The benchmark interest rate in the United States was last recorded at 4.50 percent. This dataset provides the latest reported value for - United States Fed Funds Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Inflation Rate in the United States increased to 2.40 percent in May from 2.30 percent in April of 2025. This dataset provides - United States Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Inflation Rate in Turkey decreased to 35.41 percent in May from 37.86 percent in April of 2025. This dataset provides the latest reported value for - Turkey Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Inflation Rate in Japan decreased to 3.50 percent in May from 3.60 percent in April of 2025. This dataset provides the latest reported value for - Japan Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Graph and download economic data for Inflation, consumer prices for the United States (FPCPITOTLZGUSA) from 1960 to 2024 about consumer, CPI, inflation, price index, indexes, price, and USA.

Inflation Rate in Vietnam increased to 3.24 percent in May from 3.12 percent in April of 2025. This dataset provides the latest reported value for - Vietnam Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Measures of monthly UK inflation data including CPIH, CPI and RPI. These tables complement the consumer price inflation time series dataset.

Comprehensive database of time series covering measures of inflation data for the UK including CPIH, CPI and RPI.

The benchmark interest rate in Japan was last recorded at 0.50 percent. This dataset provides - Japan Interest Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Inflation Rate in Brazil decreased to 5.32 percent in May from 5.53 percent in April of 2025. This dataset provides - Brazil Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

S&P 500: A Bull or a Bear?

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

Nepal NP: Real Interest Rate data was reported at -6.207 % pa in 2010. This records an increase from the previous number of -6.823 % pa for 2009. Nepal NP: Real Interest Rate data is updated yearly, averaging 3.657 % pa from Dec 1975 (Median) to 2010, with 29 observations. The data reached an all-time high of 18.214 % pa in 1977 and a record low of -12.173 % pa in 1975. Nepal NP: Real Interest Rate data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Nepal – Table NP.World Bank.WDI: Interest Rates. Real interest rate is the lending interest rate adjusted for inflation as measured by the GDP deflator. The terms and conditions attached to lending rates differ by country, however, limiting their comparability.; ; International Monetary Fund, International Financial Statistics and data files using World Bank data on the GDP deflator.; ;

This dataset contains news headlines relevant to key forex pairs: AUDUSD, EURCHF, EURUSD, GBPUSD, and USDJPY. The data was extracted from reputable platforms Forex Live and FXstreet over a period of 86 days, from January to May 2023. The dataset comprises 2,291 unique news headlines. Each headline includes an associated forex pair, timestamp, source, author, URL, and the corresponding article text. Data was collected using web scraping techniques executed via a custom service on a virtual machine. This service periodically retrieves the latest news for a specified forex pair (ticker) from each platform, parsing all available information. The collected data is then processed to extract details such as the article's timestamp, author, and URL. The URL is further used to retrieve the full text of each article. This data acquisition process repeats approximately every 15 minutes.

To ensure the reliability of the dataset, we manually annotated each headline for sentiment. Instead of solely focusing on the textual content, we ascertained sentiment based on the potential short-term impact of the headline on its corresponding forex pair. This method recognizes the currency market's acute sensitivity to economic news, which significantly influences many trading strategies. As such, this dataset could serve as an invaluable resource for fine-tuning sentiment analysis models in the financial realm.

We used three categories for annotation: 'positive', 'negative', and 'neutral', which correspond to bullish, bearish, and hold sentiments, respectively, for the forex pair linked to each headline. The following Table provides examples of annotated headlines along with brief explanations of the assigned sentiment.

Examples of Annotated Headlines


    Forex Pair
    Headline
    Sentiment
    Explanation




    GBPUSD 
    Diminishing bets for a move to 12400 
    Neutral
    Lack of strong sentiment in either direction


    GBPUSD 
    No reasons to dislike Cable in the very near term as long as the Dollar momentum remains soft 
    Positive
    Positive sentiment towards GBPUSD (Cable) in the near term


    GBPUSD 
    When are the UK jobs and how could they affect GBPUSD 
    Neutral
    Poses a question and does not express a clear sentiment


    JPYUSD
    Appropriate to continue monetary easing to achieve 2% inflation target with wage growth 
    Positive
    Monetary easing from Bank of Japan (BoJ) could lead to a weaker JPY in the short term due to increased money supply


    USDJPY
    Dollar rebounds despite US data. Yen gains amid lower yields 
    Neutral
    Since both the USD and JPY are gaining, the effects on the USDJPY forex pair might offset each other


    USDJPY
    USDJPY to reach 124 by Q4 as the likelihood of a BoJ policy shift should accelerate Yen gains 
    Negative
    USDJPY is expected to reach a lower value, with the USD losing value against the JPY


    AUDUSD

RBA Governor Lowe’s Testimony High inflation is damaging and corrosive

    Positive
    Reserve Bank of Australia (RBA) expresses concerns about inflation. Typically, central banks combat high inflation with higher interest rates, which could strengthen AUD.

