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"$BYND - JPMorgan reels in expectations on Beyond Meat https://t.co/bd0xbFGjkT"
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"$CCL $RCL - Nomura points to bookings weakness at Carnival and Royal Caribbean https://t.co/yGjpT2ReD3"
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"$CX - Cemex cut at Credit Suisse, J.P. Morgan on weak building outlook https://t.co/KN1g4AWFIb"
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"$ESS: BTIG Research cuts to Neutral https://t.co/MCyfTsXc2N"
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"$FNKO - Funko slides after Piper Jaffray PT cut https://t.co/z37IJmCQzB"
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"$FTI - TechnipFMC downgraded at Berenberg but called Top Pick at Deutsche Bank https://t.co/XKcPDilIuU"
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"$GM - GM loses a bull https://t.co/tdUfG5HbXy"
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"$GM: Deutsche Bank cuts to Hold https://t.co/7Fv1ZiFZBS"
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"$GTT: Cowen cuts to Market Perform"
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"$HNHAF $HNHPD $AAPL - Trendforce cuts iPhone estimate after Foxconn delay https://t.co/rlnEwzlzzS"
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"$HOG - Moody's warns on Harley-Davidson https://t.co/LurHBEadeU"
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"$HXL - Citing aero ties, Wells slashes PT on Hexcel https://t.co/wU5P2i8WBU"
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"$I - Intelsat cut to Market Perform at Raymond James https://t.co/YsvsMSQRIb"
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"$KRG: Compass Point cuts to Sell https://t.co/MCyfTsXc2N"
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"$LK - Muddy Waters goes short Luckin Coffee https://t.co/8yrbwAjLKG"
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"$MANT - ManTech downgraded ahead of difficult comps https://t.co/mJ1eSrsFXJ"
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"$MDCO: Oppenheimer cuts to Perform"
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"$MPLX $MPC - MPLX cut at Credit Suisse on potential dilution from Marathon strategic review https://t.co/0BFQy4ZU6W"
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"$MSGN - Imperial downgrades MSG Networks amid sports-free airwaves https://t.co/Ul2S6XNXw8"
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"$MTLS - Piper hits the Materialise sidelines https://t.co/qlFxZuhkrt"
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"$NCBS: Hovde Group cuts to Market Perform"
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"$NFLX - New Netflix bear steps out https://t.co/PdPkgLk0FQ"
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"$SHOP - Shopify loses a bull https://t.co/eoq7Lchtk4"
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"$STAY - Nomura Instinet loses confidence in Extended Stay America https://t.co/WrQXTC38nB"
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"$TWLO - Twilio gets Street-low target on virus risk https://t.co/Ky3d8DxnjX"
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"$VCLT $SPLB $IGLB - Guggenheim's Minerd sees more gloom ahead in stocks https://t.co/NKYQgy2o3J"
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"$VIAC $VIACA $FOX - MoffettNathanson expects NFL TV costs to skyrocket https://t.co/APfxEqSSRF"
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"$VIAC: Barrington Research cuts to Mkt Perform https://t.co/7Fv1ZiFZBS"
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"$XLNX - Mizuho cuts XLNX target on near-term headwinds https://t.co/hsWCvJb1Ct"
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"2U downgraded to sector weight from overweight at KeyBanc Capital"
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"Alphabet and Facebook price targets cut at Barclays on weaker ad outlook https://t.co/PlbSaE1Nc2"
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"AMC Networks price target cut to $35 from $39 at Imperial Capital"
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"American Software downgraded to neutral from buy at B. Riley FBR"
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"Analysts question Silicon Motion's margin outlook"
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"Anchiano Therapeutics downgraded to peer perform from outperform at Oppenheimer"
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"Arch Coal stock price target cut to $97 from $100 at B. Riley FBR"
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"AT&T downgraded by MoffettNathanson to sell on concern wireless can't carry the whole company"
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"AT&T shares sink after MoffettNathanson downgrade"
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"AT&T stock falls after MoffettNathanson downgrades, saying dividend looks less compelling"
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"Aurora Cannabis stock price target cut to C$1.00 from C$1.75 at Stifel Nicolaus"
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"Autodesk downgraded to underweight from neutral at JPMorgan"
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"BAML warns of profit pressure for Hormel"
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"Barclays cools on Molson Coors"
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"Becton Dickinson downgraded to outperform from strong buy at Raymond James"
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"Becton Dickinson downgraded to sector weight from overweight at KeyBanc Capital"
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"Berry Petroleum downgraded to market perform from outperform at BMO Capital"
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"Berry Petroleum downgraded to underweight from sector weight at KeyBanc Capital"
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"Bluebird bio downgraded to in line from outperform at Evercore ISI"
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"Bluebird bio stock price target cut to $86 from $172 at Evercore ISI"
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"Canada Goose downgraded to buy from strong buy at CFRA"
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"Canada Goose stock price target cut to $50 from $65 at CFRA"
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"Children's Place downgraded as e-commerce puts margins at risk"
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"Children's Place price target cut to $80 from $105 at Monness Crespi Hardt"
