This dataset contains the text from Federal Reserve FOMC (Federal Open Market Committee) meeting minutes and statements, collected by scraping the Federal Reserve's website. The data spans a specific period of time, providing insights into the central bank's monetary policy decisions and discussions.

Content

The dataset consists of the following columns:

• Date: The date of the FOMC meeting or statement release in the format YYYYMMDD.
• Type: Indicator for the type of document. 0 represents a statement, while 1 represents meeting minutes.
• Text: The text content of each paragraph in the meeting minutes or statements.

Acknowledgements

The data is collected from the official Federal Reserve website (https://www.federalreserve.gov) using a custom Python scraper built with BeautifulSoup.

Inspiration

This dataset can be used for various purposes, such as:

1. Analyzing the sentiment and tone of FOMC meeting minutes and statements over time.
2. Identifying key phrases and words that indicate changes in monetary policy.
3. Developing natural language processing models to predict future policy decisions based on historical data.
4. Investigating the relationship between FOMC meeting minutes/statements and financial market reactions.

This dataset is comprised of forty-five entities that are part of the United States Federal Reserve System according to the United States Department of Treasury. The Federal Reserve System is comprised of twelve Federal Reserve Banks and twenty-five Federal Reserve Branches. This data set contains all of the banks and branches as well as some check processing centers and offices that are affiliated with the US Federal Reserve System. This dataset does not contain the Federal Reserve Headquarters in Washington DC because it is an 'Administration Only' location. There is an entity within this dataset that is also included in the HSIP Gold Bullion Repositories 2006 Q3 dataset as the entity is considered to be a bullion repository as well as a Federal Reserve. The currentness of this dataset is indicated by the more recent date of the [CONTDATE] attribute and/or the [GEODATE] attribute. Based upon these attributes the oldest record dates from 07/19/2006 and the newest record dates from 08/04/2006. The most current [CONTDATE] is the most current contact date as provided by TGS. Due to the sensitive nature of these entities, TGS did not make contact with the entities within this dataset during this processing.

The Federal Reserve Banks provide the Fedwire Funds Service, a real-time gross settlement system that enables participants to initiate funds transfer that are immediate, final, and irrevocable once processed. Depository institutions and certain other financial institutions that hold an account with a Federal Reserve Bank are eligible to participate in the Fedwire Funds Services. In 2008, approximately 7,300 participants made Fedwire funds transfers. The Fedwire Funds Service is generally used to make large-value, time-critical payments.The Fedwire Funds Service is a credit transfer service. Participants originate funds transfers by instructing a Federal Reserve Bank to debit funds from its own account and credit funds to the account of another participant. Participants may originate funds transfers online, by initiating a secure electronic message, or off line, via telephone procedures.

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.

This data set is a digitized version of “All-Bank Statistics, United States, 1896-1955,” (ABS) which the Board of Governors of the Federal Reserve System published in 1959. That volume contained annual aggregate balance sheet aggregates for all depository institutions by state and class of institution for the years 1896 to 1955. The depository institutions include nationally chartered commercial banks, state chartered commercial banks, and private banks as well as mutual savings bank and building and loan societies. The data comes from the last business day of the year or the closest available data. This digital version of ABS contains all data in the original source and only data from the original source.This data set is similar to ICPSR 2393, “U.S. Historical Data on Bank Market Structure, ICPSR 2393” by Mark Flood. ICPSR 2393 reports data from ABS but excludes subcategories of data useful for analyzing the liquidity of bank balance sheets, the operation of financial markets, the functioning of the financial network, and depository institutions’ contribution to monetary aggregates. ICPSR 2393, for example, reports total cash assets from ABS but does not report the subcomponents of that total: bankers balances, cash in banks’ own vaults, and items in the process of collection. Those data are needed to understand how much liquidity banks kept on hand, how much liquidity banks stored in or hoped to draw from reserve depositories, and how much of the apparent cash in the financial system was double-counted checks in the process of collection, commonly called float. Those data are also needed to understand the contribution of commercial banks to the aggregate money supply since cash in banks’ vaults counts within monetary aggregates while interbank deposits and float do not. While this dataset provides comprehensive and complete data from ABS, ICPSR 2393 contains information from other sources that researchers may find valuable including data from the aggregate income statements of nationally chartered banks and regulatory variables. To facilitate the use of that information, the naming conventions in this data set are consistent with those in ICPSR 2393.

Content

More details about each file are in the individual file descriptions.

Context

This is a dataset from the Federal Reserve 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 Federal Reserve using Kaggle and all of the data sources available through the Federal Reserve organization page!

• Update Frequency: This dataset is updated daily.

Acknowledgements

This dataset is maintained using FRED's API and Kaggle's API.

Cover photo by AbsolutVision on Unsplash
Unsplash Images are distributed under a unique Unsplash License.

The Agricultural Finance Databook is a compilation of various data on current developments in agricultural finance. Large portions of the data come from regular surveys conducted by the Board of Governors of the Federal Reserve System or by Federal Reserve Banks. Other portions come from the quarterly Call Report data of commercial banks or from the reports of other financial institutions involved in agricultural lending. This data is no longer published by the Federal Reserve Board. On October 1, 2010, the E.15 statistical release transitioned from the Board of Governors to the Federal Reserve Bank of Kansas City. You can now find the most current Agricultural Finance Databook at https://www.kansascityfed.org/research/indicatorsdata/agfinancedatabook.

Content

This dataset has no description from FRED.

