOoE2ZUkoppZQDaFOmlIpZIvK2iCwXkcR6t18oIm4RGR6p2pRSqj5typRSsey3QBvg4dobRCQNeA14xhiz0Monq9/8KaXUydCmTCkVs4wx+/EfjPiPIjIscPNfgH3A/4nIeyKyL3CaISI9a+8rIt1F5FMR2SEi5SLyvYiMCn58EdksIhNF5DUR2Q+8E67XppSKPdqUKaVimjHmv8DLwL9E5Frgp8BNwGygCjgfOAsoBv4rIs0Dd00BPgMuBgYCHwIfiUjvek9xD7AOyMF/0GOllGoQ3aO/UirmiUgzYBnQE7gPKAHuB7JN4ENQRFzALuDXxph/H+NxFgHTjTGPBa5vBlYaY0bb/iKUUjFP15QppWKeMaYSeBaoBp4DhgBdgTIROSgiB4FSoBXQHUBEWojI0yKyJrB58yD+tWGn1nv43HC9DqVUbIuPdAFKKRUmHsBnjPGJSBywHLjhKPPtDZw/C1wK3AusByqAN4H6g/nL7SlXKdXUaFOmlGqKvgfGAXsCPwY4mnOAN40xHwKISDL+tWj54SlRKdXU6OZLpVRT9A6wE/hURM4Xka4icp6IPBf0C8x84GoROV1E+gNvA8mRKlgpFfu0KVNKNTnGmArgPKAA+A/+X0/+C/+Ysn2B2e7BP/D/a/y/wlwUuKyUUrbQX18qpZRSSjmArilTSimllHIAbcqUUkoppRxAmzKllFJKKQfQpkwppZRSygG0KVNKKaWUcgBtypRSSimlHECbMqWUUkopB9CmTCmllFLKAbQpU0oppZRygP8PCeKA9FVKV74AAAAASUVORK5CYII=\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"As7IvOLCFCWN","executionInfo":{"status":"ok","timestamp":1602172314677,"user_tz":360,"elapsed":5274,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["DSN_df = covid_yfinance_df[['Dow Jones Industrial', 'S&P 500 Index', 'Nasdaq Composite']]"],"execution_count":78,"outputs":[]},{"cell_type":"code","metadata":{"id":"XTzqYevmD8hr","executionInfo":{"status":"ok","timestamp":1602172315327,"user_tz":360,"elapsed":5915,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"caed8904-ff03-4f9f-f4e7-5d228d4b2a05","colab":{"base_uri":"https://localhost:8080/","height":446}},"source":["# Plot all the close prices\n","DSN_df.plot(figsize=(10, 7))\n","# Show the legend\n","plt.legend()\n","# Define the label for the title of the figure\n","plt.title(\"Adjusted Close Price\", fontsize=16)\n","# Define the labels for x-axis and y-axis\n","plt.ylabel('Price', fontsize=14)\n","plt.xlabel('Year', fontsize=14)\n","# Plot the grid lines\n","plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n","plt.show()"],"execution_count":79,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"FM8IYKW3FxFO","executionInfo":{"status":"ok","timestamp":1602172315330,"user_tz":360,"elapsed":5906,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["Dow_stocks = covid_yfinance_df[['Apple Inc','American Express Co','Boeing Co', 'Caterpillar Inc', 'Cisco Systems Inc', 'Chevron Corp', 'Walt Disney Co',\n","                     'Dow Inc', 'Goldman Sachs Group Inc', 'Home Depot Inc', 'International Business Machines Corp', 'Intel Corp', 'Johnson & Johnson', \n","                     'JPMorgan Chase & Co', 'Coca-Cola Co', 'McDonalds Corp', '3M Co', 'Merck & Co Inc', 'Microsoft Corp', 'Nike Inc', 'Pfizer Inc', \n","                     'Procter & Gamble Co', 'Travelers Companies Inc', 'UnitedHealth Group Inc', 'United Technologies Corp', 'Visa Inc', 'Verizon Communications Inc', \n","                     'Walgreens Boots Alliance Inc', 'Walmart Inc', 'Exxon Mobil Corp']]"],"execution_count":80,"outputs":[]},{"cell_type":"code","metadata":{"id":"RdLX0KIsNhUU","executionInfo":{"status":"ok","timestamp":1602172315331,"user_tz":360,"elapsed":5898,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"43a5a1f9-6573-4a1e-cd55-df4fd56a73ce","colab":{"base_uri":"https://localhost:8080/","height":379}},"source":["Dow_stocks.head()"],"execution_count":81,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Apple Inc</th>\n","      <th>American Express Co</th>\n","      <th>Boeing Co</th>\n","      <th>Caterpillar Inc</th>\n","      <th>Cisco Systems Inc</th>\n","      <th>Chevron Corp</th>\n","      <th>Walt Disney Co</th>\n","      <th>Dow Inc</th>\n","      <th>Goldman Sachs Group Inc</th>\n","      <th>Home Depot Inc</th>\n","      <th>International Business Machines Corp</th>\n","      <th>Intel Corp</th>\n","      <th>Johnson &amp; Johnson</th>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <th>Coca-Cola Co</th>\n","      <th>McDonalds Corp</th>\n","      <th>3M Co</th>\n","      <th>Merck &amp; Co Inc</th>\n","      <th>Microsoft Corp</th>\n","      <th>Nike Inc</th>\n","      <th>Pfizer Inc</th>\n","      <th>Procter &amp; Gamble Co</th>\n","      <th>Travelers Companies Inc</th>\n","      <th>UnitedHealth Group Inc</th>\n","      <th>United Technologies Corp</th>\n","      <th>Visa Inc</th>\n","      <th>Verizon Communications Inc</th>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <th>Walmart Inc</th>\n","      <th>Exxon Mobil Corp</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-22</th>\n","      <td>78.88</td>\n","      <td>129.63</td>\n","      <td>307.17</td>\n","      <td>140.28</td>\n","      <td>47.79</td>\n","      <td>108.42</td>\n","      <td>144.01</td>\n","      <td>48.42</td>\n","      <td>242.55</td>\n","      <td>228.77</td>\n","      <td>138.70</td>\n","      <td>61.65</td>\n","      <td>145.33</td>\n","      <td>132.74</td>\n","      <td>56.14</td>\n","      <td>207.52</td>\n","      <td>173.12</td>\n","      <td>87.58</td>\n","      <td>164.39</td>\n","      <td>103.71</td>\n","      <td>39.01</td>\n","      <td>123.95</td>\n","      <td>138.44</td>\n","      <td>296.79</td>\n","      <td>153.06</td>\n","      <td>206.94</td>\n","      <td>58.55</td>\n","      <td>51.77</td>\n","      <td>114.61</td>\n","      <td>63.72</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-23</th>\n","      <td>79.26</td>\n","      <td>129.51</td>\n","      <td>315.91</td>\n","      <td>140.40</td>\n","      <td>47.72</td>\n","      <td>108.61</td>\n","      <td>142.20</td>\n","      <td>47.83</td>\n","      <td>241.11</td>\n","      <td>229.51</td>\n","      <td>137.72</td>\n","      <td>62.23</td>\n","      <td>145.60</td>\n","      <td>132.60</td>\n","      <td>56.35</td>\n","      <td>209.46</td>\n","      <td>172.84</td>\n","      <td>86.51</td>\n","      <td>165.40</td>\n","      <td>102.25</td>\n","      <td>39.51</td>\n","      <td>123.38</td>\n","      <td>131.43</td>\n","      <td>295.67</td>\n","      <td>153.07</td>\n","      <td>205.57</td>\n","      <td>58.58</td>\n","      <td>51.65</td>\n","      <td>114.32</td>\n","      <td>63.32</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-24</th>\n","      <td>79.03</td>\n","      <td>133.20</td>\n","      <td>321.14</td>\n","      <td>138.07</td>\n","      <td>47.57</td>\n","      <td>107.41</td>\n","      <td>140.08</td>\n","      <td>46.15</td>\n","      <td>237.52</td>\n","      <td>227.89</td>\n","      <td>135.49</td>\n","      <td>67.29</td>\n","      <td>145.40</td>\n","      <td>129.31</td>\n","      <td>56.21</td>\n","      <td>207.32</td>\n","      <td>173.24</td>\n","      <td>83.99</td>\n","      <td>163.74</td>\n","      <td>101.27</td>\n","      <td>38.65</td>\n","      <td>123.53</td>\n","      <td>132.01</td>\n","      <td>289.11</td>\n","      <td>152.46</td>\n","      <td>204.05</td>\n","      <td>58.36</td>\n","      <td>50.43</td>\n","      <td>112.90</td>\n","      <td>62.90</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-27</th>\n","      <td>76.71</td>\n","      <td>128.79</td>\n","      <td>314.73</td>\n","      <td>133.50</td>\n","      <td>46.23</td>\n","      <td>106.01</td>\n","      <td>135.90</td>\n","      <td>44.91</td>\n","      <td>233.81</td>\n","      <td>227.09</td>\n","      <td>133.62</td>\n","      <td>64.56</td>\n","      <td>145.82</td>\n","      <td>128.22</td>\n","      <td>56.01</td>\n","      <td>205.46</td>\n","      <td>170.79</td>\n","      <td>84.11</td>\n","      <td>161.00</td>\n","      <td>99.49</td>\n","      <td>38.98</td>\n","      <td>124.07</td>\n","      <td>130.98</td>\n","      <td>280.50</td>\n","      <td>150.31</td>\n","      <td>200.76</td>\n","      <td>58.00</td>\n","      <td>50.62</td>\n","      <td>114.37</td>\n","      <td>61.40</td>\n","    </tr>\n","    <tr>\n","      <th>2020-01-28</th>\n","      <td>78.88</td>\n","      <td>130.58</td>\n","      <td>314.69</td>\n","      <td>134.49</td>\n","      <td>46.52</td>\n","      <td>106.71</td>\n","      <td>138.37</td>\n","      <td>44.89</td>\n","      <td>238.17</td>\n","      <td>229.72</td>\n","      <td>134.52</td>\n","      <td>66.15</td>\n","      <td>146.55</td>\n","      <td>130.55</td>\n","      <td>55.56</td>\n","      <td>206.49</td>\n","      <td>161.02</td>\n","      <td>84.26</td>\n","      <td>164.15</td>\n","      <td>99.66</td>\n","      <td>37.02</td>\n","      <td>124.41</td>\n","      <td>131.63</td>\n","      <td>282.25</td>\n","      <td>152.14</td>\n","      <td>201.91</td>\n","      <td>58.76</td>\n","      <td>51.15</td>\n","      <td>115.10</td>\n","      <td>61.31</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Apple Inc  American Express Co  ...  Walmart Inc  Exxon Mobil Corp\n","Date                                        ...                               \n","2020-01-22      78.88               129.63  ...       114.61             63.72\n","2020-01-23      79.26               129.51  ...       114.32             63.32\n","2020-01-24      79.03               133.20  ...       112.90             62.90\n","2020-01-27      76.71               128.79  ...       114.37             61.40\n","2020-01-28      78.88               130.58  ...       115.10             61.31\n","\n","[5 rows x 30 columns]"]},"metadata":{"tags":[]},"execution_count":81}]},{"cell_type":"code","metadata":{"id":"8vFEPBF6MMKs","executionInfo":{"status":"ok","timestamp":1602172316549,"user_tz":360,"elapsed":7102,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"40785d16-8fe1-4173-8b2b-8c81b1cfe817","colab":{"base_uri":"https://localhost:8080/","height":838}},"source":["# Plot all the close prices\n","Dow_stocks.plot(figsize=(15, 15))\n","# Show the legend\n","plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n","# Define the label for the title of the figure\n","plt.title(\"Adjusted Close Price\", fontsize=16)\n","# Define the labels for x-axis and y-axis\n","plt.ylabel('Price', fontsize=14)\n","plt.xlabel('Year', fontsize=14)\n","# Plot the grid lines\n","plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n","plt.show()"],"execution_count":82,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x1080 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"Ts6JY2RGq4s1","executionInfo":{"status":"ok","timestamp":1602172316550,"user_tz":360,"elapsed":7091,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"ccd28b7c-28ef-4cd4-ca1f-1e9bc4fa4e12","colab":{"base_uri":"https://localhost:8080/","height":225}},"source":["# Whole dataframe correlation examination\n","covid_yfinance_df[['Confirmed', 'Deaths', 'Recovered', 'Dow Jones Industrial', 'S&P 500 Index', 'Nasdaq Composite']].corr()"],"execution_count":83,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>Dow Jones Industrial</th>\n","      <th>S&amp;P 500 Index</th>\n","      <th>Nasdaq Composite</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Confirmed</th>\n","      <td>1.00</td>\n","      <td>0.98</td>\n","      <td>0.99</td>\n","      <td>0.12</td>\n","      <td>0.31</td>\n","      <td>0.72</td>\n","    </tr>\n","    <tr>\n","      <th>Deaths</th>\n","      <td>0.98</td>\n","      <td>1.00</td>\n","      <td>0.94</td>\n","      <td>0.08</td>\n","      <td>0.27</td>\n","      <td>0.70</td>\n","    </tr>\n","    <tr>\n","      <th>Recovered</th>\n","      <td>0.99</td>\n","      <td>0.94</td>\n","      <td>1.00</td>\n","      <td>0.17</td>\n","      <td>0.35</td>\n","      <td>0.73</td>\n","    </tr>\n","    <tr>\n","      <th>Dow Jones Industrial</th>\n","      <td>0.12</td>\n","      <td>0.08</td>\n","      <td>0.17</td>\n","      <td>1.00</td>\n","      <td>0.98</td>\n","      <td>0.76</td>\n","    </tr>\n","    <tr>\n","      <th>S&amp;P 500 Index</th>\n","      <td>0.31</td>\n","      <td>0.27</td>\n","      <td>0.35</td>\n","      <td>0.98</td>\n","      <td>1.00</td>\n","      <td>0.87</td>\n","    </tr>\n","    <tr>\n","      <th>Nasdaq Composite</th>\n","      <td>0.72</td>\n","      <td>0.70</td>\n","      <td>0.73</td>\n","      <td>0.76</td>\n","      <td>0.87</td>\n","      <td>1.00</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                      Confirmed  Deaths  ...  S&P 500 Index  Nasdaq Composite\n","Confirmed                  1.00    0.98  ...           0.31              0.72\n","Deaths                     0.98    1.00  ...           0.27              0.70\n","Recovered                  0.99    0.94  ...           0.35              0.73\n","Dow Jones Industrial       0.12    0.08  ...           0.98              0.76\n","S&P 500 Index              0.31    0.27  ...           1.00              0.87\n","Nasdaq Composite           0.72    0.70  ...           