nickmuchi/finbert-tone-finetuned-fintwitter-classification
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Updated
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30
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1
Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
other
Annotations Creators:
other
Source Datasets:
original
License:
mit
Dataset Preview
Go to dataset viewer
| text (string) | label (int64) |
|---|---|
"$BYND - JPMorgan reels in expectations on Beyond Meat https://t.co/bd0xbFGjkT"
| 0
|
"$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 $IGLB - Guggenheim's Minerd sees more gloom ahead in stocks https://t.co/NKYQgy2o3J"
| 0
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"$VIAC $VIACA $FOX - MoffettNathanson expects NFL TV costs to skyrocket https://t.co/APfxEqSSRF"
| 0
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"$VIAC: Barrington Research cuts to Mkt Perform https://t.co/7Fv1ZiFZBS"
| 0
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"$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
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"Barclays cools on Molson Coors"
| 0
|
"Becton Dickinson downgraded to outperform from strong buy at Raymond James"
| 0
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"Becton Dickinson downgraded to sector weight from overweight at KeyBanc Capital"
| 0
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"Berry Petroleum downgraded to market perform from outperform at BMO Capital"
| 0
|
"Berry Petroleum downgraded to underweight from sector weight at KeyBanc Capital"
| 0
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"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
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"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
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"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
|
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.
- 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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Models trained or fine-tuned on zeroshot/twitter-financial-news-sentiment