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$BYND - JPMorgan reels in expectations on Beyond Meat https://t.co/bd0xbFGjkT | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$CCL $RCL - Nomura points to bookings weakness at Carnival and Royal Caribbean https://t.co/yGjpT2ReD3 | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$CX - Cemex cut at Credit Suisse, J.P. Morgan on weak building outlook https://t.co/KN1g4AWFIb | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$ESS: BTIG Research cuts to Neutral https://t.co/MCyfTsXc2N | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$FNKO - Funko slides after Piper Jaffray PT cut https://t.co/z37IJmCQzB | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$FTI - TechnipFMC downgraded at Berenberg but called Top Pick at Deutsche Bank https://t.co/XKcPDilIuU | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$GM - GM loses a bull https://t.co/tdUfG5HbXy | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$GM: Deutsche Bank cuts to Hold https://t.co/7Fv1ZiFZBS | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$GTT: Cowen cuts to Market Perform | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$HNHAF $HNHPD $AAPL - Trendforce cuts iPhone estimate after Foxconn delay https://t.co/rlnEwzlzzS | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$HOG - Moody's warns on Harley-Davidson https://t.co/LurHBEadeU | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$HXL - Citing aero ties, Wells slashes PT on Hexcel https://t.co/wU5P2i8WBU | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$I - Intelsat cut to Market Perform at Raymond James https://t.co/YsvsMSQRIb | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$KRG: Compass Point cuts to Sell https://t.co/MCyfTsXc2N | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$LK - Muddy Waters goes short Luckin Coffee https://t.co/8yrbwAjLKG | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$MANT - ManTech downgraded ahead of difficult comps https://t.co/mJ1eSrsFXJ | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$MDCO: Oppenheimer cuts to Perform | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$MPLX $MPC - MPLX cut at Credit Suisse on potential dilution from Marathon strategic review https://t.co/0BFQy4ZU6W | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$MSGN - Imperial downgrades MSG Networks amid sports-free airwaves https://t.co/Ul2S6XNXw8 | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$MTLS - Piper hits the Materialise sidelines https://t.co/qlFxZuhkrt | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$NCBS: Hovde Group cuts to Market Perform | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$NFLX - New Netflix bear steps out https://t.co/PdPkgLk0FQ | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$SHOP - Shopify loses a bull https://t.co/eoq7Lchtk4 | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$STAY - Nomura Instinet loses confidence in Extended Stay America https://t.co/WrQXTC38nB | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$TWLO - Twilio gets Street-low target on virus risk https://t.co/Ky3d8DxnjX | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$VCLT $SPLB $IGLB - Guggenheim's Minerd sees more gloom ahead in stocks https://t.co/NKYQgy2o3J | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$VIAC $VIACA $FOX - MoffettNathanson expects NFL TV costs to skyrocket https://t.co/APfxEqSSRF | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$VIAC: Barrington Research cuts to Mkt Perform https://t.co/7Fv1ZiFZBS | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
$XLNX - Mizuho cuts XLNX target on near-term headwinds https://t.co/hsWCvJb1Ct | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
2U downgraded to sector weight from overweight at KeyBanc Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Alphabet and Facebook price targets cut at Barclays on weaker ad outlook https://t.co/PlbSaE1Nc2 | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
AMC Networks price target cut to $35 from $39 at Imperial Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
American Software downgraded to neutral from buy at B. Riley FBR | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Analysts question Silicon Motion's margin outlook | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Anchiano Therapeutics downgraded to peer perform from outperform at Oppenheimer | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Arch Coal stock price target cut to $97 from $100 at B. Riley FBR | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
AT&T downgraded by MoffettNathanson to sell on concern wireless can't carry the whole company | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
AT&T shares sink after MoffettNathanson downgrade | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
AT&T stock falls after MoffettNathanson downgrades, saying dividend looks less compelling | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Aurora Cannabis stock price target cut to C$1.00 from C$1.75 at Stifel Nicolaus | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Autodesk downgraded to underweight from neutral at JPMorgan | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
BAML warns of profit pressure for Hormel | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Barclays cools on Molson Coors | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Becton Dickinson downgraded to outperform from strong buy at Raymond James | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Becton Dickinson downgraded to sector weight from overweight at KeyBanc Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Berry Petroleum downgraded to market perform from outperform at BMO Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Berry Petroleum downgraded to underweight from sector weight at KeyBanc Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Bluebird bio downgraded to in line from outperform at Evercore ISI | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Bluebird bio stock price target cut to $86 from $172 at Evercore ISI | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Canada Goose downgraded to buy from strong buy at CFRA | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Canada Goose stock price target cut to $50 from $65 at CFRA | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Children's Place downgraded as e-commerce puts margins at risk | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Children's Place price target cut to $80 from $105 at Monness Crespi Hardt | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Cinedigm Corp. Analysts Are Cutting Their Estimates: Here's What You Need To Know | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Clovis Oncology stock price target cut to $8 from $12 at Evercore ISI | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Cumberland Pharmaceuticals stock price target cut to $9.00 from $12.25 at B. Riley FBR | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Dell, HPE targets trimmed on compute headwinds | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Dish may not be key winner amid Intelsat woes - analyst | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Disney downgraded as analyst says parks attendance could take 2 years to 'normalize' https://t.co/InJKourtW3 | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Downgrades 11/25: $AEO $COLM $DGII $EQT $ESS $EVRG $GTT $KRG $MANT $MDCO $NFLX $OMP $PEG $PRU $SBT $SITC $TAP $VIPS | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