0.87              1.00\n","\n","[6 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":83}]},{"cell_type":"code","metadata":{"id":"1xT3zSDi52b2","executionInfo":{"status":"ok","timestamp":1602172316550,"user_tz":360,"elapsed":7063,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Whole dataframe correlation examination\n","covid_corr = covid_yfinance_df.corr()"],"execution_count":84,"outputs":[]},{"cell_type":"code","metadata":{"id":"sMct_DU_8WFv","executionInfo":{"status":"ok","timestamp":1602172316551,"user_tz":360,"elapsed":7044,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"d8bc182c-b65e-4b86-c228-2cf418656499","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["covid_corr"],"execution_count":85,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>Apple Inc</th>\n","      <th>American Express Co</th>\n","      <th>Boeing Co</th>\n","      <th>Caterpillar Inc</th>\n","      <th>Cisco Systems Inc</th>\n","      <th>Chevron Corp</th>\n","      <th>Walt Disney Co</th>\n","      <th>Dow Inc</th>\n","      <th>Goldman Sachs Group Inc</th>\n","      <th>Home Depot Inc</th>\n","      <th>International Business Machines Corp</th>\n","      <th>Intel Corp</th>\n","      <th>Johnson &amp; Johnson</th>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <th>Coca-Cola Co</th>\n","      <th>McDonalds Corp</th>\n","      <th>3M Co</th>\n","      <th>Merck &amp; Co Inc</th>\n","      <th>Microsoft Corp</th>\n","      <th>Nike Inc</th>\n","      <th>Pfizer Inc</th>\n","      <th>Procter &amp; Gamble Co</th>\n","      <th>Travelers Companies Inc</th>\n","      <th>UnitedHealth Group Inc</th>\n","      <th>United Technologies Corp</th>\n","      <th>Visa Inc</th>\n","      <th>Verizon Communications Inc</th>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <th>Walmart Inc</th>\n","      <th>Exxon Mobil Corp</th>\n","      <th>Dow Jones Industrial</th>\n","      <th>S&amp;P 500 Index</th>\n","      <th>Nasdaq Composite</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Confirmed</th>\n","      <td>1.00</td>\n","      <td>0.98</td>\n","      <td>0.99</td>\n","      <td>0.82</td>\n","      <td>-0.26</td>\n","      <td>-0.33</td>\n","      <td>0.34</td>\n","      <td>0.48</td>\n","      <td>-0.04</td>\n","      <td>-0.03</td>\n","      <td>0.26</td>\n","      <td>0.12</td>\n","      <td>0.64</td>\n","      <td>-0.14</td>\n","      <td>0.08</td>\n","      <td>0.26</td>\n","      <td>-0.34</td>\n","      <td>-0.42</td>\n","      <td>-0.01</td>\n","      <td>0.35</td>\n","      <td>-0.13</td>\n","      <td>0.83</td>\n","      <td>0.40</td>\n","      <td>0.07</td>\n","      <td>0.26</td>\n","      <td>-0.02</td>\n","      <td>0.54</td>\n","      <td>-0.80</td>\n","      <td>0.30</td>\n","      <td>-0.06</td>\n","      <td>-0.62</td>\n","      <td>0.64</td>\n","      <td>-0.21</td>\n","      <td>0.12</td>\n","      <td>0.31</td>\n","      <td>0.72</td>\n","    </tr>\n","    <tr>\n","      <th>Deaths</th>\n","      <td>0.98</td>\n","      <td>1.00</td>\n","      <td>0.94</td>\n","      <td>0.78</td>\n","      <td>-0.32</td>\n","      <td>-0.41</td>\n","      <td>0.26</td>\n","      <td>0.48</td>\n","      <td>-0.03</td>\n","      <td>-0.08</td>\n","      <td>0.21</td>\n","      <td>0.07</td>\n","      <td>0.65</td>\n","      <td>-0.17</td>\n","      <td>0.11</td>\n","      <td>0.31</td>\n","      <td>-0.41</td>\n","      <td>-0.49</td>\n","      <td>-0.05</td>\n","      <td>0.33</td>\n","      <td>-0.14</td>\n","      <td>0.83</td>\n","      <td>0.40</td>\n","      <td>0.12</td>\n","      <td>0.18</td>\n","      <td>-0.11</td>\n","      <td>0.58</td>\n","      <td>-0.77</td>\n","      <td>0.28</td>\n","      <td>-0.05</td>\n","      <td>-0.69</td>\n","      <td>0.67</td>\n","      <td>-0.24</td>\n","      <td>0.08</td>\n","      <td>0.27</td>\n","      <td>0.70</td>\n","    </tr>\n","    <tr>\n","      <th>Recovered</th>\n","      <td>0.99</td>\n","      <td>0.94</td>\n","      <td>1.00</td>\n","      <td>0.83</td>\n","      <td>-0.19</td>\n","      <td>-0.24</td>\n","      <td>0.39</td>\n","      <td>0.48</td>\n","      <td>-0.02</td>\n","      <td>0.02</td>\n","      <td>0.30</td>\n","      <td>0.17</td>\n","      <td>0.64</td>\n","      <td>-0.11</td>\n","      <td>0.06</td>\n","      <td>0.22</td>\n","      <td>-0.27</td>\n","      <td>-0.35</td>\n","      <td>0.03</td>\n","      <td>0.37</td>\n","      <td>-0.11</td>\n","      <td>0.82</td>\n","      <td>0.41</td>\n","      <td>0.03</td>\n","      <td>0.31</td>\n","      <td>0.06</td>\n","      <td>0.52</td>\n","      <td>-0.89</td>\n","      <td>0.32</td>\n","      <td>-0.06</td>\n","      <td>-0.55</td>\n","      <td>0.59</td>\n","      <td>-0.18</td>\n","      <td>0.17</td>\n","      <td>0.35</td>\n","      <td>0.73</td>\n","    </tr>\n","    <tr>\n","      <th>Apple Inc</th>\n","      <td>0.82</td>\n","      <td>0.78</td>\n","      <td>0.83</td>\n","      <td>1.00</td>\n","      <td>0.29</td>\n","      <td>0.20</td>\n","      <td>0.70</td>\n","      <td>0.81</td>\n","      <td>0.48</td>\n","      <td>0.50</td>\n","      <td>0.70</td>\n","      <td>0.62</td>\n","      <td>0.91</td>\n","      <td>0.37</td>\n","      <td>0.52</td>\n","      <td>0.53</td>\n","      <td>0.19</td>\n","      <td>0.10</td>\n","      <td>0.49</td>\n","      <td>0.72</td>\n","      <td>0.28</td>\n","      <td>0.94</td>\n","      <td>0.79</td>\n","      <td>0.34</td>\n","      <td>0.63</td>\n","      <td>0.46</td>\n","      <td>0.80</td>\n","      <td>0.93</td>\n","      <td>0.76</td>\n","      <td>0.31</td>\n","      <td>-0.19</td>\n","      <td>0.45</td>\n","      <td>0.33</td>\n","      <td>0.64</td>\n","      <td>0.77</td>\n","      <td>0.97</td>\n","    </tr>\n","    <tr>\n","      <th>American Express Co</th>\n","      <td>-0.26</td>\n","      <td>-0.32</td>\n","      <td>-0.19</td>\n","      <td>0.29</td>\n","      <td>1.00</td>\n","      <td>0.96</td>\n","      <td>0.73</td>\n","      <td>0.56</td>\n","      <td>0.85</td>\n","      <td>0.94</td>\n","      <td>0.83</td>\n","      <td>0.90</td>\n","      <td>0.44</td>\n","      <td>0.90</td>\n","      <td>0.69</td>\n","      <td>0.37</td>\n","      <td>0.98</td>\n","      <td>0.92</td>\n","      <td>0.89</td>\n","      <td>0.68</td>\n","      <td>0.66</td>\n","      <td>0.14</td>\n","      <td>0.67</td>\n","      <td>0.37</td>\n","      <td>0.62</td>\n","      <td>0.92</td>\n","      <td>0.37</td>\n","      <td>0.96</td>\n","      <td>0.78</td>\n","      <td>0.61</td>\n","      <td>0.78</td>\n","      <td>-0.40</td>\n","      <td>0.94</td>\n","      <td>0.89</td>\n","      <td>0.79</td>\n","      <td>0.42</td>\n","    </tr>\n","    <tr>\n","      <th>Boeing Co</th>\n","      <td>-0.33</td>\n","      <td>-0.41</td>\n","      <td>-0.24</td>\n","      <td>0.20</td>\n","      <td>0.96</td>\n","      <td>1.00</td>\n","      <td>0.67</td>\n","      <td>0.44</td>\n","      <td>0.77</td>\n","      <td>0.87</td>\n","      <td>0.75</td>\n","      <td>0.83</td>\n","      <td>0.34</td>\n","      <td>0.86</td>\n","      <td>0.57</td>\n","      <td>0.26</td>\n","      <td>0.97</td>\n","      <td>0.94</td>\n","      <td>0.85</td>\n","      <td>0.56</td>\n","      <td>0.61</td>\n","      <td>0.06</td>\n","      <td>0.56</td>\n","      <td>0.26</td>\n","      <td>0.60</td>\n","      <td>0.92</td>\n","      <td>0.25</td>\n","      <td>0.96</td>\n","      <td>0.68</td>\n","      <td>0.53</td>\n","      <td>0.80</td>\n","      <td>-0.47</td>\n","      <td>0.89</td>\n","      <td>0.84</td>\n","      <td>0.71</td>\n","      <td>0.33</td>\n","    </tr>\n","    <tr>\n","      <th>Caterpillar Inc</th>\n","      <td>0.34</td>\n","      <td>0.26</td>\n","      <td>0.39</td>\n","      <td>0.70</td>\n","      <td>0.73</td>\n","      <td>0.67</td>\n","      <td>1.00</td>\n","      <td>0.85</td>\n","      <td>0.76</td>\n","      <td>0.83</td>\n","      <td>0.94</td>\n","      <td>0.89</td>\n","      <td>0.73</td>\n","      <td>0.77</td>\n","      <td>0.74</td>\n","      <td>0.57</td>\n","      <td>0.70</td>\n","      <td>0.61</td>\n","      <td>0.82</td>\n","      <td>0.87</td>\n","      <td>0.66</td>\n","      <td>0.61</td>\n","      <td>0.87</td>\n","      <td>0.46</td>\n","      <td>0.81</td>\n","      <td>0.85</td>\n","      <td>0.65</td>\n","      <td>0.81</td>\n","      <td>0.85</td>\n","      <td>0.67</td>\n","      <td>0.35</td>\n","      <td>0.13</td>\n","      <td>0.76</td>\n","      <td>0.89</td>\n","      <td>0.90</td>\n","      <td>0.79</td>\n","    </tr>\n","    <tr>\n","      <th>Cisco Systems Inc</th>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>0.81</td>\n","      <td>0.56</td>\n","      <td>0.44</td>\n","      <td>0.85</td>\n","      <td>1.00</td>\n","      <td>0.75</td>\n","      <td>0.77</td>\n","      <td>0.87</td>\n","      <td>0.81</td>\n","      <td>0.84</td>\n","      <td>0.69</td>\n","      <td>0.85</td>\n","      <td>0.72</td>\n","      <td>0.50</td>\n","      <td>0.37</td>\n","      <td>0.71</td>\n","      <td>0.86</td>\n","      <td>0.62</td>\n","      <td>0.78</td>\n","      <td>0.93</td>\n","      <td>0.63</td>\n","      <td>0.72</td>\n","      <td>0.62</td>\n","      <td>0.82</td>\n","      <td>0.81</td>\n","      <td>0.87</td>\n","      <td>0.64</td>\n","      <td>0.13</td>\n","      <td>0.34</td>\n","      <td>0.67</td>\n","      <td>0.82</td>\n","      <td>0.89</td>\n","      <td>0.89</td>\n","    </tr>\n","    <tr>\n","      <th>Chevron Corp</th>\n","      <td>-0.04</td>\n","      <td>-0.03</td>\n","      <td>-0.02</td>\n","      <td>0.48</td>\n","      <td>0.85</td>\n","      <td>0.77</td>\n","      <td>0.76</td>\n","      <td>0.75</td>\n","      <td>1.00</td>\n","      <td>0.91</td>\n","      <td>0.86</td>\n","      <td>0.91</td>\n","      <td>0.70</td>\n","      <td>0.93</td>\n","      <td>0.87</td>\n","      <td>0.71</td>\n","      <td>0.83</td>\n","      <td>0.79</td>\n","      <td>0.93</td>\n","      <td>0.80</td>\n","      <td>0.78</td>\n","      <td>0.41</td>\n","      <td>0.84</td>\n","      <td>0.70</td>\n","      <td>0.70</td>\n","      <td>0.81</td>\n","      <td>0.70</td>\n","      <td>0.91</td>\n","      <td>0.89</td>\n","      <td>0.77</td>\n","      <td>0.47</td>\n","      <td>-0.06</td>\n","      <td>0.94</td>\n","      <td>0.93</td>\n","      <td>0.90</td>\n","      <td>0.64</td>\n","    </tr>\n","    <tr>\n","      <th>Walt Disney Co</th>\n","      <td>-0.03</td>\n","      <td>-0.08</td>\n","      <td>0.02</td>\n","      <td>0.50</td>\n","      <td>0.94</td>\n","      <td>0.87</td>\n","      <td>0.83</td>\n","      <td>0.77</td>\n","      <td>0.91</td>\n","      <td>1.00</td>\n","      <td>0.92</td>\n","      <td>0.96</td>\n","      <td>0.64</td>\n","      <td>0.93</td>\n","      <td>0.82</td>\n","      <td>0.55</td>\n","      <td>0.91</td>\n","      <td>0.83</td>\n","      <td>0.92</td>\n","      <td>0.79</td>\n","      <td>0.71</td>\n","      <td>0.37</td>\n","      <td>0.82</td>\n","      <td>0.55</td>\n","      <td>0.71</td>\n","      <td>0.89</td>\n","      <td>0.57</td>\n","      <td>0.94</td>\n","      <td>0.90</td>\n","      <td>0.65</td>\n","      <td>0.61</td>\n","      <td>-0.15</td>\n","      <td>0.94</td>\n","      <td>0.96</td>\n","      <td>0.91</td>\n","      <td>0.63</td>\n","    </tr>\n","    <tr>\n","      <th>Dow Inc</th>\n","      <td>0.26</td>\n","      <td>0.21</td>\n","      <td>0.30</td>\n","      <td>0.70</td>\n","      <td>0.83</td>\n","      <td>0.75</td>\n","      <td>0.94</td>\n","      <td>0.87</td>\n","      <td>0.86</td>\n","      <td>0.92</td>\n","      <td>1.00</td>\n","      <td>0.96</td>\n","      <td>0.78</td>\n","      <td>0.85</td>\n","      <td>0.80</td>\n","      <td>0.58</td>\n","      <td>0.78</td>\n","      <td>0.67</td>\n","      <td>0.88</td>\n","      <td>0.88</td>\n","      <td>0.66</td>\n","      <td>0.59</td>\n","      <td>0.90</td>\n","      <td>0.50</td>\n","      <td>0.77</td>\n","      <td>0.88</td>\n","      <td>0.67</td>\n","      <td>0.91</td>\n","      <td>0.93</td>\n","      <td>0.66</td>\n","      <td>0.43</td>\n","      <td>0.02</td>\n","      <td>0.86</td>\n","      <td>0.96</td>\n","      <td>0.96</td>\n","      <td>0.81</td>\n","    </tr>\n","    <tr>\n","      <th>Goldman Sachs Group Inc</th>\n","      <td>0.12</td>\n","      <td>0.07</td>\n","      <td>0.17</td>\n","      <td>0.62</td>\n","      <td>0.90</td>\n","      <td>0.83</td>\n","      <td>0.89</td>\n","      <td>0.81</td>\n","      <td>0.91</td>\n","      <td>0.96</td>\n","      <td>0.96</td>\n","      <td>1.00</td>\n","      <td>0.73</td>\n","      <td>0.90</td>\n","      <td>0.82</td>\n","      <td>0.61</td>\n","      <td>0.86</td>\n","      <td>0.78</td>\n","      <td>0.93</td>\n","      <td>0.88</td>\n","      <td>0.74</td>\n","      <td>0.50</td>\n","      <td>0.88</td>\n","      <td>0.54</td>\n","      <td>0.79</td>\n","      <td>0.92</td>\n","      <td>0.66</td>\n","      <td>0.95</td>\n","      <td>0.92</td>\n","      <td>0.71</td>\n","      <td>0.53</td>\n","      <td>-0.05</td>\n","      <td>0.91</td>\n","      <td>0.98</td>\n","      <td>0.96</td>\n","      <td>0.74</td>\n","    </tr>\n","    <tr>\n","      <th>Home Depot Inc</th>\n","      <td>0.64</td>\n","      <td>0.65</td>\n","      <td>0.64</td>\n","      <td>0.91</td>\n","      <td>0.44</td>\n","      <td>0.34</td>\n","      <td>0.73</td>\n","      <td>0.84</td>\n","      <td>0.70</td>\n","      <td>0.64</td>\n","      <td>0.78</td>\n","      <td>0.73</td>\n","      <td>1.00</td>\n","      <td>0.58</td>\n","      <td>0.67</td>\n","      <td>0.65</td>\n","      <td>0.35</td>\n","      <td>0.29</td>\n","      <td>0.68</td>\n","      <td>0.79</td>\n","      <td>0.42</td>\n","      <td>0.87</td>\n","      <td>0.89</td>\n","      <td>0.52</td>\n","      <td>0.62</td>\n","      <td>0.57</td>\n","      <td>0.89</td>\n","      <td>0.91</td>\n","      <td>0.87</td>\n","      <td>0.44</td>\n","      <td>-0.10</td>\n","      <td>0.35</td>\n","      <td>0.51</td>\n","      <td>0.76</td>\n","      <td>0.86</td>\n","      <td>0.96</td>\n","    </tr>\n","    <tr>\n","      <th>International Business Machines Corp</th>\n","      <td>-0.14</td>\n","      <td>-0.17</td>\n","      <td>-0.11</td>\n","      <td>0.37</td>\n","      <td>0.90</td>\n","      <td>0.86</td>\n","      <td>0.77</td>\n","      <td>0.69</td>\n","      <td>0.93</td>\n","      <td>0.93</td>\n","      <td>0.85</td>\n","      <td>0.90</td>\n","      <td>0.58</td>\n","      <td>1.00</td>\n","      <td>0.83</td>\n","      <td>0.65</td>\n","      <td>0.90</td>\n","      <td>0.87</td>\n","      <td>0.93</td>\n","      <td>0.72</td>\n","      <td>0.76</td>\n","      <td>0.32</td>\n","      <td>0.75</td>\n","      <td>0.62</td>\n","      <td>0.73</td>\n","      <td>0.86</td>\n","      <td>0.57</td>\n","      <td>0.91</td>\n","      <td>0.82</td>\n","      <td>0.76</td>\n","      <td>0.63</td>\n","      <td>-0.11</td>\n","      <td>0.92</td>\n","      <td>0.93</td>\n","      <td>0.86</td>\n","      <td>0.55</td>\n","    </tr>\n","    <tr>\n","      <th>Intel Corp</th>\n","      <td>0.08</td>\n","      <td>0.11</td>\n","      <td>0.06</td>\n","      <td>0.52</td>\n","      <td>0.69</td>\n","      <td>0.57</td>\n","      <td>0.74</td>\n","      <td>0.85</td>\n","      <td>0.87</td>\n","      <td>0.82</td>\n","      <td>0.80</td>\n","      <td>0.82</td>\n","      <td>0.67</td>\n","      <td>0.83</td>\n","      <td>1.00</td>\n","      <td>0.76</td>\n","      <td>0.66</td>\n","      <td>0.57</td>\n","      <td>0.79</td>\n","      <td>0.75</td>\n","      <td>0.74</td>\n","      <td>0.53</td>\n","      <td>0.84</td>\n","      <td>0.72</td>\n","      <td>0.67</td>\n","      <td>0.65</td>\n","      <td>0.72</td>\n","      <td>0.81</td>\n","      <td>0.82</td>\n","      <td>0.75</td>\n","      <td>0.33</td>\n","      <td>0.18</td>\n","      <td>0.81</td>\n","      <td>0.84</td>\n","      <td>0.83</td>\n","      <td>0.67</td>\n","    </tr>\n","    <tr>\n","      <th>Johnson &amp; Johnson</th>\n","      <td>0.26</td>\n","      <td>0.31</td>\n","      <td>0.22</td>\n","      <td>0.53</td>\n","      <td>0.37</td>\n","      <td>0.26</td>\n","      <td>0.57</td>\n","      <td>0.72</td>\n","      <td>0.71</td>\n","      <td>0.55</td>\n","      <td>0.58</td>\n","      <td>0.61</td>\n","      <td>0.65</td>\n","      <td>0.65</td>\n","      <td>0.76</td>\n","      <td>1.00</td>\n","      <td>0.36</td>\n","      <td>0.39</td>\n","      <td>0.64</td>\n","      <td>0.65</td>\n","      <td>0.74</td>\n","      <td>0.60</td>\n","      <td>0.68</td>\n","      <td>0.87</td>\n","      <td>0.75</td>\n","      <td>0.40</td>\n","      <td>0.82</td>\n","      <td>0.81</td>\n","      <td>0.63</td>\n","      <td>0.82</td>\n","      <td>0.07</td>\n","      <td>0.56</td>\n","      <td>0.54</td>\n","      <td>0.65</td>\n","      <td>0.71</td>\n","      <td>0.65</td>\n","    </tr>\n","    <tr>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <td>-0.34</td>\n","      <td>-0.41</td>\n","      <td>-0.27</td>\n","      <td>0.19</td>\n","      <td>0.98</td>\n","      <td>0.97</td>\n","      <td>0.70</td>\n","      <td>0.50</td>\n","      <td>0.83</td>\n","      <td>0.91</td>\n","      <td>0.78</td>\n","      <td>0.86</td>\n","      <td>0.35</td>\n","      <td>0.90</td>\n","      <td>0.66</td>\n","      <td>0.36</td>\n","      <td>1.00</td>\n","      <td>0.95</td>\n","      <td>0.87</td>\n","      <td>0.62</td>\n","      <td>0.68</td>\n","      <td>0.06</td>\n","      <td>0.59</td>\n","      <td>0.39</td>\n","      <td>0.62</td>\n","      <td>0.90</td>\n","      <td>0.29</td>\n","      <td>0.95</td>\n","      <td>0.71</td>\n","      <td>0.63</td>\n","      <td>0.82</td>\n","      <td>-0.40</td>\n","      <td>0.93</td>\n","      <td>0.86</td>\n","      <td>0.74</td>\n","      <td>0.34</td>\n","    </tr>\n","    <tr>\n","      <th>Coca-Cola Co</th>\n","      <td>-0.42</td>\n","      <td>-0.49</td>\n","      <td>-0.35</td>\n","      <td>0.10</td>\n","      <td>0.92</td>\n","      <td>0.94</td>\n","      <td>0.61</td>\n","      <td>0.37</td>\n","      <td>0.79</td>\n","      <td>0.83</td>\n","      <td>0.67</td>\n","      <td>0.78</td>\n","      <td>0.29</td>\n","      <td>0.87</td>\n","      <td>0.57</td>\n","      <td>0.39</td>\n","      <td>0.95</td>\n","      <td>1.00</td>\n","      <td>0.85</td>\n","      <td>0.54</td>\n","      <td>0.71</td>\n","      <td>-0.02</td>\n","      <td>0.50</td>\n","      <td>0.41</td>\n","      <td>0.64</td>\n","      <td>0.86</td>\n","      <td>0.27</td>\n","      <td>0.92</td>\n","      <td>0.63</td>\n","      <td>0.65</td>\n","      <td>0.82</td>\n","      <td>-0.37</td>\n","      <td>0.87</td>\n","      <td>0.80</td>\n","      <td>0.67</td>\n","      <td>0.25</td>\n","    </tr>\n","    <tr>\n","      <th>McDonalds Corp</th>\n","      <td>-0.01</td>\n","      <td>-0.05</td>\n","      <td>0.03</td>\n","      <td>0.49</td>\n","      <td>0.89</td>\n","      <td>0.85</td>\n","      <td>0.82</td>\n","      <td>0.71</td>\n","      <td>0.93</td>\n","      <td>0.92</td>\n","      <td>0.88</td>\n","      <td>0.93</td>\n","      <td>0.68</td>\n","      <td>0.93</td>\n","      <td>0.79</td>\n","      <td>0.64</td>\n","      <td>0.87</td>\n","      <td>0.85</td>\n","      <td>1.00</td>\n","      <td>0.80</td>\n","      <td>0.79</td>\n","      <td>0.40</td>\n","      <td>0.82</td>\n","      <td>0.58</td>\n","      <td>0.76</td>\n","      <td>0.92</td>\n","      <td>0.64</td>\n","      <td>0.91</td>\n","      <td>0.87</td>\n","      <td>0.75</td>\n","      <td>0.53</td>\n","      <td>-0.07</td>\n","      <td>0.91</td>\n","      <td>0.96</td>\n","      <td>0.91</td>\n","      <td>0.64</td>\n","    </tr>\n","    <tr>\n","      <th>3M Co</th>\n","      <td>0.35</td>\n","      <td>0.33</td>\n","      <td>0.37</td>\n","      <td>0.72</td>\n","      <td>0.68</td>\n","      <td>0.56</td>\n","      <td>0.87</td>\n","      <td>0.86</td>\n","      <td>0.80</td>\n","      <td>0.79</td>\n","      <td>0.88</td>\n","      <td>0.88</td>\n","      <td>0.79</td>\n","      <td>0.72</td>\n","      <td>0.75</td>\n","      <td>0.65</td>\n","      <td>0.62</td>\n","      <td>0.54</td>\n","      <td>0.80</td>\n","      <td>1.00</td>\n","      <td>0.69</td>\n","      <td>0.60</td>\n","      <td>0.90</td>\n","      <td>0.58</td>\n","      <td>0.75</td>\n","      <td>0.77</td>\n","      <td>0.79</td>\n","      <td>0.85</td>\n","      <td>0.87</td>\n","      <td>0.72</td>\n","      <td>0.32</td>\n","      <td>0.16</td>\n","      <td>0.75</td>\n","      <td>0.87</td>\n","      <td>0.89</td>\n","      <td>0.80</td>\n","    </tr>\n","    <tr>\n","      <th>Merck &amp; Co Inc</th>\n","      <td>-0.13</td>\n","      <td>-0.14</td>\n","      <td>-0.11</td>\n","      <td>0.28</td>\n","      <td>0.66</td>\n","      <td>0.61</td>\n","      <td>0.66</td>\n","      <td>0.62</td>\n","      <td>0.78</td>\n","      <td>0.71</td>\n","      <td>0.66</td>\n","      <td>0.74</td>\n","      <td>0.42</td>\n","      <td>0.76</td>\n","      <td>0.74</td>\n","      <td>0.74</td>\n","      <td>0.68</td>\n","      <td>0.71</td>\n","      <td>0.79</td>\n","      <td>0.69</td>\n","      <td>1.00</td>\n","      <td>0.25</td>\n","      <td>0.64</td>\n","      <td>0.72</td>\n","      <td>0.76</td>\n","      <td>0.69</td>\n","      <td>0.58</td>\n","      <td>0.79</td>\n","      <td>0.62</td>\n","      <td>0.89</td>\n","      <td>0.50</td>\n","      <td>0.13</td>\n","      <td>0.76</td>\n","      <td>0.75</td>\n","      <td>0.70</td>\n","      <td>0.42</td>\n","    </tr>\n","    <tr>\n","      <th>Microsoft Corp</th>\n","      <td>0.83</td>\n","      <td>0.83</td>\n","      <td>0.82</td>\n","      <td>0.94</td>\n","      <td>0.14</td>\n","      <td>0.06</td>\n","      <td>0.61</td>\n","      <td>0.78</td>\n","      <td>0.41</td>\n","      <td>0.37</td>\n","      <td>0.59</td>\n","      <td>0.50</td>\n","      <td>0.87</td>\n","      <td>0.32</td>\n","      <td>0.53</td>\n","      <td>0.60</td>\n","      <td>0.06</td>\n","      <td>-0.02</td>\n","      <td>0.40</td>\n","      <td>0.60</td>\n","      <td>0.25</td>\n","      <td>1.00</td>\n","      <td>0.74</td>\n","      <td>0.37</td>\n","      <td>0.57</td>\n","      <td>0.31</td>\n","      <td>0.82</td>\n","      <td>0.77</td>\n","      <td>0.66</td>\n","      <td>0.31</td>\n","      <td>-0.34</td>\n","      <td>0.58</td>\n","      <td>0.21</td>\n","      <td>0.53</td>\n","      <td>0.69</td>\n","      <td>0.94</td>\n","    </tr>\n","    <tr>\n","      <th>Nike Inc</th>\n","      <td>0.40</td>\n","      <td>0.40</td>\n","      <td>0.41</td>\n","      <td>0.79</td>\n","      <td>0.67</td>\n","      <td>0.56</td>\n","      <td>0.87</td>\n","      <td>0.93</td>\n","      <td>0.84</td>\n","      <td>0.82</td>\n","      <td>0.90</td>\n","      <td>0.88</td>\n","      <td>0.89</td>\n","      <td>0.75</td>\n","      <td>0.84</td>\n","      <td>0.68</td>\n","      <td>0.59</td>\n","      <td>0.50</td>\n","      <td>0.82</td>\n","      <td>0.90</td>\n","      <td>0.64</td>\n","      <td>0.74</td>\n","      <td>1.00</td>\n","      <td>0.56</td>\n","      <td>0.72</td>\n","      <td>0.75</td>\n","      <td>0.85</td>\n","      <td>0.88</td>\n","      <td>0.93</td>\n","      <td>0.64</td>\n","      <td>0.19</td>\n","      <td>0.19</td>\n","      <td>0.74</td>\n","      <td>0.89</td>\n","      <td>0.94</td>\n","      <td>0.89</td>\n","    </tr>\n","    <tr>\n","      <th>Pfizer Inc</th>\n","      <td>0.07</td>\n","      <td>0.12</td>\n","      <td>0.03</td>\n","      <td>0.34</td>\n","      <td>0.37</td>\n","      <td>0.26</td>\n","      <td>0.46</td>\n","      <td>0.63</td>\n","      <td>0.70</td>\n","      <td>0.55</td>\n","      <td>0.50</td>\n","      <td>0.54</td>\n","      <td>0.52</td>\n","      <td>0.62</td>\n","      <td>0.72</td>\n","      <td>0.87</td>\n","      <td>0.39</td>\n","      <td>0.41</td>\n","      <td>0.58</td>\n","      <td>0.58</td>\n","      <td>0.72</td>\n","      <td>0.37</td>\n","      <td>0.56</td>\n","      <td>1.00</td>\n","      <td>0.59</td>\n","      <td>0.32</td>\n","      <td>0.67</td>\n","      <td>0.81</td>\n","      <td>0.56</td>\n","      <td>0.75</td>\n","      <td>0.14</td>\n","      <td>0.42</td>\n","      <td>0.57</td>\n","      <td>0.57</td>\n","      <td>0.60</td>\n","      <td>0.47</td>\n","    </tr>\n","    <tr>\n","      <th>Procter &amp; Gamble Co</th>\n","      <td>0.26</td>\n","      <td>0.18</td>\n","      <td>0.31</td>\n","      <td>0.63</td>\n","      <td>0.62</td>\n","      <td>0.60</td>\n","      <td>0.81</td>\n","      <td>0.72</td>\n","      <td>0.70</td>\n","      <td>0.71</td>\n","      <td>0.77</td>\n","      <td>0.79</td>\n","      <td>0.62</td>\n","      <td>0.73</td>\n","      <td>0.67</td>\n","      <td>0.75</td>\n","      <td>0.62</td>\n","      <td>0.64</td>\n","      <td>0.76</td>\n","      <td>0.75</td>\n","      <td>0.76</td>\n","      <td>0.57</td>\n","      <td>0.72</td>\n","      <td>0.59</td>\n","      <td>1.00</td>\n","      <td>0.74</td>\n","      <td>0.67</td>\n","      <td>0.79</td>\n","      <td>0.72</td>\n","      <td>0.79</td>\n","      <td>0.39</td>\n","      <td>0.33</td>\n","      <td>0.66</td>\n","      <td>0.82</td>\n","      <td>0.84</td>\n","      <td>0.70</td>\n","    </tr>\n","    <tr>\n","      <th>Travelers Companies Inc</th>\n","      <td>-0.02</td>\n","      <td>-0.11</td>\n","      <td>0.06</td>\n","      <td>0.46</td>\n","      <td>0.92</td>\n","      <td>0.92</td>\n","      <td>0.85</td>\n","      <td>0.62</td>\n","      <td>0.81</td>\n","      <td>0.89</td>\n","      <td>0.88</td>\n","      <td>0.92</td>\n","      <td>0.57</td>\n","      <td>0.86</td>\n","      <td>0.65</td>\n","      <td>0.40</td>\n","      <td>0.90</td>\n","      <td>0.86</td>\n","      <td>0.92</td>\n","      <td>0.77</td>\n","      <td>0.69</td>\n","      <td>0.31</td>\n","      <td>0.75</td>\n","      <td>0.32</td>\n","      <td>0.74</td>\n","      <td>1.00</td>\n","      <td>0.48</td>\n","      <td>0.94</td>\n","      <td>0.80</td>\n","      <td>0.63</td>\n","      <td>0.66</td>\n","      <td>-0.23</td>\n","      <td>0.86</td>\n","      <td>0.92</td>\n","      <td>0.85</td>\n","      <td>0.57</td>\n","    </tr>\n","    <tr>\n","      <th>UnitedHealth Group Inc</th>\n","      <td>0.54</td>\n","      <td>0.58</td>\n","      <td>0.52</td>\n","      <td>0.80</td>\n","      <td>0.37</td>\n","      <td>0.25</td>\n","      <td>0.65</td>\n","      <td>0.82</td>\n","      <td>0.70</td>\n","      <td>0.57</td>\n","      <td>0.67</td>\n","      <td>0.66</td>\n","      <td>0.89</td>\n","      <td>0.57</td>\n","      <td>0.72</td>\n","      <td>0.82</td>\n","      <td>0.29</td>\n","      <td>0.27</td>\n","      <td>0.64</td>\n","      <td>0.79</td>\n","      <td>0.58</td>\n","      <td>0.82</td>\n","      <td>0.85</td>\n","      <td>0.67</td>\n","      <td>0.67</td>\n","      <td>0.48</td>\n","      <td>1.00</td>\n","      <td>0.85</td>\n","      <td>0.79</td>\n","      <td>0.60</td>\n","      <td>-0.07</td>\n","      <td>0.50</td>\n","      <td>0.48</td>\n","      <td>0.71</td>\n","      <td>0.80</td>\n","      <td>0.87</td>\n","    </tr>\n","    <tr>\n","      <th>United Technologies Corp</th>\n","      <td>-0.80</td>\n","      <td>-0.77</td>\n","      <td>-0.89</td>\n","      <td>0.93</td>\n","      <td>0.96</td>\n","      <td>0.96</td>\n","      <td>0.81</td>\n","      <td>0.81</td>\n","      <td>0.91</td>\n","      <td>0.94</td>\n","      <td>0.91</td>\n","      <td>0.95</td>\n","      <td>0.91</td>\n","      <td>0.91</td>\n","      <td>0.81</td>\n","      <td>0.81</td>\n","      <td>0.95</td>\n","      <td>0.92</td>\n","      <td>0.91</td>\n","      <td>0.85</td>\n","      <td>0.79</td>\n","      <td>0.77</td>\n","      <td>0.88</td>\n","      <td>0.81</td>\n","      <td>0.79</td>\n","      <td>0.94</td>\n","      <td>0.85</td>\n","      <td>1.00</td>\n","      <td>0.93</td>\n","      <td>0.78</td>\n","      <td>0.81</td>\n","      <td>-0.12</td>\n","      <td>0.92</td>\n","      <td>0.94</td>\n","      <td>0.94</td>\n","      <td>0.92</td>\n","    </tr>\n","    <tr>\n","      <th>Visa Inc</th>\n","      <td>0.30</td>\n","      <td>0.28</td>\n","      <td>0.32</td>\n","      <td>0.76</td>\n","      <td>0.78</td>\n","      <td>0.68</td>\n","      <td>0.85</td>\n","      <td>0.87</td>\n","      <td>0.89</td>\n","      <td>0.90</td>\n","      <td>0.93</td>\n","      <td>0.92</td>\n","      <td>0.87</td>\n","      <td>0.82</td>\n","      <td>0.82</td>\n","      <td>0.63</td>\n","      <td>0.71</td>\n","      <td>0.63</td>\n","      <td>0.87</td>\n","      <td>0.87</td>\n","      <td>0.62</td>\n","      <td>0.66</td>\n","      <td>0.93</td>\n","      <td>0.56</td>\n","      <td>0.72</td>\n","      <td>0.80</td>\n","      <td>0.79</td>\n","      <td>0.93</td>\n","      <td>1.00</td>\n","      <td>0.60</td>\n","      <td>0.32</td>\n","      <td>0.05</td>\n","      <td>0.82</td>\n","      <td>0.94</td>\n","      <td>0.97</td>\n","      <td>0.85</td>\n","    </tr>\n","    <tr>\n","      <th>Verizon Communications Inc</th>\n","      <td>-0.06</td>\n","      <td>-0.05</td>\n","      <td>-0.06</td>\n","      <td>0.31</td>\n","      <td>0.61</td>\n","      <td>0.53</td>\n","      <td>0.67</td>\n","      <td>0.64</td>\n","      <td>0.77</td>\n","      <td>0.65</td>\n","      <td>0.66</td>\n","      <td>0.71</td>\n","      <td>0.44</td>\n","      <td>0.76</td>\n","      <td>0.75</td>\n","      <td>0.82</td>\n","      <td>0.63</td>\n","      <td>0.65</td>\n","      <td>0.75</td>\n","      <td>0.72</td>\n","      <td>0.89</td>\n","      <td>0.31</td>\n","      <td>0.64</td>\n","      <td>0.75</td>\n","      <td>0.79</td>\n","      <td>0.63</td>\n","      <td>0.60</td>\n","      <td>0.78</td>\n","      <td>0.60</td>\n","      <td>1.00</td>\n","      <td>0.45</td>\n","      <td>0.25</td>\n","      <td>0.73</td>\n","      <td>0.73</td>\n","      <td>0.69</td>\n","      <td>0.46</td>\n","    </tr>\n","    <tr>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <td>-0.62</td>\n","      <td>-0.69</td>\n","      <td>-0.55</td>\n","      <td>-0.19</td>\n","      <td>0.78</td>\n","      <td>0.80</td>\n","      <td>0.35</td>\n","      <td>0.13</td>\n","      <td>0.47</td>\n","      <td>0.61</td>\n","      <td>0.43</td>\n","      <td>0.53</td>\n","      <td>-0.10</td>\n","      <td>0.63</td>\n","      <td>0.33</td>\n","      <td>0.07</td>\n","      <td>0.82</td>\n","      <td>0.82</td>\n","      <td>0.53</td>\n","      <td>0.32</td>\n","      <td>0.50</td>\n","      <td>-0.34</td>\n","      <td>0.19</td>\n","      <td>0.14</td>\n","      <td>0.39</td>\n","      <td>0.66</td>\n","      <td>-0.07</td>\n","      <td>0.81</td>\n","      <td>0.32</td>\n","      <td>0.45</td>\n","      <td>1.00</td>\n","      <td>-0.53</td>\n","      <td>0.68</td>\n","      <td>0.52</td>\n","      <td>0.35</td>\n","      <td>-0.09</td>\n","    </tr>\n","    <tr>\n","      <th>Walmart Inc</th>\n","      <td>0.64</td>\n","      <td>0.67</td>\n","      <td>0.59</td>\n","      <td>0.45</td>\n","      <td>-0.40</td>\n","      <td>-0.47</td>\n","      <td>0.13</td>\n","      <td>0.34</td>\n","      <td>-0.06</td>\n","      <td>-0.15</td>\n","      <td>0.02</td>\n","      <td>-0.05</td>\n","      <td>0.35</td>\n","      <td>-0.11</td>\n","      <td>0.18</td>\n","      <td>0.56</td>\n","      <td>-0.40</td>\n","      <td>-0.37</td>\n","      <td>-0.07</td>\n","      <td>0.16</td>\n","      <td>0.13</td>\n","      <td>0.58</td>\n","      <td>0.19</td>\n","      <td>0.42</td>\n","      <td>0.33</td>\n","      <td>-0.23</td>\n","      <td>0.50</td>\n","      <td>-0.12</td>\n","      <td>0.05</td>\n","      <td>0.25</td>\n","      <td>-0.53</td>\n","      <td>1.00</td>\n","      <td>-0.26</td>\n","      <td>-0.02</td>\n","      <td>0.13</td>\n","      <td>0.43</td>\n","    </tr>\n","    <tr>\n","      <th>Exxon Mobil Corp</th>\n","      <td>-0.21</td>\n","      <td>-0.24</td>\n","      <td>-0.18</td>\n","      <td>0.33</td>\n","      <td>0.94</td>\n","      <td>0.89</td>\n","      <td>0.76</td>\n","      <td>0.67</td>\n","      <td>0.94</td>\n","      <td>0.94</td>\n","      <td>0.86</td>\n","      <td>0.91</td>\n","      <td>0.51</td>\n","      <td>0.92</td>\n","      <td>0.81</td>\n","      <td>0.54</td>\n","      <td>0.93</td>\n","      <td>0.87</td>\n","      <td>0.91</td>\n","      <td>0.75</td>\n","      <td>0.76</td>\n","      <td>0.21</td>\n","      <td>0.74</td>\n","      <td>0.57</td>\n","      <td>0.66</td>\n","      <td>0.86</td>\n","      <td>0.48</td>\n","      <td>0.92</td>\n","      <td>0.82</td>\n","      <td>0.73</td>\n","      <td>0.68</td>\n","      <td>-0.26</td>\n","      <td>1.00</td>\n","      <td>0.91</td>\n","      <td>0.83</td>\n","      <td>0.48</td>\n","    </tr>\n","    <tr>\n","      <th>Dow Jones Industrial</th>\n","      <td>0.12</td>\n","      <td>0.08</td>\n","      <td>0.17</td>\n","      <td>0.64</td>\n","      <td>0.89</td>\n","      <td>0.84</td>\n","      <td>0.89</td>\n","      <td>0.82</td>\n","      <td>0.93</td>\n","      <td>0.96</td>\n","      <td>0.96</td>\n","      <td>0.98</td>\n","      <td>0.76</td>\n","      <td>0.93</td>\n","      <td>0.84</td>\n","      <td>0.65</td>\n","      <td>0.86</td>\n","      <td>0.80</td>\n","      <td>0.96</td>\n","      <td>0.87</td>\n","      <td>0.75</td>\n","      <td>0.53</td>\n","      <td>0.89</td>\n","      <td>0.57</td>\n","      <td>0.82</td>\n","      <td>0.92</td>\n","      <td>0.71</td>\n","      <td>0.94</td>\n","      <td>0.94</td>\n","      <td>0.73</td>\n","      <td>0.52</td>\n","      <td>-0.02</td>\n","      <td>0.91</td>\n","      <td>1.00</td>\n","      <td>0.98</td>\n","      <td>0.76</td>\n","    </tr>\n","    <tr>\n","      <th>S&amp;P 500 Index</th>\n","      <td>0.31</td>\n","      <td>0.27</td>\n","      <td>0.35</td>\n","      <td>0.77</td>\n","      <td>0.79</td>\n","      <td>0.71</td>\n","      <td>0.90</td>\n","      <td>0.89</td>\n","      <td>0.90</td>\n","      <td>0.91</td>\n","      <td>0.96</td>\n","      <td>0.96</td>\n","      <td>0.86</td>\n","      <td>0.86</td>\n","      <td>0.83</td>\n","      <td>0.71</td>\n","      <td>0.74</td>\n","      <td>0.67</td>\n","      <td>0.91</td>\n","      <td>0.89</td>\n","      <td>0.70</td>\n","      <td>0.69</td>\n","      <td>0.94</td>\n","      <td>0.60</td>\n","      <td>0.84</td>\n","      <td>0.85</td>\n","      <td>0.80</td>\n","      <td>0.94</td>\n","      <td>0.97</td>\n","      <td>0.69</td>\n","      <td>0.35</td>\n","      <td>0.13</td>\n","      <td>0.83</td>\n","      <td>0.98</td>\n","      <td>1.00</td>\n","      <td>0.87</td>\n","    </tr>\n","    <tr>\n","      <th>Nasdaq Composite</th>\n","      <td>0.72</td>\n","      <td>0.70</td>\n","      <td>0.73</td>\n","      <td>0.97</td>\n","      <td>0.42</td>\n","      <td>0.33</td>\n","      <td>0.79</td>\n","      <td>0.89</td>\n","      <td>0.64</td>\n","      <td>0.63</td>\n","      <td>0.81</td>\n","      <td>0.74</td>\n","      <td>0.96</td>\n","      <td>0.55</td>\n","      <td>0.67</td>\n","      <td>0.65</td>\n","      <td>0.34</td>\n","      <td>0.25</td>\n","      <td>0.64</td>\n","      <td>0.80</td>\n","      <td>0.42</td>\n","      <td>0.94</td>\n","      <td>0.89</td>\n","      <td>0.47</td>\n","      <td>0.70</td>\n","      <td>0.57</td>\n","      <td>0.87</td>\n","      <td>0.92</td>\n","      <td>0.85</td>\n","      <td>0.46</td>\n","      <td>-0.09</td>\n","      <td>0.43</td>\n","      <td>0.48</td>\n","      <td>0.76</td>\n","      <td>0.87</td>\n","      <td>1.00</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                      Confirmed  ...  Nasdaq Composite\n","Confirmed                                  1.00  ...              0.72\n","Deaths                                     0.98  ...              0.70\n","Recovered                                  0.99  ...              0.73\n","Apple Inc                                  0.82  ...              0.97\n","American Express Co                       -0.26  ...              0.42\n","Boeing Co                                 -0.33  ...              0.33\n","Caterpillar Inc                            0.34  ...              0.79\n","Cisco Systems Inc                          0.48  ...              0.89\n","Chevron Corp                              -0.04  ...              0.64\n","Walt Disney Co                            -0.03  ...              0.63\n","Dow Inc                                    0.26  ...              0.81\n","Goldman Sachs Group Inc                    0.12  ...              0.74\n","Home Depot Inc                             0.64  ...              0.96\n","International Business Machines Corp      -0.14  ...              0.55\n","Intel Corp                                 0.08  ...              0.67\n","Johnson & Johnson                          0.26  ...              0.65\n","JPMorgan Chase & Co                       -0.34  ...              0.34\n","Coca-Cola Co                              -0.42  ...              0.25\n","McDonalds Corp                            -0.01  ...              0.64\n","3M Co                                      0.35  ...              0.80\n","Merck & Co Inc                            -0.13  ...              0.42\n","Microsoft Corp                             0.83  ...              0.94\n","Nike Inc                                   0.40  ...              0.89\n","Pfizer Inc                                 0.07  ...              0.47\n","Procter & Gamble Co                        0.26  ...              0.70\n","Travelers Companies Inc                   -0.02  ...              0.57\n","UnitedHealth Group Inc                     0.54  ...              0.87\n","United Technologies Corp                  -0.80  ...              0.92\n","Visa Inc                                   0.30  ...              0.85\n","Verizon Communications Inc                -0.06  ...              0.46\n","Walgreens Boots Alliance Inc              -0.62  ...             -0.09\n","Walmart Inc                                0.64  ...              0.43\n","Exxon Mobil Corp                          -0.21  ...              0.48\n","Dow Jones Industrial                       0.12  ...              0.76\n","S&P 500 Index                              0.31  ...              0.87\n","Nasdaq Composite                           0.72  ...              