🏛️ Federal Reserve Document Scraper

1. Dataset description

This repository contains code for downloading and organizing Federal Reserve documents from the official Federal Reserve Board website.

These files were used as part of my NLP project. While collecting data, my data collection code is inspired by centralbank_analysis by yukit-k. However, that implementation had some limitations:

❌ Incomplete handling of newer HTML structures on the Fed website

❌ No support for Greenbook/Tealbook files

❌ File naming and folder structure not ideal for downstream processing

❌ No handling of failed downloads or noisy formatting

So I made som key Improvements:

✅ Supports both Greenbook and Minutes. You can choose which type to download

✅ Automatic directory organization. Files are saved using a consistent format as:

FOMC_[document type]_YYYY-MM-DD

✅ Duplicate check & resume support: Prevents redundant downloads and handles broken links gracefully

✅ Modular and extensible codebase Easy to extend for other Fed documents (e.g., SEP, transcripts)

2. Data detail

This repository contains modules for downloading and processing various official publications of the Federal Open Market Committee (FOMC). These documents, produced and released by the Federal Reserve, provide detailed insight into U.S. monetary policy formation, communication, and economic analysis over time.

Below is a reference guide to the major FOMC document types represented in this repository.

📅 FomcAgenda.py – Meeting Agendas

Agendas are created by the FOMC Secretariat in coordination with the Chair and outline the topics of discussion for each meeting, including standard items (e.g., open market operations, economic outlook) and special topics. Participants receive the agenda about one week in advance.

📄 FomcStatement.py – Policy Statements

FOMC statements are brief summaries of monetary policy decisions released immediately after each meeting. These statements have become a key communication tool since 1994 and are now issued after every scheduled meeting, even if policy remains unchanged.

📝 FomcMinutes.py – Meeting Minutes

Minutes provide a concise, narrative summary of policy discussions and rationales. Since 2004, they are released three weeks after each meeting. The minutes include details on voting outcomes and dissenting views, and are eventually included in the Fed’s Annual Report.

🧾 FomcPresConfScript.py – Press Conference Transcripts

Beginning in 2011, the Fed Chair has held press conferences following certain FOMC meetings. These transcripts document the Chair’s remarks and responses to journalists, offering additional context and forward guidance. Released shortly after the meeting.

🗣️ FomcMeetingScript.py – Meeting Transcripts

Verbatim transcripts of FOMC meetings, produced from audio recordings and lightly edited for readability. They are released with a 5-year delay. For meetings prior to 1994, transcripts were reconstructed from raw records and may contain transcription uncertainties.

📚 FomcGreenbook.py – Greenbook (1964–2010)

The Greenbook, officially titled Current Economic and Financial Conditions, was prepared by Board staff and delivered to FOMC members six days before each meeting. It provided forecasts, data analyses, and economic outlooks.

Part 1: Summary and forecast

Part 2: Detailed breakdowns

Supplement: Late-breaking updates

📘 FomcBlueBook.py – Bluebook (1965–2010)

The Bluebook, titled Monetary Policy Alternatives, outlined potential policy options and risks. It was distributed shortly after the Greenbook and informed FOMC decisions. The document evolved from earlier versions like Money Market and Reserve Relationships.

🧠 FomcTealbook.py – Tealbook (2010–Present)

The Tealbook replaced both the Greenbook and Bluebook in June 2010. It is split into two parts:

Tealbook A: Current Situation and Outlook — Forecasts and financial developments

Tealbook B: Strategies and Alternatives — Policy options and simulations

Both are released with a 5-year lag.

📙 FomcBeigeBook.py – Beige Book

The Beige Book, published eight times a year, summarizes anecdotal economic conditions across the 12 Federal Reserve Districts. Based on business surveys, interviews, and internal reports, it is released ~two weeks before each meeting.

🧾 FomcTestimony.py – Testimony before Congress

This includes the Chair’s Semiannual Monetary Policy Report to Congress and other testimonies. These communications explain the Fed’s outlook and policies directly to lawmakers and the public.

📚 References

Federal Reserve – FOMC Archive

Wikipedia – Federal Open Market Committee

The benchmark interest rate in the United States was last recorded at 4 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.

