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GitHub Repository: DanielBarnes18/IBM-Data-Science-Professional-Certificate
 Path: blob/main/05. Python Project for Data Science/Final Assignment.ipynb
Views: 4509
Kernel: Python 3
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Extracting and Visualizing Stock Data

Description

Extracting essential data from a dataset and displaying it is a necessary part of data science; therefore individuals can make correct decisions based on the data. This assignment involves extraction of stock data, and displaying this data in a graph.

Table of Contents

  • Define a Function that Makes a Graph
  • Perform the following operations:
    1. Use yfinance to Extract Stock Data
    2. Use Webscraping to Extract Tesla Revenue Data
    3. Use yfinance to Extract Stock Data
    4. Use Webscraping to Extract GME Revenue Data
    5. Plot Tesla Stock Graph
    6. Plot GameStop Stock Graph
#Installed once, commented out so that subsequent runs do not install again

#!python -m pip install yfinance
#!python -m pip install pandas
#!python -m pip install requests
#!python -m pip install bs4
#!python -m pip install plotly

import yfinance as yf
import pandas as pd
import requests
from bs4 import BeautifulSoup
import plotly.graph_objects as go
from plotly.subplots import make_subplots

Define Graphing Function

In this section, we define the function make_graph. It takes a dataframe with stock data (containing Date and Close columns), a dataframe with revenue data (containing Date and Revenue columns), and the name of the stock.

def make_graph(stock_data, revenue_data, stock):
    fig = make_subplots(rows=2, cols=1, shared_xaxes=True, subplot_titles=("Historical Share Price", "Historical Revenue"), vertical_spacing = .3)
    fig.add_trace(go.Scatter(x=pd.to_datetime(stock_data.Date, infer_datetime_format=True), y=stock_data.Close.astype("float"), name="Share Price"), row=1, col=1)
    fig.add_trace(go.Scatter(x=pd.to_datetime(revenue_data.Date, infer_datetime_format=True), y=revenue_data.Revenue.astype("float"), name="Revenue"), row=2, col=1)
    fig.update_xaxes(title_text="Date", row=1, col=1)
    fig.update_xaxes(title_text="Date", row=2, col=1)
    fig.update_yaxes(title_text="Price ($US)", row=1, col=1)
    fig.update_yaxes(title_text="Revenue ($US Millions)", row=2, col=1)
    fig.update_layout(showlegend=False,
    height=900,
    title=stock,
    xaxis_rangeslider_visible=True)
    fig.show()

Question 1: Use yfinance to Extract Stock Data

Using the Ticker function enter the ticker symbol of the stock we want to extract data on to create a ticker object. The stock is Tesla and its ticker symbol is TSLA.

tesla = yf.Ticker('TSLA')

Using the ticker object and the function history extract stock information and save it in a dataframe named tesla_data. Set the period parameter to max so we get information for the maximum amount of time.

tesla_data = tesla.history(period="max")

Reset the index using the reset_index(inplace=True) function on the tesla_data DataFrame and display the first five rows of the tesla_data dataframe using the head function. Take a screenshot of the results and code from the beginning of Question 1 to the results below.

tesla_data.reset_index(inplace=True)
tesla_data.head(5)

Question 2: Use Webscraping to Extract Tesla Revenue Data

Use the requests library to download the webpage https://www.macrotrends.net/stocks/charts/TSLA/tesla/revenue. Save the text of the response as a variable named html_data.

url = "https://www.macrotrends.net/stocks/charts/TSLA/tesla/revenue"
html_data = requests.get(url).text

Parse the html data using beautiful_soup.

