Financial News Sentiment Streams

This dataset aggregates real-time sentiment scores and metadata for financial news headlines, enabling rapid detection of market-moving events and trends. It includes headline text, publication details, sentiment analysis, relevance to financial markets, and links to affected stocks and sectors. Ideal for quantitative trading, risk monitoring, and financial news analytics.

  • opened 6 times
  • last updated 21 Jul 2025
  • by GoMask
The brief that made it

Real-time market sentiment tracking for algorithmic trading

Sample rows

preview · 8 of 200 rows · all 13 columns
headline_idstringsentiment_labelstringsentiment_scorefloatmarket_sectorstringpublished_datetimedatetimesource_namestringrelevance_scorefloatticker_symbolstringlanguagestringevent_typestringingestion_datetimedatetimeheadline_textstringsource_urlstring
HLN-00001positive0.94Technology2023-04-27T21:03:00ZReuters0.97AAPLenearnings2023-04-27T21:05:12ZApple posts record Q2 earnings, shares surge to all-time highhttps://www.reuters.com/business/apple-posts-record-q2-earnings-2023-04-27/
HLN-00002neutral0.01Macroeconomic2023-03-16T08:00:00ZHandelsblatt0.57blankdemacroeconomic2023-03-16T08:03:22ZECB holds rates steady as eurozone inflation eases in Marchhttps://www.handelsblatt.com/finanzen/ecb-holds-rates-eurozone-2023-03-16/
HLN-00003positive0.87Automotive2023-04-05T13:15:00ZCNBC0.92TSLAenearnings2023-04-05T13:17:31ZTesla beats analyst estimates with robust Q1 delivery numbershttps://www.cnbc.com/2023/04/05/tesla-q1-delivery-numbers.html
HLN-00004negative-0.96Finance2023-02-11T07:34:00ZFinancial Times0.89HSBA.Lenregulatory2023-02-11T07:36:02ZHSBC fined $450 million for anti-money laundering violationshttps://www.ft.com/content/hsbc-fined-aml-2023-02-11
HLN-00005positive0.14Consumer Goods2023-06-21T10:02:00ZLe Monde0.41MC.PAfrsustainability2023-06-21T10:04:47ZLVMH announces new sustainability initiative across luxury brandshttps://www.lemonde.fr/economie/lvmh-sustainability-2023-06-21/
HLN-00006positive0.53Technology2023-09-12T17:19:00ZBloomberg0.61NVDAenproduct_launch2023-09-12T17:21:12ZNvidia launches groundbreaking AI chip for global data centershttps://www.bloomberg.com/news/nvidia-launches-ai-chip-2023-09-12
HLN-00007positive0.46Technology2023-11-03T15:48:00ZThe Verge0.72META,MSFTenpartnership2023-11-03T15:49:55ZMeta and Microsoft announce strategic partnership on metaverse developmenthttps://www.theverge.com/2023/11/03/meta-microsoft-partnership
HLN-00008neutral0.02Macroeconomic2024-02-28T00:00:00ZNikkei Asia0.68blankjamacroeconomic2024-02-28T00:03:02ZBank of Japan raises rates for the first time in 17 yearshttps://asia.nikkei.com/Economy/BOJ-raises-rates-2024-02-28

What the 200 rows show

from the 200-row sample

Negative (sentiment label) stands out: mean sentiment_score is -0.63, against 0.38 for the rest.

  • 0.19median sentiment_score
  • 4languages
  • 12event types
  • 0.62median relevance_score
sentiment_score199 rows, in bands of 0.2
02550171278104734241624-101sentiment_score →

Median 0.19, from -0.98 to 0.97.

market_sector199 rows with a value · 1 left blank
  1. Finance46
  2. Technology34
  3. Automotive18
  4. Healthcare15
  5. Consumer Goods14
  6. Macroeconomic13
  7. Indices12
  8. E-Commerce11
  9. Materials11
  10. Cryptocurrency10
13 columns by typefrom the column list below
  • string 9
  • float 2
  • datetime 2

Columns

13 columns in three groups
blueprint · 13 columns
columntypedescriptionexample
Text 9 columns
headline_idstringUnique identifier for each news headline recorduniqueHLN-00001
headline_textstringFull text of the financial news headlineApple posts record Q2 ear…
source_namestringName of the news source or publisherReuters
source_urlstringURL to the original news article or headlinehttps://www.reuters.com/b…
sentiment_labelstringCategorical sentiment label derived from the sentiment scorepositive · neutral · negativepositive
ticker_symbolstringPrimary stock ticker symbol(s) mentioned or affected by the headline (comma-separated if multiple)optionalAAPL
market_sectorstringMarket sector(s) relevant to the headline (e.g., Technology, Finance, Healthcare)optionalTechnology
languagestringLanguage code of the headline text (e.g., en, fr, de)4 languagesen
event_typestringType of financial event referenced (e.g., earnings, M&A, regulatory, macroeconomic)12 types · optionalearnings
Numbers 2 columns
sentiment_scorefloatNumerical sentiment score for the headline, typically ranging from -1 (very negative) to 1 (very positive)-1 to 10.94
relevance_scorefloatScore indicating the relevance of the headline to financial markets, typically between 0 and 10 to 1 · optional0.97
Dates and times 2 columns
published_datetimedatetimeDate and time when the headline was published2023-04-27T21:03:00Z
ingestion_datetimedatetimeTimestamp when the headline was ingested into the sentiment stream system2023-04-27T21:05:12Z

Use it for

  • median sentime…0.19199 rows

    A finance dashboard

    Sentiment_score by sentiment_label and a breakdown of market_sector. Excel, Power BI or Tableau.

  • Why do the 46 negative rows have a mean sentiment_score of -0.63?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable headlines with headline_text, published_datetime and source_name to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 13 columns, your size and your rules. See 20 rows before you pay.

Preview 20 rows free

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This dataset200 rows13 columns
Yours1,000 rows13 columns

blueprint · financial-news-sentiment-streams

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 13 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with
  • Each record is a news headline with timestamp.
  • Sentiment score and key entity tags included.
  • Publisher and source reliability ranked.
  • Market sector and impact attached.
Rows
Open the blueprint in Data Factory

1 credit per row. New accounts start with 25 free credits.

Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
financial-news-sentiment-streams

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