edgar-corpus

filename stringlengths 11 17	cik stringlengths 2 7	year stringclasses 9 values	section_1 stringlengths 0 295k	section_2 stringlengths 0 471k	section_3 stringlengths 0 392k	section_4 stringlengths 0 603k	section_5 stringlengths 0 517k	section_6 stringlengths 0 952k	section_7 stringlengths 0 515k	section_8 stringlengths 0 580k	section_9 stringlengths 0 612k	section_10 stringlengths 0 253k	section_11 stringlengths 0 611k	section_12 stringlengths 0 186k	section_13 stringlengths 0 1.23M	section_14 stringlengths 0 1.26M
92116_1993.txt	92116	1993	Item 1. Business General Southern California Water Company (the "Registrant") is a public utility company engaged principally in the purchase, production, distribution and sale of water. The Registrant also distributes electricity in one community. The Registrant, regulated by the California Public Utilities Commission...	Item 2 - Properties Franchises, Competition, Acquisitions and Condemnation of Properties The Registrant holds the required franchises from the incorporated communities and the counties which it serves. The Registrant holds certificates of public convenience and necessity granted by the CPUC in each of the 17 districts ...	Item 3. Legal Proceedings On October 20, 1993, the Registrant and the Internal Revenue Service ("IRS") reached a tentative settlement on the results of the IRS examination of the Registrant's 1987, 1988 and 1989 tax returns. Based on the settlement, the Registrant remitted an additional $438,000 in taxes. The Registran...	Item 4. Submission of Matters to a Vote of Security Holders No matter was submitted during the fourth quarter of the fiscal year covered by this report to a vote of security holders through the solicitation of proxies or otherwise. PART II Item 5.	Item 5. Market for Registrant's Common Equity and Related Stockholder Matters (a) Market Price for Common Shares Information responding to Item 5(a) is included in the 1993 Annual Report to Shareholders, under the caption "Trading of Stock" located on the inside back cover, filed herein by the Registrant with the Commi...	Item 6. Selected Financial Data Information responding to Item 6 is included in the 1993 Annual Report to Shareholders, in the section entitled "Financial Information" under the caption "Statistical Review from 1989 to 1993" on Page 36, filed herein by the Registrant with the Commission pursuant to Regulation 14A and i...	Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operation Information responding to Item 7 is included in the 1993 Annual Report to Shareholders, under the caption "Management's Discussion and Analysis" on Pages 17 through 23, filed herein by the Registrant with the Commission pursuan...	Item 8. Financial Statements and Supplementary Data Information responding to Item 8 is included in the 1993 Annual Report to Shareholders, under the captions contained on Pages 24 through 35, filed herein by the Registrant with the Commission pursuant to Regulation 14A and is incorporated herein by reference pursuant ...	Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure None PART III Item 10.	Item 10. Directors and Executive Officers of the Registrant Information responding to Item 10 was included in the Proxy Statement, under the caption "Executive Officers Experience and Compensation", filed by the Registrant with the Commission on or about March 18, 1994 pursuant to Regulation 14A and is incorporated by ...	Item 11. Executive Compensation Information responding to Item 11 was included in the Proxy Statement, under the captions "Executive Officers Experience and Compensation" and "Board Report on Executive Compensation", filed by the Registrant with the Commission on March 18, 1994 pursuant to Regulation 14A and is incorpo...	Item 12. Security Ownership of Certain Beneficial Owners and Management Information responding to Item 12 was included in the Proxy Statement, under the captions "Election of Directors" and "Executive Officers Experience and Compensation", filed by the Registrant with the Commission on March 18, 1994 pursuant to Regula...	Item 13. Certain Relationships and Related Transactions Information responding to Item 13 was included in the Proxy Statement, under the caption "Election of Directors", filed by the Registrant with the Commission on March 18, 1994 pursuant to Regulation 14A and is incorporated by reference herein pursuant to General I...	Item 14. Exhibits, Financial Statement Schedules and Reports on Form 8-K _____________________ * Filed herewith REPORT OF INDEPENDENT PUBLIC ACCOUNTANTS ON THE SUPPLEMENTAL SCHEDULES To the Shareholders and the Board of Directors Of Southern California Water Company: We have audited, in accordance with generally accept...