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"Cinedigm Corp. Analysts Are Cutting Their Estimates: Here's What You Need To Know"
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"Clovis Oncology stock price target cut to $8 from $12 at Evercore ISI"
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"Cumberland Pharmaceuticals stock price target cut to $9.00 from $12.25 at B. Riley FBR"
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"Dell, HPE targets trimmed on compute headwinds"
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"Dish may not be key winner amid Intelsat woes - analyst"
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"Disney downgraded as analyst says parks attendance could take 2 years to 'normalize' https://t.co/InJKourtW3"
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"Downgrades 11/25: $AEO $COLM $DGII $EQT $ESS $EVRG $GTT $KRG $MANT $MDCO $NFLX $OMP $PEG $PRU $SBT $SITC $TAP $VIPS"
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"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"
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"Dropbox on watch after stinging Spruce Point report"
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"Earnings Update: electroCore, Inc. Just Reported And Analysts Are Trimming Their Forecasts"
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"Evercore downgrades bluebird bio and Clovis in premarket analyst action"
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"Fannie Mae, Freddie Mac downgraded to sell, as analyst cites 'unintended consequences' of CARES Act https://t.co/NhiYwphBQd"
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"Forescout downgraded to neutral from buy at Monness Crespi Hardt"
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"FormFactor cut on 'unsustainable' revenue outlook"
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"Funko downgraded to hold from buy at Stifel Nicolaus"
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"Funko stock price target cut to $10 from $25 at Stifel Nicolaus"
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"GM stock price target cut to $30 from $32 at Deutsche Bank"
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"Grubhub gains a bear on margin view"
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"H&P downgraded at Argus as drilling industry weakness seen persisting"
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"Hanesbrands stock price target cut to $13 vs. $16 at BofA Merrill Lynch"
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"Helmerich & Payne started at sell with $34 stock price target at Deutsche Bank"
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"Hexo stock price target cut to C$5 from C$6 at MKM Partners"
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"Home Depot stock price target cut to $237 from $240 at Instinet"
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"Intelsat downgraded to underweight from neutral at J.P. Morgan"
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"Intelsat lower after Morgan Stanley target cut"
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"Jefferies warns on L Brands"
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"Kohl's stock price target cut to $48 from $52 at Deutsche Bank"
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"Kohl's stock price target cut to $50 from $53 at Wedbush"
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"L Brands stock price target cut to $16 from $20 at Wedbush"
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"Lovesac stock price target cut to $28 vs. $33 at Canaccord"
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"Lyft stock price target cut to $58 from $70 at Deutsche Bank"
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"Macerich downgraded to underweight from sector weight at KeyBanc Capital"
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"Marinus Pharma stock price target cut to $6 from $7 at Leerink"
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"Methanex downgraded at TD Securities on valuation"
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"Metro Inc. Just Missed Earnings And Its EPS Looked Sad - But Analysts Have Updated Their Models"
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"Mid-America Apartment Communities downgraded to sector weight from overweight at KeyBanc Capital"
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"Mitek Systems stock price target cut to $11 from $14 at Benchmark"
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"Napco Security stock price target cut to $30 from $35 at Imperial Capital"
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"Needham's Martin Defends Her Prediction That Netflix Subscriptions Will Fall"
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"Netflix downgraded to ‘underperform’ at Needham"
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"Netflix stock falls after Wells Fargo turns bearish"
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"New Netflix bear steps out"
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"New York Opioid Case A Significant Risk For Pharma Stocks, Says Bearish BofA"
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"Norwegian Cruise Line downgraded to strong sell from hold at CFRA"
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"Novo Nordisk downgraded by UBS on concerns over drug launch cost"
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"Oppenheimer cuts estimates on Yum China"
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"Orbcomm price target lowered to $9 at Canaccord"
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End of preview (truncated to 100 rows)

Read this BLOG to see how I fine-tuned a sparse transformer on this dataset.

Dataset Description

The Twitter Financial News dataset is an English-language dataset containing an annotated corpus of finance-related tweets. This dataset is used to classify finance-related tweets for their sentiment.

  1. The dataset holds 11,932 documents annotated with 3 labels:
sentiments = {
    "LABEL_0": "Bearish", 
    "LABEL_1": "Bullish", 
    "LABEL_2": "Neutral"
}  

The data was collected using the Twitter API. The current dataset supports the multi-class classification task.

Task: Sentiment Analysis

Data Splits

There are 2 splits: train and validation. Below are the statistics:

Dataset Split Number of Instances in Split
Train 9,938
Validation 2,486

Licensing Information

The Twitter Financial Dataset (sentiment) version 1.0.0 is released under the MIT License.

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