sentiment_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib.request import urlopen, Request\n",
    "from bs4 import BeautifulSoup\n",
    "import os\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# NLTK VADER for sentiment analysis\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "\n",
    "finwiz_url = 'https://finviz.com/quote.ashx?t='"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "news_tables = {}\n",
    "tickers = ['GOOG']\n",
    "\n",
    "for ticker in tickers:\n",
    "    url = finwiz_url + ticker\n",
    "    req = Request(url=url,headers={'user-agent': 'my-app/0.0.1'}) \n",
    "    response = urlopen(req)    \n",
    "    # Read the contents of the file into 'html'\n",
    "    html = BeautifulSoup(response)\n",
    "    # print(html)\n",
    "    # Find 'news-table' in the Soup and load it into 'news_table'\n",
    "    news_table = html.find(id='news-table')\n",
    "    # Add the table to our dictionary\n",
    "    # print(news_table)\n",
    "    news_tables[ticker] = news_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "3 Reasons Why Quibi Failed: Will Other Streaming Services Be Next?\nNov-18-20 08:39AM  \nApple to Cut App Store Fees in Half for Most Developers\n08:23AM  \nApple (AAPL) Partners ChargePoint for Vehicle Charging Data\n07:53AM  \nThe S&P 500 May Not See  Big Gains Next Year. Heres Why.\n06:00AM  \nRay Dalio Has a Point About Bitcoin At $18,000\n03:30AM  \nGoogle has created an AI-powered nightmare creature generator\nNov-17-20 06:18PM  \n"
     ]
    }
   ],
   "source": [
    "# Read one single day of headlines for 'GOOG' \n",
    "ggle = news_tables['GOOG']\n",
    "# Get all the table rows tagged in HTML with <tr> into 'amzn_tr'\n",
    "ggle_tr = ggle.findAll('tr')\n",
    "# print(ggle_tr)\n",
    "for i, table_row in enumerate(ggle_tr):\n",
    "    # Read the text of the element 'a' into 'a_text'\n",
    "    a_text = table_row.a.text\n",
    "    # Read the text of the element 'td' into 'td_text'\n",
    "    td_text = table_row.td.text\n",
    "    # Print the contents of 'a_text' and 'td_text' \n",
    "    print(a_text)\n",
    "    print(td_text)\n",
    "    if i == 5:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[['GOOG',\n",
       "  'Nov-18-20',\n",
       "  '08:39AM',\n",
       "  '3 Reasons Why Quibi Failed: Will Other Streaming Services Be Next?'],\n",
       " ['GOOG',\n",
       "  'Nov-18-20',\n",
       "  '08:23AM',\n",
       "  'Apple to Cut App Store Fees in Half for Most Developers'],\n",
       " ['GOOG',\n",
       "  'Nov-18-20',\n",
       "  '07:53AM',\n",
       "  'Apple (AAPL) Partners ChargePoint for Vehicle Charging Data'],\n",
       " ['GOOG',\n",
       "  'Nov-18-20',\n",
       "  '06:00AM',\n",
       "  'The S&P 500 May Not See  Big Gains Next Year. Heres Why.'],\n",
       " ['GOOG',\n",
       "  'Nov-18-20',\n",
       "  '03:30AM',\n",
       "  'Ray Dalio Has a\\xa0Point About Bitcoin At $18,000'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '06:18PM',\n",
       "  'Google has created an AI-powered nightmare creature generator'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '06:00PM',\n",
       "  \"Biden Risks Ceding Asia's Digital Oil to China\"],\n",
       " ['GOOG', 'Nov-17-20', '05:59PM', 'The Changing Face of Fitness'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '05:53PM',\n",
       "  'ROSEN, A LEADING LAW FIRM, Announces Investigation of Securities Claims Against Alphabet Inc.; Encourages Investors with Losses in Excess of $100K to Contact the Firm - GOOG, GOOGL'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '05:50PM',\n",
       "  \"Senators say Facebook, Twitter moderation is a 'whack-a-mole problem' 'run amok'\"],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '05:26PM',\n",
       "  'Zuckerberg, Dorsey Face Angry Lawmakers Still Split on Concerns'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '03:07PM',\n",
       "  'Soros Regrets Early Investment in Peter Thiels Palantir'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '12:05PM',\n",
       "  'Kids on YouTube See Many Ads, Few Educational Videos: Study'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '11:02AM',\n",