soup = BeautifulSoup(html_data, "html5lib")
print(soup.prettify())
<!DOCTYPE html> <!--[if lt IE 7]> <html class="no-js lt-ie9 lt-ie8 lt-ie7"> <![endif]--> <!--[if IE 7]> <html class="no-js lt-ie9 lt-ie8"> <![endif]--> <!--[if IE 8]> <html class="no-js lt-ie9"> <![endif]--> <!--[if gt IE 8]><!--> <html class="no-js"> <!--<![endif]--> <head> <meta charset="utf-8"/> <meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/> <link href="https://www.macrotrends.net/stocks/charts/TSLA/tesla/revenue" rel="canonical"/> <title> Tesla Revenue 2009-2021 | TSLA | MacroTrends </title> <meta content="Tesla annual/quarterly revenue history and growth rate from 2009 to 2021. Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. &lt;ul style='margin-top:10px;'&gt; &lt;li&gt;Tesla revenue for the quarter ending September 30, 2021 was &lt;strong&gt;$13.757B&lt;/strong&gt;, a &lt;strong&gt;56.85% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;Tesla revenue for the twelve months ending September 30, 2021 was &lt;strong&gt;$46.848B&lt;/strong&gt;, a &lt;strong&gt;66.27% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2020 was &lt;strong&gt;$31.536B&lt;/strong&gt;, a &lt;strong&gt;28.31% increase&lt;/strong&gt; from 2019.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2019 was &lt;strong&gt;$24.578B&lt;/strong&gt;, a &lt;strong&gt;14.52% increase&lt;/strong&gt; from 2018.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2018 was &lt;strong&gt;$21.461B&lt;/strong&gt;, a &lt;strong&gt;82.51% increase&lt;/strong&gt; from 2017.&lt;/li&gt; &lt;/ul&gt;" name="description"/> <meta content="" name="robots"/> <link href="/assets/images/icons/FAVICON/macro-trends_favicon.ico" rel="shortcut icon" type="image/x-icon"/> <meta content="1228954C688F5907894001CD8E5E624B" name="msvalidate.01"/> <meta content="6MnD_3iDtAP1ZyoGK1YMyVIVck4r5Ws80I9xD3ue4_A" name="google-site-verification"/> <!-- Load in Roboto Font --> <link href="https://fonts.googleapis.com/css?family=Roboto:400,600,700" rel="stylesheet"/> <!-- Bootstrap --> <link href="//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" rel="stylesheet"/> <!--for Bootstrap CDN version--> <link href="//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap-theme.min.css" rel="stylesheet"/> <!-- Font Awesome --> <link href="//stackpath.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet"/> <!--for Font Awesome CDN version--> <!-- Jquery, Bootstrap and Menu Javascript --> <script crossorigin="anonymous" integrity="sha256-ZosEbRLbNQzLpnKIkEdrPv7lOy9C27hHQ+Xp8a4MxAQ=" src="//code.jquery.com/jquery-1.12.4.min.js"> </script> <script src="//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js"> </script> <!-- Modernizr for cross-browser support --> <script src="/assets/javascript/modernizr-2.6.2-respond-1.1.0.min.js" type="text/javascript"> </script> <!-- Latest compiled and minified CSS --> <link href="//www.fuelcdn.com/fuelux/3.13.0/css/fuelux.min.css" rel="stylesheet"/> <!-- Latest compiled and minified JavaScript --> <script src="//www.fuelcdn.com/fuelux/3.13.0/js/fuelux.min.js"> </script> <!-- Twitter Card data --> <meta content="summary_large_image" name="twitter:card"/> <meta content="@tmacrotrends" name="twitter:site"/> <meta content="Tesla Revenue 2009-2021 | TSLA" name="twitter:title"/> <meta content="Tesla annual/quarterly revenue history and growth rate from 2009 to 2021. Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. &lt;ul style='margin-top:10px;'&gt; &lt;li&gt;Tesla revenue for the quarter ending September 30, 2021 was &lt;strong&gt;$13.757B&lt;/strong&gt;, a &lt;strong&gt;56.85% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;Tesla revenue for the twelve months ending September 30, 2021 was &lt;strong&gt;$46.848B&lt;/strong&gt;, a &lt;strong&gt;66.27% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2020 was &lt;strong&gt;$31.536B&lt;/strong&gt;, a &lt;strong&gt;28.31% increase&lt;/strong&gt; from 2019.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2019 was &lt;strong&gt;$24.578B&lt;/strong&gt;, a &lt;strong&gt;14.52% increase&lt;/strong&gt; from 2018.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2018 was &lt;strong&gt;$21.461B&lt;/strong&gt;, a &lt;strong&gt;82.51% increase&lt;/strong&gt; from 2017.&lt;/li&gt; &lt;/ul&gt;" name="twitter:description"/> <!-- Open Graph data --> <meta content="https://www.macrotrends.net/stocks/charts/TSLA/tesla/revenue" property="og:url"/> <meta content="Tesla Revenue 2009-2021 | TSLA" property="og:title"/> <meta content="Tesla annual/quarterly revenue history and growth rate from 2009 to 2021. Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. &lt;ul style='margin-top:10px;'&gt; &lt;li&gt;Tesla revenue for the quarter ending September 30, 2021 was &lt;strong&gt;$13.757B&lt;/strong&gt;, a &lt;strong&gt;56.85% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;Tesla revenue for the twelve months ending September 30, 2021 was &lt;strong&gt;$46.848B&lt;/strong&gt;, a &lt;strong&gt;66.27% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2020 was &lt;strong&gt;$31.536B&lt;/strong&gt;, a &lt;strong&gt;28.31% increase&lt;/strong&gt; from 2019.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2019 was &lt;strong&gt;$24.578B&lt;/strong&gt;, a &lt;strong&gt;14.52% increase&lt;/strong&gt; from 2018.&lt;/li&gt; &lt;li&gt;Tesla annual revenue for 2018 was &lt;strong&gt;$21.461B&lt;/strong&gt;, a &lt;strong&gt;82.51% increase&lt;/strong&gt; from 2017.&lt;/li&gt; &lt;/ul&gt;" property="og:description"/> <!-- JQXGRID STYLES AND JAVASCRIPT --> <link href="/assets/php/jqfiles/jqwidgets/styles/jqx.base.css" rel="stylesheet" type="text/css"/> <link href="/assets/php/jqfiles/jqwidgets/styles/jqx.bootstrap.css" rel="stylesheet" type="text/css"/> <!-- LOAD THESE SCRIPTS EARLY SO THE TICKER INPUT FIELD IS STYLED INSTANTLY --> <script src="/assets/php/jqfiles/jqwidgets/jqxcore.js" type="text/javascript"> </script> <script src="/assets/php/jqfiles/jqwidgets/jqxdata.js" type="text/javascript"> </script> <script src="/assets/php/jqfiles/jqwidgets/jqxinput.js" type="text/javascript"> </script> <!-- Styling for search box --> <link href="/assets/php/jquery-typeahead/jquery.typeahead_pages.css" rel="stylesheet" type="text/css"/> <!-- Search box javascript --> <script src="/assets/php/jquery-typeahead/jquery.typeahead.min.js"> </script> <link href="//cdnjs.cloudflare.com/ajax/libs/select2/4.0.3/css/select2.min.css" rel="stylesheet"/> <script src="//cdnjs.cloudflare.com/ajax/libs/select2/4.0.3/js/select2.min.js"> </script> <!-- ToolTips --> <script src="/assets/php/tipped-4.6.1/js/tipped/tipped.js"> </script> <link href="/assets/php/tipped-4.6.1/css/tipped/tipped.css" rel="stylesheet"/> <!-- START IC AD INSERT --> <script> InvestingChannelQueue = window.InvestingChannelQueue || []; </script> <script async="" src="https://u5.investingchannel.com/static/uat.js"> </script> <script type="text/javascript"> //Push Run command with the API-Key, so that UAT will start processing publishers request. InvestingChannelQueue.push(function() { ic_page = InvestingChannel.UAT.Run("df17ac1e-cc7f-11e8-82a5-0abbb61c4a6a"); }); var tickerValue = 'TSLA'; var oopDivTag; var subLeaderboardTag; var rightSidebarTag1; var rightSidebarTag2; var searchButtonTag; var partner_center_tag; var videoTag; var ic_3x7_1; //var IC_D_300x250_BCC; //var IC_D_3x7_BCC; //To define new tags/out of page tags. 