Sentiment Analysis of Financial News Headlines.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "ymg4LoFosMLk",
        "outputId": "5a085b20-14f4-4e9c-e6d2-41c60bf2d5ef",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[nltk_data] Downloading package vader_lexicon to /root/nltk_data...\n"
          ]
        }
      ],
      "source": [
        "# Import libraries\n",
        "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",
        "import nltk\n",
        "nltk.download('vader_lexicon')\n",
        "\n",
        "finwiz_url = 'https://finviz.com/quote.ashx?t='"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "gYAzwOqgsMLn"
      },
      "outputs": [],
      "source": [
        "news_tables = {}\n",
        "tickers = ['ADBE', 'ACN', 'RIVN', 'FDX']\n",
        "\n",
        "for ticker in tickers:\n",
        "    url = finwiz_url + ticker\n",
        "    req = Request(url=url,headers={'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:20.0) Gecko/20100101 Firefox/20.0'}) \n",
        "    response = urlopen(req)    \n",
        "    # Read the contents of the file into 'html'\n",
        "    html = BeautifulSoup(response)\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",
        "    news_tables[ticker] = news_table"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "Qm05DF4PsMLo",
        "outputId": "5a4932d4-f30a-4a4b-caf0-eef1ba1d0554",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Adobe Tumbles After Full-Year Revenue Forecast Trails Estimates\n",
            "Dec-16-21 09:22AM  \n",
            "Dow Jones Futures Rise, With AMD, Nvidia Up; Adobe Dives On Guidance, Tesla Rival Rivian Earnings Loom\n",
            "09:18AM  \n",
            "Adobe Stock Sinks as Fiscal 2022 Forecast Falls Short of Estimates\n",
            "09:01AM  \n",
            "Adobe shares slammed premarket as guidance lags estimates\n",
            "08:22AM  \n"
          ]
        }
      ],
      "source": [
        "# Read one single day of headlines for 'AMZN' \n",
        "amzn = news_tables['ADBE']\n",
        "# Get all the table rows tagged in HTML with <tr> into 'amzn_tr'\n",
        "amzn_tr = amzn.findAll('tr')\n",
        "\n",
        "for i, table_row in enumerate(amzn_tr):\n",
        "    # Read the text of the element 'a' into 'link_text'\n",
        "    a_text = table_row.a.text\n",
        "    # Read the text of the element 'td' into 'data_text'\n",
        "    td_text = table_row.td.text\n",
        "    # Print the contents of 'link_text' and 'data_text' \n",
        "    print(a_text)\n",
        "    print(td_text)\n",
        "    # Exit after printing 4 rows of data\n",
        "    if i == 3:\n",
        "        break"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "kAf9zIicsMLp",
        "outputId": "1c36d3f0-6fb5-4e6f-e1cc-b9787f7a2243",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '09:22AM',\n",
              "  'Adobe Tumbles After Full-Year Revenue Forecast Trails Estimates'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '09:18AM',\n",
              "  'Dow Jones Futures Rise, With AMD, Nvidia Up; Adobe Dives On Guidance, Tesla Rival Rivian Earnings Loom'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '09:01AM',\n",
              "  'Adobe Stock Sinks as Fiscal 2022 Forecast Falls Short of Estimates'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '08:22AM',\n",
              "  'Adobe shares slammed premarket as guidance lags estimates'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '08:05AM',\n",
              "  'Adobe Reports Record Q4 and Fiscal 2021 Revenue; Company Outlines Strategy for Next Decade of Growth'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '08:05AM',\n",
              "  'Adobe Announces Changes to Executive Leadership Team'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '06:53AM',\n",
              "  'The Zacks Analyst Blog Highlights: Adobe, Raytheon, Anthem, Palo Alto Networks and Roper Tech'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '06:20AM',\n",
              "  'Is Franklin LibertyQ U.S. Equity ETF (FLQL) a Strong ETF Right Now?'],\n",
              " ['ADBE',\n",
              "  'Dec-16-21',\n",
              "  '03:40AM',\n",
              "  'Premarket Movers Thursday After Bank of England Rate Hike'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '01:04PM',\n",
              "  'Retail Sales Werent as Bad as They Looked. Heres Why.'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '12:33PM',\n",
              "  'Top Analyst Reports for Adobe, Raytheon & Anthem'],\n",
              " ['ADBE', 'Dec-15-21', '11:26AM', 'Adobe Option Traders Betting Bearishly'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '10:33AM',\n",
              "  'Adobe, Rivian, FedEx Earnings: 3 Things to Watch'],\n",
              " ['ADBE', 'Dec-15-21', '09:37AM', 'Stock Market News for Dec 15, 2021'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '09:17AM',\n",
              "  \"Adobe's (ADBE) Creative Cloud Express to Expand Creator Base\"],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '09:00AM',\n",
              "  'Adobe (NASDAQ:ADBE): A very Profitable Company now Trading at a Reasonable Price'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '08:45AM',\n",
              "  'The Fed Selloff Is Easing, Lowes Is Slumpingand What Else Is Happening in the Stock Market Today'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '07:24AM',\n",
              "  \"Let's Check Adobe's Charts Ahead of Earnings\"],\n",
              " ['ADBE', 'Dec-15-21', '06:40AM', '3 Growth Stocks that Could Double in 2022'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '06:20AM',\n",
              "  'Should Franklin LibertyQ U.S. Equity ETF (FLQL) Be on Your Investing Radar?'],\n",
              " ['ADBE',\n",
              "  'Dec-15-21',\n",
              "  '01:38AM',\n",
              "  'VIP Balanced Portfolio Buys Alphabet Inc, Thermo Fisher Scientific Inc, Marsh & McLennan ...'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '11:38PM',\n",
              "  'VanEck Morningstar Wide Moat ETF Buys Polaris Inc, The Western Union Co, KLA Corp, Sells Adobe ...'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '09:38PM',\n",
              "  'VanEck Morningstar Global Wide Moat ETF Buys Wells Fargo, Safran SA, Boeing Co, Sells Adobe ...'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '05:25PM',\n",
              "  'Dow Jones Falls; Tesla Stock Slips On Elon Musk Move; Senate Approves Debt Ceiling Hike'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '04:15PM',\n",
              "  'Tech Stocks Fall On Red-Hot Inflation Report'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '02:36PM',\n",
              "  'Apple stock dips, software stocks slump, AMC and GME remain volatile'],\n",
              " ['ADBE', 'Dec-14-21', '01:29PM', 'Why Adobe Stock Fell Nearly 8% Today'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '11:28AM',\n",
              "  \"Will Digital Media Strength Aid Adobe's (ADBE) Q4 Earnings?\"],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '11:20AM',\n",
              "  'Adobe and Other Software Stocks Are Diving. J.P. Morgan Made Harsh Calls.'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '10:04AM',\n",
              "  'Adobe on Track to Beat Q4 Earnings After Noisy Q3 Results'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '08:57AM',\n",
              "  '5 Top Stock Decliners for Tuesday Amid Market Selloff'],\n",
              " ['ADBE',\n",
              "  'Dec-14-21',\n",
              "  '04:49AM',\n",
              "  'Wall Street Opens Mixed as PPI Reinforces Fed Concerns; Dow up 40 Pts'],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '08:02PM',\n",
              "  '2 Top Metaverse Stocks to Buy and Hold for the Next Decade'],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '04:38PM',\n",
              "  'Invesco V.I. Capital Appreciation Fund Buys Atlassian Corporation PLC, Apple Inc, Datadog Inc, ...'],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '11:50AM',\n",
              "  \"Here's A Way To Profit From Adobe's Earnings Report With Options, But Risk Is Notable\"],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '11:00AM',\n",
              "  'Adobe Targets Upstart Canva in Push for Video, Meme Creators'],\n",
              " ['ADBE', 'Dec-13-21', '11:00AM', 'Adobe Introduces Creative Cloud Express'],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '09:46AM',\n",
              "  \"Adobe (ADBE) to Post Q4 Earnings: What's in the Offing?\"],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '09:39AM',\n",
              "  \"Adobe Inc. -- Moody's announces completion of a periodic review of ratings of ADOBE INC.\"],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '06:33AM',\n",
              "  'FedEx Stock: Will FDX Earnings Deliver the Goods?'],\n",
              " ['ADBE',\n",
              "  'Dec-13-21',\n",
              "  '06:10AM',\n",
              "  'One chart explains why the stock market is back in rally mode'],\n",
              " ['ADBE',\n",
              "  'Dec-12-21',\n",
              "  '07:00AM',\n",
              "  '3 Things to Watch in the Stock Market This Week'],\n",
              " ['ADBE',\n",
              "  'Dec-10-21',\n",
              "  '03:28PM',\n",
              "  'The Funded: The chairman of the SEC is seeking tighter rules for SPACs'],\n",
              " ['ADBE',\n",
              "  'Dec-10-21',\n",
              "  '01:38PM',\n",
              "  'Jackson Wealth Management, LLC Buys BlackRock Inc, Adobe Inc, Equifax Inc, Sells Lam Research ...'],\n",
              " ['ADBE',\n",
              "  'Dec-10-21',\n",
              "  '10:48AM',\n",