       "  'Dow Slips as Bulls Hit Pause on Value Amid Signs of Weaker Consumer'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '10:25AM',\n",
       "  \"Microsoft's New Security Chip Could Strengthen Windows\"],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '09:29AM',\n",
       "  'The Zacks Analyst Blog Highlights: Google, Lenovo, Apple, Hewlett Packard Enterprise and Dell'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '09:07AM',\n",
       "  'Cable Streamers Like Fubo and Sling (Somehow) Added Customers in Q3'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '09:00AM',\n",
       "  'Google updates Maps with more COVID info and finally launches its Assistant driving mode'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '09:00AM',\n",
       "  'Apple MacBook Pro 13-inch review: How the new M1 chip stacks up to Intels'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '08:55AM',\n",
       "  'ICE Seeks Large New Cloud Contract Involving Microsoft, Amazon'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '08:35AM',\n",
       "  'Dow Down on Weaker Economic Data, Slump in Health Care on Amazon Pharma Entry'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '08:00AM',\n",
       "  '5 Stocks to Buy as AI Takes Over Daily Life Activities'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '07:53AM',\n",
       "  'The Huge Technology News That Went Totally Under the Radar on Monday'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '06:03AM',\n",
       "  'Epidemic Sound Said to Consider Options for Online Music Vault'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '06:00AM',\n",
       "  'Amazon Urges Shoppers to Order Early to Avoid Shipping Delays'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '05:30AM',\n",
       "  'Zuckerberg, Dorsey to Face Republicans Claims of Censorship'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '05:00AM',\n",
       "  'When Tesla Joins the S&P 500, You Know Its Game Over'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '04:51AM',\n",
       "  'Section 230 controversy: Lawmakers question Facebook, Twitter chiefs over content moderation'],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '03:41AM',\n",
       "  \"Epic Games' Purchase Of Facial Animation Tech Startup Hyprsense Gives Rise To 'Fortnite' Speculations\"],\n",
       " ['GOOG',\n",
       "  'Nov-17-20',\n",
       "  '02:02AM',\n",
       "  'Airbnb Lays Anti-Competition Allegations Against Google In IPO Filing'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '09:26PM',\n",
       "  'Baidu to Buy YY for $3.6 Billion to Get Into Chinese Live Video'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '08:54PM',\n",
       "  'Twitter Taps Famous Hacker to Be Head of Security'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '04:45PM',\n",
       "  'JD.com Third-Quarter Earnings Beat Views, Sales Match'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '04:37PM',\n",
       "  'Electric Jaguar iPace Spotted Testing Waymo Equipment In San Francisco'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '04:00PM',\n",
       "  'Cloud Computing Comparisons: Microsoft Vs. Amazon, Alphabet, Alibaba'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '03:02PM',\n",
       "  'Stock Market Today With Jim Cramer: Hold Disney and Facebook'],\n",
       " ['GOOG', 'Nov-16-20', '03:00PM', 'Edward Jones Keeps the Offices Open'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '02:58PM',\n",
       "  'Apple Targeted by Privacy Campaigner Who Took on Facebook'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '02:24PM',\n",
       "  'Facebook Stock Could Continue to Rise. Heres Why.'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '11:50AM',\n",
       "  \"Here's how reforming Section 230 could impact Big Tech\"],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '09:45AM',\n",
       "  \"Alphabet's (GOOGL) Google Plans a New Campus Near Seattle\"],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '08:25AM',\n",
       "  'PC, Tablet Sales Grow at Record Pace in Q3: 3 Stocks to Watch'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '08:15AM',\n",