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Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. <ul style="margin-top:10px;"> <li> Tesla revenue for the quarter ending September 30, 2021 was <strong> $13.757B </strong> , a <strong> 56.85% increase </strong> year-over-year. </li> <li> Tesla revenue for the twelve months ending September 30, 2021 was <strong> $46.848B </strong> , a <strong> 66.27% increase </strong> year-over-year. </li> <li> Tesla annual revenue for 2020 was <strong> $31.536B </strong> , a <strong> 28.31% increase </strong> from 2019. </li> <li> Tesla annual revenue for 2019 was <strong> $24.578B </strong> , a <strong> 14.52% increase </strong> from 2018. </li> <li> Tesla annual revenue for 2018 was <strong> $21.461B </strong> , a <strong> 82.51% increase </strong> from 2017. </li> </ul> </span> </div> <div style="background-color:#fff; margin: 30px 0px 30px 0px; text-align:center; min-height:90px;"> <div id="ic_728x90_1" style="margin:10px 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margin:30px;"> <div id="IC_D_3x6"> </div> </div> <div style="background-color:#fff; margin: 30px 0px; padding:10px 30px; border:1px solid #dfdfdf;"> <iframe frameborder="0" height="300" hspace="0" id="dianomi_below_chart" marginheight="0" marginwidth="0" scrolling="NO" src="//www.dianomi.com/smartads.epl?id=4057" valign="middle" vspace="0" width="100%"> </iframe> <!--<div id="IC_D_3x7_BCC"></div>--> </div> <div id="style-1" style="background-color:#fff; height:510px; overflow:auto; margin: 30px 0px 30px 0px; padding:0px 30px 20px 0px; border:1px solid #dfdfdf;"> <div class="col-xs-6"> <table class="historical_data_table table"> <thead> <tr> <th colspan="2" style="text-align:center"> Tesla Annual Revenue <br/> <span style="font-size:14px;"> (Millions of US $) </span> </th> </tr> </thead> <tbody> <tr> <td style="text-align:center"> 2020 </td> <td style="text-align:center"> $31,536 </td> </tr> <tr> <td style="text-align:center"> 2019 </td> <td style="text-align:center"> $24,578 </td> </tr> <tr> <td style="text-align:center"> 2018 </td> <td style="text-align:center"> $21,461 </td> </tr> <tr> <td style="text-align:center"> 2017 </td> <td style="text-align:center"> $11,759 </td> </tr> <tr> <td style="text-align:center"> 2016 </td> <td style="text-align:center"> $7,000 </td> </tr> <tr> <td style="text-align:center"> 2015 </td> <td style="text-align:center"> $4,046 </td> </tr> <tr> <td style="text-align:center"> 2014 </td> <td style="text-align:center"> $3,198 </td> </tr> <tr> <td style="text-align:center"> 2013 </td> <td style="text-align:center"> $2,013 </td> </tr> <tr> <td style="text-align:center"> 2012 </td> <td style="text-align:center"> $413 </td> </tr> <tr> <td style="text-align:center"> 2011 </td> <td style="text-align:center"> $204 </td> </tr> <tr> <td style="text-align:center"> 2010 </td> <td style="text-align:center"> $117 </td> </tr> <tr> <td style="text-align:center"> 2009 </td> <td style="text-align:center"> $112 </td> </tr> <tr> <td style="text-align:center"> 2008 </td> <td style="text-align:center"> $15 </td> </tr> </tbody> </table> </div> <div class="col-xs-6"> <table class="historical_data_table table"> <thead> <tr> <th colspan="2" style="text-align:center"> Tesla Quarterly Revenue <br/> <span style="font-size:14px;"> (Millions of US $) </span> </th> </tr> </thead> <tbody> <tr> <td style="text-align:center"> 2021-09-30 </td> <td style="text-align:center"> $13,757 </td> </tr> <tr> <td style="text-align:center"> 2021-06-30 </td> <td style="text-align:center"> $11,958 </td> </tr> <tr> <td style="text-align:center"> 2021-03-31 </td> <td style="text-align:center"> $10,389 </td> </tr> <tr> <td style="text-align:center"> 2020-12-31 </td> <td style="text-align:center"> $10,744 </td> </tr> <tr> <td style="text-align:center"> 2020-09-30 </td> <td style="text-align:center"> $8,771 </td> </tr> <tr> <td style="text-align:center"> 2020-06-30 </td> <td style="text-align:center"> $6,036 </td> </tr> <tr> <td style="text-align:center"> 2020-03-31 </td> <td style="text-align:center"> $5,985 </td> </tr> <tr> <td style="text-align:center"> 2019-12-31 </td> <td style="text-align:center"> $7,384 </td> </tr> <tr> <td style="text-align:center"> 2019-09-30 </td> <td style="text-align:center"> $6,303 </td> </tr> <tr> <td style="text-align:center"> 2019-06-30 </td> <td style="text-align:center"> $6,350 </td> </tr> <tr> <td style="text-align:center"> 2019-03-31 </td> <td style="text-align:center"> $4,541 </td> </tr> <tr> <td style="text-align:center"> 2018-12-31 </td> <td style="text-align:center"> $7,226 </td> </tr> <tr> <td style="text-align:center"> 2018-09-30 </td> <td style="text-align:center"> $6,824 </td> </tr> <tr> <td style="text-align:center"> 2018-06-30 </td> <td style="text-align:center"> $4,002 </td> </tr> <tr> <td style="text-align:center"> 2018-03-31 </td> <td style="text-align:center"> $3,409 </td> </tr> <tr> <td style="text-align:center"> 2017-12-31 </td> <td style="text-align:center"> $3,288 </td> </tr> <tr> <td style="text-align:center"> 2017-09-30 </td> <td style="text-align:center"> $2,985 </td> </tr> <tr> <td style="text-align:center"> 2017-06-30 </td> <td style="text-align:center"> $2,790 </td> </tr> <tr> <td style="text-align:center"> 2017-03-31 </td> <td style="text-align:center"> $2,696 </td> </tr> <tr> <td style="text-align:center"> 2016-12-31 </td> <td style="text-align:center"> $2,285 </td> </tr> <tr> <td style="text-align:center"> 2016-09-30 </td> <td style="text-align:center"> $2,298 </td> </tr> <tr> <td style="text-align:center"> 2016-06-30 </td> <td style="text-align:center"> $1,270 </td> </tr> <tr> <td style="text-align:center"> 2016-03-31 </td> <td style="text-align:center"> $1,147 </td> </tr> <tr> <td style="text-align:center"> 2015-12-31 </td> <td style="text-align:center"> $1,214 </td> </tr> <tr> <td style="text-align:center"> 2015-09-30 </td> <td style="text-align:center"> $937 </td> </tr> <tr> <td style="text-align:center"> 2015-06-30 </td> <td style="text-align:center"> $955 </td> </tr> <tr> <td style="text-align:center"> 2015-03-31 </td> <td style="text-align:center"> $940 </td> </tr> <tr> <td style="text-align:center"> 2014-12-31 </td> <td style="text-align:center"> $957 </td> </tr> <tr> <td style="text-align:center"> 2014-09-30 </td> <td style="text-align:center"> $852 </td> </tr> <tr> <td style="text-align:center"> 2014-06-30 </td> <td style="text-align:center"> $769 </td> </tr> <tr> <td style="text-align:center"> 2014-03-31 </td> <td style="text-align:center"> $621 </td> </tr> <tr> <td style="text-align:center"> 2013-12-31 </td> <td style="text-align:center"> $615 </td> </tr> <tr> <td style="text-align:center"> 2013-09-30 </td> <td style="text-align:center"> $431 </td> </tr> <tr> <td style="text-align:center"> 2013-06-30 </td> <td style="text-align:center"> $405 </td> </tr> <tr> <td style="text-align:center"> 2013-03-31 </td> <td style="text-align:center"> $562 </td> </tr> <tr> <td style="text-align:center"> 