              "  'Sprinklr CEO on becoming a major customer experience player like Salesforce, Adobe, and Microsoft'],\n",
              " ['ADBE',\n",
              "  'Dec-10-21',\n",
              "  '10:18AM',\n",
              "  'Adobe (ADBE), Real Madrid Unite for Experience Cloud Services'],\n",
              " ['ADBE',\n",
              "  'Dec-10-21',\n",
              "  '10:05AM',\n",
              "  'ETFs to Benefit From a Record Surge in Online Prices'],\n",
              " ['ADBE',\n",
              "  'Dec-10-21',\n",
              "  '04:44AM',\n",
              "  'Oracle (ORCL) Beats Q2 Earnings and Revenue Estimates'],\n",
              " ['ADBE',\n",
              "  'Dec-09-21',\n",
              "  '06:39PM',\n",
              "  'Adobe (ADBE) to Boost Creative Capabilities With ContentCal'],\n",
              " ['ADBE',\n",
              "  'Dec-09-21',\n",
              "  '03:00PM',\n",
              "  \"Adobe Systems (ADBE) Earnings Expected to Grow: What to Know Ahead of Next Week's Release\"],\n",
              " ['ADBE',\n",
              "  'Dec-09-21',\n",
              "  '11:47AM',\n",
              "  'Prices for almost everything online are surging: Adobe data'],\n",
              " ['ADBE',\n",
              "  'Dec-09-21',\n",
              "  '10:01AM',\n",
              "  'Online Prices Hit Record Levels as Shortages Bite Holiday Shoppers'],\n",
              " ['ADBE', 'Dec-09-21', '08:00AM', 'Adobe Report: Inflation Online\\xa0Soars'],\n",
              " ['ADBE',\n",
              "  'Dec-09-21',\n",
              "  '08:00AM',\n",
              "  'Adobe Digital Price Index: Online Inflation Hits Record High'],\n",
              " ['ADBE',\n",
              "  'Dec-09-21',\n",
              "  '07:01AM',\n",
              "  'Online Consumer Prices Rose in November for 18th Straight Month: Adobe'],\n",
              " ['ADBE', 'Dec-09-21', '05:56AM', 'Should You Buy DocuSign Stock on the Dip?'],\n",
              " ['ADBE',\n",
              "  'Dec-08-21',\n",
              "  '05:45PM',\n",
              "  'Adobe Systems (ADBE) Outpaces Stock Market Gains: What You Should Know'],\n",
              " ['ADBE',\n",
              "  'Dec-08-21',\n",
              "  '12:00PM',\n",
              "  'Adobe Nears Deal for Social Marketing Startup ContentCal'],\n",
              " ['ADBE', 'Dec-08-21', '09:35AM', 'Stock Market News for Dec 8, 2021'],\n",
              " ['ADBE',\n",
              "  'Dec-07-21',\n",
              "  '04:53PM',\n",
              "  'Why High-Growth Tech Stocks Like Datadog Rose Today'],\n",
              " ['ADBE',\n",
              "  'Dec-06-21',\n",
              "  '04:38PM',\n",
              "  'Is Adobe Inc. (ADBE) Going to Burn These Hedge Funds?'],\n",
              " ['ADBE',\n",
              "  'Dec-06-21',\n",
              "  '08:23AM',\n",
              "  'Dow Jones Futures Rise As Tesla Leads Techs Lower In Grizzly Market; Lucid Dives On SEC Probe'],\n",
              " ['ADBE',\n",
              "  'Dec-03-21',\n",
              "  '07:20PM',\n",
              "  'Adobe worth $26 billion less as DocuSign fears spark knee-jerk reaction for stock'],\n",
              " ['ADBE',\n",
              "  'Dec-03-21',\n",
              "  '01:36PM',\n",
              "  'Peak issues for supply chains create portfolio opportunities: Chief market strategist'],\n",
              " ['ADBE',\n",
              "  'Dec-03-21',\n",
              "  '07:15AM',\n",
              "  'Which E-Signature Company Is the Better Buy?'],\n",
              " ['ADBE',\n",
              "  'Dec-03-21',\n",
              "  '05:52AM',\n",
              "  'Global tax deal leaves billion-dollar loopholes, Reuters analysis finds'],\n",
              " ['ADBE',\n",
              "  'Dec-01-21',\n",
              "  '05:45PM',\n",
              "  'Adobe Systems (ADBE) Dips More Than Broader Markets: What You Should Know'],\n",
              " ['ADBE',\n",
              "  'Nov-30-21',\n",
              "  '09:16AM',\n",
              "  'Cyber Monday Misses Estimates on Short Supply, Weak Deals'],\n",
              " ['ADBE',\n",
              "  'Nov-30-21',\n",
              "  '01:43AM',\n",
              "  'Twitters New CEO Joins Club of India-Born U.S. Tech Captains'],\n",
              " ['ADBE',\n",
              "  'Nov-29-21',\n",
              "  '06:53PM',\n",
              "  'Adobe Hosts Financial Analyst Meeting; Webcast to Include Q4 & FY2021 Earnings'],\n",
              " ['ADBE',\n",
              "  'Nov-29-21',\n",
              "  '06:23PM',\n",
              "  'Online sales fell on Black Friday but should bounce back on Cyber Monday, analysts say'],\n",
              " ['ADBE',\n",
              "  'Nov-29-21',\n",
              "  '05:49PM',\n",
              "  'The News of Omicron is Dominating the Market: What to Do Now'],\n",
              " ['ADBE',\n",
              "  'Nov-29-21',\n",
              "  '11:40AM',\n",
              "  'Why Amazon Is Rising Higher on Cyber Monday'],\n",
              " ['ADBE',\n",
              "  'Nov-29-21',\n",
              "  '10:07AM',\n",
              "  'Cyber Monday poised to be the biggest online shopping day of the year, but may still fall short of last years total'],\n",
              " ['ADBE',\n",
              "  'Nov-29-21',\n",
              "  '08:38AM',\n",
              "  '2 Unstoppable Stocks to Buy Now and Hold Forever'],\n",
              " ['ADBE', 'Nov-29-21', '06:30AM', 'Is Autodesk Stock a Buy?'],\n",
              " ['ADBE',\n",
              "  'Nov-28-21',\n",
              "  '06:00PM',\n",
              "  'Cyber Monday Kicks Off After Black Fridays Mixed Bag for Retailers'],\n",
              " ['ADBE',\n",
              "  'Nov-27-21',\n",
              "  '06:11AM',\n",
              "  \"Adobe's (NASDAQ:ADBE) five-year total shareholder returns outpace the underlying earnings growth\"],\n",
              " ['ADBE',\n",
              "  'Nov-26-21',\n",
              "  '10:59AM',\n",
              "  'Black Friday e-commerce sales expected to approach $9 billion even as the power of major shopping days falls'],\n",
              " ['ADBE',\n",
              "  'Nov-24-21',\n",
              "  '01:17PM',\n",
              "  'These stores will stay open on Thanksgiving  but many others are closed. Heres a handy list.'],\n",
              " ['ADBE',\n",
              "  'Nov-24-21',\n",
              "  '07:33AM',\n",
              "  'Top Tech Stock Picks of Amir Mokaris Emerson Point Capital'],\n",
              " ['ADBE',\n",
              "  'Nov-23-21',\n",
              "  '05:45PM',\n",
              "  'Adobe Systems (ADBE) Stock Sinks As Market Gains: What You Should Know'],\n",
              " ['ADBE',\n",
              "  'Nov-23-21',\n",
              "  '12:43PM',\n",
              "  '7 Top Tech Stocks to Buy Despite Recent Tapering Concerns'],\n",
              " ['ADBE',\n",
              "  'Nov-23-21',\n",
              "  '09:00AM',\n",
              "  'Adobe and Major League Baseball Partner to Create Next Generation Fan Experiences'],\n",
              " ['ADBE',\n",
              "  'Nov-22-21',\n",
              "  '05:11PM',\n",
              "  'The Sectors to Focus on As the Holiday Season Kicks Off'],\n",
              " ['ADBE',\n",
              "  'Nov-22-21',\n",
              "  '11:10AM',\n",
              "  'Dow Jones Rallies As Biden Picks Powell For Fed Chief; Tesla Races Higher On Elon Musk Tweet'],\n",
              " ['ADBE',\n",
              "  'Nov-22-21',\n",
              "  '06:58AM',\n",
              "  'Adobe Upgraded to Overweight by Atlantic on Fundamentals'],\n",
              " ['ADBE',\n",
              "  'Nov-22-21',\n",
              "  '06:17AM',\n",
              "  'Dev Kantesarias Stock Portfolio: Top 9 Stocks'],\n",
              " ['ADBE',\n",
              "  'Nov-21-21',\n",
              "  '02:58PM',\n",
              "  'Amit Nitin Doshis Harbor Spring Capital Portfolio: Top 10 Stock Picks'],\n",
              " ['ADBE',\n",
              "  'Nov-20-21',\n",
              "  '09:13AM',\n",
              "  '10 Best Growth Stocks to Buy Today According to Billionaire Ken Fisher'],\n",
              " ['ADBE',\n",
              "  'Nov-19-21',\n",
              "  '09:30AM',\n",
              "  'New to Investing? This 1 Computer and Technology Stock Could Be the Perfect Starting Point'],\n",
              " ['ADBE',\n",
              "  'Nov-19-21',\n",
              "  '08:40AM',\n",
              "  'Data Center Growth Is Still the Top Reason to Buy Nvidia Stock Now'],\n",
              " ['ADBE',\n",
              "  'Nov-18-21',\n",
              "  '12:10PM',\n",
              "  'Artificial Intelligence Stocks To Buy And Watch Span Chips, Software, Internet Plays'],\n",
              " ['ADBE',\n",
              "  'Nov-18-21',\n",
              "  '09:00AM',\n",
              "  'Adobe Taps Bolt to Integrate One-click Checkout With Commerce\\xa0Platform'],\n",
              " ['ADBE',\n",
              "  'Nov-18-21',\n",
              "  '08:39AM',\n",
              "  'Adobe taps startup Bolt to add one-click checkouts to commerce sites'],\n",
              " ['ADBE',\n",
              "  'Nov-18-21',\n",
              "  '08:30AM',\n",
              "  'Adobe taps startup Bolt to add one-click checkouts to commerce sites'],\n",
              " ['ADBE',\n",
              "  'Nov-17-21',\n",
              "  '12:04PM',\n",
              "  'The Zacks Analyst Blog Highlights: Adobe, Novo Nordisk, Qualcomm, Boeing, and Uber'],\n",
              " ['ADBE',\n",
              "  'Nov-17-21',\n",
              "  '07:10AM',\n",
              "  'Will Adobe Be a Trillion-Dollar Company in 5 Years?'],\n",