       "  'A Second Vaccine Triggers Another Round of Rotational Action'],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '07:28AM',\n",
       "  \"3 Tech Stocks That Could Soar, Even When There's a Coronavirus Vaccine\"],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '03:12AM',\n",
       "  \"WFH in Greece or Barbados?\\xa0The Fight for Covid's Digital Nomads\"],\n",
       " ['GOOG',\n",
       "  'Nov-16-20',\n",
       "  '02:00AM',\n",
       "  'Africas internet economy is booming but it needs more homegrown software developers'],\n",
       " ['GOOG',\n",
       "  'Nov-15-20',\n",
       "  '07:05PM',\n",
       "  'Blackrock and Fidelity Are Betting Big On This $130 Trillion Mega-Trend'],\n",
       " ['GOOG',\n",
       "  'Nov-15-20',\n",
       "  '05:57PM',\n",
       "  'Stock Market Rally At Highs, With Google, JD.com, Moderna Coronavirus Vaccine In Focus; What You Should Do By Monday'],\n",
       " ['GOOG',\n",
       "  'Nov-15-20',\n",
       "  '01:00AM',\n",
       "  'Whats the Cheapest Way to Save All Those Phone Photos?'],\n",
       " ['GOOG',\n",
       "  'Nov-14-20',\n",
       "  '05:15PM',\n",
       "  'Google Invests In Indonesian E-Commerce Unicorn, Joins Singapore Government, SoftBank, Alibaba'],\n",
       " ['GOOG',\n",
       "  'Nov-14-20',\n",
       "  '01:36PM',\n",
       "  'U.S. Election Results and China Moves Bode Well for Tech, Wedbush Says'],\n",
       " ['GOOG',\n",
       "  'Nov-14-20',\n",
       "  '07:16AM',\n",
       "  'LinkedIn co-founder: These tweaks will make your job application stand out'],\n",
       " ['GOOG',\n",
       "  'Nov-14-20',\n",
       "  '06:00AM',\n",
       "  'Your ESG Portfolio Could Have Too Much Tech Exposure. Heres How to Fix It.'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '10:16PM',\n",
       "  \"Investopedia's Top Financial Terms of 2018\"],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '08:05PM',\n",
       "  'Alphabets Google Is Planning a New Campus Near Seattle'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '06:12PM',\n",
       "  'Google pulls the plug on Expeditions VR app, migrates tours to Arts & Culture'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '06:11PM',\n",
       "  'Google at odds with U.S. over protective order for firms tied to lawsuit'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '06:10PM',\n",
       "  'Google at odds with U.S. over protective order for firms tied to lawsuit -court filing'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '05:01PM',\n",
       "  'Uber in talks to sell ATG self-driving unit to Aurora'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '10:00AM',\n",
       "  'Number of tech giants will double in five years: LinkedIn co-founder Reid Hoffman'],\n",
       " ['GOOG', 'Nov-13-20', '09:30AM', 'Winter Is Coming. Get a New Hobby.'],\n",
       " ['GOOG', 'Nov-13-20', '09:30AM', 'Datadog: Buy the Dip?'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '09:00AM',\n",
       "  'LinkedIn Co-founder: the number of tech giants will double in 5 years'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '08:29AM',\n",
       "  'Why Connected TV Stock Magnite Is a Buy After Q3 2020'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '08:00AM',\n",
       "  'As The S&P 500 Nears Record Highs Again, Is It Too Late To Buy?'],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '06:26AM',\n",
       "  \"Google CEO apologises for document, EU's Breton warns internet is not Wild West\"],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '06:14AM',\n",
       "  \"Google CEO apologises for document, EU's Breton warns internet is not Wild West\"],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '06:04AM',\n",
       "  \"Internet can't be Wild West, EU's Breton tells Google CEO Pichai\"],\n",
       " ['GOOG',\n",
       "  'Nov-13-20',\n",
       "  '03:10AM',\n",
       "  'France Offers Another Glimmer of Hope on Covid'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '08:38PM',\n",
       "  'Tencent Climbs After Reassurances on Chinas Internet Clampdown'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '06:50PM',\n",
