Datasets:
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$BYND - JPMorgan reels in expectations on Beyond Meat https://t.co/bd0xbFGjkT | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$CCL $RCL - Nomura points to bookings weakness at Carnival and Royal Caribbean https://t.co/yGjpT2ReD3 | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$CX - Cemex cut at Credit Suisse, J.P. Morgan on weak building outlook https://t.co/KN1g4AWFIb | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$ESS: BTIG Research cuts to Neutral https://t.co/MCyfTsXc2N | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$FNKO - Funko slides after Piper Jaffray PT cut https://t.co/z37IJmCQzB | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$FTI - TechnipFMC downgraded at Berenberg but called Top Pick at Deutsche Bank https://t.co/XKcPDilIuU | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$GM - GM loses a bull https://t.co/tdUfG5HbXy | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$GM: Deutsche Bank cuts to Hold https://t.co/7Fv1ZiFZBS | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$GTT: Cowen cuts to Market Perform | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$HNHAF $HNHPD $AAPL - Trendforce cuts iPhone estimate after Foxconn delay https://t.co/rlnEwzlzzS | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$HOG - Moody's warns on Harley-Davidson https://t.co/LurHBEadeU | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$HXL - Citing aero ties, Wells slashes PT on Hexcel https://t.co/wU5P2i8WBU | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$I - Intelsat cut to Market Perform at Raymond James https://t.co/YsvsMSQRIb | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$KRG: Compass Point cuts to Sell https://t.co/MCyfTsXc2N | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$LK - Muddy Waters goes short Luckin Coffee https://t.co/8yrbwAjLKG | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$MANT - ManTech downgraded ahead of difficult comps https://t.co/mJ1eSrsFXJ | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$MDCO: Oppenheimer cuts to Perform | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$MPLX $MPC - MPLX cut at Credit Suisse on potential dilution from Marathon strategic review https://t.co/0BFQy4ZU6W | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$MSGN - Imperial downgrades MSG Networks amid sports-free airwaves https://t.co/Ul2S6XNXw8 | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$MTLS - Piper hits the Materialise sidelines https://t.co/qlFxZuhkrt | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$NCBS: Hovde Group cuts to Market Perform | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$NFLX - New Netflix bear steps out https://t.co/PdPkgLk0FQ | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$SHOP - Shopify loses a bull https://t.co/eoq7Lchtk4 | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$STAY - Nomura Instinet loses confidence in Extended Stay America https://t.co/WrQXTC38nB | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$TWLO - Twilio gets Street-low target on virus risk https://t.co/Ky3d8DxnjX | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$VCLT $SPLB $IGLB - Guggenheim's Minerd sees more gloom ahead in stocks https://t.co/NKYQgy2o3J | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$VIAC $VIACA $FOX - MoffettNathanson expects NFL TV costs to skyrocket https://t.co/APfxEqSSRF | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$VIAC: Barrington Research cuts to Mkt Perform https://t.co/7Fv1ZiFZBS | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
$XLNX - Mizuho cuts XLNX target on near-term headwinds https://t.co/hsWCvJb1Ct | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
2U downgraded to sector weight from overweight at KeyBanc Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Alphabet and Facebook price targets cut at Barclays on weaker ad outlook https://t.co/PlbSaE1Nc2 | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
AMC Networks price target cut to $35 from $39 at Imperial Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
American Software downgraded to neutral from buy at B. Riley FBR | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Analysts question Silicon Motion's margin outlook | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Anchiano Therapeutics downgraded to peer perform from outperform at Oppenheimer | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Arch Coal stock price target cut to $97 from $100 at B. Riley FBR | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
AT&T downgraded by MoffettNathanson to sell on concern wireless can't carry the whole company | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
AT&T shares sink after MoffettNathanson downgrade | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
AT&T stock falls after MoffettNathanson downgrades, saying dividend looks less compelling | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Aurora Cannabis stock price target cut to C$1.00 from C$1.75 at Stifel Nicolaus | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Autodesk downgraded to underweight from neutral at JPMorgan | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
BAML warns of profit pressure for Hormel | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Barclays cools on Molson Coors | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Becton Dickinson downgraded to outperform from strong buy at Raymond James | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Becton Dickinson downgraded to sector weight from overweight at KeyBanc Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Berry Petroleum downgraded to market perform from outperform at BMO Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Berry Petroleum downgraded to underweight from sector weight at KeyBanc Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Bluebird bio downgraded to in line from outperform at Evercore ISI | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Bluebird bio stock price target cut to $86 from $172 at Evercore ISI | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Canada Goose downgraded to buy from strong buy at CFRA | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Canada Goose stock price target cut to $50 from $65 at CFRA | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Children's Place downgraded as e-commerce puts margins at risk | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Children's Place price target cut to $80 from $105 at Monness Crespi Hardt | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Cinedigm Corp. Analysts Are Cutting Their Estimates: Here's What You Need To Know | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Clovis Oncology stock price target cut to $8 from $12 at Evercore ISI | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Cumberland Pharmaceuticals stock price target cut to $9.00 from $12.25 at B. Riley FBR | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Dell, HPE targets trimmed on compute headwinds | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Dish may not be key winner amid Intelsat woes - analyst | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Disney downgraded as analyst says parks attendance could take 2 years to 'normalize' https://t.co/InJKourtW3 | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Downgrades 11/25: $AEO $COLM $DGII $EQT $ESS $EVRG $GTT $KRG $MANT $MDCO $NFLX $OMP $PEG $PRU $SBT $SITC $TAP $VIPS | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Downgrades 4/7: $MLND $MSGN $MTLS $O $OC $OVV $PEB $PK $PLYA $QEP $RHP $RPAI $SAIA $SDC $SHOP $SKY $SLG $SM $TWLO… https://t.co/NGkYTADOSt | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Dropbox on watch after stinging Spruce Point report | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Earnings Update: electroCore, Inc. Just Reported And Analysts Are Trimming Their Forecasts | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Evercore downgrades bluebird bio and Clovis in premarket analyst action | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Fannie Mae, Freddie Mac downgraded to sell, as analyst cites 'unintended consequences' of CARES Act https://t.co/NhiYwphBQd | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Forescout downgraded to neutral from buy at Monness Crespi Hardt | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