              " ['ADBE',\n",
              "  'Nov-16-21',\n",
              "  '04:07PM',\n",
              "  'Top Research Reports for Adobe, Novo Nordisk & Qualcomm'],\n",
              " ['ADBE', 'Nov-16-21', '09:58AM', 'Big Money Has Designs on Adobe'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '09:21AM',\n",
              "  'Accenture Acquires Zestgroup to Help Clients Procure a More Sustainable Future'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '09:18AM',\n",
              "  'Dow Jones Futures Rise, With AMD, Nvidia Up; Adobe Dives On Guidance, Tesla Rival Rivian Earnings Loom'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '09:15AM',\n",
              "  \"Thursday's Premarket Movers Tell a Tale of 2 Economies\"],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '08:38AM',\n",
              "  'Accenture Stock Is Surging Because the Company Is Feeling Even Better About 2022'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '07:56AM',\n",
              "  'Accenture Boosts Fiscal 2022 Guidance. The Stock Is Rising Sharply.'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '07:23AM',\n",
              "  'Accenture Stock Jumps On Strong Earnings, Full-Year Guidance'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '07:09AM',\n",
              "  'Accenture shares jump premarket after earnings beat estimates, company raises guidance'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '06:57AM',\n",
              "  'UPDATE 1-Accenture revenue forecast tops estimates on cloud, security services demand'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '06:56AM',\n",
              "  'Accenture revenue forecast tops estimates on cloud, security services demand'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '06:44AM',\n",
              "  'Accenture Reports Very Strong First-Quarter Results and Raises Business Outlook for Fiscal 2022'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '06:39AM',\n",
              "  'Accenture Launches 360° Value Reporting Experience'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '05:29AM',\n",
              "  'Accenture Named Leader for B2B Commerce and Digital Sales in Industrial Manufacturing by Analyst Firm IDC'],\n",
              " ['ACN',\n",
              "  'Dec-16-21',\n",
              "  '03:40AM',\n",
              "  'Premarket Movers Thursday After Bank of England Rate Hike'],\n",
              " ['ACN',\n",
              "  'Dec-15-21',\n",
              "  '06:59AM',\n",
              "  'Accenture to Host Conference Call Tomorrow, Dec. 16, to Discuss\\xa0First-Quarter Fiscal Year 2022 Results'],\n",
              " ['ACN',\n",
              "  'Dec-15-21',\n",
              "  '06:40AM',\n",
              "  'Accenture Announces Intent to Acquire AFD.TECH to Bolster its Cloud First Network Capabilities'],\n",
              " ['ACN',\n",
              "  'Dec-15-21',\n",
              "  '02:38AM',\n",
              "  'Large Company Value Portfolio Buys Fresenius Medical Care AG. ...'],\n",
              " ['ACN',\n",
              "  'Dec-14-21',\n",
              "  '03:16PM',\n",
              "  \"Stocks To Buy And Watch Include Two Global Leaders On IBD's Stock Screener\"],\n",
              " ['ACN',\n",
              "  'Dec-14-21',\n",
              "  '11:02AM',\n",
              "  \"What's in the Cards for Accenture (ACN) in Q1 Earnings?\"],\n",
              " ['ACN',\n",
              "  'Dec-14-21',\n",
              "  '09:00AM',\n",
              "  \"Businesses Must Rethink Growth Strategies as People Examine Relationships with Work, Technology, Brands and the Planet, Finds Accenture's Annual Fjord Trends Report\"],\n",
              " ['ACN',\n",
              "  'Dec-14-21',\n",
              "  '07:59AM',\n",
              "  'Accenture Named a Leader in Data Management Service Providers: Q4, 2021 Report by Independent Research Firm'],\n",
              " ['ACN',\n",
              "  'Dec-14-21',\n",
              "  '07:59AM',\n",
              "  'Accenture Helps Disney Studios StudioLAB Provide Fans with Immersive Experiences Through Interactive Movie Posters'],\n",
              " ['ACN',\n",
              "  'Dec-13-21',\n",
              "  '06:38PM',\n",
              "  'ON BlackRock Advantage Large Cap Value Portfolio Buys Procter & Gamble Co, Life Storage ...'],\n",
              " ['ACN',\n",
              "  'Dec-13-21',\n",
              "  '05:38PM',\n",
              "  'Ohio National Fund Inc Buys Procter & Gamble Co, Booking Holdings Inc, NVIDIA Corp, Sells ...'],\n",
              " ['ACN',\n",
              "  'Dec-13-21',\n",
              "  '11:26AM',\n",
              "  'Accenture Scales to New Record High Ahead of Q1 Earnings; Target Price $410 in Best Case'],\n",
              " ['ACN',\n",
              "  'Dec-09-21',\n",
              "  '04:46PM',\n",
              "  \"Accenture plc -- Moody's announces completion of a periodic review of ratings of Accenture plc\"],\n",
              " ['ACN',\n",
              "  'Dec-09-21',\n",
              "  '03:00PM',\n",
              "  'Accenture (ACN) Earnings Expected to Grow: Should You Buy?'],\n",
              " ['ACN',\n",
              "  'Dec-09-21',\n",
              "  '07:34AM',\n",
              "  'Generali launches corporate cyber insurance services'],\n",
              " ['ACN',\n",
              "  'Dec-09-21',\n",
              "  '05:30AM',\n",
              "  'After Covid Closures, a New Quest to Make Offices Less Awful'],\n",
              " ['ACN',\n",
              "  'Dec-08-21',\n",
              "  '06:00PM',\n",
              "  'Accenture (ACN) Outpaces Stock Market Gains: What You Should Know'],\n",
              " ['ACN',\n",
              "  'Dec-08-21',\n",
              "  '11:40AM',\n",
              "  'III or ACN: Which Is the Better Value Stock Right Now?'],\n",
              " ['ACN',\n",
              "  'Dec-08-21',\n",
              "  '08:00AM',\n",
              "  'Accenture and UiPath Join Forces to Help Organizations Accelerate Transformation through Intelligent Automation'],\n",
              " ['ACN',\n",
              "  'Dec-07-21',\n",
              "  '03:36PM',\n",
              "  'Accenture Federal Services Launches St. Louis Apprenticeship Program'],\n",
              " ['ACN',\n",
              "  'Dec-07-21',\n",
              "  '03:17PM',\n",
              "  'Hedge Funds Have Never Been This Bullish On Accenture Plc (ACN)'],\n",
              " ['ACN',\n",
              "  'Dec-07-21',\n",
              "  '11:21AM',\n",
              "  'Accenture Federal Services, with plans to hire 1,400 tech empoyees in St. Louis, launches apprenticeship program'],\n",
              " ['ACN',\n",
              "  'Dec-07-21',\n",
              "  '07:30AM',\n",
              "  'FourKites and Accenture Launch Global Supply Chain Research for Pharmaceutical Industry'],\n",
              " ['ACN',\n",
              "  'Dec-07-21',\n",
              "  '06:59AM',\n",
              "  'Efma and Accenture Launch 7th Annual Innovation in Insurance Awards'],\n",
              " ['ACN',\n",
              "  'Dec-06-21',\n",
              "  '07:59AM',\n",
              "  'Accenture Invests in Operational Resilience and Supply Chain Cybersecurity Company Interos'],\n",
              " ['ACN',\n",
              "  'Dec-06-21',\n",
              "  '12:30AM',\n",
              "  'WWD Voices Podcast: Retails Responsible Reset\\xa0Series'],\n",
              " ['ACN',\n",
              "  'Dec-04-21',\n",
              "  '06:00AM',\n",
              "  'Accenture (NYSE:ACN) Might Be Having Difficulty Using Its Capital Effectively'],\n",
              " ['ACN',\n",
              "  'Dec-02-21',\n",
              "  '10:45AM',\n",
              "  'Splunk (SPLK) Tops Estimates in Q3 Earnings, Revenues Up Y/Y'],\n",
              " ['ACN',\n",
              "  'Dec-02-21',\n",
              "  '09:06AM',\n",
              "  'M&A wrap: Accenture buys Headspring; Go Pure Water Tech, Tango Health scooped up'],\n",
              " ['ACN',\n",
              "  'Dec-02-21',\n",
              "  '08:26AM',\n",
              "  'Better Tech Dividend Stock: Oracle or Accenture'],\n",
              " ['ACN',\n",
              "  'Dec-01-21',\n",
              "  '09:05AM',\n",
              "  'Accenture Acquires Headspring to Expand and Enhance Cloud First Platform Engineering Capabilities'],\n",
              " ['ACN',\n",
              "  'Dec-01-21',\n",
              "  '07:40AM',\n",
              "  '2 Dividend-Paying High-Growth Tech Stocks to Buy'],\n",
              " ['ACN',\n",
              "  'Dec-01-21',\n",
              "  '06:59AM',\n",
              "  'Accenture Promotes 1,030 New Managing Directors and Appoints 143 New Senior Managing Directors'],\n",
              " ['ACN',\n",
              "  'Nov-30-21',\n",
              "  '08:11AM',\n",
              "  'The Zacks Analyst Blog Highlights: Accenture, Raytheon, Becton, Dickinson and Co, Boeing and Gilead Sciences'],\n",
              " ['ACN',\n",
              "  'Nov-30-21',\n",
              "  '06:59AM',\n",
              "  'Accenture to Host Conference Call Thursday, Dec. 16, to Discuss\\xa0First-Quarter Fiscal Year 2022 Results'],\n",
              " ['ACN',\n",
              "  'Nov-29-21',\n",
              "  '07:31PM',\n",
              "  'Accenture Announces Extended Relationship with AWS and Joint Investments to Help Organizations Get to Cloud Value Faster'],\n",
              " ['ACN',\n",
              "  'Nov-29-21',\n",
              "  '03:17PM',\n",
              "  'Top Analyst Reports for Accenture, Raytheon & Becton, Dickinson'],\n",
              " ['ACN',\n",
