Stock Market News Data in Portuguese

The Financial Phrase Bank is a dataset originally developed for the paper Good Debt or Bad Debt: Detecting Semantic Orientations in Economic Texts, made available by researchers from Aalto University and the Indian Institute of Management. The dataset allows for a useful benchmark for fine-tuning Language Models on Sentiment Analysis Tasks.

As the amount of annotated text data (especially about the financial market) in Portuguese, I went ahead and translated the entire dataset for people to try out Sentiment Analysis tasks in Portuguese.

Content

The dataset originally contains about 4840 manually annotated financial news in English and consists of three columns: 1. y: the annotated label for the sentiment of the news text (neutral, positive, negative); 2. text: the original text for each record; 3. text_pt: the translated and that I manually validated version of the original record;

Acknowledgments

[1] Malo, P., Sinha, A., Korhonen, P., Wallenius, J., & Takala, P. (2014). Good debt or bad debt: Detecting semantic orientations in economic texts. Journal of the Association for Information Science and Technology, 65(4), 782-796.

Photo by Markus Winkler on Unsplash

Brazil's main stock market index, the IBOVESPA, rose to 159976 points on December 2, 2025, gaining 0.86% from the previous session. Over the past month, the index has climbed 6.33% and is up 26.83% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Brazil. Brazil Stock Market (BOVESPA) - values, historical data, forecasts and news - updated on December of 2025.

ABSTRACT How investors impound qualitative information released by the media into prices, especially in a less efficient market such as Brazil, helps understand the types of news most sensitive to investors. This study investigates the relationship between the content of the daily editions of specialized financial media in Brazil, captured by a metric of textual tone, and returns and volatility of market indexes. Our database contains 1,237 daily editions of the newspaper “Valor Econômico,” between 01/02/2012 and 12/30/2016. The results indicate that the market put more weight on the words “uncertainty” and “negative” in the news. “Uncertainty” has negative relation to current market-returns and weak evidence that news with “negative” terms have positive associations with current market-volatility. The evidences obtained point to the existence of informative content in the news pub lished by specialized media in Brazil, especially with the words “negative” and “uncertainty.”

Economic Optimism Index in Brazil increased to 89.80 points in November from 88.50 points in October of 2025. This dataset provides - Brazil Economic Optimism Index- actual values, historical data, forecast, chart, statistics, economic calendar and news.

Leading Economic Index Brazil decreased 0.20 percent in September of 2025 over the same month in the previous year. This dataset provides the latest reported value for - Brazil Leading Economic Index - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Brazil Nominal Revenue Services Index: Information and Communication Services: Audiovisual, Editing and News Agencies Services data was reported at 122.100 2011=100 in Dec 2016. This records an increase from the previous number of 116.900 2011=100 for Nov 2016. Brazil Nominal Revenue Services Index: Information and Communication Services: Audiovisual, Editing and News Agencies Services data is updated monthly, averaging 110.250 2011=100 from Jan 2012 (Median) to Dec 2016, with 60 observations. The data reached an all-time high of 132.700 2011=100 in Jun 2014 and a record low of 91.700 2011=100 in Feb 2013. Brazil Nominal Revenue Services Index: Information and Communication Services: Audiovisual, Editing and News Agencies Services data remains active status in CEIC and is reported by Brazilian Institute of Geography and Statistics. The data is categorized under Global Database’s Brazil – Table BR.HG293: Nominal Revenue Services Index: 2011=100: by Activity. The new Monthly Survey of Services from the Brazilian Institute of Geography and Statistics (IBGE) was implemented in order to measure and monitor the activities of the services sector. This occurs in a moment where the sector is gaining importance in the economy, nowadays the Services Sectors responds for approximately 70% of Gross Value Added. The survey covers the activities that constitute the non-financial corporate sector, excluding the sectors of health, education, public administration and imputed rent. The publication will bring the results of nominal revenue for the overall index and activity. There will be data available for Brazil and states. Changed from 2011=100 to 2014=100 The sample of informants start to be 12200 companies. Replacement Series ID: 385705247

The Gross Domestic Product (GDP) in Brazil was worth 2179.41 billion US dollars in 2024, according to official data from the World Bank. The GDP value of Brazil represents 2.05 percent of the world economy. This dataset provides the latest reported value for - Brazil GDP - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

License

This dataset is licensed with CC BY-NC-SA 3.0 BR.

