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Money Supply M0 in the United States decreased to 5648600 USD Million in May from 5732900 USD Million in April of 2025. This dataset provides - United States Money Supply M0 - actual values, historical data, forecast, chart, statistics, economic calendar and news.
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****Dataset Overview**** This dataset contains historical macroeconomic data, featuring key economic indicators in the United States. It includes important metrics such as the Consumer Price Index (CPI), Retail Sales, Unemployment Rate, Industrial Production, Money Supply (M2), and more. The dataset spans from 1993 to the present and includes monthly data on various economic indicators, processed to show their rate of change (either percentage or absolute difference, depending on the indicator).
provenance
The data in this dataset is sourced from the Federal Reserve Economic Data (FRED) database, hosted by the Federal Reserve Bank of St. Louis. FRED provides access to a wide range of economic data, including key macroeconomic indicators for the United States. My work involved calculating the rate of change (ROC) for each indicator and reorganizing the data into a more usable format for analysis. For more information and access to the full database, visit FRED's website.
Purpose and Use for the Kaggle Community:
This dataset is a valuable resource for data scientists, economists, and analysts interested in understanding macroeconomic trends, performing time series analysis, or building predictive models. With the rate of change included, users can quickly assess the growth or contraction in these indicators month-over-month. This dataset can be used for:
****Column Descriptions****
Year: The year of the observation.
Month: The month of the observation (1-12).
Industrial Production: Monthly data on the total output of US factories, mines, and utilities.
Manufacturers' New Orders: Durable Goods: Measures the value of new orders placed with manufacturers for durable goods, indicating future production activity.
Consumer Price Index (CPIAUCSL): A measure of the average change over time in the prices paid by urban consumers for a market basket of consumer goods and services.
Unemployment Rate: The percentage of the total labor force that is unemployed but actively seeking employment.
Retail Sales: The total receipts of retail stores, indicating consumer spending and economic activity.
Producer Price Index: Measures the average change over time in the selling prices received by domestic producers for their output.
Personal Consumption Expenditures (PCE): A measure of the prices paid by consumers for goods and services, used in calculating inflation.
National Home Price Index: A measure of changes in residential real estate prices across the country.
All Employees, Total Nonfarm: The number of nonfarm payroll employees, an important indicator of the labor market.
Labor Force Participation Rate: The percentage of the working-age population that is either employed or actively looking for work.
Federal Funds Effective Rate: The interest rate at which depository institutions lend reserve balances to other depository institutions overnight.
Building Permits: The number of building permits issued for residential and non-residential buildings, a leading indicator of construction activity.
Money Supply (M2): The total money supply, including cash, checking deposits, and easily convertible near money.
Personal Income: The total income received by individuals from all sources, including wages, investments, and government transfers.
Trade Balance: The difference between a country's imports and exports, indicating the net trade flow.
Consumer Sentiment: The index reflecting consumer sentiment and expectations for the future economic outlook.
Consumer Confidence: A measure of how optimistic or pessimistic consumers are regarding their expected financial situation and the economy.
Notes on Interest Rates Please note that for the Federal Funds Effective Rate (FEDFUNDS), the dataset includes the absolute change in basis points (bps), not the rate of change. This means that the dataset reflects the direct change in the interest rate rather than the percentage change month-over-month. The change is represented in basis points, where 1 basis point equals 0.01%.
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Money Supply M2 in the United States increased to 21942 USD Billion in May from 21862.40 USD Billion in April of 2025. This dataset provides - United States Money Supply M2 - actual values, historical data, forecast, chart, statistics, economic calendar and news.
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The Gross Domestic Product (GDP) in the United States was worth 27720.71 billion US dollars in 2023, according to official data from the World Bank. The GDP value of the United States represents 26.29 percent of the world economy. This dataset provides - United States GDP - actual values, historical data, forecast, chart, statistics, economic calendar and news.
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Money Supply M1 in the United States increased to 18712.60 USD Billion in May from 18667.60 USD Billion in April of 2025. This dataset provides - United States Money Supply M1 - actual values, historical data, forecast, chart, statistics, economic calendar and news.
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Graph and download economic data for Personal Saving Rate (PSAVERT) from Jan 1959 to Apr 2025 about savings, personal, rate, and USA.