103730_1993.txt	103730	1993	Item 1. DESCRIPTION OF BUSINESS - - - -------------------------------- General Vishay Intertechnology, Inc. (together with its consolidated subsidiaries, "Vishay" or the "Company") is a leading international manufacturer and supplier of passive electronic components, particularly resistors and tantalum and film capacit...	Item 2. PROPERTIES - - - ------- ---------- The Company maintains 53 manufacturing facilities. The principal locations of such facilities, along with available space including administrative offices, are: Approx. Available Owned Locations Space (Square Feet) - - - --------------- ------------------- United States -----...	Item 3. LEGAL PROCEEDINGS - - - ------- ----------------- The Company, from time to time, is involved in routine litigation incidental to its business. Management believes that such matters, either individually or in the aggregate, should not have a materially adverse effect on the Company's business or financial condi...	Item 4. SUBMISSION OF MATTERS TO A VOTE OF SECURITY HOLDERS - - - ------- --------------------------------------------------- During the fourth quarter of the fiscal year covered by this report, no matter was submitted to a vote of security holders of the Company. Item 4A. EXECUTIVE OFFICERS OF THE REGISTRANT - - - ---...	Item 5. MARKET FOR REGISTRANT'S COMMON STOCK AND RELATED SECURITY - - - ------- HOLDER MATTERS --------------------------------------------------------- The Company's Common Stock is listed on the New York Stock Exchange under the symbol VSH. The following table sets forth the high and low sale prices for the Company's...	Item 6. SELECTED FINANCIAL DATA - - - ------- ----------------------- The following table sets forth selected consolidated financial information of the Company for the fiscal years ended December 31, 1993, 1992, 1991, 1990 and 1989. This table should be read in conjunction with the Consolidated Financial Statements of ...	Item 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL - - - ------- CONDITION AND RESULTS OF OPERATIONS ------------------------------------------------- Introduction and Background The Company's sales and net income have increased significantly in the past several years primarily as a result of its acquisitions. F...	Item 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA - - - ------- ------------------------------------------- The following Consolidated Financial Statements of the Company and its subsidiaries, together with the report of independent auditors thereon, are presented under Item 14 of this report: Report of Independent A...	Item 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON - - - ------- ACCOUNTING AND FINANCIAL DISCLOSURE ------------------------------------------------ None. PART III -------- Information with respect to Items 10, 11, 12 and 13 on Form 10-K is set forth in the Company's definitive proxy statement, which will be fil...					Item 14. EXHIBITS, FINANCIAL STATEMENT SCHEDULES AND REPORTS ON - - - -------- FORM 8-K ------------------------------------------------------ (a) (1) All Consolidated Financial Statements of the Company and its subsidiaries for the year ended December 31, 1993 are filed herewith. See Item 8 of this Report for a list o...
100240_1993.txt	100240	1993	"ITEM 1. BUSINESS\nBACKGROUND\nTurner Broadcasting System, Inc. (the \"Company\") is a diversified i(...TRUNCATED)	"ITEM 2. PROPERTIES\nThe Company owns CNN Center, a hotel and office complex in Atlanta, Georgia, wh(...TRUNCATED)	"ITEM 3. LEGAL PROCEEDINGS\nLITIGATION\nStorer Cable Communications, et al. v. The City of Montgomer(...TRUNCATED)	"ITEM 4. SUBMISSION OF MATTERS TO A VOTE OF SECURITY HOLDERS\nBy unanimous written consent dated as (...TRUNCATED)	"ITEM 5. MARKET FOR REGISTRANT'S COMMON EQUITY AND RELATED STOCKHOLDER MATTERS\nInformation regardin(...TRUNCATED)	"ITEM 6. SELECTED FINANCIAL DATA\nA summary of selected financial data for the Company for the five (...TRUNCATED)	"ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS\nThe (...TRUNCATED)	"ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA\nConsolidated financial statements and notes th(...TRUNCATED)	"ITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE\nNone.(...TRUNCATED)	"ITEM 10. DIRECTORS AND EXECUTIVE OFFICERS OF THE REGISTRANT\nInformation relating to directors of t(...TRUNCATED)	"ITEM 11. EXECUTIVE COMPENSATION\nInformation regarding compensation of officers and directors of th(...TRUNCATED)	"ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT\nInformation regarding owne(...TRUNCATED)	"ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS\nInformation regarding certain relationship(...TRUNCATED)	"ITEM 14. EXHIBITS, FINANCIAL STATEMENT SCHEDULES AND REPORTS ON FORM 8-K\n(a)(1) Financial Statemen(...TRUNCATED)