              "  'Nov-29-21',\n",
              "  '01:11PM',\n",
              "  'Accenture to create 3,000 cybersecurity and technology jobs'],\n",
              " ['ACN',\n",
              "  'Nov-25-21',\n",
              "  '07:00AM',\n",
              "  'In-Store and Last-Minute Holiday Shopping in Canada Making a Comeback, Accenture Survey Finds'],\n",
              " ['ACN',\n",
              "  'Nov-24-21',\n",
              "  '11:08AM',\n",
              "  '10 Latest Stock Picks of Billionaire Ray Dalio'],\n",
              " ['ACN', 'Nov-24-21', '10:14AM', 'Accenture Continues to Attract Big Money'],\n",
              " ['ACN',\n",
              "  'Nov-23-21',\n",
              "  '06:23PM',\n",
              "  'Accenture (ACN) Stock Sinks As Market Gains: What You Should Know'],\n",
              " ['ACN',\n",
              "  'Nov-23-21',\n",
              "  '09:51AM',\n",
              "  '7 Growth Stocks to Benefit From a Mark Mobius-Like India'],\n",
              " ['ACN',\n",
              "  'Nov-22-21',\n",
              "  '11:40AM',\n",
              "  'III vs. ACN: Which Stock Is the Better Value Option?'],\n",
              " ['ACN',\n",
              "  'Nov-22-21',\n",
              "  '11:33AM',\n",
              "  'Infosys (INFY) Upgrades South Florida Water Management to HANA'],\n",
              " ['ACN',\n",
              "  'Nov-22-21',\n",
              "  '11:17AM',\n",
              "  \"Accenture (ACN) to Gain From Tambourine Buyout: Here's How\"],\n",
              " ['ACN',\n",
              "  'Nov-22-21',\n",
              "  '10:08AM',\n",
              "  \"Here's Why Investors Should Retain Accenture (ACN) Stock Now\"],\n",
              " ['ACN',\n",
              "  'Nov-20-21',\n",
              "  '09:31AM',\n",
              "  'Billionaire George Soros Is Buying These 10 Stocks'],\n",
              " ['ACN',\n",
              "  'Nov-19-21',\n",
              "  '11:30AM',\n",
              "  'Accenture Federal Services Honored For Its DEI Initiative'],\n",
              " ['ACN',\n",
              "  'Nov-19-21',\n",
              "  '11:12AM',\n",
              "  'Is it a Smart Move to Invest in Accenture (ACN)?'],\n",
              " ['ACN',\n",
              "  'Nov-18-21',\n",
              "  '08:14PM',\n",
              "  'Accenture to Acquire Tambourine to Strengthen its World-Class Commerce Transformation Capabilities in Japan'],\n",
              " ['ACN',\n",
              "  'Nov-18-21',\n",
              "  '10:30AM',\n",
              "  '5G Fixed Wireless Access Could Serve Nearly Half of U.S. Rural Households with High-Speed Broadband, New Study Finds'],\n",
              " ['ACN',\n",
              "  'Nov-18-21',\n",
              "  '10:14AM',\n",
              "  'Efma and Accenture Announce Winners of the 2021 Banking Innovation Awards'],\n",
              " ['ACN',\n",
              "  'Nov-18-21',\n",
              "  '10:03AM',\n",
              "  \"Join Accenture's Celebration for International Day of Persons with Disabilities\"],\n",
              " ['ACN',\n",
              "  'Nov-18-21',\n",
              "  '07:59AM',\n",
              "  'Accenture and Icertis Form Strategic Partnership to Help Companies Modernize Contract Management'],\n",
              " ['ACN',\n",
              "  'Nov-17-21',\n",
              "  '01:59PM',\n",
              "  'Accenture and Organon Team Up to Drive Digital Transformation for Better Patient and Employee Experiences'],\n",
              " ['ACN',\n",
              "  'Nov-16-21',\n",
              "  '04:30PM',\n",
              "  'State of Innovation: Bracing for transformation, retail industry looks to woo consumers of the future'],\n",
              " ['ACN',\n",
              "  'Nov-16-21',\n",
              "  '02:30PM',\n",
              "  'Karen Pavlin Named North America Inclusion & Diversity Lead At Consulting Giant Accenture'],\n",
              " ['ACN',\n",
              "  'Nov-16-21',\n",
              "  '09:36AM',\n",
              "  \"Accenture (ACN) to Benefit From T.A. Cook Buyout: Here's How\"],\n",
              " ['ACN',\n",
              "  'Nov-16-21',\n",
              "  '08:15AM',\n",
              "  'Accenture Acquires Founders Intelligence to Help Corporate Executives Drive Growth from Innovation'],\n",
              " ['ACN',\n",
              "  'Nov-15-21',\n",
              "  '10:19AM',\n",
              "  'Accenture Acquires T.A. Cook, Strengthening Asset Performance Management Capabilities for Clients in Capital-Intensive Industries'],\n",
              " ['ACN',\n",
              "  'Nov-14-21',\n",
              "  '07:01PM',\n",
              "  'U.K. Businesses Gear Up to Raise Prices, Survey Finds'],\n",
              " ['ACN',\n",
              "  'Nov-14-21',\n",
              "  '06:02AM',\n",
              "  'Is Accenture plc (NYSE:ACN) Expensive For A Reason? A Look At Its Intrinsic Value'],\n",
              " ['ACN',\n",
              "  'Nov-12-21',\n",
              "  '07:00AM',\n",
              "  \"Accenture named to 2022 list of Canada's Top 100 Employers for 12th consecutive year\"],\n",
              " ['ACN',\n",
              "  'Nov-11-21',\n",
              "  '11:21AM',\n",
              "  'Microsoft and Meta Announce Partnership for Work Apps'],\n",
              " ['ACN',\n",
              "  'Nov-10-21',\n",
              "  '08:59AM',\n",
              "  'Accenture Federal Services Wins $618 million U.S. Marshals Service Task Order'],\n",
              " ['ACN', 'Nov-09-21', '07:01PM', 'The OUTstanding Top 50 Allies 2021'],\n",
              " ['ACN',\n",
              "  'Nov-09-21',\n",
              "  '07:01PM',\n",
              "  'The OUTstanding Top 100 Future Leaders 2021'],\n",
              " ['ACN',\n",
              "  'Nov-09-21',\n",
              "  '10:30AM',\n",
              "  'BrightTower Advises Procurement Spend Management Firm ClearEdge Partners in Sale to Accenture'],\n",
              " ['ACN',\n",
              "  'Nov-09-21',\n",
              "  '10:09AM',\n",
              "  'Accenture Acquires\\xa0ClearEdge\\xa0to Help Clients Better Manage Digital Transformation Spend'],\n",
              " ['ACN',\n",
              "  'Nov-09-21',\n",
              "  '07:59AM',\n",
              "  'Accenture Invests in Geneyx to Expand the Use of Genetic Data for Targeted and Personalized Therapeutics and Diagnostics'],\n",
              " ['ACN',\n",
              "  'Nov-09-21',\n",
              "  '05:30AM',\n",
              "  'Accentures Julie Sweet: A.I. can transform companies, creating responsibility and possibility for CEOs'],\n",
              " ['ACN',\n",
              "  'Nov-09-21',\n",
              "  '12:01AM',\n",
              "  'Banks Could Increase Annual Revenues by Nearly 4% by Embracing Innovative Business Models of Digital-Only Players, Accenture Report Finds'],\n",
              " ['ACN',\n",
              "  'Nov-08-21',\n",
              "  '05:50PM',\n",
              "  'Accenture (ACN) Stock Sinks As Market Gains: What You Should Know'],\n",
              " ['ACN',\n",
              "  'Nov-08-21',\n",
              "  '02:29PM',\n",
              "  'Was The Smart Money Right About Accenture Plc (ACN)?'],\n",
              " ['ACN',\n",
              "  'Nov-05-21',\n",
              "  '11:40AM',\n",
              "  'NVEE vs. ACN: Which Stock Is the Better Value Option?'],\n",
              " ['ACN',\n",
              "  'Nov-04-21',\n",
              "  '11:50AM',\n",
              "  'Accenture Federal Services Wins 2021 Government Contractor of the Year in the Over $300 Million Category'],\n",
              " ['ACN',\n",
              "  'Nov-04-21',\n",
              "  '11:31AM',\n",
              "  'IBM spinoff Kyndryl begins trading: We have now complete freedom of action, CEO says'],\n",
              " ['ACN',\n",
              "  'Nov-03-21',\n",
              "  '12:53PM',\n",
              "  'Microsoft (MSFT) Integrates Metaverse Into Its Software'],\n",
              " ['ACN',\n",
              "  'Nov-03-21',\n",
              "  '05:59AM',\n",
              "  'More than Half of Organizations Not Effectively Defending Against Cyberattacks, According to Accenture Study'],\n",
              " ['ACN',\n",
              "  'Nov-02-21',\n",
              "  '05:50PM',\n",
              "  'Accenture (ACN) Outpaces Stock Market Gains: What You Should Know'],\n",
              " ['ACN',\n",
              "  'Nov-02-21',\n",
              "  '11:00AM',\n",
              "  'Microsofts Own Metaverse Is Coming, and It Will Have PowerPoint'],\n",
              " ['ACN',\n",
              "  'Nov-01-21',\n",
              "  '07:59AM',\n",
              "  'Accenture Positioned as a Leader in IDC MarketScape: Worldwide Life Sciences Research & Development Vendor Assessment on IT Outsourcing for Fourth Consecutive Report'],\n",
              " ['ACN',\n",
              "  'Oct-31-21',\n",
              "  '08:59PM',\n",
              "  'CEOs Unequivocally Call for Bold Government Action and Consistent Climate Policy at COP26, According to Latest Sustainability Research from the UN Global Compact and Accenture'],\n",
              " ['ACN',\n",
              "  'Oct-27-21',\n",
              "  '06:34PM',\n",
              "  'Stocks To Buy And Watch Include This Chipmaker And A Stable, Cloud-Based Services Stock'],\n",
              " ['ACN',\n",
              "  'Oct-27-21',\n",
              "  '05:50PM',\n",
              "  'Accenture (ACN) Dips More Than Broader Markets: What You Should Know'],\n",
              " ['ACN',\n",
              "  'Oct-27-21',\n",
              "  '02:44PM',\n",