Context

This is a dataset from the Federal Reserve 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 Federal Reserve using Kaggle and all of the data sources available through the Federal Reserve organization page!

• Update Frequency: This dataset is updated daily.

• Observation Start: 1975-01-06

• Observation End : 2019-11-25

Acknowledgements

This dataset is maintained using FRED's API and Kaggle's API.

The H.10 weekly release contains daily rates of exchange of major currencies against the U.S. dollar. The data are noon buying rates in New York for cable transfers payable in the listed currencies. The rates have been certified by the Federal Reserve Bank of New York for customs purposes as required by section 522 of the amended Tariff Act of 1930.

Content

This series has been discontinued and will no longer be updated. It was a duplicate of the following series, which will continue to be updated: https://fred.stlouisfed.org/series/WSHOMCB

The current face value of mortgage-backed obligations held by Federal Reserve Banks. These securities are guaranteed by Fannie Mae, Freddie Mac, or Ginnie Mae.

Context

This is a dataset from the Federal Reserve 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 Federal Reserve using Kaggle and all of the data sources available through the Federal Reserve organization page!

• Update Frequency: This dataset is updated daily.

• Observation Start: 2002-12-18

• Observation End : 2018-06-13

Acknowledgements

This dataset is maintained using FRED's API and Kaggle's API.

Cover photo by Rob Sarmiento on Unsplash
Unsplash Images are distributed under a unique Unsplash License.

Note: The Board of Governors has discontinued the Survey of Terms of Business Lending (STBL) and the associated E.2 release. The final STBL was conducted in May 2017, and the final E.2 was released on August 2, 2017. The STBL has been replaced by a new Small Business Lending Survey that commenced in February 2018. The new survey is being managed and administered by the Federal Reserve Bank of Kansas City. Results from this new survey can be found here.

The Federal Reserve Banks provide the Fedwire Securities Service, a securities settlement system that enables participants to hold, maintain, and transfer Fedwire-eligible securities. Depository institutions and certain other governmental or financial institutions that hold a funds account and a securities account with a Federal Reserve Bank are eligible to participate in the Fedwire Securities Service. In 2008, approximately 2,300 participants made Fedwire securities transfers. Fedwire-eligible securities include securities issued by the U.S. Treasury, other federal agencies, government-sponsored enterprises, and certain international organizations, such as the World Bank. Securities are held and transferred in book-entry form. Securities transfers can be made free of payment or against a designated payment. Most securities transfers are, however, made against a designated payment. Transfers against payment involve the simultaneous exchange of payment for the security. All securities transfers are final at the time of transfer. Participants may originate securities transfers online, by initiating a secure electronic message, or off line, via telephone procedures.

The Survey of Consumer Finances (SCF) is normally a triennial cross-sectional survey of U.S. families. The survey data include information on families balance sheets, pensions, income, and demographic characteristics. Information is also included from related surveys of pension providers and the earlier such surveys conducted by the Federal Reserve Board. No other study for the country collects comparable information. Data from the SCF are widely used, from analysis at the Federal Reserve and other branches of government to scholarly work at the major economic research centers.The survey has contained a panel element over two periods. Respondents to the 1983 survey were re-interviewed in 1986 and 1989. Respondents to the 2007 survey were re-interviewed in 2009.The study is sponsored by the Federal Reserve Board in cooperation with the Department of the Treasury. Since 1992, data have been collected by the National Opinion Research Center (NORC) at the University of Chicago.

This page will be updated weekly from October through December. The weekly pattern of commercial paper maturing after December 31 chart and table will be replaced each week. A new row will be added to the commercial paper maturing after December 31 table each week.

Data were previously published in the Supplement to the Federal Reserve Bulletin, which ceased publication in December 2008. These tables will be discontinued with the final table released in April 2022. The source for these data is the Treasury International Capital System and future data publications can be found on Treasury’s website.

The H.6 release, published weekly, provides measures of the monetary aggregates (M1 and M2) and their components.M1 and M2 are progressively more inclusive measures of money: M1 is included in M2.M1, the more narrowly defined measure, consists of the most liquid forms of money, namely currency and checkable deposits.The non-M1 components of M2 are primarily household holdings of savings deposits, small time deposits, and retail money market mutual funds.Monthly data are available back to January 1959; for most series, weekly data are available back to January 1975.

Content

More details about each file are in the individual file descriptions.

Context

This is a dataset from the Federal Reserve 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 Federal Reserve using Kaggle and all of the data sources available through the Federal Reserve organization page!

• Update Frequency: This dataset is updated daily.

Acknowledgements

This dataset is maintained using FRED's API and Kaggle's API.

Cover photo by Clay Banks on Unsplash
Unsplash Images are distributed under a unique Unsplash License.

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.

The Federal Reserve Banks provide the National Settlement Service (NSS), which allows participants in private-sector clearing arrangements to exchange and settle transactions on a multilateral basis through designated master accounts held at the Federal Reserve Banks. There are approximately 17 NSS arrangements that have been established by financial market utilities, check clearinghouse associations, and automated clearinghouse networks.NSS provides an automated mechanism for submitting settlement files to the Federal Reserve Banks and reduces settlement risk to participants by granting settlement finality on settlement day. NSS also enables the clearing arrangements to manage and limit settlement risk by incorporating risk controls that are as robust as those used in the Fedwire Funds Service. Participants generally submit settlement files online, by initiating an electronic message.

This dataset is about books. It has 1 row and is filtered where the book is A global monetary plague : asset price inflation and Federal Reserve quantitative easing. It features 7 columns including author, publication date, language, and book publisher.