Moreover, the dataset includes two columns with the predicted sentiment class and score as predicted by the FinBERT model. Specifically, the FinBERT model outputs a set of probabilities for each sentiment class (positive, negative, and neutral), representing the model's confidence in associating the input headline with each sentiment category. These probabilities are used to determine the predicted class and a sentiment score for each headline. The sentiment score is computed by subtracting the negative class probability from the positive one.

Inflation Rate in Iran increased to 38.90 percent in April from 37.10 percent in March of 2025. This dataset provides the latest reported value for - Iran Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Inflation Rate in Argentina decreased to 43.50 percent in May from 47.30 percent in April of 2025. This dataset provides the latest reported value for - Argentina Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

This dataset covers ballots 457-58, 460-68 spanning January-February, April-December 1982 (March exists but is missing from the dataset). The dataset contains the data resulting from these polls in ASCII. The ballots are as follows: 457-1 - January This Gallup poll seeks the opinions of Canadians, on predominantly political issues. The questions ask opinions about political leaders and political issues within the country and abroad. There are also questions on other topics of interest and importance to the country and government, such as physically abused children, married women who work and changes in standard of living. The respondents were also asked questions so that they could be grouped according to geographic and social variables. Topics of interest include: allowing paid maternity leave; approval of Broadbent as NDP leader; approval of Clark as leader of the Conservative party; approval of Trudeau as Prime Minister; being involved with charities; the best political party to handle energy, unemployment; energy and to unify Canada; Canada-UK relations; changing the standard of living; children who are physically abused; married women who work; talking about politics with friends; and US-Canada relations. Basic demographic variables are also included. 458-1-2 - February This Gallup poll seeks the opinions of Canadians, on predominantly political issues. The questions ask opinions about political leaders and political issues within the country. There are also questions on other topics of interest and importance to the country and government, such as the changing standard of living, inflation and unemployment. The respondents were also asked questions so that they could be grouped according to geographic and social variables. Topics of interest include: the approval of Broadbent as NDP leader; the approval of Clark as leader of the Conservative party; the approval of Trudeau as Prime Minister; the biggest threat to Canada's future; confidence in the United States problem solving; the dangers of pollution; the importance of Canadian owned industries and resources; increasing the standard of living; the main causes of unemployment; opposing price controls; the political party that would be best for the economy; reducing inflation; reducing unemployment and who would make the best Prime Minister. Basic demographic variables are also included. 460-1-a - April This Gallup poll seeks the opinions of Canadians, on predominantly social issues. The questions ask opinions about the ideal number of children to have and the quality of education. There are also questions on other topics of interest and importance to the country and government, such as municipal council spending and regional differences. The respondents were also asked questions so that they could be grouped according to geographical variables. Topics of interest include: the amount of power that the USSR has; community opinion of the teaching profession; the effects of regional differences in Canada; having the government share the cost of child care; how interesting work is; ideal number of children to have; involving unions in politics; learning languages in school; municipal council spending; the quality of education today, compared to the past; successfulness of family life; and wives who work. Basic demographic variables are also included. 461-1 - May This Gallup poll seeks the opinions of Canadians, on predominantly political issues. The questions ask opinions about political leaders and political issues within the country. There are also questions on other topics of interest and importance to the country and government, such as common Sunday activities; Falkland Island and smoking. The respondents were also asked questions so that they could be grouped according to geographic and social variables. Topics of interest include: attending church; common Sunday activities; the country with legitimate claims to Falkland island; deciding to have a nuclear war, rather than living under Communist rule; Falkland island dispute; influence of religion on everyday life; opinions about Broadbent as NDP leader; opinions about Clark as leader of the Conservative party; opinions about housing; opinions about the Canadian Immigration policy; opinions about Trudeau as the Liberal leader; opinions of the Canadian Constitution; political preferences; reasons for quitting smoking; smoking cigarettes; viewing religious broadcasts; who dominates the household; and with drawling Argentina's troops from Falkland island. Basic demographic variables are also included. 