              "  'Stellantis, TIM and Accenture Collaborate on 5G Industrial Application in Brazil'],\n",
              " ['ACN', 'Oct-27-21', '06:25AM', '5 Stocks Insiders Are Selling'],\n",
              " ['RIVN',\n",
              "  'Dec-16-21',\n",
              "  '09:18AM',\n",
              "  'Dow Jones Futures Rise, With AMD, Nvidia Up; Adobe Dives On Guidance, Tesla Rival Rivian Earnings Loom'],\n",
              " ['RIVN',\n",
              "  'Dec-16-21',\n",
              "  '07:30AM',\n",
              "  \"Here's What 2 Investors Think of Rivian and Its Stock\"],\n",
              " ['RIVN',\n",
              "  'Dec-15-21',\n",
              "  '04:04PM',\n",
              "  'Rivian Stock: Analysts Bullish Ahead Of Post-IPO Earnings Report'],\n",
              " ['RIVN',\n",
              "  'Dec-15-21',\n",
              "  '11:13AM',\n",
              "  'Rivian to Build $5bn Battery and Assembly Plant, AP Reports'],\n",
              " ['RIVN',\n",
              "  'Dec-15-21',\n",
              "  '11:10AM',\n",
              "  'Rivian Picks Up an EV Award From Edmunds. Its Stock Falls Anyway.'],\n",
              " ['RIVN',\n",
              "  'Dec-15-21',\n",
              "  '10:33AM',\n",
              "  'Adobe, Rivian, FedEx Earnings: 3 Things to Watch'],\n",
              " ['RIVN',\n",
              "  'Dec-15-21',\n",
              "  '09:57AM',\n",
              "  'Dow Jones Falls Ahead Of Fed Decision; Tesla, EV Leaders Post Early Losses'],\n",
              " ['RIVN',\n",
              "  'Dec-15-21',\n",
              "  '06:10AM',\n",
              "  'Love Rivian Automotive? This Hot Tech Stock Could Be Just for You'],\n",
              " ['RIVN',\n",
              "  'Dec-14-21',\n",
              "  '04:25PM',\n",
              "  'Tesla Stock, IBD Stock Of The Day, Breaks Key Support Levels Amid Market Sell-Off, Elon Musk Sales'],\n",
              " ['RIVN', 'Dec-14-21', '12:58PM', 'Why Rivian Stock Dropped Today'],\n",
              " ['RIVN',\n",
              "  'Dec-14-21',\n",
              "  '11:51AM',\n",
              "  'Tesla to accept dogecoin for some merch sales, Elon Musk sells more company stock'],\n",
              " ['RIVN',\n",
              "  'Dec-14-21',\n",
              "  '11:02AM',\n",
              "  'XPeng president details electric vehicle innovation, autonomous driving, and the EV market in China'],\n",
              " ['RIVN',\n",
              "  'Dec-14-21',\n",
              "  '09:48AM',\n",
              "  'Dow Jones Reverses On Hot Inflation Report; Fed Meeting Looms; Tesla Skids As Musk Sells More Shares'],\n",
              " ['RIVN',\n",
              "  'Dec-14-21',\n",
              "  '09:01AM',\n",
              "  'The Fed Meeting Could Be D-Day for Bitcoin and Other Cryptos'],\n",
              " ['RIVN',\n",
              "  'Dec-14-21',\n",
              "  '08:07AM',\n",
              "  'Dow Jones Futures Rise After Stock Market Sells Off Ahead Of Fed Meeting; Elon Musk Sells More Tesla Stock'],\n",
              " ['RIVN',\n",
              "  'Dec-14-21',\n",
              "  '08:03AM',\n",
              "  'Is Rivian Automotive (RIVN) A Smart Investment Choice?'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '04:07PM',\n",
              "  'Rivian Stock: R1T Pickup Named 2022 MotorTrend Truck Of The Year'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '03:13PM',\n",
              "  'Lucid Group stock rallies after Nasdaq Tech 100 inclusion'],\n",
              " ['RIVN', 'Dec-13-21', '12:50PM', 'Why Rivian Stock Is Electric Today'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '12:25PM',\n",
              "  'Dow Jones Loses 350 Points As Fed Meeting Looms; EV Stocks Skid, But Covid Stocks Rally'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '11:44AM',\n",
              "  'Elon Musk on electric vehicle competition: Im confident in the future of Tesla'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '10:33AM',\n",
              "  'Stock Market Starts Week Lower As Apple Nears This Major Milestone; Pfizer Makes $6.7 Bil Deal'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '10:27AM',\n",
              "  'Rivians R1T Named Truck of the Year. The Stock Is Up.'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '10:03AM',\n",
              "  \"Dow Jones Falls As Apple Hits New Highs; Tesla Skids, Rivian Called 'Most Remarkable' Truck Of The Year\"],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '10:01AM',\n",
              "  'Lucid and Rivian Are Soaring Again. Which EV Stock Is The Better Buy?'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '09:52AM',\n",
              "  \"Rivian stock rises after the electric automaker wins MotorTrend's truck of the year award\"],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '09:10AM',\n",
              "  'Rivian nabs a coveted MotorTrend award for its debut EV pickup, putting pressure on Tesla'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '08:28AM',\n",
              "  'Rivians R1T Is MotorTrends 2022 Truck of the Year. The Stock Is Up.'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '08:21AM',\n",
              "  'Dow Jones Futures Rise With Fed Set To Speed Up Inflation Fight; Apple, Tesla, Rivian In Focus'],\n",
              " ['RIVN',\n",
              "  'Dec-13-21',\n",
              "  '01:52AM',\n",
              "  \"Rivian R1T Crowned as MotorTrend's 2022 Truck of the Year\"],\n",
              " ['RIVN',\n",
              "  'Dec-12-21',\n",
              "  '08:09PM',\n",
              "  'Looking to Ride the Electric Vehicle Boom? These Analysts Suggest 2 EV Stocks to Buy'],\n",
              " ['RIVN',\n",
              "  'Dec-12-21',\n",
              "  '03:00PM',\n",
              "  'FedEx, Rivian, Lennar, Campbell Soup, Adobe, and Other Stocks to Watch This Week'],\n",
              " ['RIVN',\n",
              "  'Dec-11-21',\n",
              "  '12:00AM',\n",
              "  'The Challenging Road Ahead for Rivians Billionaire CEO'],\n",
              " ['RIVN',\n",
              "  'Dec-10-21',\n",
              "  '07:45PM',\n",
              "  'Tesla Partnership and Less Debt Can Drive Hertz Stock Higher'],\n",
              " ['RIVN',\n",
              "  'Dec-10-21',\n",
              "  '04:47PM',\n",
              "  'Amazon-Backed Rivian Set to Announce\\xa0Plan for Georgia EV Factory'],\n",
              " ['RIVN',\n",
              "  'Dec-10-21',\n",
              "  '09:59AM',\n",
              "  'Dow Jones Rallies After Hot Inflation Reading; Tesla Slides As Elon Musk Sells More Shares'],\n",
              " ['RIVN', 'Dec-09-21', '10:30PM', '3 Investors Weigh In on the Rivian IPO'],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '01:53PM',\n",
              "  \"This year's big IPOs  from EVs to sustainable footwear\"],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '01:20PM',\n",
              "  'Electric vehicle stocks sagging amid mixed market day'],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '10:55AM',\n",
              "  'Behind the Wall: Fund Manager Says EV Stocks Will Ride Rising Tide'],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '10:31AM',\n",
              "  'Apple car unit loses key engineers to Joby, Archer air taxi upstarts'],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '10:20AM',\n",
              "  \"Will Rivian's Sales Justify a $100 Billion Valuation?\"],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '10:00AM',\n",
              "  'Once-Hot IPOs Stumble as Market Volatility Picks Up'],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '09:59AM',\n",
              "  'Dow Jones Drops As Jobless Claims Fall To 52-Year Low; Apple Hits More Highs; Lucid Motors Dives On Debt Offering'],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '08:11AM',\n",
              "  \"4 Stocks in Focus on Biden's Bold Electric Fleet Targets\"],\n",
              " ['RIVN',\n",
              "  'Dec-09-21',\n",
              "  '02:45AM',\n",
              "  \"Electric Vehicle Checkpoint: Tesla CEO Elon Musk Knocks Biden's EV Bill\"],\n",
              " ['RIVN',\n",
              "  'Dec-08-21',\n",
              "  '05:49PM',\n",
              "  'Apples Car Project Loses Three More Key Engineers to Startups'],\n",
              " ['RIVN',\n",
              "  'Dec-08-21',\n",
              "  '04:36PM',\n",
              "  'Tesla CEO Elon Musk teases Cybertruck, Ford boasts 200,000 preorders for electric F-150 Lightning'],\n",
              " ['RIVN',\n",
              "  'Dec-08-21',\n",
              "  '11:29AM',\n",
              "  'Rivian is the one that can challenge Tesla: Morgan Stanley'],\n",
              " ['RIVN',\n",
              "  'Dec-08-21',\n",
              "  '11:03AM',\n",
              "  'BofA Explains Neutral Rating for Tesla, Buy for Rivian, Lucid'],\n",
              " ['RIVN',\n",
              "  'Dec-08-21',\n",
              "  '09:48AM',\n",
              "  'Dow Jones Rallies On Pfizer Vaccine News; Apple Hits New High, Tesla Falls Despite Strong China Sales'],\n",
              " ['RIVN',\n",
              "  'Dec-08-21',\n",
              "  '07:10AM',\n",
              "  'Should Investors Worry About the Gender Discrimination Lawsuit Recently Filed Against Rivian?'],\n",
              " ['RIVN',\n",
              "  'Dec-08-21',\n",
              "  '06:38AM',\n",
              "  \"If You Like Rivian, You'll Love These 2 Stocks\"],\n",
              " ['RIVN',\n",
              "  'Dec-07-21',\n",
              "  '03:57PM',\n",
              "  'Rivian Stocks Estimates Are All Over the Place, Even for Bulls'],\n",
              " ['RIVN',\n",
              "  'Dec-07-21',\n",
              "  '11:30AM',\n",
