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ChanceFocus
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fiqa-sentiment-classification

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train · 822 rows

_id stringlengths 1 5	sentence stringlengths 10 142	target stringlengths 1 31	aspect stringlengths 9 76	score float64 -0.94 0.94	type stringclasses 2 values
1	Royal Mail chairman Donald Brydon set to step down	Royal Mail	Corporate/Appointment	-0.374	headline
100	Slump in Weir leads FTSE down from record high	Weir	Market/Volatility/Volatility	-0.827	headline
1000	AstraZeneca wins FDA approval for key new lung cancer pill	AstraZeneca	Corporate/Regulatory	0.549	headline
1002	UPDATE 1-Lloyds to cut 945 jobs as part of 3-year restructuring plan	Lloyds	Corporate/Strategy	-0.266	headline
1005	Standard Chartered Shifts Emerging-Markets Strategy After Losses	Standard Chartered	Corporate/Strategy	-0.461	headline
1012	AstraZeneca's Lung Cancer Drug Tagrisso Gets FDA Approval	AstraZeneca	Corporate/Appointment	0.393	headline
1016	Severn Trent share price rises as first half profit inches up as customer ...	Severn Trent	Stock/Price Action	0.526	headline
1022	Glencore sees Tripoli-based NOC as sole legal seller of Libyan oil	Glencore	Corporate/Legal	0.037	headline
1023	Lloyds to cut 945 jobs as part of three-year restructuring strategy	Lloyds	Corporate/Strategy/Reorganization	-0.532	headline
1024	AstraZeneca to Buy ZS Pharma for $2.7 Billion	ZS Pharma	Corporate/M&A/M&A	0.593	headline
1025	Ackman, in email, says supports Valeant CEO Pearson	Valeant	Corporate/Company Communication	0.166	headline
1029	AstraZeneca sells US drug rights to Perrigo for $380 mln	Perrigo	Corporate/M&A/M&A	0.326	headline
1032	UPDATE 1-AstraZeneca buys ZS Pharma for $2.7 billion, pips Actelion	ZS Pharma	Corporate/M&A/M&A	0.468	headline
1033	CORRECTED-Shire to buy Dyax for about $5.9 bln	Shire	Corporate/M&A/M&A	0.402	headline
1037	Barclays poised to replace Sir Mike Rake as he heads for exit	Barclays	Corporate/Appointment	0.077	headline
1038	AstraZeneca Acquires ZS Pharma in $2.7 Billion Deal	ZS Pharma	Corporate/M&A/M&A	0.52	headline
1039	AstraZeneca shares climb 3% as drug maker ups profits forecasts	AstraZeneca	Stock/Price Action/Bullish', 'Corporate/Financial/Financial Results/Earnings	0.64	headline
1040	Peroni and Grolsch put up for sale as AB InBev plans acquisition of SABMiller	SABMiller	Corporate/Sales/Sales	0.551	headline
1044	easyJet expects resilient demand to withstand security fears	easyJet	Corporate/Risks	0.165	headline
1045	Compass Group says positive for year ahead	Compass Group	Stock/Price Action/Future Price/Direction	0.634	headline
105	Bunzl Lifts Dividend Again As Acquisitions Continue To Boost Profits	Bunzl	Corporate/Dividend Policy/Dividend/Dividend going up	0.401	headline
1052	US dollar wipes out sales gains for SABMiller	SABMiller	Corporate/Sales/Sales	-0.582	headline
1053	UPDATE 1-SABMiller 2nd-quarter underlying sales rise, forex impacts margins	SABMiller	Corporate/Sales/Sales	0.043	headline
1057	UPDATE 2-Pricey beers lift SABMiller's quarterly underlying sales	SABMiller	Corporate/Sales/Sales	0.429	headline
1061	Valeant CEO Pledges to Heed Critics After `Painful' Experience	Valeant	Corporate/Company Communication	-0.381	headline
1063	Are Aviva plc, Direct Line Insurance Group PLC And Admiral Group plc Set To Soar?	Aviva	Corporate/Company Communication	0.324	headline
