README.md · PleIAs/SEC at main

metadata

license: cc0-1.0
task_categories:
  - text-generation
pretty_name: SEC Annual Reports (Form 10-K) 1993 - 2024

SEC Annual Reports (Form 10-K) 1993-2024

Dataset Overview

This dataset comprises SEC annual reports (Form 10-K) for the years 1993 to 2024, providing comprehensive coverage of publicly traded companies' financial and business information. The reports are stored in Parquet format, ensuring efficient storage and quick access. This dataset was meticulously compiled using the EDGAR-Crawler toolkit, which facilitates the extraction and processing of SEC filings from the EDGAR database.

Dataset Structure

Data Files

The dataset is organized into separate Parquet files for each year, making it easy to navigate and utilize:

1993.parquet
1994.parquet
1995.parquet
1996.parquet
1997.parquet
1998.parquet
1999.parquet
2000.parquet
2001.parquet
2002.parquet
2003.parquet
2004.parquet
2005.parquet
2006.parquet
2007.parquet
2008.parquet
2009.parquet
2010.parquet
2011.parquet
2012.parquet
2013.parquet
2014.parquet
2015.parquet
2016.parquet
2017.parquet
2018.parquet
2019.parquet
2020.parquet
2021.parquet
2022.parquet
2023.parquet
2024.parquet

Summary Statistics

Across these years, the dataset encapsulates a total of 7,245,966,226 words spread over 245,211 entries, with an average of 34,324.36 words per entry. Notably, there are 4,043 documents with zero words, reflecting the occasional nature of filings that contain no textual content.

Fields Included

Each Parquet file contains detailed fields that provide a comprehensive view of each report:

filename: The filename of the filing document (e.g., "1089297_21929025_2004.htm").
id: A unique identifier for the filing, formatted as "cik_year" (e.g., "1089297_2021").
year: The year of the filing.
cik: The Central Index Key assigned to the company (e.g., "1089297").
text: The full text of the filing.
word_count: The number of words in the filing text.
character_count: The number of characters in the filing text.

Source and Methodology

Source

Until 2020: The data have been collected from https://zenodo.org/records/5528490.
From 2021 to 2024: The data were collected using the EDGAR-Crawler toolkit, which facilitated the extraction and processing of SEC filings from the EDGAR database.

Methodology

Crawling: The EDGAR-Crawler toolkit was utilized to download the 10-K filings for each specified year.
Extraction and Cleaning: The filings were extracted and cleaned to ensure a structured and clean dataset.
Integration: This dataset is seamlessly integrated with existing datasets from 1993 to 2020, providing a continuous and comprehensive record of SEC annual reports for extensive research and analysis.

Use Cases

This dataset is invaluable for various applications, including but not limited to:

Academic Research: Researchers in economics, finance, and business management can leverage this dataset to conduct detailed and expansive analyses, enhancing the scope and depth of their studies with robust financial data.
Financial Analysis: Professionals in finance can utilize the detailed reports to bolster financial analysis, strategic planning, and decision-making processes, ensuring well-informed and data-driven insights.
NLP Applications: The structured textual data in this dataset supports natural language processing (NLP) research and applications, enabling the development of advanced models and tools for financial document analysis and more.

General Dataset Statistics

Total number of words: 7,245,966,226
Total number of entries: 245,211
Average number of words per entry: 34,324.36
Number of zero-word documents: 4,043

Dataset Citation

If you utilize this dataset in your research, please cite it as follows:

@dataset{SecAnnual,
title={SEC Annual Reports (Form 10-K) 1993-2024},
author={Pleias},
year={2024},
description={Collection of SEC annual reports (Form 10-K) for the years 1993 to 2024}
}