Disclamers

All news and information present in this dataset originates from The Brazilian Federal's Digital Library.

Context

When building an nlpmodel consistency and reliability are the utmost importance, therefore this datasets collects curated news from known sources (specified in citation column)

Content

Inspiration

• Can financial data be predicted with news?

The Gross Domestic Product (GDP) in Brazil expanded 0.40 percent in the second quarter of 2025 over the previous quarter. This dataset provides - Brazil GDP Growth Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Overview with Chart & Report: Retail Sales m/m reflect a change in the Brazilian retail sales volumes in the reported month compared to the previous one. The calculation is performed using inflation adjusted data provided by the

Techsalerator’s News Event Data in Latin America offers a detailed and extensive dataset designed to provide businesses, analysts, journalists, and researchers with an in-depth view of significant news events across the Latin American region. This dataset captures and categorizes key events reported from a wide array of news sources, including press releases, industry news sites, blogs, and PR platforms, offering valuable insights into regional developments, economic changes, political shifts, and cultural events.

Key Features of the Dataset: Comprehensive Coverage:

The dataset aggregates news events from numerous sources such as company press releases, industry news outlets, blogs, PR sites, and traditional news media. This broad coverage ensures a wide range of information from multiple reporting channels. Categorization of Events:

News events are categorized into various types including business and economic updates, political developments, technological advancements, legal and regulatory changes, and cultural events. This categorization helps users quickly locate and analyze information relevant to their interests or sectors. Real-Time Updates:

The dataset is updated regularly to include the most recent events, ensuring users have access to the latest news and can stay informed about current developments. Geographic Segmentation:

Events are tagged with their respective countries and regions within Latin America. This geographic segmentation allows users to filter and analyze news events based on specific locations, facilitating targeted research and analysis. Event Details:

Each event entry includes comprehensive details such as the date of occurrence, source of the news, a description of the event, and relevant keywords. This thorough detailing helps in understanding the context and significance of each event. Historical Data:

The dataset includes historical news event data, enabling users to track trends and perform comparative analysis over time. This feature supports longitudinal studies and provides insights into how news events evolve. Advanced Search and Filter Options:

Users can search and filter news events based on criteria such as date range, event type, location, and keywords. This functionality allows for precise and efficient retrieval of relevant information. Latin American Countries Covered: South America: Argentina Bolivia Brazil Chile Colombia Ecuador Guyana Paraguay Peru Suriname Uruguay Venezuela Central America: Belize Costa Rica El Salvador Guatemala Honduras Nicaragua Panama Caribbean: Cuba Dominican Republic Haiti (Note: Primarily French-speaking but included due to geographic and cultural ties) Jamaica Trinidad and Tobago Benefits of the Dataset: Strategic Insights: Businesses and analysts can use the dataset to gain insights into significant regional developments, economic conditions, and political changes, aiding in strategic decision-making and market analysis. Market and Industry Trends: The dataset provides valuable information on industry-specific trends and events, helping users understand market dynamics and emerging opportunities. Media and PR Monitoring: Journalists and PR professionals can track relevant news across Latin America, enabling them to monitor media coverage, identify emerging stories, and manage public relations efforts effectively. Academic and Research Use: Researchers can utilize the dataset for longitudinal studies, trend analysis, and academic research on various topics related to Latin American news and events. Techsalerator’s News Event Data in Latin America is a crucial resource for accessing and analyzing significant news events across the region. By providing detailed, categorized, and up-to-date information, it supports effective decision-making, research, and media monitoring across diverse sectors.

An analysis of how Trump's tariffs could impact Brazil's ethanol industry, exploring the challenges and opportunities for local producers and international trade dynamics.