1063	Are Aviva plc, Direct Line Insurance Group PLC And Admiral Group plc Set To Soar?	Direct Line Insurance Group PLC	Corporate/Company Communication	0.345	headline
1065	StanChart and RBS struggle in Bank of England stress tests	RBS	Economy/Central Banks	-0.738	headline
1065	StanChart and RBS struggle in Bank of England stress tests	Standard Chartered	Corporate/Regulatory	-0.39	headline
107	REFILE-UPDATE 4-Britain's Lloyds to pay first dividend since rescue	Lloyds	Corporate/Dividend Policy/Dividend	0.522	headline
1073	Barclays sells benchmark indices unit to Bloomberg	Bloomberg	Corporate/Strategy/Divestment	0.281	headline
1077	Sainsbury's, Asda, Tesco and Morrisons will all cut petrol prices as oil falls ...	Morrisons	Stock/Price Action/Future Price	-0.251	headline
1077	Sainsbury's, Asda, Tesco and Morrisons will all cut petrol prices as oil falls ...	Tesco	Stock/Price Action/Future Price	-0.222	headline
1077	Sainsbury's, Asda, Tesco and Morrisons will all cut petrol prices as oil falls ...	Sainsbury	Corporate/Financial/Bankruptcy/Entering bankruptcy	-0.259	headline
1079	EU drops Shell, BP, Statoil from ethanol benchmark investigation	Shell	Stock/Insider Activity/Insider Trading	0.276	headline
1079	EU drops Shell, BP, Statoil from ethanol benchmark investigation	Statoil	Stock/Insider Activity/Insider Trading	0.294	headline
1089	AstraZeneca Explores Potential Deal With Acerta for Cancer Drug	AstraZeneca	Corporate/M&A/Joint Venture	0.372	headline
1095	Shell and BG Shareholders to Vote on Deal at End of January	Shell	Corporate/Sales/Deal	0	headline
1109	AstraZeneca chases Acerta to secure next cancer drug winner	AstraZeneca	Stock/Buyside/Stock Buyside	0.519	headline
1112	CompaniesTesco off to a bad start over Xmas â€“ Kantar	Tesco	Stock/Price Action	-0.604	headline
1117	DBS, Julius Baer emerge as potential bidders for Barclays Asia wealth unit ...	Julius Baer	Stock/Buyside/Stock Buyside	0.31	headline
1118	Why AstraZeneca plc & Dixons Carphone PLC Are Red-Hot Growth Stars!	Dixons Carphone	Corporate/Dividend Policy/Dividend/Dividend going up	0.766	headline
1120	BBCN Bancorp to buy Wilshire Bancorp in $1 bln deal	Wilshire Bancorp	Corporate/M&A	0.818	headline
1122	ITV share price jumps on report of Comcast's NBCUniversal bidding to takeover ...	ITV	Stock/Price Action/Current Price/Stock Price	0.611	headline
1122	ITV share price jumps on report of Comcast's NBCUniversal bidding to takeover ...	Comcast	Stock/Price Action	0.623	headline
1131	Glencore Studies Possible IPO for Agricultural Trading Business	Glencore	Stock/IPO	0.408	headline
1132	Can Christmas Save Sainsbury's plc And Tesco plc?	Tesco	Corporate/Rumors/Rumors	-0.175	headline
1133	UPDATE 1-AstraZeneca boosts respiratory unit with $575 mln Takeda deal	Takeda	Corporate/M&A/	0.47	headline
1142	Bilfinger Industrial Services win Â£100m BP contract extension	BP	Corporate/Sales/Deal	0.113	headline
1143	Standard Chartered, RBS Escape Capital Raising in Stress Test	RBS	Economy/Central Banks	0.335	headline
1143	Standard Chartered, RBS Escape Capital Raising in Stress Test	Standard Chartered	Corporate/Regulatory	0.321	headline
1147	AstraZeneca weighing up Acerta bid to secure blood cancer drug	AstraZeneca	Stock/Buyside/Stock Buyside	0.284	headline
