Datasets:

zeroshot
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twitter-financial-news-sentiment

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

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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.

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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Size of downloaded dataset files:

1.08 MB

Size of the auto-converted Parquet files:

718 kB

Number of rows:

11,931

Models trained or fine-tuned on zeroshot/twitter-financial-news-sentiment

Dataset Description

Task: Sentiment Analysis

Data Splits

Licensing Information

Models trained or fine-tuned on zeroshot/twitter-financial-news-sentiment

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