2012-12-31 </td> <td style="text-align:center"> $306 </td> </tr> <tr> <td style="text-align:center"> 2012-09-30 </td> <td style="text-align:center"> $50 </td> </tr> <tr> <td style="text-align:center"> 2012-06-30 </td> <td style="text-align:center"> $27 </td> </tr> <tr> <td style="text-align:center"> 2012-03-31 </td> <td style="text-align:center"> $30 </td> </tr> <tr> <td style="text-align:center"> 2011-12-31 </td> <td style="text-align:center"> $39 </td> </tr> <tr> <td style="text-align:center"> 2011-09-30 </td> <td style="text-align:center"> $58 </td> </tr> <tr> <td style="text-align:center"> 2011-06-30 </td> <td style="text-align:center"> $58 </td> </tr> <tr> <td style="text-align:center"> 2011-03-31 </td> <td style="text-align:center"> $49 </td> </tr> <tr> <td style="text-align:center"> 2010-12-31 </td> <td style="text-align:center"> $36 </td> </tr> <tr> <td style="text-align:center"> 2010-09-30 </td> <td style="text-align:center"> $31 </td> </tr> <tr> <td style="text-align:center"> 2010-06-30 </td> <td style="text-align:center"> $28 </td> </tr> <tr> <td style="text-align:center"> 2010-03-31 </td> <td style="text-align:center"> $21 </td> </tr> <tr> <td style="text-align:center"> 2009-12-31 </td> <td style="text-align:center"> </td> </tr> <tr> <td style="text-align:center"> 2009-09-30 </td> <td style="text-align:center"> $46 </td> </tr> <tr> <td style="text-align:center"> 2009-06-30 </td> <td style="text-align:center"> $27 </td> </tr> <tr> <td style="text-align:center"> 2008-12-31 </td> <td style="text-align:center"> </td> </tr> </tbody> </table> </div> </div> <div style="background-color:#fff; margin: 0px 0px 20px 0px; padding:5px 50px 5px 10px; border:1px solid #dfdfdf;"> <table class="historical_data_table table"> <thead> <tr> <th style="text-align:center"> Sector </th> <th style="text-align:center"> Industry </th> <th style="text-align:center"> Market Cap </th> <th style="text-align:center"> Revenue </th> </tr> </thead> <tbody> <tr> <td style="text-align:center"> <a href="https://www.macrotrends.net/stocks/sector/5/auto-tires-trucks"> Auto/Tires/Trucks </a> </td> <td style="text-align:center"> <a href="https://www.macrotrends.net/stocks/industry/7/"> Auto Manufacturers - Domestic </a> </td> <td style="text-align:center"> $911.210B </td> <td style="text-align:center"> $53.823B </td> </tr> <tr> <td colspan="4" style="padding:15px;"> <span> Tesla Inc. designs, develops, manufactures, and sells electric vehicles and stationary energy storage products. It operates primarily in the United States, China, Norway and internationally. Tesla Inc., formerly known as Tesla Motors Inc., is headquartered in Palo Alto, California. </span> </td> </tr> </tbody> </table> </div> <div style="background-color:#fff; margin: 20px 0px 30px 0px; padding:5px 50px 5px 10px; border:1px solid #dfdfdf;"> <table class="historical_data_table table"> <thead> <tr> <th style="text-align:center; width:40%;"> Stock Name </th> <th style="text-align:center; width:20%;"> Country </th> <th style="text-align:center; width:20%;"> Market Cap </th> <th style="text-align:center; width:20%;"> PE Ratio </th> </tr> </thead> <tbody> <tr> <td style="text-align:left"> <a href="/stocks/charts/GM/general-motors/revenue"> General Motors (GM) </a> </td> <td style="text-align:center"> United States </td> <td style="text-align:center"> $73.683B </td> <td style="text-align:center"> 7.15 </td> </tr> <tr> <td style="text-align:left"> <a href="/stocks/charts/F/ford-motor/revenue"> Ford Motor (F) </a> </td> <td style="text-align:center"> United States </td> <td style="text-align:center"> $71.493B </td> <td style="text-align:center"> 9.99 </td> </tr> <tr> <td style="text-align:left"> <a href="/stocks/charts/PII/polaris/revenue"> Polaris (PII) </a> </td> <td style="text-align:center"> United States </td> <td style="text-align:center"> $7.063B </td> <td style="text-align:center"> 12.73 </td> </tr> <tr> <td style="text-align:left"> <a href="/stocks/charts/IAA/iaa/revenue"> IAA (IAA) </a> </td> <td style="text-align:center"> United States </td> <td style="text-align:center"> $6.044B </td> <td style="text-align:center"> 19.74 </td> </tr> <tr> <td style="text-align:left"> <a href="/stocks/charts/HOG/harley-davidson/revenue"> Harley-Davidson (HOG) </a> </td> <td style="text-align:center"> United States </td> <td style="text-align:center"> $5.557B </td> <td style="text-align:center"> 9.43 </td> </tr> </tbody> </table> </div> <div> <!-- Partner Center Ad Unit --> <div id="IC_728x214_1" style="width:728px; height:214px; margin-left:30px;"> </div> </div> </div> <div "="" id="right_sidebar"> <!--<a href="/stocks/stock-screener" style="text-decoration:none; color: #fff; "> <div style="margin:0px; padding: 20px; width:300px; background-color: #01579b; min-height:150px; text-align:center;"> <h2 style="font-weight:600;">Try our new<br />stock screener!</h2></a> </div> </a>--> <!--<div style="margin-top:0px; min-height:250px;"> <script src='//ads.investingchannel.com/adtags/Macrotrends/fundamentalanalysis/300x600.js?zhpos=300_2&multi_size=false' type='text/javascript' charset='utf-8'></script> </div>--> <div style="margin-top:0px; min-height:250px;"> <div id="ic_300x250_1"> </div> </div> <div id="sticky_ad_right" style="margin-top:30px; height:1000px;"> <script id="dianomi_context_script" src="https://www.dianomi.com/js/contextfeed.js" type="text/javascript"> </script> <div class="dianomi_context" data-dianomi-context-id="743"> </div> <!-- <div id="IC_D_300x250_BCC"></div>--> <!--Smartad # 2981: Macrotrends - 300x670 Right Rail--> <iframe height="670" id="dianomi_sidebar" scrolling="NO" src="//www.dianomi.com/smartads.epl?id=4059" style="width: 300px; border: none; overflow: hidden;" width="300"> </iframe> <div id="IC_D_300x250_BCC"> </div> </div> </div> </div> </div> <!--This is the div for the IC OOP ad--> <div id="oopDivTag_1" style="width:1px;height:1px;"> </div> <footer class="footer"> <span> © 2010-2022 Macrotrends LLC </span> | <a href="/terms"> Terms of Service </a> | <a href="/privacy"> Privacy Policy </a> | <a href="mailto:%69n%66o@%6Dac%72otrends%2En%65t"> Contact Us </a> | <a href="/ccpa"> Do Not Sell My Personal Information </a> <br/> <span> Fundamental data from </span> <a href="https://www.zacksdata.com" rel="nofollow" target="_blank"> Zacks Investment Research, Inc. </a> </footer> <div aria-hidden="true" aria-labelledby="exampleModalLabel" class="modal" id="smallWidthModal1" role="dialog" tabindex="-1"> <div class="modal-dialog modal-lg"> <div class="modal-content"> <div class="modal-body"> <div class="modal_title"> <h2> <strong> We Need Your Support! </strong> </h2> </div> <p> Backlinks from other websites are the lifeblood of our site and a primary source of new traffic. </p> <p> </p> <p> If you use our chart images on your site or blog, we ask that you provide attribution via a "dofollow" link back to this page. 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Using beautiful soup extract the table with Tesla Quarterly Revenue and store it into a dataframe named tesla_revenue. The dataframe should have columns Date and Revenue. Make sure the comma and dollar sign is removed from the Revenue column.