462-1 - June This Gallup poll seeks the opinions of Canadians, on both political and social issues. The questions ask opinions about political leaders and political issues within the country. There are also questions on other topics of interest and importance to the country and government, such as energy shortages, inflation and swimming ability. The respondents were also asked questions so that they could be grouped according to geographical variables. Topics of interest include: the approval of Broadbent as NDP leader; the approval of Clark as leader of the Conservative party; the approval of Trudeau as Prime Minister; chances of an energy shortage; chances of finding a new job if fired; the energy crisis in Canada; the government's handling of the economy; learning how to swim; the most important problem facing Canada; preferred political leader; the amount recession in the future; reducing unemployment; rising prices and income; success of controlling inflation; swimming ability; taking a job of less pay or lower status; trying to curb inflation; and using a small boat. Basic demographic variables are also included. 463-1 - July This Gallup poll seeks the opinions of Canadians, on political and social issues. Opinions on topics such as the direction Canada is going in, rising interest rates, and voting behaviour were discussed. The respondents were also asked questions so that they could be grouped according to geographical and social variables. Topics of interest include: biggest threat to Canada; business conditions; Canadian defense; direction the country is going in; disarmament; government wage and price control; interest rates; NATO; nuclear War risk; sympathy for Arabs and Israelis; US investment in Canada; voting behaviour. Basic demographic variables are also included. 463-2 - July This Gallup poll seeks the opinions of Canadians, on political and social issues. Opinions on topics such as MacEachen's budget and the federal election were discussed. The respondents were also asked questions so that they could be grouped according to geographical and social variables. Topics of interest include: Macheachen's budget; the federal election; families financial issues. Basic demographic variables are also included. 464-1 - August This Gallup poll seeks the opinions of Canadians, on political and social issues. The questions ask opinions about economic policy and the possibility a new election, as well as other important political issues within the country. There are also questions on other topics of interest and importance to the country and government, such attending night school; the importance of religion and unemployment. The respondents were also asked questions so that they could be grouped according to geographical variables. Topics of interest include: allowing civil servants to strike; attending night school; the best political party for the economy; calling an election prior to the end of the year; the closeness of student-teacher relations; confidence in the government's handling of inflation; confidence in the government's handling of unemployment; courses taken in night school; honesty and ethic standards of professions; how important religion is; the main causes of unemployment; opinions about children having a different religion then their parents; the productivity of Canadian workers; putting limits on wage increases; the quality of education today, compared to the past; urgent problems facing Canada; and who would make the best Prime Minister. Basic demographic variables are also included. 465-1 - September This Gallup poll seeks the opinions of Canadians, on political and social issues. The questions ask opinions about economic policy and the possibility a new election, as well as other important political issues within the country. There are also questions on other topics of interest and importance to the country and government, such attending night school; the importance of religion and unemployment. The respondents were also asked questions so that they could be grouped according to geographical variables. Basic demographic variables are also included. 465-4 - September This Gallup poll seeks the opinions of Canadians, on political and social issues. The questions ask opinions about economic policy and the possibility a new election, as well as other important political issues within the country. There are also questions on other topics of interest and importance to the country and government, such attending night school; the importance of religion and unemployment. The respondents were also asked questions so that they could be grouped according to geographical variables. Basic demographic variables are also included. 466-3 - October This Gallup poll seeks the opinions of Canadians, on predictions for 1983 and the chance of war. The questions ask opinions about whether or not 1983 will be better then 1982, as well as other predictions on world peace and striking unions. There are also questions on other topics of interest and importance to the country and government, such as the chances of a world war. The respondents were also asked questions so that they could be grouped according to geographic and social variables. Topics of interest include: the chances of a world war breaking out and predictions for 1983. Basic demographic variables are also included. 467-1 - November This

Inflation Rate in Thailand decreased to -0.57 percent in May from -0.22 percent in April of 2025. This dataset provides the latest reported value for - Thailand Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The benchmark interest rate in Russia was last recorded at 20 percent. This dataset provides the latest reported value for - Russia Interest Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Inflation Rate in Germany remained unchanged at 2.10 percent in May. This dataset provides the latest reported value for - Germany Inflation Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Inflation Rate in Mexico increased to 4.42 percent in May from 3.93 percent in April of 2025. This dataset provides - Mexico Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.