The Federal Reserve's balance sheet has undergone significant changes since 2007, reflecting its response to major economic crises. From a modest *** trillion U.S. dollars at the end of 2007, it ballooned to approximately **** trillion U.S. dollars by October 29, 2025. This dramatic expansion, particularly during the 2008 financial crisis and the COVID-19 pandemic—both of which resulted in negative annual GDP growth in the U.S.—showcases the Fed's crucial role in stabilizing the economy through expansionary monetary policies. Impact on inflation and interest rates The Fed's expansionary measures, while aimed at stimulating economic growth, have had notable effects on inflation and interest rates. Following the quantitative easing in 2020, inflation in the United States reached ***** percent in 2022, the highest since 1991. However, by August 2025, inflation had declined to *** percent. Concurrently, the Federal Reserve implemented a series of interest rate hikes, with the rate peaking at **** percent in August 2023, before the first rate cut since September 2021 occurred in September 2024. Financial implications for the Federal Reserve The expansion of the Fed's balance sheet and subsequent interest rate hikes have had significant financial implications. In 2024, the Fed reported a negative net income of ***** billion U.S. dollars, a stark contrast to the ***** billion U.S. dollars profit in 2022. This unprecedented shift was primarily due to rapidly rising interest rates, which caused the Fed's interest expenses to soar to over *** billion U.S. dollars in 2023. Despite this, the Fed's net interest income on securities acquired through open market operations reached a record high of ****** billion U.S. dollars in the same year.

Federal Funds Rates Based on 7 Simple Rules is a part of the Simple Monetary Policy Rules indicator of the Federal Reserve Bank of Cleveland.

The Federal Reserve implements its monetary policy by using open market operations in United States government securities to target the federal funds rate. A substantial decline in the stock of United States Treasury debt could interfere with the conduct of monetary policy, possibly forcing the Fed to rely more heavily on discount window lending or to conduct open market transactions in other types of securities. Either choice would cause the implementation of monetary policy to resemble the methods used by the Fed before World War II. This paper describes two things: (1) how the Fed implemented monetary policy before the war and (2) the conflicts that arose within the Fed over the allocation of private-sector credit when discount window loans and Fed purchases of private securities were a substantial component of Federal Reserve credit. Those conflicts help explain the Fed's failure to respond vigorously to the Great Depression. The experience suggests that a renewed reliance on the discount window or on open market operations in securities other than those issued by the United States Treasury could hamper the conduct of monetary policy if it leads to increased pressure on the Fed to affect the allocation of credit.

The inflation rate in the United States declined significantly between June 2022 and September 2025, despite rising inflationary pressures towards the end of 2024. The peak inflation rate was recorded in June 2022, at *** percent. In August 2023, the Federal Reserve's interest rate hit its highest level during the observed period, at **** percent, and remained unchanged until September 2024, when the Federal Reserve implemented its first rate cut since September 2021. By September 2025, the rate dropped to **** percent, signaling a shift in monetary policy. What is the Federal Reserve interest rate? The Federal Reserve interest rate, or the federal funds rate, is the rate at which banks and credit unions lend to and borrow from each other. It is one of the Federal Reserve's key tools for maintaining strong employment rates, stable prices, and reasonable interest rates. The rate is determined by the Federal Reserve and adjusted eight times a year, though it can be changed through emergency meetings during times of crisis. The Fed doesn't directly control the interest rate but sets a target rate. It then uses open market operations to influence rates toward this target. Ways of measuring inflation Inflation is typically measured using several methods, with the most common being the Consumer Price Index (CPI). The CPI tracks the price of a fixed basket of goods and services over time, providing a measure of the price changes consumers face. At the end of 2023, the CPI in the United States was ****** percent, up from ****** a year earlier. A more business-focused measure is the producer price index (PPI), which represents the costs of firms.

We present federal funds rates coming from a range of simple monetary policy rules based on multiple economic forecasts. Use our tool to create your own rule. Released quarterly.

Graph and download economic data for FOMC Summary of Economic Projections for the Fed Funds Rate, Median (FEDTARMD) from 2025 to 2028 about projection, federal, median, rate, and USA.