tesla_revenue = pd.DataFrame(columns = ["Date","Revenue"])

for table in soup.find_all('table'):
    if table.find('th').getText().startswith("Tesla Quarterly Revenue"):
        for row in table.find("tbody").find_all("tr"):
            col = row.find_all("td")
            if len(col) != 2: continue
            Date = col[0].text
            Revenue = col[1].text.replace("$","").replace(",","")
               
            tesla_revenue = tesla_revenue.append({"Date":Date, "Revenue":Revenue}, ignore_index=True)

Remove the rows in the dataframe that are empty strings or are NaN in the Revenue column. Print the entire tesla_revenue DataFrame to see if you have any.

tesla_revenue.dropna(axis=0, how='all', subset=['Revenue']) #drop NaN values
tesla_revenue = tesla_revenue[tesla_revenue['Revenue'] != ""] #drop empty string values

Display the last 5 row of the tesla_revenue dataframe using the tail function. Take a screenshot of the results.

tesla_revenue.tail(5)

Question 3: Use yfinance to Extract Stock Data

Using the Ticker function enter the ticker symbol of the stock we want to extract data on to create a ticker object. The stock is GameStop and its ticker symbol is GME.

gme = yf.Ticker('GME')

Using the ticker object and the function history extract stock information and save it in a dataframe named gme_data. Set the period parameter to max so we get information for the maximum amount of time.

gme_data = gme.history(period = "max")

Reset the index using the reset_index(inplace=True) function on the gme_data DataFrame and display the first five rows of the gme_data dataframe using the head function. Take a screenshot of the results and code from the beginning of Question 3 to the results below.

gme_data.reset_index(inplace=True)
gme_data.head(5)

Question 4: Use Webscraping to Extract GME Revenue Data

Use the requests library to download the webpage https://www.macrotrends.net/stocks/charts/GME/gamestop/revenue. Save the text of the response as a variable named html_data.

url = "https://www.macrotrends.net/stocks/charts/GME/gamestop/revenue"
html_data = requests.get(url).text

Parse the html data using beautiful_soup.