       "  \"'Trading Nation' Traders Discuss Morgan Stanley's Call On Online Ad Plays\"],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '06:44PM',\n",
       "  'EQUITY ALERT: Rosen Law Firm Announces Investigation of Securities Claims Against Alphabet Inc.  GOOG, GOOGL'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '05:26PM',\n",
       "  '3 Cloud-Infrastructure Stocks We Are Buying Now'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '03:06PM',\n",
       "  'Is Alphabet Now the Best FAANG Stock to Own?'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '02:44PM',\n",
       "  'FTC Chair Issues Monopoly Warning as Facebook Decision Nears'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '12:30PM',\n",
       "  'Act now before Google kills us, 135-strong coalition of startups warns EU antitrust chief'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '11:00AM',\n",
       "  'Shocked But Not Surprised: A Mantra\\xa0for the Trump Era'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '10:49AM',\n",
       "  'Trumps refusal to concede hurts the economy: LinkedIn Co-Founder'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '10:08AM',\n",
       "  \"Interest rates are going to be the 'biggest risk for the markets going forward': Strategist\"],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '10:04AM',\n",
       "  'YouTube Was Down for Two Hours on Wednesday'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '09:00AM',\n",
       "  'Apple HomePod Mini review: Remarkably big sound'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '09:00AM',\n",
       "  'Influencers with Andy Serwer: Reid Hoffman'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '06:57AM',\n",
       "  'Google To End Free Unlimited Photos Storage From June 2021'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '05:48AM',\n",
       "  \"Facebook And Google's Political Ad Ban Extension Is Irking Georgia Senate Run-Off Campaigners\"],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '05:40AM',\n",
       "  'Pinduoduo Shares Jump as Post-Covid Spending Lift Sales by 89%'],\n",
       " ['GOOG',\n",
       "  'Nov-12-20',\n",
       "  '03:03AM',\n",
       "  'Exclusive: Group of 165 Google critics calls for swift EU antitrust action - letter'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '09:28PM',\n",
       "  'Down $290 Billion, China Tech Investors Wargame Worst-Case\\xa0Scenarios'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '07:45PM',\n",
       "  \"YouTube Is Down, Won't Play Videos [Update]\"],\n",
       " ['GOOG', 'Nov-11-20', '07:23PM', 'Why Wayfair Stock Is Up'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '06:32PM',\n",
       "  'Facebook, Google Extend Bans on Political Ads as Trump Refuses to Concede He Lost Election'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '06:23PM',\n",
       "  'YouTube Ups Beauty AR Game With YouCam Partnership'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '06:06PM',\n",
       "  'Tech companies tied to U.S. lawsuit against Google get more time to propose protective order'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '06:06PM',\n",
       "  'Tech companies tied to U.S. lawsuit against Google ask judge to extend protective order deadline'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '06:05PM',\n",
       "  'Tech companies tied to U.S. lawsuit against Google ask judge to extend protective order deadline'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '06:00PM',\n",
       "  'Bye, Tariff Man. Bidens India Play Must Be\\xa0Apps'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '05:44PM',\n",
       "  'Yelp CEO Is Encouraged by U.S. Antitrust Case Against Google'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '05:31PM',\n",
       "  \"RIP Google Music, one of the company's last examples of generosity\"],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '05:20PM',\n",
       "  'Google Wants to Goose Chromecast Sales With Bundle Offering Netflix for 50% Off for Six Months'],\n",
       " ['GOOG',\n",
       "  'Nov-11-20',\n",
       "  '04:27PM',\n",
       "  'Nasdaq Soars As Big Tech Bites Back; Dow Jones Lags As Boeing Dives'],\n",