115	GlaxoSmithKline set to complete $20 billion Novartis asset swap next week	Novartis	Corporate/M&A	0.189	headline
1154	2 Turnaround Buys For 2016? BHP Billiton plc And Home Retail Group Plc	Home Retail Group	Economy/Central Banks/Monetary Policy/Monetary Policy - SNB	0.492	headline
1155	L&G completes UK's largest medically underwritten bulk pension risk deal	L&G	Corporate/Risks	0.25	headline
116	Meggitt share price tumbles as profit falls in 'challenging year'	Meggitt	Stock/Price Action	-0.854	headline
1160	Drugmaker Shire to buy Baxalta for $32 billion after 6-month pursuit	Shire	Corporate/M&A/M&A	0.437	headline
1165	Kingfisher share price slides on cost to implement new strategy	Kingfisher	Stock/Price Action	-0.786	headline
1168	Shire says internal synergy goals from Baxalta deal higher	Shire	Corporate/Company Communication/Dividend	0.287	headline
1172	European shares plunge, roiled by BHP and oil; hopes turn to ECB	BHP	Economy/Central Banks/?	-0.736	headline
1183	Morrisons and Debenhams surprise City with Christmas bounce back	Morrisons	Stock/Price Action/Volatility	0.619	headline
1183	Morrisons and Debenhams surprise City with Christmas bounce back	Debenhams	Stock/Price Action/Volatility	0.573	headline
1190	Britain's FTSE falls back with Ashtead, commodities under pressure	Ashtead	Market/Volatility	-0.59	headline
1192	Tesco shares jump 6% after Christmas sales beat expectations	Tesco	Corporate/Sales	0.814	headline
1195	CEOs of BPM, UBI meet Italy econ minister as M&A talk heats up	UBI	Corporate/Risks/Extraordinary Meeting	0.133	headline
1200	CompaniesHome Retail trims gains but is considered 'in play'	Home Retail	Stock/Price Action	0.135	headline
1202	Philippines' San Miguel says to partner with Kirin if it bids for SABMiller's ...	San Miguel	Corporate/Sales/Partnership	0.19	headline
1202	Philippines' San Miguel says to partner with Kirin if it bids for SABMiller's ...	SABMiller	Corporate/Sales/Partnership	0.577	headline
1203	Investors Remain Skeptical About Shell-BG Deal	Shell	Corporate/Rumors/Rumors	-0.266	headline
1210	MarketsShire up 2.5% and Baxalta up 6% on $32bn deal	Shire	Stock/Buyside/Stock Buyside	0.487	headline
1217	Shire share price under pressure after $32bn Baxalta deal	Baxalta	Stock/Price Action	-0.198	headline
1217	Shire share price under pressure after $32bn Baxalta deal	Shire	Stock/Price Action/Volatility	-0.186	headline
1218	Valeant Names Interim Leader as CEO Remains Hospitalized	Valeant	Corporate/Appointment	0	headline
1222	Valeant Said to Name New CEO With Pearson Still Hospitalized	Valeant	Corporate/Appointment	0.015	headline
1223	Shares in BAE Systems hit 10-month high on rating upgrade	BAE	Stock/Coverage	0.905	headline
1224	Japan's Asahi to submit bid next week for SABMiller's Grolsch and Peroni - Yomiuri	SABMiller	Stock/Buyside/Stock Buyside	0.236	headline
123	Analyst Views: Astrazeneca shares have seen recent volatility; what will 2015 ...	Astrazeneca	Market/Volatility	-0.12	headline
1230	CompaniesDixons Carphone to close 134 UK stores as sales jump	Dixons Carphone	Corporate/Sales	0.144	headline
1239	Broker tips: RBS, Croda, Sage	Sage	Corporate/Rumors/Rumors	0.393	headline
1239	Broker tips: RBS, Croda, Sage	RBS	Corporate/Rumors/Rumors	0.381	headline
1241	Shell share price: Standard Life announce position against BG acquisition	Shell	Corporate/M&A/M&A	-0.134	headline