FormFactor cut on 'unsustainable' revenue outlook | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Funko downgraded to hold from buy at Stifel Nicolaus | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Funko stock price target cut to $10 from $25 at Stifel Nicolaus | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
GM stock price target cut to $30 from $32 at Deutsche Bank | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Grubhub gains a bear on margin view | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
H&P downgraded at Argus as drilling industry weakness seen persisting | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Hanesbrands stock price target cut to $13 vs. $16 at BofA Merrill Lynch | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Helmerich & Payne started at sell with $34 stock price target at Deutsche Bank | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Hexo stock price target cut to C$5 from C$6 at MKM Partners | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Home Depot stock price target cut to $237 from $240 at Instinet | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Intelsat downgraded to underweight from neutral at J.P. Morgan | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Intelsat lower after Morgan Stanley target cut | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Jefferies warns on L Brands | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Kohl's stock price target cut to $48 from $52 at Deutsche Bank | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Kohl's stock price target cut to $50 from $53 at Wedbush | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
L Brands stock price target cut to $16 from $20 at Wedbush | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Lovesac stock price target cut to $28 vs. $33 at Canaccord | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Lyft stock price target cut to $58 from $70 at Deutsche Bank | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Macerich downgraded to underweight from sector weight at KeyBanc Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Marinus Pharma stock price target cut to $6 from $7 at Leerink | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Methanex downgraded at TD Securities on valuation | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Metro Inc. Just Missed Earnings And Its EPS Looked Sad - But Analysts Have Updated Their Models | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Mid-America Apartment Communities downgraded to sector weight from overweight at KeyBanc Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Mitek Systems stock price target cut to $11 from $14 at Benchmark | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Napco Security stock price target cut to $30 from $35 at Imperial Capital | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Needham's Martin Defends Her Prediction That Netflix Subscriptions Will Fall | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Netflix downgraded to ‘underperform’ at Needham | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Netflix stock falls after Wells Fargo turns bearish | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
New Netflix bear steps out | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
New York Opioid Case A Significant Risk For Pharma Stocks, Says Bearish BofA | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Norwegian Cruise Line downgraded to strong sell from hold at CFRA | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Novo Nordisk downgraded by UBS on concerns over drug launch cost | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Oppenheimer cuts estimates on Yum China | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Orbcomm price target lowered to $9 at Canaccord | 2bearish
| https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment |
Financial Sentiment Analysis Dataset
Overview
This dataset is a comprehensive collection of tweets focused on financial topics, meticulously curated to assist in sentiment analysis in the domain of finance and stock markets. It serves as a valuable resource for training machine learning models to understand and predict sentiment trends based on social media discourse, particularly within the financial sector.
Data Description
The dataset comprises tweets related to financial markets, stocks, and economic discussions. Each tweet is labeled with a sentiment value, where '1' denotes a positive sentiment, '2' signifies a negative sentiment, and '0' indicates a neutral sentiment. The dataset has undergone thorough preprocessing, including sentiment mapping and the removal of duplicate entries, to ensure data quality and consistency.
Dataset Structure
- Tweet: The text of the tweet, providing insights into financial discussions.
- Sentiment: A numerical label indicating the sentiment of the tweet (1 for bullish, 2 for bearish, and 0 for neutral).
Dataset Size
- Bullish Sentiments: 17,368
- Bearish Sentiments: 8,542
- Neutral Sentiments: 12,181
Sources
This dataset is an amalgamation of data from various reputable sources, each contributing a unique perspective on financial sentiment:
- FIQA Sentiment Classification: A sentiment analysis dataset with 721 positive, 379 negative, and 11 neutral sentiments.
- Stock Market Tweets Data: A collection of tweets with 523 positive, 420 neutral, and 341 negative sentiments.
- Stock Related Tweet Sentiment: A dataset featuring 5005 positive, 741 neutral, and 736 negative sentiments.
- Master Thesis Data: Includes 3711 positive, 2784 neutral, and 2167 negative sentiments.
- Twitter Stock Sentiment: Comprises 702 positive, 595 negative, and 481 neutral sentiments.
- Crypto Sentiment: Sentiment data for cryptocurrency-related tweets with 296 positive and 256 negative sentiments.
- Stock Sentiment: Sentiment analysis on stock-related tweets, including 327 positive and 173 negative sentiments.
- Stockmarket Sentiment Dataset: Features 3685 positive and 2106 negative sentiments.
- Twitter Financial News Sentiment: Contains 2398 positive, 1789 negative, and 7744 neutral sentiments.
Usage
This dataset is ideal for training and evaluating machine learning models for sentiment analysis, especially those focused on understanding market trends and investor sentiment. It can be used for academic research, financial market analysis, and developing AI tools for financial institutions.
Acknowledgments
We extend our heartfelt gratitude to all the authors and contributors of the original datasets. Their efforts in data collection and curation have been pivotal in creating this comprehensive resource.
License
This dataset is made available under the MIT license, adhering to the licensing terms of the original datasets.
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