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Government spending in the United States was last recorded at 39.7 percent of GDP in 2024 . This dataset provides - United States Government Spending To Gdp- actual values, historical data, forecast, chart, statistics, economic calendar and news.
In 2020, global gross domestic product declined by 6.7 percent as a result of the coronavirus (COVID-19) pandemic outbreak. In Latin America, overall GDP loss amounted to 8.5 percent.
The Global Gridded Geographically Based Economic Data (G-Econ), Version 4 contains derived one degree grid cells of Gross Domestic Product (GDP) data in Grid and ASCII formats for both Market Exchange Rate (MER) and Purchasing Power Parity (PPP) for the years 1990, 1995, 2000 and 2005. MER is the exchange rate between local and U.S. dollar currencies for a given time period established by the market. PPP is the exchange rate between a country's currency and U.S. dollars adjusted to reflect the actual cost in U.S. dollars of purchasing a standardized market basket of goods in that country using the country's currency. The original data from the G-Econ Project at Yale University is also available in tabular format and includes latitude and longitude geographic coordinates of the grid cells, area of grid cells, as well as country names, distance to coast, elevation, vegetation, population, precipitation and temperature.
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Ever wonder what people in the US spend their money on? Now you can see where it all went from 1997-2019.
The data describes various categories of spending by US region, state and county.
Here's a notebook that goes over the basics of the data -> https://www.kaggle.com/davidbroberts/us-personal-expenditures-1997-2019
Take a look at some of my other economics datasets:
US Quarterly Income 1948 - 2020 -> https://www.kaggle.com/davidbroberts/us-quarterly-personal-income-1948-2020 US Economic Profile by County 1969 - 2020 -> https://www.kaggle.com/davidbroberts/us-economic-profile-by-county US Gross Domestic Product by State 1997-2020 -> https://www.kaggle.com/davidbroberts/us-gdp-by-state-19972020
My empty bank account inspired me to think about this .. and ponder where it all went over the years :)
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United States US: Domestic Credit: Provided by Financial Sector: % of GDP data was reported at 241.891 % in 2016. This records an increase from the previous number of 235.955 % for 2015. United States US: Domestic Credit: Provided by Financial Sector: % of GDP data is updated yearly, averaging 145.154 % from Dec 1960 (Median) to 2016, with 57 observations. The data reached an all-time high of 250.601 % in 2014 and a record low of 101.084 % in 1960. United States US: Domestic Credit: Provided by Financial Sector: % of GDP data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United States – Table US.World Bank.WDI: Bank Loans. Domestic credit provided by the financial sector includes all credit to various sectors on a gross basis, with the exception of credit to the central government, which is net. The financial sector includes monetary authorities and deposit money banks, as well as other financial corporations where data are available (including corporations that do not accept transferable deposits but do incur such liabilities as time and savings deposits). Examples of other financial corporations are finance and leasing companies, money lenders, insurance corporations, pension funds, and foreign exchange companies.; ; International Monetary Fund, International Financial Statistics and data files, and World Bank and OECD GDP estimates.; Weighted average;
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This Cost of International Education dataset compiles detailed financial information for students pursuing higher education abroad. It covers multiple countries, cities, and universities around the world, capturing the full tuition and living expenses spectrum alongside key ancillary costs. With standardized fields such as tuition in USD, living-cost indices, rent, visa fees, insurance, and up-to-date exchange rates, it enables comparative analysis across programs, degree levels, and geographies. Whether you’re a prospective international student mapping out budgets, an educational consultant advising on affordability, or a researcher studying global education economics, this dataset offers a comprehensive foundation for data-driven insights.