1241	Shell share price: Standard Life announce position against BG acquisition	Standard Life	Corporate/M&A/M&A	-0.099	headline
1242	Tesco share price down as grocer faces SFO investigation outcome	Tesco	Stock/Price Action	-0.542	headline
1243	Britain's FTSE outperforms Europe, Royal Mail and Tesco rise	Tesco	Market/Volatility/Volatility	0.439	headline
1256	Greene King's third quarter sales boosted by festive season	Greene King	Corporate/Sales	0.363	headline
127	ARM Royalties Accelerate as Smartphone Market Regains Strength	ARM	Market/Market	0.571	headline
128	ConAgra Names Former Hillshire Farms CEO Connolly to Top Post	ConAgra	Corporate/Appointment	0.101	headline
1283	InterContinental Hotels Group share price climbs on $1.5bn special dividend	InterContinental Hotels Group	Corporate/Dividend Policy	0.631	headline
1284	Amazon to attack UK grocery market with Morrisons deal	Morrisons	Market/Market/Market Outlook	0.333	headline
1287	AstraZeneca share price: Acerta deal pays off with orphan drug status	AstraZeneca	Corporate/M&A	0.495	headline
1288	BHP Billiton posts big loss, slashes dividend	BHP Billiton	Corporate/Dividend Policy	-0.938	headline
1289	Merged LSE and Deutsche BÃ¶rse would be led by Germany's Kengeter	LSE	Corporate/M&A/M&A	0.136	headline
129	BG Group appoints new CEO one month early	BG Group	Corporate/Appointment	0.069	headline
1297	Should You Buy Jumbo Yielders British American Tobacco plc, Centrica PLC & John Wood Group PLC?	Centrica PLC	Corporate/Rumors/Scoop	0.1	headline
1297	Should You Buy Jumbo Yielders British American Tobacco plc, Centrica PLC & John Wood Group PLC?	John Wood Group PLC	Corporate/Rumors/Scoop	0.103	headline
1311	Is Trouble Brewing At Legal & General Group Plc And Aviva plc?	Legal & General Group Plc	Corporate/Rumors/Rumors	-0.271	headline
1313	BHP Billiton drags FTSE lower after slashing dividend	BHP Billiton	Corporate/Dividend Policy	-0.604	headline
1314	BHP Billiton slashes dividend, posts $5.67 billion net loss	BHP Billiton	Corporate/Dividend Policy	-0.341	headline
1315	CompaniesMeggitt profits hit by weak energy and military markets	Meggitt	Market/Market	-0.302	headline
1316	Royal Mail share price edges lower as group raises stamp price	Royal Mail	Stock/Price Action	-0.269	headline

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Dataset Name

Dataset Description

This dataset is based on the task 1 of the Financial Sentiment Analysis in the Wild (FiQA) challenge. It follows the same settings as described in the paper 'A Baseline for Aspect-Based Sentiment Analysis in Financial Microblogs and News'. The dataset is split into three subsets: train, valid, test with sizes 822, 117, 234 respectively.

Dataset Structure

_id: ID of the data point
sentence: The sentence
target: The target of the sentiment
aspect: The aspect of the sentiment
score: The sentiment score
type: The type of the data point (headline or post)

Additional Information

Homepage: FiQA Challenge
Citation: A Baseline for Aspect-Based Sentiment Analysis in Financial Microblogs and News

Downloading CSV

from datasets import load_dataset

# Load the dataset from the hub
dataset = load_dataset("ChanceFocus/fiqa-sentiment-classification")

# Save the dataset to a CSV file
dataset["train"].to_csv("train.csv")
dataset["valid"].to_csv("valid.csv")
dataset["test"].to_csv("test.csv")

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Number of rows:

1,173