              "  'Rivian Estimates Are All Over the Place, Even for Bulls. How Wall Street Works.'],\n",
              " ['RIVN',\n",
              "  'Dec-07-21',\n",
              "  '09:48AM',\n",
              "  'Dow Jones Surges As Intel Jumps On Mobileye Plans; Apple, Tesla Set To Rally'],\n",
              " ['RIVN',\n",
              "  'Dec-07-21',\n",
              "  '09:47AM',\n",
              "  \"What Ford's November Sales Reveal About Its Turnaround Efforts\"],\n",
              " ['RIVN',\n",
              "  'Dec-07-21',\n",
              "  '09:28AM',\n",
              "  'Tesla CEO Elon Musk speaks out against Bidens EV tax credits'],\n",
              " ['RIVN',\n",
              "  'Dec-07-21',\n",
              "  '09:08AM',\n",
              "  \"Amazon's (AMZN) AWS Gets Selected by Rivian, Boosts Clientele\"],\n",
              " ['RIVN',\n",
              "  'Dec-07-21',\n",
              "  '07:35AM',\n",
              "  'Dow Jones Futures Surge: Is Stock Market Correction Over? What To Do Now'],\n",
              " ['RIVN', 'Dec-07-21', '05:55AM', 'Rivian: An EV Star Is Born'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '05:57PM',\n",
              "  'Tesla Stock Dips, Lucid Motors Tumbles Amid SEC Probes; Rivian Jumps On Buy Ratings'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '05:33PM',\n",
              "  'Why Rivian Stock Stomped on the Accelerator Today'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '04:29PM',\n",
              "  'Rivian Sets Date for Release of Third Quarter 2021 Results'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '03:13PM',\n",
              "  'Rivian: Production and delivery of EVs expected this quarter, analyst says'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '01:37PM',\n",
              "  'Rivian Ratings Arrive. They Are More Positive Than Tesla.'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '10:59AM',\n",
              "  'Ford could sell down Rivian stake to fuel its business, RBC says'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '10:22AM',\n",
              "  'Rivian is the one that could disrupt Tesla, analysts say'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '10:04AM',\n",
              "  'Rivian receives positive ratings in initial Wall Street coverage'],\n",
              " ['RIVN', 'Dec-06-21', '09:55AM', 'Lucid shares drop following SEC subpoena'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '09:40AM',\n",
              "  'Dow Jones Rallies, Tech Stocks Sell Off; Lucid Plunges 15% On SEC Probe; Tesla Falls To Key Support'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '08:23AM',\n",
              "  'Dow Jones Futures Rise As Tesla Leads Techs Lower In Grizzly Market; Lucid Dives On SEC Probe'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '07:51AM',\n",
              "  'Rivian Ratings Arrive. They Are More Positive Than Tesla.'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '06:42AM',\n",
              "  'Bitcoin Is Still Falling. The Dip-Buyers Are Staying Away.'],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '06:18AM',\n",
              "  \"Rivian is 'The One' To Challenge Tesla, Says Morgan Stanley\"],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '05:35AM',\n",
              "  \"Looking at 4 EV Stocks and Their Charts: Here's My Take\"],\n",
              " ['RIVN',\n",
              "  'Dec-06-21',\n",
              "  '05:17AM',\n",
              "  'EV Disruptor Rivian Lauded on Wall Street With Valuation Caution'],\n",
              " ['RIVN',\n",
              "  'Dec-04-21',\n",
              "  '01:23PM',\n",
              "  'Rivian Stock Ratings Should Arrive This Week. What to Know.'],\n",
              " ['RIVN', 'Dec-04-21', '10:00AM', \"Here's My Top Stock to Buy in December\"],\n",
              " ['RIVN',\n",
              "  'Dec-03-21',\n",
              "  '04:08PM',\n",
              "  'Ford could become the second largest EV manufacturer globally: Analyst'],\n",
              " ['RIVN',\n",
              "  'Dec-03-21',\n",
              "  '11:46AM',\n",
              "  'Boris Johnson woos Rivian in bid to bring £1bn electric vehicle factory to UK'],\n",
              " ['RIVN',\n",
              "  'Dec-03-21',\n",
              "  '10:01AM',\n",
              "  'Dow Jones Reverses, Tech Stocks Sell Off After Weak Jobs Report; Tesla Falls As Elon Musk Sells More Shares'],\n",
              " ['RIVN',\n",
              "  'Dec-03-21',\n",
              "  '08:05AM',\n",
              "  'Rivian Automotive Stock Will Have a Long Road Back to Its $180 Highs'],\n",
              " ['RIVN', 'Dec-03-21', '08:03AM', 'Rivian: Is the Valuation Justifiable?'],\n",
              " ['RIVN',\n",
              "  'Dec-03-21',\n",
              "  '07:30AM',\n",
              "  'Rivian Stock Could Reach $200 in Just a Few Months'],\n",
              " ['RIVN',\n",
              "  'Dec-02-21',\n",
              "  '05:10PM',\n",
              "  'Dow Jones Futures: Market Rallies, But Be Wary; Tesla Rivals Lucid, Rivian, Xpeng, Li Auto Skid; DocuSign, Asana Dive With Jobs Report On Tap'],\n",
              " ['RIVN',\n",
              "  'Dec-02-21',\n",
              "  '11:21AM',\n",
              "  'Why Investors Need to Stay Far Away From Rivian (for Now)'],\n",
              " ['RIVN',\n",
              "  'Dec-02-21',\n",
              "  '09:56AM',\n",
              "  'GM shares advance, Boeing stock jumps, Dollar General stock dips'],\n",
              " ['RIVN',\n",
              "  'Dec-02-21',\n",
              "  '09:54AM',\n",
              "  'Dow Jones Rallies, But Stock Market Sell-Off Worsens; Apple Slides On Weak iPhone Demand'],\n",
              " ['RIVN',\n",
              "  'Dec-02-21',\n",
              "  '09:39AM',\n",
              "  'Rivian Stock Might Be Worth the Price. Electric Trucks Should Be Big Sellers.'],\n",
              " ['RIVN',\n",
              "  'Dec-02-21',\n",
              "  '09:00AM',\n",
              "  'Rivian Selects AWS as Its Preferred Cloud Provider to Drive Efficiency, Performance, and Refinement of Electric Vehicles'],\n",
              " ['RIVN', 'Dec-02-21', '08:22AM', 'Is Rivian Stock a Buy After the IPO?'],\n",
              " ['RIVN',\n",
              "  'Dec-01-21',\n",
              "  '03:10PM',\n",
              "  'Wait for the EV Trend to Fizzle Out Before Buying Rivian'],\n",
              " ['RIVN',\n",
              "  'Dec-01-21',\n",
              "  '03:04PM',\n",
              "  'Jay Leno: Tesla is probably 8-10 years ahead in battery technology compared to competitors'],\n",
              " ['RIVN',\n",
              "  'Dec-01-21',\n",
              "  '10:14AM',\n",
              "  'Tesla competitors XPeng, NIO post strong delivery numbers'],\n",
              " ['RIVN',\n",
              "  'Dec-01-21',\n",
              "  '09:45AM',\n",
              "  'Dow Jones Snaps Back From Stock Market Sell-Off; Apple Hits New High, Tesla Rivals Jump On Strong Deliveries'],\n",
              " ['RIVN', 'Dec-01-21', '09:12AM', '2 EV Stocks I Would Buy Before Rivian'],\n",
              " ['RIVN',\n",
              "  'Dec-01-21',\n",
              "  '09:01AM',\n",
              "  \"Beyond Rivian: Buy These 2 Stocks Integral to Its Trucks' Design\"],\n",
              " ['RIVN', 'Dec-01-21', '07:44AM', 'Is Rivian Stock a Buy?'],\n",
              " ['RIVN',\n",
              "  'Nov-30-21',\n",
              "  '02:11PM',\n",
              "  'EV Space is All Charged-Up With IPO News: ETFs to Play'],\n",
              " ['FDX',\n",
              "  'Dec-16-21',\n",
              "  '09:18AM',\n",
              "  'Dow Jones Futures Rise, With AMD, Nvidia Up; Adobe Dives On Guidance, Tesla Rival Rivian Earnings Loom'],\n",
              " ['FDX',\n",
              "  'Dec-16-21',\n",
              "  '08:38AM',\n",
              "  'FedEx Option Traders Cautious Before Earnings'],\n",
              " ['FDX',\n",
              "  'Dec-16-21',\n",
              "  '06:00AM',\n",
              "  'FedEx Earnings On Tap After Delivery Giant Predicted A Bumper Holiday Season'],\n",
              " ['FDX',\n",
              "  'Dec-15-21',\n",
              "  '08:38PM',\n",
              "  'Russell Investment Funds Buys Catalent Inc, Willis Towers Watson PLC, Edison International, ...'],\n",
              " ['FDX',\n",
              "  'Dec-15-21',\n",
              "  '04:16PM',\n",
              "  'FedEx doubles size of cargo hub at MIA, intends to hire hundreds'],\n",
              " ['FDX',\n",
              "  'Dec-15-21',\n",
              "  '02:13PM',\n",
              "  'FedEx Express completes $72.2M expansion in Miami'],\n",
              " ['FDX',\n",
              "  'Dec-15-21',\n",
              "  '11:50AM',\n",
              "  'Aurora partners with Uber Freight for autonomous trucking pilot'],\n",
              " ['FDX',\n",
              "  'Dec-15-21',\n",
              "  '10:33AM',\n",
              "  'Adobe, Rivian, FedEx Earnings: 3 Things to Watch'],\n",
              " ['FDX',\n",
              "  'Dec-15-21',\n",
              "  '04:55AM',\n",
              "  \"Don't Wait, Click Now, If You Want That Delivered By Christmas\"],\n",
              " ['FDX',\n",
              "  'Dec-14-21',\n",
              "  '04:38PM',\n",
              "  'Day Hagan Logix Smart Value Fund Buys Werner Enterprises Inc, Landstar System Inc, FedEx Corp, ...'],\n",
              " ['FDX',\n",
              "  'Dec-14-21',\n",
              "  '03:58PM',\n",
              "  'Fedex Express Completes Expansion At Miami International Airport'],\n",
              " ['FDX',\n",
              "  'Dec-14-21',\n",
              "  '03:00PM',\n",