FOMC Meeting Minutes Dataset (Year 1993+, updated following each release)

Overview

This dataset contains the detailed minutes of the meetings held by the Federal Open Market Committee (FOMC) from 1993 onwards. The FOMC, a key component of the U.S. Federal Reserve System, is responsible for setting national monetary policy. The minutes provide a comprehensive record of the committee's discussions, including reviews of economic and financial conditions, deliberations on policy options, the range of participants' views, the rationale behind policy decisions, and the specific votes cast by each member. They offer significantly more detail than the policy statements released immediately after the meetings.

Background on Meeting Minutes

The minutes of each regularly scheduled meeting of the Committee provide a timely summary of significant policy issues addressed by meeting participants. The minutes record all decisions taken by the Committee with respect to these policy issues and explain the reasoning behind these decisions. From their emergence in their present form in February 1993 until December 2004, the minutes were published approximately three days after the Committee's subsequent meeting. In December 2004, the Committee decided to expedite the release of its minutes. Since then, the minutes have been made available to the public three weeks after the date of the policy decision, thus reducing the lag in their release by an average of about three weeks. The minutes are subsequently published in the Board's Annual Report.

Data Description

Each row in the dataset represents the minutes from a specific FOMC meeting. The dataset includes the following fields:

• Date: The last day of the FOMC meeting.
• Text: The full, official text of the meeting minutes, often including lists of attendees, summaries of staff reports, detailed accounts of committee discussions, policy directives, and voting records (including dissents).
• Chair: The Chair of the Federal Reserve who presided over the meeting documented in the minutes.

The Fed doesn’t just move markets. Its policies reshape industries and reveal which sectors will thrive or tighten under new rates.

View the total value of the assets of all Federal Reserve Banks as reported in the weekly balance sheet.

A review of the Federal Reserve’s Monetary Policy Reports to Congress over the last few years reveals a decline in the role of the monetary aggregates in the policy process. The Federal Open Market Committee’s projections of economic conditions supplement the money targets in evaluating current policy intentions, particularly in regard to price stability.

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 contains the textual data of Federal Reserve FOMC meetings statements and minutes.

Column description

• Date - Date of the FOMC meeting.
• Release Date - Release date of the statement/minutes. Note that minutes are usually released with a ~3 week lag from the meeting date.
• Type - Communication type, either a statement or minutes.
• Text - The text content of each communication release.

Update schedule

This dataset is updated on a weekly basis with new data sourced from the Federal Reserve website.

The neutral interest rate (r-star) is an important input in monetary policy discussions and is commonly used to assess the stance of monetary policy. This Economic Commentary presents estimates of the neutral interest rate from a recently developed model and provides a high-level description of this new model. With data through 2025:Q2, the model estimates the implied (medium-run) nominal neutral interest rate to be 3.7 percent, with a 68 percent coverage band ranging from 2.9 percent to 4.5 percent. Given that the effective nominal federal funds rate is currently in the range of 4.25 percent to 4.5 percent, this model estimates with a high level of certainty (77 percent probability) that the policy stance is in restrictive territory. The updates to the estimates of neutral interest rate (r-star) from the Zaman model reported in this Economic Commentary are available at openICPSR, doi.org/10.3886/E227362 .

Key information about United States Policy Rate

• United States cash rate (Policy Rate: Month End: Effective Federal Funds Rate) was set at 3.86 % pa in Oct 2025, compared with 4.09 % pa in the previous Sep 2025.
• US Policy Rate averaged 8.29 % pa and is updated monthly, available from Jul 1954 to Oct 2025.
• The data reached an all-time high of 22.00 % pa in Dec 1980 and a record low of 0.04 % pa in Dec 2011.

• In the latest reports, US Short Term Interest Rate: Month End: Treasury Bills: 3 Months was reported at 3.73 % pa in Nov 2025.
• Its Long Term Interest Rate (Treasury Notes Yield: Constant Maturity: Nominal: 10 Years) was reported at 4.09 % pa in Nov 2025.
• Its Real Effective Exchange Rate was 115.67 in Oct 2025.

This paper presents new evidence on how asset prices respond to new information about the money stock. It shows that the information content of money stock announcements and the response of asset prices to new information in the announcements vary with changes in the monetary policy regime, the Federal Reserve operating procedures, and the reserve accounting rules. While previous studies have examined how asset prices respond to the money stock announcements under the interest-rate targeting procedure and the nonborrowed reserve procedure, we have included new evidence from the borrowed reserve targeting procedure under both lagged and contemporaneous reserve accounting rules. Looking at how both forward exchange rates and other asset prices respond to the announcements, we distinguish between periods when the asset-price response reflected a change in the real interest rate and those when it reflected a change in the inflation premium. Finally, we show that the new contemporaneous reserve accounting rules have greatly reduced the information content of the money stock announcements.