1.00\n","\n","[36 rows x 36 columns]"]},"metadata":{"tags":[]},"execution_count":85}]},{"cell_type":"code","metadata":{"id":"NuT-wCijRytb","executionInfo":{"status":"ok","timestamp":1602172316551,"user_tz":360,"elapsed":7027,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"18baf77d-3c04-4d31-fc3a-1a6f760ab115","colab":{"base_uri":"https://localhost:8080/","height":240}},"source":["# Returning only first and last row from dataframe\n","p_change_df = Dow_stocks.iloc[[0, -1]]\n","p_change_df"],"execution_count":86,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Apple Inc</th>\n","      <th>American Express Co</th>\n","      <th>Boeing Co</th>\n","      <th>Caterpillar Inc</th>\n","      <th>Cisco Systems Inc</th>\n","      <th>Chevron Corp</th>\n","      <th>Walt Disney Co</th>\n","      <th>Dow Inc</th>\n","      <th>Goldman Sachs Group Inc</th>\n","      <th>Home Depot Inc</th>\n","      <th>International Business Machines Corp</th>\n","      <th>Intel Corp</th>\n","      <th>Johnson &amp; Johnson</th>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <th>Coca-Cola Co</th>\n","      <th>McDonalds Corp</th>\n","      <th>3M Co</th>\n","      <th>Merck &amp; Co Inc</th>\n","      <th>Microsoft Corp</th>\n","      <th>Nike Inc</th>\n","      <th>Pfizer Inc</th>\n","      <th>Procter &amp; Gamble Co</th>\n","      <th>Travelers Companies Inc</th>\n","      <th>UnitedHealth Group Inc</th>\n","      <th>United Technologies Corp</th>\n","      <th>Visa Inc</th>\n","      <th>Verizon Communications Inc</th>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <th>Walmart Inc</th>\n","      <th>Exxon Mobil Corp</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-22</th>\n","      <td>78.88</td>\n","      <td>129.63</td>\n","      <td>307.17</td>\n","      <td>140.28</td>\n","      <td>47.79</td>\n","      <td>108.42</td>\n","      <td>144.01</td>\n","      <td>48.42</td>\n","      <td>242.55</td>\n","      <td>228.77</td>\n","      <td>138.70</td>\n","      <td>61.65</td>\n","      <td>145.33</td>\n","      <td>132.74</td>\n","      <td>56.14</td>\n","      <td>207.52</td>\n","      <td>173.12</td>\n","      <td>87.58</td>\n","      <td>164.39</td>\n","      <td>103.71</td>\n","      <td>39.01</td>\n","      <td>123.95</td>\n","      <td>138.44</td>\n","      <td>296.79</td>\n","      <td>153.06</td>\n","      <td>206.94</td>\n","      <td>58.55</td>\n","      <td>51.77</td>\n","      <td>114.61</td>\n","      <td>63.72</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-24</th>\n","      <td>92.45</td>\n","      <td>94.93</td>\n","      <td>173.76</td>\n","      <td>137.58</td>\n","      <td>45.98</td>\n","      <td>88.85</td>\n","      <td>117.61</td>\n","      <td>41.96</td>\n","      <td>200.26</td>\n","      <td>263.92</td>\n","      <td>124.16</td>\n","      <td>50.25</td>\n","      <td>147.14</td>\n","      <td>97.38</td>\n","      <td>48.10</td>\n","      <td>197.56</td>\n","      <td>158.40</td>\n","      <td>76.54</td>\n","      <td>200.81</td>\n","      <td>98.21</td>\n","      <td>37.30</td>\n","      <td>125.96</td>\n","      <td>117.40</td>\n","      <td>299.56</td>\n","      <td>nan</td>\n","      <td>194.86</td>\n","      <td>56.25</td>\n","      <td>40.05</td>\n","      <td>130.70</td>\n","      <td>42.59</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Apple Inc  American Express Co  ...  Walmart Inc  Exxon Mobil Corp\n","Date                                        ...                               \n","2020-01-22      78.88               129.63  ...       114.61             63.72\n","2020-07-24      92.45                94.93  ...       130.70             42.59\n","\n","[2 rows x 30 columns]"]},"metadata":{"tags":[]},"execution_count":86}]},{"cell_type":"code","metadata":{"id":"_4tPLvu6OJbL","executionInfo":{"status":"ok","timestamp":1602172316552,"user_tz":360,"elapsed":7013,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"1a0af6aa-f868-4661-a544-64b31109992f","colab":{"base_uri":"https://localhost:8080/","height":240}},"source":["# Find percent of change between First and Last dates\n","Percent_df = p_change_df.pct_change(axis='rows')\n","Percent_df"],"execution_count":87,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Apple Inc</th>\n","      <th>American Express Co</th>\n","      <th>Boeing Co</th>\n","      <th>Caterpillar Inc</th>\n","      <th>Cisco Systems Inc</th>\n","      <th>Chevron Corp</th>\n","      <th>Walt Disney Co</th>\n","      <th>Dow Inc</th>\n","      <th>Goldman Sachs Group Inc</th>\n","      <th>Home Depot Inc</th>\n","      <th>International Business Machines Corp</th>\n","      <th>Intel Corp</th>\n","      <th>Johnson &amp; Johnson</th>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <th>Coca-Cola Co</th>\n","      <th>McDonalds Corp</th>\n","      <th>3M Co</th>\n","      <th>Merck &amp; Co Inc</th>\n","      <th>Microsoft Corp</th>\n","      <th>Nike Inc</th>\n","      <th>Pfizer Inc</th>\n","      <th>Procter &amp; Gamble Co</th>\n","      <th>Travelers Companies Inc</th>\n","      <th>UnitedHealth Group Inc</th>\n","      <th>United Technologies Corp</th>\n","      <th>Visa Inc</th>\n","      <th>Verizon Communications Inc</th>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <th>Walmart Inc</th>\n","      <th>Exxon Mobil Corp</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-01-22</th>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","      <td>nan</td>\n","    </tr>\n","    <tr>\n","      <th>2020-07-24</th>\n","      <td>0.17</td>\n","      <td>-0.27</td>\n","      <td>-0.43</td>\n","      <td>-0.02</td>\n","      <td>-0.04</td>\n","      <td>-0.18</td>\n","      <td>-0.18</td>\n","      <td>-0.13</td>\n","      <td>-0.17</td>\n","      <td>0.15</td>\n","      <td>-0.10</td>\n","      <td>-0.18</td>\n","      <td>0.01</td>\n","      <td>-0.27</td>\n","      <td>-0.14</td>\n","      <td>-0.05</td>\n","      <td>-0.09</td>\n","      <td>-0.13</td>\n","      <td>0.22</td>\n","      <td>-0.05</td>\n","      <td>-0.04</td>\n","      <td>0.02</td>\n","      <td>-0.15</td>\n","      <td>0.01</td>\n","      <td>0.00</td>\n","      <td>-0.06</td>\n","      <td>-0.04</td>\n","      <td>-0.23</td>\n","      <td>0.14</td>\n","      <td>-0.33</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Apple Inc  American Express Co  ...  Walmart Inc  Exxon Mobil Corp\n","Date                                        ...                               \n","2020-01-22        nan                  nan  ...          nan               nan\n","2020-07-24       0.17                -0.27  ...         0.14             -0.33\n","\n","[2 rows x 30 columns]"]},"metadata":{"tags":[]},"execution_count":87}]},{"cell_type":"code","metadata":{"id":"Drf69vaXTlBK","executionInfo":{"status":"ok","timestamp":1602172316552,"user_tz":360,"elapsed":6999,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"b0715dd5-eb9d-4908-bbb9-2499bc592af3","colab":{"base_uri":"https://localhost:8080/","height":562}},"source":["# Transpose dataframe\n","transposed_df = Percent_df.T\n","print(transposed_df)"],"execution_count":88,"outputs":[{"output_type":"stream","text":["Date                                  2020-01-22  2020-07-24\n","Apple Inc                                    nan        0.17\n","American Express Co                          nan       -0.27\n","Boeing Co                                    nan       -0.43\n","Caterpillar Inc                              nan       -0.02\n","Cisco Systems Inc                            nan       -0.04\n","Chevron Corp                                 nan       -0.18\n","Walt Disney Co                               nan       -0.18\n","Dow Inc                                      nan       -0.13\n","Goldman Sachs Group Inc                      nan       -0.17\n","Home Depot Inc                               nan        0.15\n","International Business Machines Corp         nan       -0.10\n","Intel Corp                                   nan       -0.18\n","Johnson & Johnson                            nan        0.01\n","JPMorgan Chase & Co                          nan       -0.27\n","Coca-Cola Co                                 nan       -0.14\n","McDonalds Corp                               nan       -0.05\n","3M Co                                        nan       -0.09\n","Merck & Co Inc                               nan       -0.13\n","Microsoft Corp                               nan        0.22\n","Nike Inc                                     nan       -0.05\n","Pfizer Inc                                   nan       -0.04\n","Procter & Gamble Co                          nan        0.02\n","Travelers Companies Inc                      nan       -0.15\n","UnitedHealth Group Inc                       nan        0.01\n","United Technologies Corp                     nan        0.00\n","Visa Inc                                     nan       -0.06\n","Verizon Communications Inc                   nan       -0.04\n","Walgreens Boots Alliance Inc                 nan       -0.23\n","Walmart Inc                                  nan        0.14\n","Exxon Mobil Corp                             nan       -0.33\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"UGsbThQJU8sP","executionInfo":{"status":"ok","timestamp":1602172316553,"user_tz":360,"elapsed":6986,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Select all rows and the last column\n","trans_df = transposed_df.iloc[:, -1]"],"execution_count":89,"outputs":[]},{"cell_type":"code","metadata":{"id":"fnusaQmeXhMj","executionInfo":{"status":"ok","timestamp":1602172316553,"user_tz":360,"elapsed":6977,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"9118acfe-e416-4f66-e3b6-415aeb602dad","colab":{"base_uri":"https://localhost:8080/","height":562}},"source":["trans_df"],"execution_count":90,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Apple Inc                               0.17\n","American Express Co                    -0.27\n","Boeing Co                              -0.43\n","Caterpillar Inc                        -0.02\n","Cisco Systems Inc                      -0.04\n","Chevron Corp                           -0.18\n","Walt Disney Co                         -0.18\n","Dow Inc                                -0.13\n","Goldman Sachs Group Inc                -0.17\n","Home Depot Inc                          0.15\n","International Business Machines Corp   -0.10\n","Intel Corp                             -0.18\n","Johnson & Johnson                       0.01\n","JPMorgan Chase & Co                    -0.27\n","Coca-Cola Co                           -0.14\n","McDonalds Corp                         -0.05\n","3M Co                                  -0.09\n","Merck & Co Inc                         -0.13\n","Microsoft Corp                          0.22\n","Nike Inc                               -0.05\n","Pfizer Inc                             -0.04\n","Procter & Gamble Co                     0.02\n","Travelers Companies Inc                -0.15\n","UnitedHealth Group Inc                  0.01\n","United Technologies Corp                0.00\n","Visa Inc                               -0.06\n","Verizon Communications Inc             -0.04\n","Walgreens Boots Alliance Inc           -0.23\n","Walmart Inc                             0.14\n","Exxon Mobil Corp                       -0.33\n","Name: 2020-07-24 00:00:00, dtype: float64"]},"metadata":{"tags":[]},"execution_count":90}]},{"cell_type":"code","metadata":{"id":"MMRBkAweZvc0","executionInfo":{"status":"ok","timestamp":1602172316554,"user_tz":360,"elapsed":6965,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["trans_df=trans_df*100"],"execution_count":91,"outputs":[]},{"cell_type":"code","metadata":{"id":"gGTAVtnNXS5W","executionInfo":{"status":"ok","timestamp":1602172316554,"user_tz":360,"elapsed":6954,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Set default format for float to percentage\n","pd.options.display.float_format = '{:.2f}%'.format"],"execution_count":92,"outputs":[]},{"cell_type":"code","metadata":{"id":"fwWl40nfaN0Q","executionInfo":{"status":"ok","timestamp":1602172316555,"user_tz":360,"elapsed":6945,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"5e385432-f037-4bba-99eb-7098145bbf6a","colab":{"base_uri":"https://localhost:8080/","height":562}},"source":["trans_df"],"execution_count":93,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Apple Inc                               17.20%\n","American Express Co                    -26.77%\n","Boeing Co                              -43.43%\n","Caterpillar Inc                         -1.93%\n","Cisco Systems Inc                       -3.79%\n","Chevron Corp                           -18.05%\n","Walt Disney Co                         -18.33%\n","Dow Inc                                -13.33%\n","Goldman Sachs Group Inc                -17.44%\n","Home Depot Inc                          15.36%\n","International Business Machines Corp   -10.48%\n","Intel Corp                             -18.50%\n","Johnson & Johnson                        1.25%\n","JPMorgan Chase & Co                    -26.64%\n","Coca-Cola Co                           -14.32%\n","McDonalds Corp                          -4.80%\n","3M Co                                   -8.51%\n","Merck & Co Inc                         -12.60%\n","Microsoft Corp                          22.16%\n","Nike Inc                                -5.30%\n","Pfizer Inc                              -4.39%\n","Procter & Gamble Co                      1.62%\n","Travelers Companies Inc                -15.20%\n","UnitedHealth Group Inc                   0.93%\n","United Technologies Corp                 0.00%\n","Visa Inc                                -5.84%\n","Verizon Communications Inc              -3.92%\n","Walgreens Boots Alliance Inc           -22.64%\n","Walmart Inc                             14.04%\n","Exxon Mobil Corp                       -33.16%\n","Name: 2020-07-24 00:00:00, dtype: float64"]},"metadata":{"tags":[]},"execution_count":93}]},{"cell_type":"code","metadata":{"id":"IcgzX-bxbYa8","executionInfo":{"status":"ok","timestamp":1602172316555,"user_tz":360,"elapsed":6929,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"7faff21a-be1f-42b6-9fcb-6ff29679a583","colab":{"base_uri":"https://localhost:8080/","height":562}},"source":["# Sort