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 | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Dropbox on watch after stinging Spruce Point report | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Earnings Update: electroCore, Inc. Just Reported And Analysts Are Trimming Their Forecasts | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Evercore downgrades bluebird bio and Clovis in premarket analyst action | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Fannie Mae, Freddie Mac downgraded to sell, as analyst cites 'unintended consequences' of CARES Act https://t.co/NhiYwphBQd | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Forescout downgraded to neutral from buy at Monness Crespi Hardt | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
FormFactor cut on 'unsustainable' revenue outlook | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Funko downgraded to hold from buy at Stifel Nicolaus | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Funko stock price target cut to $10 from $25 at Stifel Nicolaus | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
GM stock price target cut to $30 from $32 at Deutsche Bank | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Grubhub gains a bear on margin view | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
H&P downgraded at Argus as drilling industry weakness seen persisting | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Hanesbrands stock price target cut to $13 vs. $16 at BofA Merrill Lynch | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Helmerich & Payne started at sell with $34 stock price target at Deutsche Bank | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Hexo stock price target cut to C$5 from C$6 at MKM Partners | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Home Depot stock price target cut to $237 from $240 at Instinet | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Intelsat downgraded to underweight from neutral at J.P. Morgan | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Intelsat lower after Morgan Stanley target cut | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Jefferies warns on L Brands | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Kohl's stock price target cut to $48 from $52 at Deutsche Bank | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Kohl's stock price target cut to $50 from $53 at Wedbush | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
L Brands stock price target cut to $16 from $20 at Wedbush | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Lovesac stock price target cut to $28 vs. $33 at Canaccord | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Lyft stock price target cut to $58 from $70 at Deutsche Bank | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Macerich downgraded to underweight from sector weight at KeyBanc Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Marinus Pharma stock price target cut to $6 from $7 at Leerink | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Methanex downgraded at TD Securities on valuation | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Metro Inc. Just Missed Earnings And Its EPS Looked Sad - But Analysts Have Updated Their Models | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Mid-America Apartment Communities downgraded to sector weight from overweight at KeyBanc Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Mitek Systems stock price target cut to $11 from $14 at Benchmark | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Napco Security stock price target cut to $30 from $35 at Imperial Capital | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Needham's Martin Defends Her Prediction That Netflix Subscriptions Will Fall | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Netflix downgraded to ‘underperform’ at Needham | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Netflix stock falls after Wells Fargo turns bearish | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
New Netflix bear steps out | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
New York Opioid Case A Significant Risk For Pharma Stocks, Says Bearish BofA | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Norwegian Cruise Line downgraded to strong sell from hold at CFRA | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Novo Nordisk downgraded by UBS on concerns over drug launch cost | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Oppenheimer cuts estimates on Yum China | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
Orbcomm price target lowered to $9 at Canaccord | negative | What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}. |
End of preview. Expand
in Dataset Viewer.
zeroshot/twitter-financial-news-sentiment prepared for LLM fine-tuning
by adding an instruction
column and mapping the label from numeric to string ({0:"negative", 1:'positive', 2:'neutral'}
).
from datasets import load_dataset
import datasets
from huggingface_hub import notebook_login
notebook_login()
ds = load_dataset('zeroshot/twitter-financial-news-sentiment')
num_to_label = {
0: 'negative',
1: 'positive',
2: 'neutral',
}
instruction = 'What is the sentiment of this tweet? Please choose an answer from {negative/neutral/positive}.'
# Training split
ds_train = ds['train']
ds_train = ds_train.to_pandas()
ds_train['label'] = ds_train['label'].apply(num_to_label.get)
ds_train['instruction'] = instruction
ds_train.columns = ['input', 'output', 'instruction']
ds_train = datasets.Dataset.from_pandas(ds_train)
ds_train.push_to_hub("twitter-financial-news-sentiment")
# Validation split
ds_valid = ds['validation']
ds_valid = ds_valid.to_pandas()
ds_valid['label'] = ds_valid['label'].apply(num_to_label.get)
ds_valid['instruction'] = instruction
ds_valid.columns = ['input', 'output', 'instruction']
ds_valid = datasets.Dataset.from_pandas(ds_valid, split='validation')
ds_valid.push_to_hub("twitter-financial-news-sentiment", split='validation')
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