ABSTRACT Managers have discretion over the timing of accounting information disclosure; existing literature has investigated the potential determinants regarding this choice. Thus, this study aimed to evaluate whether the type of accounting information is a factor that influences the anticipation of its disclosure to external users. The dataset comprises information provided by Brazilian companies listed on the Brasil Bolsa Balcão (B3) between 2010 and 2016. The research employed linear regression and the logistic regression model to evaluate whether type of news is a determinant for the timing of financial disclosures. Empirical evidence indicates that the nature of information (i.e., good or bad news) is related to the time taken (i.e., postponement or anticipation) in disclosing quarterly accounting figures of companies. Overall, our results contribute to the disclosure literature in Brazil and indicate that postponements are associated with the disclosure of negative news.

Overview with Chart & Report: Industrial Production y/y reflects changes in total outputs of Brazilian factories, mines and utilities in the reported month compared to the same month of the previous year. Industrial production

Brazil Nominal Revenue Services Index: Last 12 Months Cumulative Growth: Information and Communication Services: Audiovisual, Editing and News Agencies Services data was reported at -3.400 % in Dec 2016. This records a decrease from the previous number of -2.900 % for Nov 2016. Brazil Nominal Revenue Services Index: Last 12 Months Cumulative Growth: Information and Communication Services: Audiovisual, Editing and News Agencies Services data is updated monthly, averaging 3.500 % from Dec 2012 (Median) to Dec 2016, with 49 observations. The data reached an all-time high of 10.500 % in Jun 2014 and a record low of -3.600 % in Jun 2015. Brazil Nominal Revenue Services Index: Last 12 Months Cumulative Growth: Information and Communication Services: Audiovisual, Editing and News Agencies Services data remains active status in CEIC and is reported by Brazilian Institute of Geography and Statistics. The data is categorized under Brazil Premium Database’s Domestic Trade and Household Survey – Table BR.HD116: Nominal Revenue Services Index: 2011=100: by Activity: Last 12 Months Cumulative Growth. The new Monthly Survey of Services from the Brazilian Institute of Geography and Statistics (IBGE) was implemented in order to measure and monitor the activities of the services sector. This occurs in a moment where the sector is gaining importance in the economy, nowadays the Services Sectors responds for approximately 70% of Gross Value Added. The survey covers the activities that constitute the non-financial corporate sector, excluding the sectors of health, education, public administration and imputed rent. The publication will bring the results of nominal revenue for the overall index and activity. There will be data available for Brazil and states. Changed from 2011=100 to 2014=100 The sample of informants start to be 12200 companies. Replacement Series ID: 385706147

Comprehensive dataset containing 2,600 verified Newspaper publisher businesses in Brazil with complete contact information, ratings, reviews, and location data.

Overview with Chart & Report: BCB Interest Rate Decision is adopted by the Monetary Policy Committee Copom. After determining the interest rate, the Central Bank purchases and sells federal government bonds on a daily basis, in

Overview with Chart & Report: BCB Bank Lending m/m value reflects the percentage change in the volume of credits granted to individuals and companies. This indicator is closely related to the purchasing power of Brazilian

Brazil E-Commerce Transactions: Volume: News & Media data was reported at 83.000 Unit in 16 Jul 2024. This records an increase from the previous number of 74.000 Unit for 09 Jul 2024. Brazil E-Commerce Transactions: Volume: News & Media data is updated daily, averaging 1.000 Unit from Dec 2018 (Median) to 16 Jul 2024, with 246 observations. The data reached an all-time high of 83.000 Unit in 16 Jul 2024 and a record low of 1.000 Unit in 14 Jun 2024. Brazil E-Commerce Transactions: Volume: News & Media data remains active status in CEIC and is reported by Grips Intelligence Inc.. The data is categorized under Global Database’s Brazil – Table BR.GI.EC: E-Commerce Transactions: by Category.

Comprehensive dataset containing 432 verified Classified ads newspaper publisher businesses in Brazil with complete contact information, ratings, reviews, and location data.