              "  'FedEx Express Completes Major Expansion at Miami International Airport'],\n",
              " ['FDX',\n",
              "  'Dec-14-21',\n",
              "  '02:53PM',\n",
              "  'FedEx Corp. adds CEO of major Texas firm to its board of directors'],\n",
              " ['FDX',\n",
              "  'Dec-14-21',\n",
              "  '01:38PM',\n",
              "  'Strategy Asset Managers Llc Buys Broadcom Inc, eBay Inc, Extra Space Storage Inc, Sells , Meta ...'],\n",
              " ['FDX',\n",
              "  'Dec-14-21',\n",
              "  '11:08AM',\n",
              "  \"FedEx Fell Out of the Box, and Here's Where Traders Could Catch It\"],\n",
              " ['FDX',\n",
              "  'Dec-14-21',\n",
              "  '11:00AM',\n",
              "  'Boeing delivers 34 aircraft in November, picks up Southwest order'],\n",
              " ['FDX',\n",
              "  'Dec-13-21',\n",
              "  '05:39PM',\n",
              "  \"How is FedEx's (FDX) Ground Unit Likely to Fare in Q2 Earnings?\"],\n",
              " ['FDX',\n",
              "  'Dec-13-21',\n",
              "  '04:05PM',\n",
              "  'Fred Perpall, CEO of The Beck Group, Joins FedEx Corporation Board of Directors'],\n",
              " ['FDX',\n",
              "  'Dec-13-21',\n",
              "  '11:41AM',\n",
              "  'FedEx Celebrates Its First African American Female Flight Crew'],\n",
              " ['FDX',\n",
              "  'Dec-13-21',\n",
              "  '11:12AM',\n",
              "  'FedEx and Darden Restaurants are part of Zacks Earnings Preview'],\n",
              " ['FDX',\n",
              "  'Dec-13-21',\n",
              "  '09:00AM',\n",
              "  'UPS, Postal Service Step Up On-Time Holiday Deliveries, Data Show'],\n",
              " ['FDX',\n",
              "  'Dec-13-21',\n",
              "  '06:33AM',\n",
              "  'FedEx Stock: Will FDX Earnings Deliver the Goods?'],\n",
              " ['FDX',\n",
              "  'Dec-12-21',\n",
              "  '03:00PM',\n",
              "  'FedEx, Rivian, Lennar, Campbell Soup, Adobe, and Other Stocks to Watch This Week'],\n",
              " ['FDX',\n",
              "  'Dec-11-21',\n",
              "  '02:38AM',\n",
              "  'PGIM Jennison Focused Value Fund Buys Qualcomm Inc, Sells FedEx Corp, PTC Inc, Cigna Corp'],\n",
              " ['FDX',\n",
              "  'Dec-11-21',\n",
              "  '01:38AM',\n",
              "  'Southeastern Asset Management Buys Discovery Inc, IAC/InterActiveCorp, RenaissanceRe Holdings, ...'],\n",
              " ['FDX', 'Dec-10-21', '01:05PM', 'Q4 Earnings Season Gets Underway'],\n",
              " ['FDX',\n",
              "  'Dec-10-21',\n",
              "  '01:04PM',\n",
              "  \"FedEx (FDX) to Report Q2 Earnings: What's in the Offing?\"],\n",
              " ['FDX',\n",
              "  'Dec-10-21',\n",
              "  '04:41AM',\n",
              "  'Mesa Air (MESA) Reports Q4 Loss, Lags Revenue Estimates'],\n",
              " ['FDX',\n",
              "  'Dec-10-21',\n",
              "  '01:38AM',\n",
              "  'Madison Covered Call & Equity Strategy Fund Buys PayPal Holdings Inc, T-Mobile US Inc, Visa ...'],\n",
              " ['FDX',\n",
              "  'Dec-09-21',\n",
              "  '03:00PM',\n",
              "  'Analysts Estimate FedEx (FDX) to Report a Decline in Earnings: What to Look Out for'],\n",
              " ['FDX',\n",
              "  'Dec-09-21',\n",
              "  '03:21AM',\n",
              "  'StealthGas (GASS) Q3 Earnings and Revenues Top Estimates'],\n",
              " ['FDX',\n",
              "  'Dec-08-21',\n",
              "  '10:14PM',\n",
              "  'Hedge Funds Arent Crazy About FedEx Corporation (FDX) Anymore'],\n",
              " ['FDX',\n",
              "  'Dec-08-21',\n",
              "  '02:55PM',\n",
              "  'Industrial real estate giant buys Triad property for $23.4 million'],\n",
              " ['FDX',\n",
              "  'Dec-08-21',\n",
              "  '12:22PM',\n",
              "  \"Supply Chain Struggles Won't Lead to Blue Christmas for Retailers. Here's Why.\"],\n",
              " ['FDX',\n",
              "  'Dec-08-21',\n",
              "  '10:23AM',\n",
              "  'Is it Safe to Keep Your FedEx (FDX) Shares?'],\n",
              " ['FDX',\n",
              "  'Dec-08-21',\n",
              "  '08:08AM',\n",
              "  'Supply chains: The Omicron variant is a key uncertainty going into 2022, economist says'],\n",
              " ['FDX',\n",
              "  'Dec-07-21',\n",
              "  '12:23PM',\n",
              "  '2021 holiday shipping deadlines loom for FedEx, UPS, and USPS'],\n",
              " ['FDX',\n",
              "  'Dec-06-21',\n",
              "  '05:45PM',\n",
              "  'FedEx (FDX) Outpaces Stock Market Gains: What You Should Know'],\n",
              " ['FDX',\n",
              "  'Dec-06-21',\n",
              "  '04:20PM',\n",
              "  '2 Stocks for Longer-Term Investors to Buy Ahead of December Earnings'],\n",
              " ['FDX',\n",
              "  'Dec-06-21',\n",
              "  '09:01AM',\n",
              "  'FedEx Q2 Earnings To Come In Below Consensus, Says Morgan Stanley'],\n",
              " ['FDX',\n",
              "  'Dec-06-21',\n",
              "  '07:31AM',\n",
              "  'Womans email and photos compromised by hacker looking for nudes after she sent phone to Google for repair'],\n",
              " ['FDX',\n",
              "  'Dec-06-21',\n",
              "  '05:51AM',\n",
              "  'FedEx Gains as it Forecasts a Bumper Holiday Season'],\n",
              " ['FDX',\n",
              "  'Dec-05-21',\n",
              "  '07:30AM',\n",
              "  'Is It Time To Buy the 5 Worst-Performing Blue-Chip Stocks of 2021?'],\n",
              " ['FDX',\n",
              "  'Dec-05-21',\n",
              "  '06:24AM',\n",
              "  'Be Sure To Check Out FedEx Corporation (NYSE:FDX) Before It Goes Ex-Dividend'],\n",
              " ['FDX',\n",
              "  'Dec-03-21',\n",
              "  '01:15PM',\n",
              "  'Is FedEx Corporation (NYSE:FDX) Trading At A 29% Discount?'],\n",
              " ['FDX',\n",
              "  'Dec-03-21',\n",
              "  '11:50AM',\n",
              "  'The Jack Dorsey News Got These Investors Talking'],\n",
              " ['FDX', 'Dec-02-21', '12:38PM', 'How FedEx Could Get Back to $300'],\n",
              " ['FDX', 'Dec-01-21', '09:02AM', 'Giving Is Better Than Receiving'],\n",
              " ['FDX',\n",
              "  'Dec-01-21',\n",
              "  '06:23AM',\n",
              "  'Top 10 Stock Picks of Steve Zhengs Deepcurrents Investment Group'],\n",
              " ['FDX',\n",
              "  'Nov-29-21',\n",
              "  '10:00PM',\n",
              "  \"Amazon to Overtake UPS and FedEx as America's Largest Delivery Service\"],\n",
              " ['FDX',\n",
              "  'Nov-29-21',\n",
              "  '10:00PM',\n",
              "  'ByteDance Backs Dubai Startup Building Logistics Chain to China'],\n",
              " ['FDX',\n",
              "  'Nov-29-21',\n",
              "  '05:45PM',\n",
              "  'FedEx (FDX) Gains But Lags Market: What You Should Know'],\n",
              " ['FDX',\n",
              "  'Nov-29-21',\n",
              "  '11:20AM',\n",
              "  'Union Labor Helped UPS. Now It Could Hurt. What to Buy Instead.'],\n",
              " ['FDX',\n",
              "  'Nov-29-21',\n",
              "  '09:50AM',\n",
              "  'Amazon Predicts It Will Pass UPS and Fedex as Biggest U.S. Shipper'],\n",
              " ['FDX',\n",
              "  'Nov-27-21',\n",
              "  '10:44AM',\n",
              "  'U.S. shippers prepare for another pandemic crush of holiday gifts'],\n",
              " ['FDX',\n",
              "  'Nov-26-21',\n",
              "  '02:28PM',\n",
              "  'Hundreds of FedEx packages found dumped in Alabama woods under investigation'],\n",
              " ['FDX',\n",
              "  'Nov-26-21',\n",
              "  '11:55AM',\n",
              "  'On the Front Lines of the Supply-Chain Crisis'],\n",
              " ['FDX',\n",
              "  'Nov-25-21',\n",
              "  '11:39AM',\n",
              "  'Spike in applications to blame for passport delays, FedEx says'],\n",
              " ['FDX',\n",
              "  'Nov-24-21',\n",
              "  '03:22PM',\n",
              "  'Supply chain backlogs: You have seen the worst of it, Port of Long Beach executive director says'],\n",
              " ['FDX',\n",
              "  'Nov-24-21',\n",
              "  '10:31AM',\n",
              "  '3 Stocks to Buy to Play Black Friday This Year'],\n",
              " ['FDX',\n",
              "  'Nov-24-21',\n",
              "  '09:17AM',\n",
              "  '15 Stock Picks of Michael O Keefes 12th Street Asset Management'],\n",
              " ['FDX',\n",
              "  'Nov-23-21',\n",
              "  '06:13PM',\n",
              "  'FedEx Freight and the Christmas SPIRIT Foundation Delivering Joy to Military Families This Holiday Season'],\n",
              " ['FDX',\n",
              "  'Nov-23-21',\n",
              "  '05:45PM',\n",
              "  'FedEx (FDX) Stock Sinks As Market Gains: What You Should Know'],\n",
              " ['FDX',\n",
              "  'Nov-23-21',\n",
              "  '05:33AM',\n",
              "  'UPS, FedEx Get a Head Start on Holiday Deliveries'],\n",
              " ['FDX',\n",
              "  'Nov-22-21',\n",
              "  '02:56PM',\n",
              "  'Why these are the worst stocks to own right now: Goldman Sachs'],\n",
              " ['FDX',\n",
              "  'Nov-22-21',\n",