Column | Type | Description |
---|---|---|
Country | string | ISO country name where the university is located (e.g., “Germany”, “Australia”). |
City | string | City in which the institution sits (e.g., “Munich”, “Melbourne”). |
University | string | Official name of the higher-education institution (e.g., “Technical University of Munich”). |
Program | string | Specific course or major (e.g., “Master of Computer Science”, “MBA”). |
Level | string | Degree level of the program: “Undergraduate”, “Master’s”, “PhD”, or other certifications. |
Duration_Years | integer | Length of the program in years (e.g., 2 for a typical Master’s). |
Tuition_USD | numeric | Total program tuition cost, converted into U.S. dollars for ease of comparison. |
Living_Cost_Index | numeric | A normalized index (often based on global city indices) reflecting relative day-to-day living expenses (food, transport, utilities). |
Rent_USD | numeric | Average monthly student accommodation rent in U.S. dollars. |
Visa_Fee_USD | numeric | One-time visa application fee payable by international students, in U.S. dollars. |
Insurance_USD | numeric | Annual health or student insurance cost in U.S. dollars, as required by many host countries. |
Exchange_Rate | numeric | Local currency units per U.S. dollar at the time of data collection—vital for currency conversion and trend analysis if rates fluctuate. |
Feel free to explore, visualize, and extend this dataset for deeper insights into the true cost of studying abroad!
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Graph and download economic data for Nominal Gross Domestic Product for United States (NGDPSAXDCUSQ) from Q1 1950 to Q1 2025 about GDP and USA.
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The DXY exchange rate rose to 97.2687 on June 27, 2025, up 0.13% from the previous session. Over the past month, the United States Dollar has weakened 2.61%, and is down by 8.10% over the last 12 months. United States Dollar - values, historical data, forecasts and news - updated on June of 2025.
The Chicago Fed's National Financial Conditions Index (NFCI) provides a comprehensive weekly update on U.S. financial conditions in money markets, debt and equity markets and the traditional and "shadow" banking systems. Positive values of the NFCI indicate financial conditions that are tighter than average, while negative values indicate financial conditions that are looser than average.
For further information, please visit the Federal Reserve Bank of Chicago (http://www.chicagofed.org/webpages/publications/nfci/index.cfm).
This is a dataset from the Federal Reserve Bank of Chicago hosted by the Federal Reserve Economic Database (FRED). FRED has a data platform found here and they update their information according to the frequency that the data updates. Explore the Chicago Fed using Kaggle and all of the data sources available through the Chicago Fed organization page!
Update Frequency: This dataset is updated daily.
Observation Start: 1971-01-08
Observation End : 2020-03-13
This dataset is maintained using FRED's API and Kaggle's API.
The license for this dataset is unknown. Please reach out directly to the Chicago Fed for more information on Commercial/Non-Commercial access.
Cover photo by Karina Carvalho on Unsplash
Unsplash Images are distributed under a unique Unsplash License.
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Key information about United States Household Debt
What contender will emerge as the next big creator economy company? To find out, we've built a database of more than 500 global startups serving the millions of individuals making money off their online followings. Many founders see an opportunity to help creators connect with fans. Others have developed artificial intelligent tools or financial management services for creators. U.S. creator startups have raised more than $9.8 billion since early 2021, and creator startups based outside the U.S. have raised more than $4 billion in that period. The database comes from our reporting, founders and investors, and estimates from PitchBook.
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Consumer Spending in the United States increased to 16291.80 USD Billion in the first quarter of 2025 from 16273.20 USD Billion in the fourth quarter of 2024. This dataset provides the latest reported value for - United States Consumer Spending - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.
U.S. citizens with a professional degree had the highest median household income in 2023, at 172,100 U.S. dollars. In comparison, those with less than a 9th grade education made significantly less money, at 35,690 U.S. dollars. Household income The median household income in the United States has fluctuated since 1990, but rose to around 70,000 U.S. dollars in 2021. Maryland had the highest median household income in the United States in 2021. Maryland’s high levels of wealth is due to several reasons, and includes the state's proximity to the nation's capital. Household income and ethnicity The median income of white non-Hispanic households in the United States had been on the rise since 1990, but declining since 2019. While income has also been on the rise, the median income of Hispanic households was much lower than those of white, non-Hispanic private households. However, the median income of Black households is even lower than Hispanic households. Income inequality is a problem without an easy solution in the United States, especially since ethnicity is a contributing factor. Systemic racism contributes to the non-White population suffering from income inequality, which causes the opportunity for growth to stagnate.
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View data of the S&P 500, an index of the stocks of 500 leading companies in the US economy, which provides a gauge of the U.S. equity market.
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Money Supply M0 in the United States decreased to 5648600 USD Million in May from 5732900 USD Million in April of 2025. This dataset provides - United States Money Supply M0 - actual values, historical data, forecast, chart, statistics, economic calendar and news.