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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<center>\n",
" <img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/Logos/organization_logo/organization_logo.png\" width=\"300\" alt=\"cognitiveclass.ai logo\" />\n",
"</center>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Extracting Stock Data Using a Web Scraping</h1>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not all stock data is available via API in this assignment; you will use web-scraping to obtain financial data. You will be quizzed on your results. \n",
" Using beautiful soup we will extract historical share data from a web-page.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2>Table of Contents</h2>\n",
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
" <ul>\n",
" <li>Downloading the Webpage Using Requests Library</li>\n",
" <li>Parsing Webpage HTML Using BeautifulSoup</li>\n",
" <li>Extracting Data and Building DataFrame</li>\n",
" </ul>\n",
"<p>\n",
" Estimated Time Needed: <strong>30 min</strong></p>\n",
"</div>\n",
"\n",
"<hr>\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting bs4\n",
" Downloading https://files.pythonhosted.org/packages/10/ed/7e8b97591f6f456174139ec089c769f89a94a1a4025fe967691de971f314/bs4-0.0.1.tar.gz\n",
"Collecting beautifulsoup4 (from bs4)\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/d1/41/e6495bd7d3781cee623ce23ea6ac73282a373088fcd0ddc809a047b18eae/beautifulsoup4-4.9.3-py3-none-any.whl (115kB)\n",
"\u001b[K |████████████████████████████████| 122kB 10.1MB/s eta 0:00:01\n",
"\u001b[?25hCollecting soupsieve>1.2; python_version >= \"3.0\" (from beautifulsoup4->bs4)\n",
" Downloading https://files.pythonhosted.org/packages/36/69/d82d04022f02733bf9a72bc3b96332d360c0c5307096d76f6bb7489f7e57/soupsieve-2.2.1-py3-none-any.whl\n",
"Building wheels for collected packages: bs4\n",
" Building wheel for bs4 (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Stored in directory: /home/jupyterlab/.cache/pip/wheels/a0/b0/b2/4f80b9456b87abedbc0bf2d52235414c3467d8889be38dd472\n",
"Successfully built bs4\n",
"Installing collected packages: soupsieve, beautifulsoup4, bs4\n",
"Successfully installed beautifulsoup4-4.9.3 bs4-0.0.1 soupsieve-2.2.1\n"
]
}
],
"source": [
"#!pip install pandas\n",
"#!pip install requests\n",
"!pip install bs4\n",
"#!pip install plotly"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import requests\n",
"from bs4 import BeautifulSoup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using Webscraping to Extract Stock Data\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use the `requests` library to download the webpage [https://finance.yahoo.com/quote/AMZN/history?period1=1451606400&period2=1612137600&interval=1mo&filter=history&frequency=1mo&includeAdjustedClose=true](https://finance.yahoo.com/quote/AMZN/history?period1=1451606400&period2=1612137600&interval=1mo&filter=history&frequency=1mo&includeAdjustedClose=true&cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork-23455606&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ&cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork-23455606&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ&cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork-23455606&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ&cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork-23455606&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ). Save the text of the response as a variable named `html_data`.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"url = \"https://finance.yahoo.com/quote/AMZN/history?period1=1451606400&period2=1612137600&interval=1mo&filter=history&frequency=1mo&includeAdjustedClose=true\"\n",
"html_data = requests.get(url).text"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Parse the html data using `beautiful_soup`.\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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" <head prefix=\"og: http://ogp.me/ns#\">\n",
" <script>\n",
" window.performance && window.performance.mark && window.performance.mark('PageStart');\n",
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" Amazon.com, Inc. (AMZN) Stock Historical Prices &amp; Data - Yahoo Finance\n",
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" <link href=\"//shim.btrll.com\" rel=\"dns-prefetch\"/>\n",
" <link href=\"//consent.cmp.oath.com\" rel=\"dns-prefetch\"/>\n",
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" <link crossorigin=\"anonymous\" href=\"//l.yimg.com\" rel=\"preconnect\"/>\n",
" <link crossorigin=\"anonymous\" href=\"//s.yimg.com\" rel=\"preconnect\"/>\n",
" <link href=\"//csc.beap.bc.yahoo.com\" rel=\"preconnect\"/>\n",
" <link href=\"//geo.query.yahoo.com\" rel=\"preconnect\"/>\n",
" <link href=\"//y.analytics.yahoo.com\" rel=\"preconnect\"/>\n",
" <link href=\"//b.scorecardresearch.com\" rel=\"preconnect\"/>\n",
" <link href=\"//iquery.finance.yahoo.com\" rel=\"preconnect\"/>\n",
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" <link href=\"//yrtas.btrll.com\" rel=\"preconnect\"/>\n",
" <link href=\"//shim.btrll.com\" rel=\"preconnect\"/>\n",
" <link href=\"//consent.cmp.oath.com\" rel=\"preconnect\"/>\n",
" <link href=\"//geo.yahoo.com\" rel=\"preconnect\"/>\n",
" <link href=\"//ads.yahoo.com\" rel=\"preconnect\"/>\n",
" <link as=\"worker\" href=\"/__finStreamer-worker.js\" rel=\"preload\"/>\n",
" <link as=\"worker\" href=\"/__rapidworker-1.2.js\" rel=\"preload\"/>\n",
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" <link href=\"https://s.yimg.com/cv/apiv2/default/fp/20180826/icons/favicon_y19_32x32.ico\" rel=\"alternate icon\" type=\"image/x-icon\"/>\n",
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