       " ['GOOG', 'Nov-11-20', '04:12PM', 'Why Roku Stock Is Soaring Today']]"
      ]
     },
     "metadata": {},
     "execution_count": 34
    }
   ],
   "source": [
    "parsed_news = []\n",
    "\n",
    "# Iterate through the news\n",
    "for file_name, news_table in news_tables.items():\n",
    "    # Iterate through all tr tags in 'news_table'\n",
    "    for x in news_table.findAll('tr'):\n",
    "        # read the text from each tr tag into text\n",
    "        # get text from a only\n",
    "        text = x.a.get_text() \n",
    "        # split text in the td tag into a list \n",
    "        date_scrape = x.td.text.split()\n",
    "        # if the length of 'date_scrape' is 1, load 'time' as the only element\n",
    "\n",
    "        if len(date_scrape) == 1:\n",
    "            time = date_scrape[0]\n",
    "            \n",
    "        # else load 'date' as the 1st element and 'time' as the second    \n",
    "        else:\n",
    "            date = date_scrape[0]\n",
    "            time = date_scrape[1]\n",
    "        # Extract the ticker from the file name, get the string up to the 1st '_'  \n",
    "        ticker = file_name.split('_')[0]\n",
    "        \n",
    "        # Append ticker, date, time and headline as a list to the 'parsed_news' list\n",
    "        parsed_news.append([ticker, date, time, text])\n",
    "        \n",
    "parsed_news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  ticker        date     time  \\\n",
       "0   GOOG  2020-11-18  08:39AM   \n",
       "1   GOOG  2020-11-18  08:23AM   \n",
       "2   GOOG  2020-11-18  07:53AM   \n",
       "3   GOOG  2020-11-18  06:00AM   \n",
       "4   GOOG  2020-11-18  03:30AM   \n",
       "\n",
       "                                            headline    neg    neu  pos  \\\n",
       "0  3 Reasons Why Quibi Failed: Will Other Streami...  0.268  0.732  0.0   \n",
       "1  Apple to Cut App Store Fees in Half for Most D...  0.174  0.826  0.0   \n",
       "2  Apple (AAPL) Partners ChargePoint for Vehicle ...  0.000  1.000  0.0   \n",
       "3  The S&P 500 May Not See  Big Gains Next Year. ...  0.156  0.844  0.0   \n",
       "4     Ray Dalio Has a Point About Bitcoin At $18,000  0.000  1.000  0.0   \n",
       "\n",
       "   compound  \n",
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     },
     "metadata": {},
     "execution_count": 36
    }
   ],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "# import nltk\n",
    "# nltk.download('vader_lexicon')\n",
    "\n",
    "# Instantiate the sentiment intensity analyzer\n",
    "vader = SentimentIntensityAnalyzer()\n",
    "\n",
    "# Set column names\n",
    "columns = ['ticker', 'date', 'time', 'headline']\n",
    "\n",
    "# Convert the parsed_news list into a DataFrame called 'parsed_and_scored_news'\n",
    "parsed_and_scored_news = pd.DataFrame(parsed_news, columns=columns)\n",
    "\n",
    "# Iterate through the headlines and get the polarity scores using vader\n",
    "scores = parsed_and_scored_news['headline'].apply(vader.polarity_scores).tolist()\n",
    "\n",
    "# Convert the 'scores' list of dicts into a DataFrame\n",
    "scores_df = pd.DataFrame(scores)\n",
    "\n",
    "# Join the DataFrames of the news and the list of dicts\n",
    "parsed_and_scored_news = parsed_and_scored_news.join(scores_df, rsuffix='_right')\n",
    "\n",
    "# Convert the date column from string to datetime\n",
    "parsed_and_scored_news['date'] = pd.to_datetime(parsed_and_scored_news.date).dt.date\n",
    "\n",
    "parsed_and_scored_news.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [10, 6]\n",
    "\n",
    "# Group by date and ticker columns from scored_news and calculate the mean\n",
    "mean_scores = parsed_and_scored_news.groupby(['ticker','date']).mean()\n",
    "\n",
    "# Unstack the column ticker\n",
    "mean_scores = mean_scores.unstack()\n",
    "\n",
    "# Get the cross-section of compound in the 'columns' axis\n",
    "mean_scores = mean_scores.xs('compound', axis=\"columns\").transpose()\n",
    "\n",
    "# Plot a bar chart with pandas\n",
    "mean_scores.plot(kind = 'bar')\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}