              "  '01:31PM',\n",
              "  'Cigna CEO David Cordani and FedEx CEO Frederick W. Smith Join Together to Highlight the Unique Value Veterans Bring to the Workforce'],\n",
              " ['FDX',\n",
              "  'Nov-19-21',\n",
              "  '12:56PM',\n",
              "  'FedEx (FDX) Expects 10% Uptick in Holiday Package Deliveries'],\n",
              " ['FDX', 'Nov-19-21', '10:46AM', 'Avanzando Juntos / Growing Together'],\n",
              " ['FDX',\n",
              "  'Nov-19-21',\n",
              "  '09:37AM',\n",
              "  'LendingClub, FedEx, Applied Materials and Williams-Sonoma highlighted as Zacks Bull and Bear of the Day'],\n",
              " ['FDX',\n",
              "  'Nov-19-21',\n",
              "  '09:00AM',\n",
              "  'FedEx Corp. Board Declares Quarterly Dividend'],\n",
              " ['FDX',\n",
              "  'Nov-19-21',\n",
              "  '07:24AM',\n",
              "  'Cargo Pilots Leave Hong Kong, as Covid Rules Collide With Supply Chains'],\n",
              " ['FDX', 'Nov-19-21', '05:00AM', 'Bear of the Day: FedEx (FDX)'],\n",
              " ['FDX', 'Nov-18-21', '06:51PM', 'FedEx plans $57M project in Alabama'],\n",
              " ['FDX',\n",
              "  'Nov-17-21',\n",
              "  '04:09PM',\n",
              "  'FedEx opens facility in West Valley, looks to hire more employees for the holidays'],\n",
              " ['FDX',\n",
              "  'Nov-17-21',\n",
              "  '11:00AM',\n",
              "  'Waymo, UPS expand autonomous freight truck tie-up ahead of holidays'],\n",
              " ['FDX',\n",
              "  'Nov-17-21',\n",
              "  '10:48AM',\n",
              "  'Europe is the only region where COVID-19 deaths rose in the latest week, as U.S. embarks on effort to greatly boost vaccine manufacturing'],\n",
              " ['FDX',\n",
              "  'Nov-17-21',\n",
              "  '10:25AM',\n",
              "  'Supply chains will get a little better in December and then tight again in January: Analyst'],\n",
              " ['FDX',\n",
              "  'Nov-16-21',\n",
              "  '05:41PM',\n",
              "  'Without Violence, Solana and Other Cryptos Cant Stick'],\n",
              " ['FDX',\n",
              "  'Nov-16-21',\n",
              "  '03:03PM',\n",
              "  \"Trucker shortage: There are almost '400,000 self-employed truckers,' Convoy research director says\"],\n",
              " ['FDX',\n",
              "  'Nov-16-21',\n",
              "  '02:13PM',\n",
              "  'Wait for More Information on XYO Before Buying It'],\n",
              " ['FDX',\n",
              "  'Nov-16-21',\n",
              "  '10:33AM',\n",
              "  '5 Reasons UPS Deserves to Be at an All-Time High'],\n",
              " ['FDX',\n",
              "  'Nov-15-21',\n",
              "  '05:45PM',\n",
              "  'FedEx (FDX) Stock Moves -0.62%: What You Should Know'],\n",
              " ['FDX',\n",
              "  'Nov-15-21',\n",
              "  '12:08PM',\n",
              "  'Heres Why FedEx (FDX) Became Longleaf Partners Largest Q3 Detractor'],\n",
              " ['FDX',\n",
              "  'Nov-15-21',\n",
              "  '07:39AM',\n",
              "  \"CNBC's Final Trades: Visa, FedEx, Nordstrom And This Auto Major That's Valued Better Than Peers\"],\n",
              " ['FDX', 'Nov-15-21', '07:32AM', 'This Chart Shows a Defining Moment for UPS'],\n",
              " ['FDX',\n",
              "  'Nov-13-21',\n",
              "  '04:02PM',\n",
              "  'Top 10 Stock Picks of Adam Usdans Trellus Management'],\n",
              " ['FDX',\n",
              "  'Nov-13-21',\n",
              "  '09:33AM',\n",
              "  'UPDATE 1-Boeing says in advanced talks to sell 777X freighters'],\n",
              " ['FDX',\n",
              "  'Nov-12-21',\n",
              "  '02:35PM',\n",
              "  'Port of Baltimore taking on new ships amid global supply chain mess'],\n",
              " ['FDX',\n",
              "  'Nov-12-21',\n",
              "  '02:16PM',\n",
              "  'The Social Contract Is Being Shredded. Investors Should Worry.'],\n",
              " ['FDX',\n",
              "  'Nov-12-21',\n",
              "  '10:20AM',\n",
              "  '2 Top Value Stocks With Huge Dividend Growth Potential'],\n",
              " ['FDX',\n",
              "  'Nov-11-21',\n",
              "  '01:41PM',\n",
              "  'Why this cute robot could soon deliver your next burrito'],\n",
              " ['FDX',\n",
              "  'Nov-11-21',\n",
              "  '10:01AM',\n",
              "  \"Saluting Marvin Hill's Continued Service to the Military Community on Veterans Day\"],\n",
              " ['FDX',\n",
              "  'Nov-11-21',\n",
              "  '06:26AM',\n",
              "  'Returns On Capital At FedEx (NYSE:FDX) Have Stalled'],\n",
              " ['FDX', 'Nov-10-21', '07:30AM', 'UPS Silences the Doubters'],\n",
              " ['FDX',\n",
              "  'Nov-10-21',\n",
              "  '06:20AM',\n",
              "  'Should You Invest in the iShares U.S. Transportation ETF (IYT)?'],\n",
              " ['FDX',\n",
              "  'Nov-09-21',\n",
              "  '07:02PM',\n",
              "  'Biden Spoke With CEOs of Walmart, UPS, FedEx, Target on Supply Chains, White House Says'],\n",
              " ['FDX',\n",
              "  'Nov-09-21',\n",
              "  '05:45PM',\n",
              "  'FedEx (FDX) Gains As Market Dips: What You Should Know'],\n",
              " ['FDX',\n",
              "  'Nov-09-21',\n",
              "  '04:18PM',\n",
              "  'Biden spoke with CEOs of Walmart, UPS, FedEx, Target on supply chains, White House says'],\n",
              " ['FDX',\n",
              "  'Nov-09-21',\n",
              "  '04:05PM',\n",
              "  'UPDATE 4-Biden talks to Walmart, UPS, Target, other CEOs on supply issues'],\n",
              " ['FDX',\n",
              "  'Nov-09-21',\n",
              "  '03:46PM',\n",
              "  'Biden talks to Walmart, UPS, Target, other CEOs on supply issues']]"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "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",
        "        # splite 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": 11,
      "metadata": {
        "id": "-DO_a19ksMLq",
        "outputId": "3cb10e38-a269-495e-e516-92a2e47e9689",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        }
      },
      "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>ticker</th>\n",
              "      <th>date</th>\n",
              "      <th>time</th>\n",
              "      <th>headline</th>\n",
              "      <th>neg</th>\n",
              "      <th>neu</th>\n",
              "      <th>pos</th>\n",
              "      <th>compound</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ADBE</td>\n",
              "      <td>2021-12-16</td>\n",
              "      <td>09:22AM</td>\n",
              "      <td>Adobe Tumbles After Full-Year Revenue Forecast...</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ADBE</td>\n",
              "      <td>2021-12-16</td>\n",
              "      <td>09:18AM</td>\n",
              "      <td>Dow Jones Futures Rise, With AMD, Nvidia Up; A...</td>\n",
              "      <td>0.106</td>\n",
              "      <td>0.894</td>\n",
              "      <td>0.000</td>\n",
              "      <td>-0.2263</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ADBE</td>\n",
              "      <td>2021-12-16</td>\n",
              "      <td>09:01AM</td>\n",
              "      <td>Adobe Stock Sinks as Fiscal 2022 Forecast Fall...</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ADBE</td>\n",
              "      <td>2021-12-16</td>\n",
              "      <td>08:22AM</td>\n",
              "      <td>Adobe shares slammed premarket as guidance lag...</td>\n",
              "      <td>0.234</td>\n",
              "      <td>0.561</td>\n",
              "      <td>0.206</td>\n",
              "      <td>-0.0772</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ADBE</td>\n",
              "      <td>2021-12-16</td>\n",
              "      <td>08:05AM</td>\n",
              "      <td>Adobe Reports Record Q4 and Fiscal 2021 Revenu...</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.852</td>\n",
              "      <td>0.148</td>\n",
              "      <td>0.3818</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  ticker        date     time  ...    neu    pos  compound\n",
              "0   ADBE  2021-12-16  09:22AM  ...  1.000  0.000    0.0000\n",
              "1   ADBE  2021-12-16  09:18AM  ...  0.894  0.000   -0.2263\n",
              "2   ADBE  2021-12-16  09:01AM  ...  1.000  0.000    0.0000\n",
              "3   ADBE  2021-12-16  08:22AM  ...  0.561  0.206   -0.0772\n",
              "4   ADBE  2021-12-16  08:05AM  ...  0.852  0.148    0.3818\n",
              "\n",
              "[5 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "# 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": 13,
      "metadata": {
        "id": "7aw-lm5xsMLq",
        "outputId": "e33e7ebb-8276-4b1d-d7f9-195276dbdd97",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 436
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 2160x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.rcParams['figure.figsize'] = [30, 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": 12,
      "metadata": {
        "id": "cJPL6A4OsMLr"
      },
      "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": "3.7.6"
    },
    "colab": {
      "name": "Sentiment Analysis of Financial News Headlines.ipynb",
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}