soup = BeautifulSoup(html_data, "html5lib")
print(soup.prettify())
<!DOCTYPE html> <!--[if lt IE 7]> <html class="no-js lt-ie9 lt-ie8 lt-ie7"> <![endif]--> <!--[if IE 7]> <html class="no-js lt-ie9 lt-ie8"> <![endif]--> <!--[if IE 8]> <html class="no-js lt-ie9"> <![endif]--> <!--[if gt IE 8]><!--> <html class="no-js"> <!--<![endif]--> <head> <meta charset="utf-8"/> <meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/> <link href="https://www.macrotrends.net/stocks/charts/GME/gamestop/revenue" rel="canonical"/> <title> GameStop Revenue 2006-2021 | GME | MacroTrends </title> <meta content="GameStop annual/quarterly revenue history and growth rate from 2006 to 2021. Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. &lt;ul style='margin-top:10px;'&gt; &lt;li&gt;GameStop revenue for the quarter ending October 31, 2021 was &lt;strong&gt;$1.297B&lt;/strong&gt;, a &lt;strong&gt;29.05% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;GameStop revenue for the twelve months ending October 31, 2021 was &lt;strong&gt;$5.879B&lt;/strong&gt;, a &lt;strong&gt;13.89% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2021 was &lt;strong&gt;$5.09B&lt;/strong&gt;, a &lt;strong&gt;21.28% decline&lt;/strong&gt; from 2020.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2020 was &lt;strong&gt;$6.466B&lt;/strong&gt;, a &lt;strong&gt;21.96% decline&lt;/strong&gt; from 2019.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2019 was &lt;strong&gt;$8.285B&lt;/strong&gt;, a &lt;strong&gt;3.06% decline&lt;/strong&gt; from 2018.&lt;/li&gt; &lt;/ul&gt;" name="description"/> <meta content="" name="robots"/> <link href="/assets/images/icons/FAVICON/macro-trends_favicon.ico" rel="shortcut icon" type="image/x-icon"/> <meta content="1228954C688F5907894001CD8E5E624B" name="msvalidate.01"/> <meta content="6MnD_3iDtAP1ZyoGK1YMyVIVck4r5Ws80I9xD3ue4_A" name="google-site-verification"/> <!-- Load in Roboto Font --> <link href="https://fonts.googleapis.com/css?family=Roboto:400,600,700" rel="stylesheet"/> <!-- Bootstrap --> <link href="//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" rel="stylesheet"/> <!--for Bootstrap CDN version--> <link href="//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap-theme.min.css" rel="stylesheet"/> <!-- Font Awesome --> <link href="//stackpath.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet"/> <!--for Font Awesome CDN version--> <!-- Jquery, Bootstrap and Menu Javascript --> <script crossorigin="anonymous" integrity="sha256-ZosEbRLbNQzLpnKIkEdrPv7lOy9C27hHQ+Xp8a4MxAQ=" src="//code.jquery.com/jquery-1.12.4.min.js"> </script> <script src="//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js"> </script> <!-- Modernizr for cross-browser support --> <script src="/assets/javascript/modernizr-2.6.2-respond-1.1.0.min.js" type="text/javascript"> </script> <!-- Latest compiled and minified CSS --> <link href="//www.fuelcdn.com/fuelux/3.13.0/css/fuelux.min.css" rel="stylesheet"/> <!-- Latest compiled and minified JavaScript --> <script src="//www.fuelcdn.com/fuelux/3.13.0/js/fuelux.min.js"> </script> <!-- Twitter Card data --> <meta content="summary_large_image" name="twitter:card"/> <meta content="@tmacrotrends" name="twitter:site"/> <meta content="GameStop Revenue 2006-2021 | GME" name="twitter:title"/> <meta content="GameStop annual/quarterly revenue history and growth rate from 2006 to 2021. Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. &lt;ul style='margin-top:10px;'&gt; &lt;li&gt;GameStop revenue for the quarter ending October 31, 2021 was &lt;strong&gt;$1.297B&lt;/strong&gt;, a &lt;strong&gt;29.05% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;GameStop revenue for the twelve months ending October 31, 2021 was &lt;strong&gt;$5.879B&lt;/strong&gt;, a &lt;strong&gt;13.89% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2021 was &lt;strong&gt;$5.09B&lt;/strong&gt;, a &lt;strong&gt;21.28% decline&lt;/strong&gt; from 2020.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2020 was &lt;strong&gt;$6.466B&lt;/strong&gt;, a &lt;strong&gt;21.96% decline&lt;/strong&gt; from 2019.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2019 was &lt;strong&gt;$8.285B&lt;/strong&gt;, a &lt;strong&gt;3.06% decline&lt;/strong&gt; from 2018.&lt;/li&gt; &lt;/ul&gt;" name="twitter:description"/> <!-- Open Graph data --> <meta content="https://www.macrotrends.net/stocks/charts/GME/gamestop/revenue" property="og:url"/> <meta content="GameStop Revenue 2006-2021 | GME" property="og:title"/> <meta content="GameStop annual/quarterly revenue history and growth rate from 2006 to 2021. Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. &lt;ul style='margin-top:10px;'&gt; &lt;li&gt;GameStop revenue for the quarter ending October 31, 2021 was &lt;strong&gt;$1.297B&lt;/strong&gt;, a &lt;strong&gt;29.05% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;GameStop revenue for the twelve months ending October 31, 2021 was &lt;strong&gt;$5.879B&lt;/strong&gt;, a &lt;strong&gt;13.89% increase&lt;/strong&gt; year-over-year.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2021 was &lt;strong&gt;$5.09B&lt;/strong&gt;, a &lt;strong&gt;21.28% decline&lt;/strong&gt; from 2020.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2020 was &lt;strong&gt;$6.466B&lt;/strong&gt;, a &lt;strong&gt;21.96% decline&lt;/strong&gt; from 2019.&lt;/li&gt; &lt;li&gt;GameStop annual revenue for 2019 was &lt;strong&gt;$8.285B&lt;/strong&gt;, a &lt;strong&gt;3.06% decline&lt;/strong&gt; from 2018.&lt;/li&gt; &lt;/ul&gt;" property="og:description"/> <!-- JQXGRID STYLES AND JAVASCRIPT --> <link href="/assets/php/jqfiles/jqwidgets/styles/jqx.base.css" rel="stylesheet" type="text/css"/> <link href="/assets/php/jqfiles/jqwidgets/styles/jqx.bootstrap.css" rel="stylesheet" type="text/css"/> <!-- LOAD THESE SCRIPTS EARLY SO THE TICKER INPUT FIELD IS STYLED INSTANTLY --> <script src="/assets/php/jqfiles/jqwidgets/jqxcore.js" type="text/javascript"> </script> <script src="/assets/php/jqfiles/jqwidgets/jqxdata.js" type="text/javascript"> </script> <script src="/assets/php/jqfiles/jqwidgets/jqxinput.js" type="text/javascript"> </script> <!-- Styling for search box --> <link href="/assets/php/jquery-typeahead/jquery.typeahead_pages.css" rel="stylesheet" type="text/css"/> <!-- Search box javascript --> <script src="/assets/php/jquery-typeahead/jquery.typeahead.min.js"> </script> <link href="//cdnjs.cloudflare.com/ajax/libs/select2/4.0.3/css/select2.min.css" rel="stylesheet"/> <script src="//cdnjs.cloudflare.com/ajax/libs/select2/4.0.3/js/select2.min.js"> </script> <!-- ToolTips --> <script src="/assets/php/tipped-4.6.1/js/tipped/tipped.js"> </script> <link href="/assets/php/tipped-4.6.1/css/tipped/tipped.css" rel="stylesheet"/> <!-- START IC AD INSERT --> <script> InvestingChannelQueue = window.InvestingChannelQueue || []; </script> <script async="" src="https://u5.investingchannel.com/static/uat.js"> </script> <script type="text/javascript"> //Push Run command with the API-Key, so that UAT will start processing publishers request. 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Revenue can be defined as the amount of money a company receives from its customers in exchange for the sales of goods or services. Revenue is the top line item on an income statement from which all costs and expenses are subtracted to arrive at net income. <ul style="margin-top:10px;"> <li> GameStop revenue for the quarter ending October 31, 2021 was <strong> $1.297B </strong> , a <strong> 29.05% increase </strong> year-over-year. </li> <li> GameStop revenue for the twelve months ending October 31, 2021 was <strong> $5.879B </strong> , a <strong> 13.89% increase </strong> year-over-year. </li> <li> GameStop annual revenue for 2021 was <strong> $5.09B </strong> , a <strong> 21.28% decline </strong> from 2020. </li> <li> GameStop annual revenue for 2020 was <strong> $6.466B </strong> , a <strong> 21.96% decline </strong> from 2019. </li> <li> GameStop annual revenue for 2019 was <strong> $8.285B </strong> , a <strong> 3.06% decline </strong> from 2018. </li> </ul> </span> </div> <div style="background-color:#fff; margin: 30px 0px 30px 0px; text-align:center; min-height:90px;"> <div id="ic_728x90_1" 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style="height:317px; margin:30px;"> <div id="IC_D_3x6"> </div> </div> <div style="background-color:#fff; margin: 30px 0px; padding:10px 30px; border:1px solid #dfdfdf;"> <iframe frameborder="0" height="300" hspace="0" id="dianomi_below_chart" marginheight="0" marginwidth="0" scrolling="NO" src="//www.dianomi.com/smartads.epl?id=4057" valign="middle" vspace="0" width="100%"> </iframe> <!