Floating Rate Notes Market Outlook

According to our latest research, the global Floating Rate Notes market size is valued at USD 1.35 trillion in 2024, with a robust compound annual growth rate (CAGR) of 5.7% expected through the forecast period. By 2033, the market is projected to reach USD 2.12 trillion, driven by heightened demand for interest rate risk mitigation and the increasing volatility in global fixed income markets. The growth of floating rate notes is underpinned by their appeal as a hedge against rising interest rates, as well as their growing adoption among institutional and retail investors seeking diversified, lower-risk instruments in uncertain macroeconomic environments.

One of the primary growth drivers in the floating rate notes market is the ongoing global shift in monetary policy. As central banks across major economies, including the United States Federal Reserve and the European Central Bank, continue to adjust interest rates in response to inflationary pressures, investors are increasingly turning to floating rate notes as a means to preserve capital while capturing incremental yield. The floating rate mechanism, which links coupon payments to benchmark rates such as LIBOR or SOFR, offers a natural hedge against interest rate fluctuations, making these instruments highly attractive during periods of rate hikes. Furthermore, the transition from LIBOR to alternative reference rates has spurred innovation and issuance activity, further invigorating the market.

Another significant factor fueling market expansion is the diversification of issuers and product types. Traditionally dominated by government and financial institution issuers, the floating rate notes market has witnessed a surge in corporate and supranational offerings. Corporates are increasingly leveraging floating rate notes to optimize their capital structures and manage debt servicing costs in a volatile interest rate environment. Additionally, the development of structured floating rate products and green floating rate notes is broadening the investor base, appealing to ESG-conscious investors and those seeking tailored risk-return profiles. The proliferation of online trading platforms and digital distribution channels has further democratized access, allowing retail investors to participate in what was once a primarily institutional market.

Technological advancements and regulatory reforms are also shaping the future trajectory of the floating rate notes market. Enhanced transparency, improved liquidity, and the emergence of blockchain-based settlement solutions are increasing market efficiency and reducing transaction costs. Regulatory frameworks such as MiFID II in Europe and Dodd-Frank in the United States are fostering greater investor protection and standardization, which in turn is boosting investor confidence and participation. The confluence of these factors is expected to sustain the market’s upward momentum, even as macroeconomic uncertainties persist.

Regionally, North America and Europe remain the largest markets for floating rate notes, collectively accounting for over 65% of global issuance in 2024. However, the Asia Pacific region is emerging as a significant growth engine, driven by financial market liberalization, rising institutional investor activity, and increasing sophistication among retail investors. Latin America and the Middle East & Africa, while smaller in absolute terms, are witnessing steady growth as local governments and corporates seek to diversify funding sources and manage currency and interest rate risks. The global nature of the floating rate notes market ensures a dynamic interplay between regional trends, regulatory environments, and investor preferences, setting the stage for continued evolution and expansion over the forecast period.

Type Analysis

The floating rate notes market is segmented by type into government floating rate notes, corporate floating rate notes, financial institution floating rate notes, and others. Government floating rate notes remain the backbone of the market, accounting for the largest share in 2024. These instruments are predominantly issued by sovereign treasuries, such as the U.S. Treasury’s FRNs and the UK’s gilt-linked notes, to manage public debt portfolios efficiently. Government floating rate notes are favored by both institutional and retail investors due to their low credit risk and high liquidity. The steady issuan

This paper uses a model of a small, open economy to address two monetary policy issues: 1) What restrictions on the policy rule ensure that the central bank does not introduce real indeterminacy into the economy? and 2) What is the optimal long-run rate of inflation? The model’s simplicity makes analyzing determinacy issues remarkably transparent. As for long-run inflation rates, a small, open economy takes the foreign nominal interest rate as a given. To the extent that this rate distorts domestic behavior, positive domestic nominal rates (in contrast to Friedman’s celebrated optimum quantity of money) play a role.