dataframe by Largest stock market loss to smallest\n","test = trans_df.sort_values(ascending=True)\n","print(test)"],"execution_count":94,"outputs":[{"output_type":"stream","text":["Boeing Co                              -43.43%\n","Exxon Mobil Corp                       -33.16%\n","American Express Co                    -26.77%\n","JPMorgan Chase & Co                    -26.64%\n","Walgreens Boots Alliance Inc           -22.64%\n","Intel Corp                             -18.50%\n","Walt Disney Co                         -18.33%\n","Chevron Corp                           -18.05%\n","Goldman Sachs Group Inc                -17.44%\n","Travelers Companies Inc                -15.20%\n","Coca-Cola Co                           -14.32%\n","Dow Inc                                -13.33%\n","Merck & Co Inc                         -12.60%\n","International Business Machines Corp   -10.48%\n","3M Co                                   -8.51%\n","Visa Inc                                -5.84%\n","Nike Inc                                -5.30%\n","McDonalds Corp                          -4.80%\n","Pfizer Inc                              -4.39%\n","Verizon Communications Inc              -3.92%\n","Cisco Systems Inc                       -3.79%\n","Caterpillar Inc                         -1.93%\n","United Technologies Corp                 0.00%\n","UnitedHealth Group Inc                   0.93%\n","Johnson & Johnson                        1.25%\n","Procter & Gamble Co                      1.62%\n","Walmart Inc                             14.04%\n","Home Depot Inc                          15.36%\n","Apple Inc                               17.20%\n","Microsoft Corp                          22.16%\n","Name: 2020-07-24 00:00:00, dtype: float64\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"TErnCr-21MnF","executionInfo":{"status":"ok","timestamp":1602172316555,"user_tz":360,"elapsed":6918,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Set default format for float to percentage\n","pd.options.display.float_format = '{:.2f}'.format"],"execution_count":95,"outputs":[]},{"cell_type":"code","metadata":{"id":"Z_n2t0Pu8Mhc","executionInfo":{"status":"ok","timestamp":1602172316556,"user_tz":360,"elapsed":6910,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["CDR_corr = covid_corr.iloc[3:, : 3]"],"execution_count":96,"outputs":[]},{"cell_type":"code","metadata":{"id":"HH7SnPxn8Npr","executionInfo":{"status":"ok","timestamp":1602172316556,"user_tz":360,"elapsed":6900,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"76b93d8d-2b59-4958-a6d1-65799aba72e7","colab":{"base_uri":"https://localhost:8080/","height":935}},"source":["# Merge by Index\n","corr_loss = pd.merge(CDR_corr, test, how='inner', left_index=True, right_index=True)\n","corr_loss"],"execution_count":97,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>2020-07-24 00:00:00</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Apple Inc</th>\n","      <td>0.82</td>\n","      <td>0.78</td>\n","      <td>0.83</td>\n","      <td>17.20</td>\n","    </tr>\n","    <tr>\n","      <th>American Express Co</th>\n","      <td>-0.26</td>\n","      <td>-0.32</td>\n","      <td>-0.19</td>\n","      <td>-26.77</td>\n","    </tr>\n","    <tr>\n","      <th>Boeing Co</th>\n","      <td>-0.33</td>\n","      <td>-0.41</td>\n","      <td>-0.24</td>\n","      <td>-43.43</td>\n","    </tr>\n","    <tr>\n","      <th>Caterpillar Inc</th>\n","      <td>0.34</td>\n","      <td>0.26</td>\n","      <td>0.39</td>\n","      <td>-1.93</td>\n","    </tr>\n","    <tr>\n","      <th>Cisco Systems Inc</th>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>-3.79</td>\n","    </tr>\n","    <tr>\n","      <th>Chevron Corp</th>\n","      <td>-0.04</td>\n","      <td>-0.03</td>\n","      <td>-0.02</td>\n","      <td>-18.05</td>\n","    </tr>\n","    <tr>\n","      <th>Walt Disney Co</th>\n","      <td>-0.03</td>\n","      <td>-0.08</td>\n","      <td>0.02</td>\n","      <td>-18.33</td>\n","    </tr>\n","    <tr>\n","      <th>Dow Inc</th>\n","      <td>0.26</td>\n","      <td>0.21</td>\n","      <td>0.30</td>\n","      <td>-13.33</td>\n","    </tr>\n","    <tr>\n","      <th>Goldman Sachs Group Inc</th>\n","      <td>0.12</td>\n","      <td>0.07</td>\n","      <td>0.17</td>\n","      <td>-17.44</td>\n","    </tr>\n","    <tr>\n","      <th>Home Depot Inc</th>\n","      <td>0.64</td>\n","      <td>0.65</td>\n","      <td>0.64</td>\n","      <td>15.36</td>\n","    </tr>\n","    <tr>\n","      <th>International Business Machines Corp</th>\n","      <td>-0.14</td>\n","      <td>-0.17</td>\n","      <td>-0.11</td>\n","      <td>-10.48</td>\n","    </tr>\n","    <tr>\n","      <th>Intel Corp</th>\n","      <td>0.08</td>\n","      <td>0.11</td>\n","      <td>0.06</td>\n","      <td>-18.50</td>\n","    </tr>\n","    <tr>\n","      <th>Johnson &amp; Johnson</th>\n","      <td>0.26</td>\n","      <td>0.31</td>\n","      <td>0.22</td>\n","      <td>1.25</td>\n","    </tr>\n","    <tr>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <td>-0.34</td>\n","      <td>-0.41</td>\n","      <td>-0.27</td>\n","      <td>-26.64</td>\n","    </tr>\n","    <tr>\n","      <th>Coca-Cola Co</th>\n","      <td>-0.42</td>\n","      <td>-0.49</td>\n","      <td>-0.35</td>\n","      <td>-14.32</td>\n","    </tr>\n","    <tr>\n","      <th>McDonalds Corp</th>\n","      <td>-0.01</td>\n","      <td>-0.05</td>\n","      <td>0.03</td>\n","      <td>-4.80</td>\n","    </tr>\n","    <tr>\n","      <th>3M Co</th>\n","      <td>0.35</td>\n","      <td>0.33</td>\n","      <td>0.37</td>\n","      <td>-8.51</td>\n","    </tr>\n","    <tr>\n","      <th>Merck &amp; Co Inc</th>\n","      <td>-0.13</td>\n","      <td>-0.14</td>\n","      <td>-0.11</td>\n","      <td>-12.60</td>\n","    </tr>\n","    <tr>\n","      <th>Microsoft Corp</th>\n","      <td>0.83</td>\n","      <td>0.83</td>\n","      <td>0.82</td>\n","      <td>22.16</td>\n","    </tr>\n","    <tr>\n","      <th>Nike Inc</th>\n","      <td>0.40</td>\n","      <td>0.40</td>\n","      <td>0.41</td>\n","      <td>-5.30</td>\n","    </tr>\n","    <tr>\n","      <th>Pfizer Inc</th>\n","      <td>0.07</td>\n","      <td>0.12</td>\n","      <td>0.03</td>\n","      <td>-4.39</td>\n","    </tr>\n","    <tr>\n","      <th>Procter &amp; Gamble Co</th>\n","      <td>0.26</td>\n","      <td>0.18</td>\n","      <td>0.31</td>\n","      <td>1.62</td>\n","    </tr>\n","    <tr>\n","      <th>Travelers Companies Inc</th>\n","      <td>-0.02</td>\n","      <td>-0.11</td>\n","      <td>0.06</td>\n","      <td>-15.20</td>\n","    </tr>\n","    <tr>\n","      <th>UnitedHealth Group Inc</th>\n","      <td>0.54</td>\n","      <td>0.58</td>\n","      <td>0.52</td>\n","      <td>0.93</td>\n","    </tr>\n","    <tr>\n","      <th>United Technologies Corp</th>\n","      <td>-0.80</td>\n","      <td>-0.77</td>\n","      <td>-0.89</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>Visa Inc</th>\n","      <td>0.30</td>\n","      <td>0.28</td>\n","      <td>0.32</td>\n","      <td>-5.84</td>\n","    </tr>\n","    <tr>\n","      <th>Verizon Communications Inc</th>\n","      <td>-0.06</td>\n","      <td>-0.05</td>\n","      <td>-0.06</td>\n","      <td>-3.92</td>\n","    </tr>\n","    <tr>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <td>-0.62</td>\n","      <td>-0.69</td>\n","      <td>-0.55</td>\n","      <td>-22.64</td>\n","    </tr>\n","    <tr>\n","      <th>Walmart Inc</th>\n","      <td>0.64</td>\n","      <td>0.67</td>\n","      <td>0.59</td>\n","      <td>14.04</td>\n","    </tr>\n","    <tr>\n","      <th>Exxon Mobil Corp</th>\n","      <td>-0.21</td>\n","      <td>-0.24</td>\n","      <td>-0.18</td>\n","      <td>-33.16</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                      Confirmed  ...  2020-07-24 00:00:00\n","Apple Inc                                  0.82  ...                17.20\n","American Express Co                       -0.26  ...               -26.77\n","Boeing Co                                 -0.33  ...               -43.43\n","Caterpillar Inc                            0.34  ...                -1.93\n","Cisco Systems Inc                          0.48  ...                -3.79\n","Chevron Corp                              -0.04  ...               -18.05\n","Walt Disney Co                            -0.03  ...               -18.33\n","Dow Inc                                    0.26  ...               -13.33\n","Goldman Sachs Group Inc                    0.12  ...               -17.44\n","Home Depot Inc                             0.64  ...                15.36\n","International Business Machines Corp      -0.14  ...               -10.48\n","Intel Corp                                 0.08  ...               -18.50\n","Johnson & Johnson                          0.26  ...                 1.25\n","JPMorgan Chase & Co                       -0.34  ...               -26.64\n","Coca-Cola Co                              -0.42  ...               -14.32\n","McDonalds Corp                            -0.01  ...                -4.80\n","3M Co                                      0.35  ...                -8.51\n","Merck & Co Inc                            -0.13  ...               -12.60\n","Microsoft Corp                             0.83  ...                22.16\n","Nike Inc                                   0.40  ...                -5.30\n","Pfizer Inc                                 0.07  ...                -4.39\n","Procter & Gamble Co                        0.26  ...                 1.62\n","Travelers Companies Inc                   -0.02  ...               -15.20\n","UnitedHealth Group Inc                     0.54  ...                 0.93\n","United Technologies Corp                  -0.80  ...                 0.00\n","Visa Inc                                   0.30  ...                -5.84\n","Verizon Communications Inc                -0.06  ...                -3.92\n","Walgreens Boots Alliance Inc              -0.62  ...               -22.64\n","Walmart Inc                                0.64  ...                14.04\n","Exxon Mobil Corp                          -0.21  ...               -33.16\n","\n","[30 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":97}]},{"cell_type":"code","metadata":{"id":"1IoWrWyM-YK5","executionInfo":{"status":"ok","timestamp":1602172316557,"user_tz":360,"elapsed":6886,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"07a3ad0f-c26a-4abb-f2fd-27c4bb609b72","colab":{"base_uri":"https://localhost:8080/","height":935}},"source":["# Rename Columns\n","corr_loss.columns = ['Confirmed', 'Deaths', 'Recovered', '% Loss']\n","corr_loss"],"execution_count":98,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>% Loss</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Apple Inc</th>\n","      <td>0.82</td>\n","      <td>0.78</td>\n","      <td>0.83</td>\n","      <td>17.20</td>\n","    </tr>\n","    <tr>\n","      <th>American Express Co</th>\n","      <td>-0.26</td>\n","      <td>-0.32</td>\n","      <td>-0.19</td>\n","      <td>-26.77</td>\n","    </tr>\n","    <tr>\n","      <th>Boeing Co</th>\n","      <td>-0.33</td>\n","      <td>-0.41</td>\n","      <td>-0.24</td>\n","      <td>-43.43</td>\n","    </tr>\n","    <tr>\n","      <th>Caterpillar Inc</th>\n","      <td>0.34</td>\n","      <td>0.26</td>\n","      <td>0.39</td>\n","      <td>-1.93</td>\n","    </tr>\n","    <tr>\n","      <th>Cisco Systems Inc</th>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>-3.79</td>\n","    </tr>\n","    <tr>\n","      <th>Chevron Corp</th>\n","      <td>-0.04</td>\n","      <td>-0.03</td>\n","      <td>-0.02</td>\n","      <td>-18.05</td>\n","    </tr>\n","    <tr>\n","      <th>Walt Disney Co</th>\n","      <td>-0.03</td>\n","      <td>-0.08</td>\n","      <td>0.02</td>\n","      <td>-18.33</td>\n","    </tr>\n","    <tr>\n","      <th>Dow Inc</th>\n","      <td>0.26</td>\n","      <td>0.21</td>\n","      <td>0.30</td>\n","      <td>-13.33</td>\n","    </tr>\n","    <tr>\n","      <th>Goldman Sachs Group Inc</th>\n","      <td>0.12</td>\n","      <td>0.07</td>\n","      <td>0.17</td>\n","      <td>-17.44</td>\n","    </tr>\n","    <tr>\n","      <th>Home Depot Inc</th>\n","      <td>0.64</td>\n","      <td>0.65</td>\n","      <td>0.64</td>\n","      <td>15.36</td>\n","    </tr>\n","    <tr>\n","      <th>International Business Machines Corp</th>\n","      <td>-0.14</td>\n","      <td>-0.17</td>\n","      <td>-0.11</td>\n","      <td>-10.48</td>\n","    </tr>\n","    <tr>\n","      <th>Intel Corp</th>\n","      <td>0.08</td>\n","      <td>0.11</td>\n","      <td>0.06</td>\n","      <td>-18.50</td>\n","    </tr>\n","    <tr>\n","      <th>Johnson &amp; Johnson</th>\n","      <td>0.26</td>\n","      <td>0.31</td>\n","      <td>0.22</td>\n","      <td>1.25</td>\n","    </tr>\n","    <tr>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <td>-0.34</td>\n","      <td>-0.41</td>\n","      <td>-0.27</td>\n","      <td>-26.64</td>\n","    </tr>\n","    <tr>\n","      <th>Coca-Cola Co</th>\n","      <td>-0.42</td>\n","      <td>-0.49</td>\n","      <td>-0.35</td>\n","      <td>-14.32</td>\n","    </tr>\n","    <tr>\n","      <th>McDonalds Corp</th>\n","      <td>-0.01</td>\n","      <td>-0.05</td>\n","      <td>0.03</td>\n","      <td>-4.80</td>\n","    </tr>\n","    <tr>\n","      <th>3M Co</th>\n","      <td>0.35</td>\n","      <td>0.33</td>\n","      <td>0.37</td>\n","      <td>-8.51</td>\n","    </tr>\n","    <tr>\n","      <th>Merck &amp; Co Inc</th>\n","      <td>-0.13</td>\n","      <td>-0.14</td>\n","      <td>-0.11</td>\n","      <td>-12.60</td>\n","    </tr>\n","    <tr>\n","      <th>Microsoft Corp</th>\n","      <td>0.83</td>\n","      <td>0.83</td>\n","      <td>0.82</td>\n","      <td>22.16</td>\n","    </tr>\n","    <tr>\n","      <th>Nike Inc</th>\n","      <td>0.40</td>\n","      <td>0.40</td>\n","      <td>0.41</td>\n","      <td>-5.30</td>\n","    </tr>\n","    <tr>\n","      <th>Pfizer Inc</th>\n","      <td>0.07</td>\n","      <td>0.12</td>\n","      <td>0.03</td>\n","      <td>-4.39</td>\n","    </tr>\n","    <tr>\n","      <th>Procter &amp; Gamble Co</th>\n","      <td>0.26</td>\n","      <td>0.18</td>\n","      <td>0.31</td>\n","      <td>1.62</td>\n","    </tr>\n","    <tr>\n","      <th>Travelers Companies Inc</th>\n","      <td>-0.02</td>\n","      <td>-0.11</td>\n","      <td>0.06</td>\n","      <td>-15.20</td>\n","    </tr>\n","    <tr>\n","      <th>UnitedHealth Group Inc</th>\n","      <td>0.54</td>\n","      <td>0.58</td>\n","      <td>0.52</td>\n","      <td>0.93</td>\n","    </tr>\n","    <tr>\n","      <th>United Technologies Corp</th>\n","      <td>-0.80</td>\n","      <td>-0.77</td>\n","      <td>-0.89</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>Visa Inc</th>\n","      <td>0.30</td>\n","      <td>0.28</td>\n","      <td>0.32</td>\n","      <td>-5.84</td>\n","    </tr>\n","    <tr>\n","      <th>Verizon Communications Inc</th>\n","      <td>-0.06</td>\n","      <td>-0.05</td>\n","      <td>-0.06</td>\n","      <td>-3.92</td>\n","    </tr>\n","    <tr>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <td>-0.62</td>\n","      <td>-0.69</td>\n","      <td>-0.55</td>\n","      <td>-22.64</td>\n","    </tr>\n","    <tr>\n","      <th>Walmart Inc</th>\n","      <td>0.64</td>\n","      <td>0.67</td>\n","      <td>0.59</td>\n","      <td>14.04</td>\n","    </tr>\n","    <tr>\n","      <th>Exxon Mobil Corp</th>\n","      <td>-0.21</td>\n","      <td>-0.24</td>\n","      <td>-0.18</td>\n","      <td>-33.16</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                      Confirmed  Deaths  Recovered  % Loss\n","Apple Inc                                  0.82    0.78       0.83   17.20\n","American Express Co                       -0.26   -0.32      -0.19  -26.77\n","Boeing Co                                 -0.33   -0.41      -0.24  -43.43\n","Caterpillar Inc                            0.34    0.26       0.39   -1.93\n","Cisco Systems Inc                          0.48    0.48       0.48   -3.79\n","Chevron Corp                              -0.04   -0.03      -0.02  -18.05\n","Walt Disney Co                            -0.03   -0.08       0.02  -18.33\n","Dow Inc                                    0.26    0.21       0.30  -13.33\n","Goldman Sachs Group Inc                    0.12    0.07       0.17  -17.44\n","Home Depot Inc                             0.64    0.65       0.64   15.36\n","International Business Machines Corp      -0.14   -0.17      -0.11  -10.48\n","Intel Corp                                 0.08    0.11       0.06  -18.50\n","Johnson & Johnson                          0.26    0.31       0.22    1.25\n","JPMorgan Chase & Co                       -0.34   -0.41      -0.27  -26.64\n","Coca-Cola Co                              -0.42   -0.49      -0.35  -14.32\n","McDonalds Corp                            -0.01   -0.05       0.03   -4.80\n","3M Co                                      0.35    0.33       0.37   -8.51\n","Merck & Co Inc                            -0.13   -0.14      -0.11  -12.60\n","Microsoft Corp                             0.83    0.83       0.82   22.16\n","Nike Inc                                   0.40    0.40       0.41   -5.30\n","Pfizer Inc                                 0.07    0.12       0.03   -4.39\n","Procter & Gamble Co                        0.26    0.18       0.31    1.62\n","Travelers Companies Inc                   -0.02   -0.11       0.06  -15.20\n","UnitedHealth Group Inc                     0.54    0.58       0.52    0.93\n","United Technologies Corp                  -0.80   -0.77      -0.89    0.00\n","Visa Inc                                   0.30    0.28       0.32   -5.84\n","Verizon Communications Inc                -0.06   -0.05      -0.06   -3.92\n","Walgreens Boots Alliance Inc              -0.62   -0.69      -0.55  -22.64\n","Walmart Inc                                0.64    0.67       0.59   14.04\n","Exxon Mobil Corp                          -0.21   -0.24      -0.18  -33.16"]},"metadata":{"tags":[]},"execution_count":98}]},{"cell_type":"code","metadata":{"id":"h_BKqllXBHA8","executionInfo":{"status":"ok","timestamp":1602172316557,"user_tz":360,"elapsed":6871,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["corr_loss = corr_loss.round(decimals=2)"],"execution_count":99,"outputs":[]},{"cell_type":"code","metadata":{"id":"X9y275S0_rIP","executionInfo":{"status":"ok","timestamp":1602172316558,"user_tz":360,"elapsed":6862,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["corr_loss[['Confirmed', 'Deaths', 'Recovered']] = corr_loss[['Confirmed', 'Deaths', 'Recovered']].astype(str)"],"execution_count":100,"outputs":[]},{"cell_type":"code","metadata":{"id":"Hx3TQnZk_6ku","executionInfo":{"status":"ok","timestamp":1602172316558,"user_tz":360,"elapsed":6852,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Set default format for float to percentage\n","pd.options.display.float_format = '{:.2f}%'.format"],"execution_count":101,"outputs":[]},{"cell_type":"code","metadata":{"id":"aE7pbw04AE9Y","executionInfo":{"status":"ok","timestamp":1602172316558,"user_tz":360,"elapsed":6843,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"86ff9eb2-2cc9-4d41-d00f-839a25a99229","colab":{"base_uri":"https://localhost:8080/","height":935}},"source":["corr_loss"],"execution_count":102,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>% Loss</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Apple Inc</th>\n","      <td>0.82</td>\n","      <td>0.78</td>\n","      <td>0.83</td>\n","      <td>17.20%</td>\n","    </tr>\n","    <tr>\n","      <th>American Express Co</th>\n","      <td>-0.26</td>\n","      <td>-0.32</td>\n","      <td>-0.19</td>\n","      <td>-26.77%</td>\n","    </tr>\n","    <tr>\n","      <th>Boeing Co</th>\n","      <td>-0.33</td>\n","      <td>-0.41</td>\n","      <td>-0.24</td>\n","      <td>-43.43%</td>\n","    </tr>\n","    <tr>\n","      <th>Caterpillar Inc</th>\n","      <td>0.34</td>\n","      <td>0.26</td>\n","      <td>0.39</td>\n","      <td>-1.93%</td>\n","    </tr>\n","    <tr>\n","      <th>Cisco Systems Inc</th>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>-3.79%</td>\n","    </tr>\n","    <tr>\n","      <th>Chevron Corp</th>\n","      <td>-0.04</td>\n","      <td>-0.03</td>\n","      <td>-0.02</td>\n","      <td>-18.05%</td>\n","    </tr>\n","    <tr>\n","      <th>Walt Disney Co</th>\n","      <td>-0.03</td>\n","      <td>-0.08</td>\n","      <td>0.02</td>\n","      <td>-18.33%</td>\n","    </tr>\n","    <tr>\n","      <th>Dow Inc</th>\n","      <td>0.26</td>\n","      <td>0.21</td>\n","      <td>0.3</td>\n","      <td>-13.33%</td>\n","    </tr>\n","    <tr>\n","      <th>Goldman Sachs Group Inc</th>\n","      <td>0.12</td>\n","      <td>0.07</td>\n","      <td>0.17</td>\n","      <td>-17.44%</td>\n","    </tr>\n","    <tr>\n","      <th>Home Depot Inc</th>\n","      <td>0.64</td>\n","      <td>0.65</td>\n","      <td>0.64</td>\n","      <td>15.36%</td>\n","    </tr>\n","    <tr>\n","      <th>International Business Machines Corp</th>\n","      <td>-0.14</td>\n","      <td>-0.17</td>\n","      <td>-0.11</td>\n","      <td>-10.48%</td>\n","    </tr>\n","    <tr>\n","      <th>Intel Corp</th>\n","      <td>0.08</td>\n","      <td>0.11</td>\n","      <td>0.06</td>\n","      <td>-18.50%</td>\n","    </tr>\n","    <tr>\n","      <th>Johnson &amp; Johnson</th>\n","      <td>0.26</td>\n","      <td>0.31</td>\n","      <td>0.22</td>\n","      <td>1.25%</td>\n","    </tr>\n","    <tr>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <td>-0.34</td>\n","      <td>-0.41</td>\n","      <td>-0.27</td>\n","      <td>-26.64%</td>\n","    </tr>\n","    <tr>\n","      <th>Coca-Cola Co</th>\n","      <td>-0.42</td>\n","      <td>-0.49</td>\n","      <td>-0.35</td>\n","      <td>-14.32%</td>\n","    </tr>\n","    <tr>\n","      <th>McDonalds Corp</th>\n","      <td>-0.01</td>\n","      <td>-0.05</td>\n","      <td>0.03</td>\n","      <td>-4.80%</td>\n","    </tr>\n","    <tr>\n","      <th>3M Co</th>\n","      <td>0.35</td>\n","      <td>0.33</td>\n","      <td>0.37</td>\n","      <td>-8.51%</td>\n","    </tr>\n","    <tr>\n","      <th>Merck &amp; Co Inc</th>\n","      <td>-0.13</td>\n","      <td>-0.14</td>\n","      <td>-0.11</td>\n","      <td>-12.60%</td>\n","    </tr>\n","    <tr>\n","      <th>Microsoft Corp</th>\n","      <td>0.83</td>\n","      <td>0.83</td>\n","      <td>0.82</td>\n","      <td>22.16%</td>\n","    </tr>\n","    <tr>\n","      <th>Nike Inc</th>\n","      <td>0.4</td>\n","      <td>0.4</td>\n","      <td>0.41</td>\n","      <td>-5.30%</td>\n","    </tr>\n","    <tr>\n","      <th>Pfizer Inc</th>\n","      <td>0.07</td>\n","      <td>0.12</td>\n","      <td>0.03</td>\n","      <td>-4.39%</td>\n","    </tr>\n","    <tr>\n","      <th>Procter &amp; Gamble Co</th>\n","      <td>0.26</td>\n","      <td>0.18</td>\n","      <td>0.31</td>\n","      <td>1.62%</td>\n","    </tr>\n","    <tr>\n","      <th>Travelers Companies Inc</th>\n","      <td>-0.02</td>\n","      <td>-0.11</td>\n","      <td>0.06</td>\n","      <td>-15.20%</td>\n","    </tr>\n","    <tr>\n","      <th>UnitedHealth Group Inc</th>\n","      <td>0.54</td>\n","      <td>0.58</td>\n","      <td>0.52</td>\n","      <td>0.93%</td>\n","    </tr>\n","    <tr>\n","      <th>United Technologies Corp</th>\n","      <td>-0.8</td>\n","      <td>-0.77</td>\n","      <td>-0.89</td>\n","      <td>0.00%</td>\n","    </tr>\n","    <tr>\n","      <th>Visa Inc</th>\n","      <td>0.3</td>\n","      <td>0.28</td>\n","      <td>0.32</td>\n","      <td>-5.84%</td>\n","    </tr>\n","    <tr>\n","      <th>Verizon Communications Inc</th>\n","      <td>-0.06</td>\n","      <td>-0.05</td>\n","      <td>-0.06</td>\n","      <td>-3.92%</td>\n","    </tr>\n","    <tr>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <td>-0.62</td>\n","      <td>-0.69</td>\n","      <td>-0.55</td>\n","      <td>-22.64%</td>\n","    </tr>\n","    <tr>\n","      <th>Walmart Inc</th>\n","      <td>0.64</td>\n","      <td>0.67</td>\n","      <td>0.59</td>\n","      <td>14.04%</td>\n","    </tr>\n","    <tr>\n","      <th>Exxon Mobil Corp</th>\n","      <td>-0.21</td>\n","      <td>-0.24</td>\n","      <td>-0.18</td>\n","      <td>-33.16%</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                     Confirmed Deaths Recovered  % Loss\n","Apple Inc                                 0.82   0.78      0.83  17.20%\n","American Express Co                      -0.26  -0.32     -0.19 -26.77%\n","Boeing Co                                -0.33  -0.41     -0.24 -43.43%\n","Caterpillar Inc                           0.34   0.26      0.39  -1.93%\n","Cisco Systems Inc                         0.48   0.48      0.48  -3.79%\n","Chevron Corp                             -0.04  -0.03     -0.02 -18.05%\n","Walt Disney Co                           -0.03  -0.08      0.02 -18.33%\n","Dow Inc                                   0.26   0.21       0.3 -13.33%\n","Goldman Sachs Group Inc                   0.12   0.07      0.17 -17.44%\n","Home Depot Inc                            0.64   0.65      0.64  15.36%\n","International Business Machines Corp     -0.14  -0.17     -0.11 -10.48%\n","Intel Corp                                0.08   0.11      0.06 -18.50%\n","Johnson & Johnson                         0.26   0.31      0.22   1.25%\n","JPMorgan Chase & Co                      -0.34  -0.41     -0.27 -26.64%\n","Coca-Cola Co                             -0.42  -0.49     -0.35 -14.32%\n","McDonalds Corp                           -0.01  -0.05      0.03  -4.80%\n","3M Co                                     0.35   0.33      0.37  -8.51%\n","Merck & Co Inc                           -0.13  -0.14     -0.11 -12.60%\n","Microsoft Corp                            0.83   0.83      0.82  22.16%\n","Nike Inc                                   0.4    0.4      0.41  -5.30%\n","Pfizer Inc                                0.07   0.12      0.03  -4.39%\n","Procter & Gamble Co                       0.26   0.18      0.31   1.62%\n","Travelers Companies Inc                  -0.02  -0.11      0.06 -15.20%\n","UnitedHealth Group Inc                    0.54   0.58      0.52   0.93%\n","United Technologies Corp                  -0.8  -0.77     -0.89   0.00%\n","Visa Inc                                   0.3   0.28      0.32  -5.84%\n","Verizon Communications Inc               -0.06  -0.05     -0.06  -3.92%\n","Walgreens Boots Alliance Inc             -0.62  -0.69     -0.55 -22.64%\n","Walmart Inc                               0.64   0.67      0.59  14.04%\n","Exxon Mobil Corp                         -0.21  -0.24     -0.18 -33.16%"]},"metadata":{"tags":[]},"execution_count":102}]},{"cell_type":"code","metadata":{"id":"2h2G9ol0BZun","executionInfo":{"status":"ok","timestamp":1602172316559,"user_tz":360,"elapsed":6830,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"41861770-079a-4488-a91c-2eb1e2e0188a","colab":{"base_uri":"https://localhost:8080/","height":935}},"source":["# Sort by % Loss Highest to Lowest\n","corr_loss = corr_loss.sort_values('% Loss', ascending=True)\n","corr_loss"],"execution_count":103,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Confirmed</th>\n","      <th>Deaths</th>\n","      <th>Recovered</th>\n","      <th>% Loss</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Boeing Co</th>\n","      <td>-0.33</td>\n","      <td>-0.41</td>\n","      <td>-0.24</td>\n","      <td>-43.43%</td>\n","    </tr>\n","    <tr>\n","      <th>Exxon Mobil Corp</th>\n","      <td>-0.21</td>\n","      <td>-0.24</td>\n","      <td>-0.18</td>\n","      <td>-33.16%</td>\n","    </tr>\n","    <tr>\n","      <th>American Express Co</th>\n","      <td>-0.26</td>\n","      <td>-0.32</td>\n","      <td>-0.19</td>\n","      <td>-26.77%</td>\n","    </tr>\n","    <tr>\n","      <th>JPMorgan Chase &amp; Co</th>\n","      <td>-0.34</td>\n","      <td>-0.41</td>\n","      <td>-0.27</td>\n","      <td>-26.64%</td>\n","    </tr>\n","    <tr>\n","      <th>Walgreens Boots Alliance Inc</th>\n","      <td>-0.62</td>\n","      <td>-0.69</td>\n","      <td>-0.55</td>\n","      <td>-22.64%</td>\n","    </tr>\n","    <tr>\n","      <th>Intel Corp</th>\n","      <td>0.08</td>\n","      <td>0.11</td>\n","      <td>0.06</td>\n","      <td>-18.50%</td>\n","    </tr>\n","    <tr>\n","      <th>Walt Disney Co</th>\n","      <td>-0.03</td>\n","      <td>-0.08</td>\n","      <td>0.02</td>\n","      <td>-18.33%</td>\n","    </tr>\n","    <tr>\n","      <th>Chevron Corp</th>\n","      <td>-0.04</td>\n","      <td>-0.03</td>\n","      <td>-0.02</td>\n","      <td>-18.05%</td>\n","    </tr>\n","    <tr>\n","      <th>Goldman Sachs Group Inc</th>\n","      <td>0.12</td>\n","      <td>0.07</td>\n","      <td>0.17</td>\n","      <td>-17.44%</td>\n","    </tr>\n","    <tr>\n","      <th>Travelers Companies Inc</th>\n","      <td>-0.02</td>\n","      <td>-0.11</td>\n","      <td>0.06</td>\n","      <td>-15.20%</td>\n","    </tr>\n","    <tr>\n","      <th>Coca-Cola Co</th>\n","      <td>-0.42</td>\n","      <td>-0.49</td>\n","      <td>-0.35</td>\n","      <td>-14.32%</td>\n","    </tr>\n","    <tr>\n","      <th>Dow Inc</th>\n","      <td>0.26</td>\n","      <td>0.21</td>\n","      <td>0.3</td>\n","      <td>-13.33%</td>\n","    </tr>\n","    <tr>\n","      <th>Merck &amp; Co Inc</th>\n","      <td>-0.13</td>\n","      <td>-0.14</td>\n","      <td>-0.11</td>\n","      <td>-12.60%</td>\n","    </tr>\n","    <tr>\n","      <th>International Business Machines Corp</th>\n","      <td>-0.14</td>\n","      <td>-0.17</td>\n","      <td>-0.11</td>\n","      <td>-10.48%</td>\n","    </tr>\n","    <tr>\n","      <th>3M Co</th>\n","      <td>0.35</td>\n","      <td>0.33</td>\n","      <td>0.37</td>\n","      <td>-8.51%</td>\n","    </tr>\n","    <tr>\n","      <th>Visa Inc</th>\n","      <td>0.3</td>\n","      <td>0.28</td>\n","      <td>0.32</td>\n","      <td>-5.84%</td>\n","    </tr>\n","    <tr>\n","      <th>Nike Inc</th>\n","      <td>0.4</td>\n","      <td>0.4</td>\n","      <td>0.41</td>\n","      <td>-5.30%</td>\n","    </tr>\n","    <tr>\n","      <th>McDonalds Corp</th>\n","      <td>-0.01</td>\n","      <td>-0.05</td>\n","      <td>0.03</td>\n","      <td>-4.80%</td>\n","    </tr>\n","    <tr>\n","      <th>Pfizer Inc</th>\n","      <td>0.07</td>\n","      <td>0.12</td>\n","      <td>0.03</td>\n","      <td>-4.39%</td>\n","    </tr>\n","    <tr>\n","      <th>Verizon Communications Inc</th>\n","      <td>-0.06</td>\n","      <td>-0.05</td>\n","      <td>-0.06</td>\n","      <td>-3.92%</td>\n","    </tr>\n","    <tr>\n","      <th>Cisco Systems Inc</th>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>0.48</td>\n","      <td>-3.79%</td>\n","    </tr>\n","    <tr>\n","      <th>Caterpillar Inc</th>\n","      <td>0.34</td>\n","      <td>0.26</td>\n","      <td>0.39</td>\n","      <td>-1.93%</td>\n","    </tr>\n","    <tr>\n","      <th>United Technologies Corp</th>\n","      <td>-0.8</td>\n","      <td>-0.77</td>\n","      <td>-0.89</td>\n","      <td>0.00%</td>\n","    </tr>\n","    <tr>\n","      <th>UnitedHealth Group Inc</th>\n","      <td>0.54</td>\n","      <td>0.58</td>\n","      <td>0.52</td>\n","      <td>0.93%</td>\n","    </tr>\n","    <tr>\n","      <th>Johnson &amp; Johnson</th>\n","      <td>0.26</td>\n","      <td>0.31</td>\n","      <td>0.22</td>\n","      <td>1.25%</td>\n","    </tr>\n","    <tr>\n","      <th>Procter &amp; Gamble Co</th>\n","      <td>0.26</td>\n","      <td>0.18</td>\n","      <td>0.31</td>\n","      <td>1.62%</td>\n","    </tr>\n","    <tr>\n","      <th>Walmart Inc</th>\n","      <td>0.64</td>\n","      <td>0.67</td>\n","      <td>0.59</td>\n","      <td>14.04%</td>\n","    </tr>\n","    <tr>\n","      <th>Home Depot Inc</th>\n","      <td>0.64</td>\n","      <td>0.65</td>\n","      <td>0.64</td>\n","      <td>15.36%</td>\n","    </tr>\n","    <tr>\n","      <th>Apple Inc</th>\n","      <td>0.82</td>\n","      <td>0.78</td>\n","      <td>0.83</td>\n","      <td>17.20%</td>\n","    </tr>\n","    <tr>\n","      <th>Microsoft Corp</th>\n","      <td>0.83</td>\n","      <td>0.83</td>\n","      <td>0.82</td>\n","      <td>22.16%</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                     Confirmed Deaths Recovered  % Loss\n","Boeing Co                                -0.33  -0.41     -0.24 -43.43%\n","Exxon Mobil Corp                         -0.21  -0.24     -0.18 -33.16%\n","American Express Co                      -0.26  -0.32     -0.19 -26.77%\n","JPMorgan Chase & Co                      -0.34  -0.41     -0.27 -26.64%\n","Walgreens Boots Alliance Inc             -0.62  -0.69     -0.55 -22.64%\n","Intel Corp                                0.08   0.11      0.06 -18.50%\n","Walt Disney Co                           -0.03  -0.08      0.02 -18.33%\n","Chevron Corp                             -0.04  -0.03     -0.02 -18.05%\n","Goldman Sachs Group Inc                   0.12   0.07      0.17 -17.44%\n","Travelers Companies Inc                  -0.02  -0.11      0.06 -15.20%\n","Coca-Cola Co                             -0.42  -0.49     -0.35 -14.32%\n","Dow Inc                                   0.26   0.21       0.3 -13.33%\n","Merck & Co Inc                           -0.13  -0.14     -0.11 -12.60%\n","International Business Machines Corp     -0.14  -0.17     -0.11 -10.48%\n","3M Co                                     0.35   0.33      0.37  -8.51%\n","Visa Inc                                   0.3   0.28      0.32  -5.84%\n","Nike Inc                                   0.4    0.4      0.41  -5.30%\n","McDonalds Corp                           -0.01  -0.05      0.03  -4.80%\n","Pfizer Inc                                0.07   0.12      0.03  -4.39%\n","Verizon Communications Inc               -0.06  -0.05     -0.06  -3.92%\n","Cisco Systems Inc                         0.48   0.48      0.48  -3.79%\n","Caterpillar Inc                           0.34   0.26      0.39  -1.93%\n","United Technologies Corp                  -0.8  -0.77     -0.89   0.00%\n","UnitedHealth Group Inc                    0.54   0.58      0.52   0.93%\n","Johnson & Johnson                         0.26   0.31      0.22   1.25%\n","Procter & Gamble Co                       0.26   0.18      0.31   1.62%\n","Walmart Inc                               0.64   0.67      0.59  14.04%\n","Home Depot Inc                            0.64   0.65      0.64  15.36%\n","Apple Inc                                 0.82   0.78      0.83  17.20%\n","Microsoft Corp                            0.83   0.83      0.82  22.16%"]},"metadata":{"tags":[]},"execution_count":103}]},{"cell_type":"code","metadata":{"id":"RABa83E1qm2L","executionInfo":{"status":"ok","timestamp":1602172316737,"user_tz":360,"elapsed":6994,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"6d613eaa-7c73-48db-8d1c-20ab412d6f27","colab":{"base_uri":"https://localhost:8080/","height":303}},"source":["ax = sns.heatmap(\n","    CDR_corr, \n","    vmin=-1, vmax=1, center=0,\n","    cmap=sns.diverging_palette(20, 220, n=200),\n","    square=True\n",")\n","ax.set_xticklabels(\n","    ax.get_xticklabels(),\n","    rotation=45,\n","    horizontalalignment='right'\n",");"],"execution_count":104,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"xD5v1ntaLsd6","executionInfo":{"status":"ok","timestamp":1602172316738,"user_tz":360,"elapsed":6984,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}}},"source":["# Set default format for float to percentage\n","pd.options.display.float_format = '{:.2f}'.format"],"execution_count":105,"outputs":[]},{"cell_type":"code","metadata":{"id":"uHg7XpqHXqum","executionInfo":{"status":"ok","timestamp":1602172316922,"user_tz":360,"elapsed":7157,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"6c0f6795-e9ef-45f1-db76-195a720d2691","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["# Confirmed and Walmart Correlation Coefficient and p-value\n","stats.pearsonr(covid_yfinance_df['Confirmed'], covid_yfinance_df['Walmart Inc'])"],"execution_count":106,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.6381779378290088, 4.128898077558587e-16)"]},"metadata":{"tags":[]},"execution_count":106}]},{"cell_type":"markdown","metadata":{"id":"-2-QLZ4zh-_l"},"source":["There is not a statistical significance between Confirmed cases and Walmart Inc due to the p-value being near .5 and a correlation coefficient of -.099 which indicates a slight negative correlation.\n","\n","Walmart has a stock loss of 2.65%"]},{"cell_type":"code","metadata":{"id":"N434gdk0YvRM","executionInfo":{"status":"ok","timestamp":1602172316922,"user_tz":360,"elapsed":7145,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"f83aa27a-f13d-49a7-d0cd-f7a81d31eb4d","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["# Confirmed and Microsoft correlation coefficient and p-value\n","stats.pearsonr(covid_yfinance_df['Confirmed'], covid_yfinance_df['Microsoft Corp'])"],"execution_count":107,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.8318050454932888, 2.8815803189995143e-34)"]},"metadata":{"tags":[]},"execution_count":107}]},{"cell_type":"markdown","metadata":{"id":"UCwUzW73il-h"},"source":["There is a statistical significance between Confirmed and Microsoft Corp due to the p-value being so small and a correlation coefficient of -.463 which indicates a negative correlation.\n","\n","Microsoft has a stock loss of 6.04%"]},{"cell_type":"code","metadata":{"id":"VHO-CRCgZl5m","executionInfo":{"status":"ok","timestamp":1602172316923,"user_tz":360,"elapsed":7135,"user":{"displayName":"Derek P","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiOInGF7ScEhOBVGmT9vrwOk_kmnSD_Vj1RlRcB=s64","userId":"17154051474045058997"}},"outputId":"904e1eb8-a385-4570-96ed-954336b1533d","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["# Confirmed and Boeing correlation coefficient and p-value\n","stats.pearsonr(covid_yfinance_df['Confirmed'], covid_yfinance_df['Boeing Co'])"],"execution_count":108,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(-0.32557372542639634, 0.00016660012669797688)"]},"metadata":{"tags":[]},"execution_count":108}]},{"cell_type":"markdown","metadata":{"id":"8G2b-DWcjEyi"},"source":["There is a statistical significance between saleprice and lotarea due to the p-value being so small and a correlation coefficient of -.699 which indicates a strong negative correlation.\n","\n","Boeing has a stock loss of 59.87%"]},{"cell_type":"markdown","metadata":{"id":"emUWON_atzJx"},"source":["# Stocks with least correlation to the infection rate of the coronavirus(covid-19) also have least drop in stock price.\n","\n","Walmart has the least correlation and % stock market loss\n","\n","Boeing has the highest correlation and % stock market loss"]},{"cell_type":"markdown","metadata":{"id":"wodx3bunjzt7"},"source":["## Next Steps:\n","\n","1. Evaluate which sectors/markets have the highest correlation to covid-19 infection rate\n","2. Input all of S&P 500 stocks into dataframe"]}]}