--<div id="IC_D_3x7_BCC"></div>--> </div> <div id="style-1" style="background-color:#fff; height:510px; overflow:auto; margin: 30px 0px 30px 0px; padding:0px 30px 20px 0px; border:1px solid #dfdfdf;"> <div class="col-xs-6"> <table class="historical_data_table table"> <thead> <tr> <th colspan="2" style="text-align:center"> GameStop Annual Revenue <br/> <span style="font-size:14px;"> (Millions of US $) </span> </th> </tr> </thead> <tbody> <tr> <td style="text-align:center"> 2021 </td> <td style="text-align:center"> $5,090 </td> </tr> <tr> <td style="text-align:center"> 2020 </td> <td style="text-align:center"> $6,466 </td> </tr> <tr> <td style="text-align:center"> 2019 </td> <td style="text-align:center"> $8,285 </td> </tr> <tr> <td style="text-align:center"> 2018 </td> <td style="text-align:center"> $8,547 </td> </tr> <tr> <td style="text-align:center"> 2017 </td> <td style="text-align:center"> $7,965 </td> </tr> <tr> <td style="text-align:center"> 2016 </td> <td style="text-align:center"> $9,364 </td> </tr> <tr> <td style="text-align:center"> 2015 </td> <td style="text-align:center"> $9,296 </td> </tr> <tr> <td style="text-align:center"> 2014 </td> <td style="text-align:center"> $9,040 </td> </tr> <tr> <td style="text-align:center"> 2013 </td> <td style="text-align:center"> $8,887 </td> </tr> <tr> <td style="text-align:center"> 2012 </td> <td style="text-align:center"> $9,551 </td> </tr> <tr> <td style="text-align:center"> 2011 </td> <td style="text-align:center"> $9,474 </td> </tr> <tr> <td style="text-align:center"> 2010 </td> <td style="text-align:center"> $9,078 </td> </tr> <tr> <td style="text-align:center"> 2009 </td> <td style="text-align:center"> $8,806 </td> </tr> <tr> <td style="text-align:center"> 2008 </td> <td style="text-align:center"> $7,094 </td> </tr> <tr> <td style="text-align:center"> 2007 </td> <td style="text-align:center"> $5,319 </td> </tr> <tr> <td style="text-align:center"> 2006 </td> <td style="text-align:center"> $3,092 </td> </tr> <tr> <td style="text-align:center"> 2005 </td> <td style="text-align:center"> $1,843 </td> </tr> </tbody> </table> </div> <div class="col-xs-6"> <table class="historical_data_table table"> <thead> <tr> <th colspan="2" style="text-align:center"> GameStop Quarterly Revenue <br/> <span style="font-size:14px;"> (Millions of US $) </span> </th> </tr> </thead> <tbody> <tr> <td style="text-align:center"> 2021-10-31 </td> <td style="text-align:center"> $1,297 </td> </tr> <tr> <td style="text-align:center"> 2021-07-31 </td> <td style="text-align:center"> $1,183 </td> </tr> <tr> <td style="text-align:center"> 2021-04-30 </td> <td style="text-align:center"> $1,277 </td> </tr> <tr> <td style="text-align:center"> 2021-01-31 </td> <td style="text-align:center"> $2,122 </td> </tr> <tr> <td style="text-align:center"> 2020-10-31 </td> <td style="text-align:center"> $1,005 </td> </tr> <tr> <td style="text-align:center"> 2020-07-31 </td> <td style="text-align:center"> $942 </td> </tr> <tr> <td style="text-align:center"> 2020-04-30 </td> <td style="text-align:center"> $1,021 </td> </tr> <tr> <td style="text-align:center"> 2020-01-31 </td> <td style="text-align:center"> $2,194 </td> </tr> <tr> <td style="text-align:center"> 2019-10-31 </td> <td style="text-align:center"> $1,439 </td> </tr> <tr> <td style="text-align:center"> 2019-07-31 </td> <td style="text-align:center"> $1,286 </td> </tr> <tr> <td style="text-align:center"> 2019-04-30 </td> <td style="text-align:center"> $1,548 </td> </tr> <tr> <td style="text-align:center"> 2019-01-31 </td> <td style="text-align:center"> $3,063 </td> </tr> <tr> <td style="text-align:center"> 2018-10-31 </td> <td style="text-align:center"> $1,935 </td> </tr> <tr> <td style="text-align:center"> 2018-07-31 </td> <td style="text-align:center"> $1,501 </td> </tr> <tr> <td style="text-align:center"> 2018-04-30 </td> <td style="text-align:center"> $1,786 </td> </tr> <tr> <td style="text-align:center"> 2018-01-31 </td> <td style="text-align:center"> $2,825 </td> </tr> <tr> <td style="text-align:center"> 2017-10-31 </td> <td style="text-align:center"> $1,989 </td> </tr> <tr> <td style="text-align:center"> 2017-07-31 </td> <td style="text-align:center"> $1,688 </td> </tr> <tr> <td style="text-align:center"> 2017-04-30 </td> <td style="text-align:center"> $2,046 </td> </tr> <tr> <td style="text-align:center"> 2017-01-31 </td> <td style="text-align:center"> $2,403 </td> </tr> <tr> <td style="text-align:center"> 2016-10-31 </td> <td style="text-align:center"> $1,959 </td> </tr> <tr> <td style="text-align:center"> 2016-07-31 </td> <td style="text-align:center"> $1,632 </td> </tr> <tr> <td style="text-align:center"> 2016-04-30 </td> <td style="text-align:center"> $1,972 </td> </tr> <tr> <td style="text-align:center"> 2016-01-31 </td> <td style="text-align:center"> $3,525 </td> </tr> <tr> <td style="text-align:center"> 2015-10-31 </td> <td style="text-align:center"> $2,016 </td> </tr> <tr> <td style="text-align:center"> 2015-07-31 </td> <td style="text-align:center"> $1,762 </td> </tr> <tr> <td style="text-align:center"> 2015-04-30 </td> <td style="text-align:center"> $2,061 </td> </tr> <tr> <td style="text-align:center"> 2015-01-31 </td> <td style="text-align:center"> $3,476 </td> </tr> <tr> <td style="text-align:center"> 2014-10-31 </td> <td style="text-align:center"> $2,092 </td> </tr> <tr> <td style="text-align:center"> 2014-07-31 </td> <td style="text-align:center"> $1,731 </td> </tr> <tr> <td style="text-align:center"> 2014-04-30 </td> <td style="text-align:center"> $1,996 </td> </tr> <tr> <td style="text-align:center"> 2014-01-31 </td> <td style="text-align:center"> $3,684 </td> </tr> <tr> <td style="text-align:center"> 2013-10-31 </td> <td style="text-align:center"> $2,107 </td> </tr> <tr> <td style="text-align:center"> 2013-07-31 </td> <td style="text-align:center"> $1,384 </td> </tr> <tr> <td style="text-align:center"> 2013-04-30 </td> <td style="text-align:center"> $1,865 </td> </tr> <tr> <td style="text-align:center"> 2013-01-31 </td> <td style="text-align:center"> $3,562 </td> </tr> <tr> <td style="text-align:center"> 2012-10-31 </td> <td style="text-align:center"> $1,773 </td> </tr> <tr> <td style="text-align:center"> 2012-07-31 </td> <td style="text-align:center"> $1,550 </td> </tr> <tr> <td style="text-align:center"> 2012-04-30 </td> <td style="text-align:center"> $2,002 </td> </tr> <tr> <td style="text-align:center"> 2012-01-31 </td> <td style="text-align:center"> $3,579 </td> </tr> <tr> <td style="text-align:center"> 2011-10-31 </td> <td style="text-align:center"> $1,947 </td> </tr> <tr> <td style="text-align:center"> 2011-07-31 </td> <td style="text-align:center"> $1,744 </td> </tr> <tr> <td style="text-align:center"> 2011-04-30 </td> <td style="text-align:center"> $2,281 </td> </tr> <tr> <td style="text-align:center"> 2011-01-31 </td> <td style="text-align:center"> $3,693 </td> </tr> <tr> <td style="text-align:center"> 2010-10-31 </td> <td style="text-align:center"> $1,899 </td> </tr> <tr> <td style="text-align:center"> 2010-07-31 </td> <td style="text-align:center"> $1,799 </td> </tr> <tr> <td style="text-align:center"> 2010-04-30 </td> <td style="text-align:center"> $2,083 </td> </tr> <tr> <td style="text-align:center"> 2010-01-31 </td> <td style="text-align:center"> $3,524 </td> </tr> <tr> <td style="text-align:center"> 2009-10-31 </td> <td style="text-align:center"> $1,835 </td> </tr> <tr> <td style="text-align:center"> 2009-07-31 </td> <td style="text-align:center"> $1,739 </td> </tr> <tr> <td style="text-align:center"> 2009-04-30 </td> <td style="text-align:center"> $1,981 </td> </tr> <tr> <td style="text-align:center"> 2009-01-31 </td> <td style="text-align:center"> $3,492 </td> </tr> <tr> <td style="text-align:center"> 2008-10-31 </td> <td style="text-align:center"> $1,696 </td> </tr> <tr> <td style="text-align:center"> 2008-07-31 </td> <td style="text-align:center"> $1,804 </td> </tr> <tr> <td style="text-align:center"> 2008-04-30 </td> <td style="text-align:center"> $1,814 </td> </tr> <tr> <td style="text-align:center"> 2008-01-31 </td> <td style="text-align:center"> $2,866 </td> </tr> <tr> <td style="text-align:center"> 2007-10-31 </td> <td style="text-align:center"> $1,611 </td> </tr> <tr> <td style="text-align:center"> 2007-07-31 </td> <td style="text-align:center"> $1,338 </td> </tr> <tr> <td style="text-align:center"> 2007-04-30 </td> <td style="text-align:center"> $1,279 </td> </tr> <tr> <td style="text-align:center"> 2007-01-31 </td> <td style="text-align:center"> $2,304 </td> </tr> <tr> <td style="text-align:center"> 2006-10-31 </td> <td style="text-align:center"> $1,012 </td> </tr> <tr> <td style="text-align:center"> 2006-07-31 </td> <td style="text-align:center"> $963 </td> </tr> <tr> <td style="text-align:center"> 2006-04-30 </td> <td style="text-align:center"> $1,040 </td> </tr> <tr> <td style="text-align:center"> 2006-01-31 </td> <td style="text-align:center"> $1,667 </td> </tr> <tr> <td style="text-align:center"> 2005-10-31 </td> <td style="text-align:center"> $534 </td> </tr> <tr> <td style="text-align:center"> 2005-07-31 </td> <td style="text-align:center"> $416 </td> </tr> <tr> <td style="text-align:center"> 2005-04-30 </td> <td style="text-align:center"> $475 </td> </tr> <tr> <td style="text-align:center"> 2005-01-31 </td> <td style="text-align:center"> $709 </td> </tr> </tbody> </table> </div> </div> <div style="background-color:#fff; margin: 0px 0px 20px 0px; padding:5px 50px 5px 10px; border:1px solid #dfdfdf;"> <table class="historical_data_table table"> <thead> <tr> <th style="text-align:center"> Sector </th> <th style="text-align:center"> Industry </th> <th style="text-align:center"> Market Cap </th> <th style="text-align:center"> Revenue </th> </tr> </thead> <tbody> <tr> <td style="text-align:center"> <a href="https://www.macrotrends.net/stocks/sector/3/retail-wholesale"> Retail/Wholesale </a> </td> <td style="text-align:center"> <a href="https://www.macrotrends.net/stocks/industry/156/"> Retail - Consumer Electronics </a> </td> <td style="text-align:center"> $7.814B </td> <td style="text-align:center"> $5.090B </td> </tr> <tr> <td colspan="4" style="padding:15px;"> <span> GameStop Corp. is the world's largest video game and entertainment software retailer. The company operates 4,816 retail stores across the United States and in fifteen countries worldwide. The company also operates two e-commerce sites, GameStop.com and EBgames.com, and publishes Game Informer? magazine, a leading multi-platform video game publication. GameStop Corp. sells new and used video game software, hardware and accessories for next generation video game systems from Sony, Nintendo, and Microsoft. In addition, the company sells PC entertainment software, related accessories and other merchandise. </span> </td> </tr> </tbody> </table> </div> <div style="background-color:#fff; margin: 20px 0px 30px 0px; padding:5px 50px 5px 10px; border:1px solid #dfdfdf;"> <table class="historical_data_table table"> <thead> <tr> <th style="text-align:center; width:40%;"> Stock Name </th> <th style="text-align:center; width:20%;"> Country </th> <th style="text-align:center; width:20%;"> Market Cap </th> <th style="text-align:center; width:20%;"> PE Ratio </th> </tr> </thead> <tbody> <tr> <td style="text-align:left"> <a href="/stocks/charts/BBY/best-buy/revenue"> Best Buy (BBY) </a> </td> <td style="text-align:center"> United States </td> <td style="text-align:center"> $23.474B </td> <td style="text-align:center"> 9.06 </td> </tr> <tr> <td style="text-align:left"> <a href="/stocks/charts/VVNT/vivint-smart-home/revenue"> Vivint Smart Home (VVNT) </a> </td> <td style="text-align:center"> United States </td> <td style="text-align:center"> $1.330B </td> <td style="text-align:center"> 0.00 </td> </tr> </tbody> </table> </div> <div> <!-- Partner Center Ad Unit --> <div id="IC_728x214_1" style="width:728px; height:214px; margin-left:30px;"> </div> </div> </div> <div "="" id="right_sidebar"> <!--<a href="/stocks/stock-screener" style="text-decoration:none; color: #fff; "> <div style="margin:0px; padding: 20px; width:300px; background-color: #01579b; min-height:150px; text-align:center;"> <h2 style="font-weight:600;">Try our new<br />stock screener!</h2></a> </div> </a>--> <!--<div style="margin-top:0px; min-height:250px;"> <script src='//ads.investingchannel.com/adtags/Macrotrends/fundamentalanalysis/300x600.js?zhpos=300_2&multi_size=false' type='text/javascript' charset='utf-8'></script> </div>--> <div style="margin-top:0px; min-height:250px;"> <div id="ic_300x250_1"> </div> </div> <div id="sticky_ad_right" style="margin-top:30px; height:1000px;"> <script id="dianomi_context_script" src="https://www.dianomi.com/js/contextfeed.js" type="text/javascript"> </script> <div class="dianomi_context" data-dianomi-context-id="743"> </div> <!-- <div id="IC_D_300x250_BCC"></div>--> <!--Smartad # 2981: Macrotrends - 300x670 Right Rail--> <iframe height="670" id="dianomi_sidebar" scrolling="NO" src="//www.dianomi.com/smartads.epl?id=4059" style="width: 300px; border: none; overflow: hidden;" width="300"> </iframe> <div id="IC_D_300x250_BCC"> </div> </div> </div> </div> </div> <!--This is the div for the IC OOP ad--> <div id="oopDivTag_1" style="width:1px;height:1px;"> </div> <footer class="footer"> <span> © 2010-2022 Macrotrends LLC </span> | <a href="/terms"> Terms of Service </a> | <a href="/privacy"> Privacy Policy </a> | <a href="mailto:%69n%66o@%6Dac%72otrends%2En%65t"> Contact Us </a> | <a href="/ccpa"> Do Not Sell My Personal Information </a> <br/> <span> Fundamental data from </span> <a href="https://www.zacksdata.com" rel="nofollow" target="_blank"> Zacks Investment Research, Inc. </a> </footer> <div aria-hidden="true" aria-labelledby="exampleModalLabel" class="modal" id="smallWidthModal1" role="dialog" tabindex="-1"> <div class="modal-dialog modal-lg"> <div class="modal-content"> <div class="modal-body"> <div class="modal_title"> <h2> <strong> We Need Your Support! </strong> </h2> </div> <p> Backlinks from other websites are the lifeblood of our site and a primary source of new traffic. </p> <p> </p> <p> If you use our chart images on your site or blog, we ask that you provide attribution via a "dofollow" link back to this page. 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Using beautiful soup extract the table with GameStop Quarterly Revenue and store it into a dataframe named gme_revenue. The dataframe should have columns Date and Revenue. Make sure the comma and dollar sign is removed from the Revenue column using a method similar to what you did in Question 2.

gme_revenue = pd.DataFrame(columns = ["Date","Revenue"])

for table in soup.find_all('table'):
    if table.find('th').getText().startswith("GameStop Quarterly Revenue"):
        for row in table.find("tbody").find_all("tr"):
            col = row.find_all("td")
            if len(col) != 2: continue
            Date = col[0].text
            Revenue = col[1].text.replace("$","").replace(",","")
               
            gme_revenue = gme_revenue.append({"Date":Date, "Revenue":Revenue}, ignore_index=True)

Display the last five rows of the gme_revenue dataframe using the tail function. Take a screenshot of the results.

gme_revenue.tail(5)

Question 5: Plot Tesla Stock Graph

Use the make_graph function to graph the Tesla Stock Data, also provide a title for the graph. The structure to call the make_graph function is make_graph(tesla_data, tesla_revenue, 'Tesla')

make_graph(tesla_data, tesla_revenue, 'Tesla')
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Question 6: Plot GameStop Stock Graph

Use the make_graph function to graph the GameStop Stock Data, also provide a title for the graph. The structure to call the make_graph function is make_graph(gme_data, gme_revenue, 'GameStop').

make_graph(gme_data, gme_revenue, 'GameStop')
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