58696_1993.txt	58696	1993	"Item 1. Business\n(a) General Development of Business.\nLennar Corporation (together with its subsi(...TRUNCATED)	"Item 2. Properties.\nFor information about properties owned by the Company for use in its residenti(...TRUNCATED)	"Item 3. Legal Proceedings.\nThe Company is a defendant in various lawsuits brought by condominium a(...TRUNCATED)	"Item 4. Submission of Matters to a Vote of Security Holders.\nNo matters were submitted to a vote o(...TRUNCATED)	"Item 5. Market for the Registrant's Common Stock and Related Security Holder Matters.\nThe Company'(...TRUNCATED)		"Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations\nRESU(...TRUNCATED)
46207_1993.txt	46207	1993	"ITEM 1. BUSINESS\nHEI\nHEI was incorporated in 1981 under the laws of the State of Hawaii and is a (...TRUNCATED)	"ITEM 2. PROPERTIES\nHEI leases 17,612 square feet of office space in downtown Honolulu. The leases (...TRUNCATED)	"ITEM 3. LEGAL PROCEEDINGS\nExcept as provided for below and in \"Item 1. Business,\" there are no k(...TRUNCATED)	"ITEM 4. SUBMISSION OF MATTERS TO A VOTE OF SECURITY HOLDERS\nHEI and HECO:\nDuring the fourth quart(...TRUNCATED)	"ITEM 5. MARKET FOR REGISTRANTS' COMMON EQUITY AND RELATED STOCKHOLDER MATTERS HEI:\nThe information(...TRUNCATED)	"ITEM 6. SELECTED FINANCIAL DATA\nHEI:\nThe information required by this item is incorporated herein(...TRUNCATED)	"ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS\nHEI:(...TRUNCATED)	"ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA\nHEI:\nThe information required by this item is(...TRUNCATED)	"ITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE\nHEI A(...TRUNCATED)	"ITEM 10. DIRECTORS AND EXECUTIVE OFFICERS OF THE REGISTRANTS\nHEI:\nThe following persons are, or m(...TRUNCATED)	"ITEM 11. EXECUTIVE COMPENSATION\nHEI:\nThe information required under this item for HEI is incorpor(...TRUNCATED)	"ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT\nHEI:\nThe information requ(...TRUNCATED)	"ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS\nHEI:\nThe information required under this (...TRUNCATED)	"ITEM 14. EXHIBITS, FINANCIAL STATEMENT SCHEDULES AND REPORTS ON FORM 8-K\n(a)(1) FINANCIAL STATEMEN(...TRUNCATED)
60041_1993.txt	60041	1993	"ITEM 1. BUSINESS\nGeneral Development of Business\nLoctite Corporation (the \"Company\") was organi(...TRUNCATED)	"ITEM 2. PROPERTIES\nThe Company owns and leases properties located around the world. These properti(...TRUNCATED)	"ITEM 3. LEGAL PROCEEDINGS\nThe Company and its subsidiaries are not a party to any pending legal pr(...TRUNCATED)	"ITEM 4. SUBMISSION OF MATTERS TO A VOTE OF SECURITY HOLDERS\nNo matters were submitted to a vote of(...TRUNCATED)	"ITEM 5. MARKET FOR THE REGISTRANT'S COMMON EQUITY AND RELATED STOCKHOLDER MATTERS\nThe Company's Co(...TRUNCATED)	"ITEM 6. SELECTED FINANCIAL DATA\nThe following table summarizes information with respect to the ope(...TRUNCATED)	"ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS\nOPER(...TRUNCATED)	"ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA\nINDEX TO FINANCIAL STATEMENTS:\nThe individual(...TRUNCATED)	"ITEM 9. DISAGREEMENTS ON ACCOUNTING AND FINANCIAL DISCLOSURE\nThere have been no disagreements betw(...TRUNCATED)	"ITEM 10. DIRECTORS AND EXECUTIVE OFFICERS OF REGISTRANT\nExecutive Officers of the Registrant\nAl(...TRUNCATED)	"ITEM 11. EXECUTIVE COMPENSATION\nThe information contained in the Company's 1994 Proxy Statement un(...TRUNCATED)	"ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT\nThe information contained (...TRUNCATED)	"ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS\nNone reportable in the year ended December(...TRUNCATED)	"ITEM 14. EXHIBITS, FINANCIAL STATEMENT SCHEDULES, AND REPORTS ON FORM 8-K\nNo reports on Form 8-K w(...TRUNCATED)
55387_1993.txt	55387	1993	"Item 1. Business\nGeneral\nKentucky Utilities Company (Kentucky Utilities) is a wholly owned subsid(...TRUNCATED)	"Item 2. Properties\nSubstantially all properties are subject to the lien of Kentucky Utilities' Mor(...TRUNCATED)	Item 3. Legal Proceedings None. Item 4.	"Item 4. Submission of Matters to a Vote of Security Holders\nNone.\nExecutive Officers of the Regis(...TRUNCATED)	"Item 5. Market for Registrant's Common Equity and Related Stockholder Matters\nSince December 1, 19(...TRUNCATED)		"Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations\nKent(...TRUNCATED)	"Item 8. Financial Statements and Supplementary Data\nREPORT OF INDEPENDENT PUBLIC ACCOUNTANTS\nTo K(...TRUNCATED)	"Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure\nNone.(...TRUNCATED)	"Item 10. Directors and Executive Officers of the Registrant\nRefer to KU Energy's definitive proxy (...TRUNCATED)	"Item 11. Executive Compensation\nRefer to KU Energy's Proxy Statement under the caption Election of(...TRUNCATED)	"Item 12. Security Ownership of Certain Beneficial Owners and Management\nRefer to KU Energy's Proxy(...TRUNCATED)	Item 13. Certain Relationships and Related Transactions None. PART IV Item 14.	"Item 14. Exhibits, Financial Statement Schedules, and Reports on Form 8-K\n(A) The following (1) fi(...TRUNCATED)
40878_1993.txt	40878	1993	"Item 1. Business\nGTE South Incorporated (the Company), was incorporated in Virginia on July 29, 19(...TRUNCATED)	"Item 2. Properties\nThe Company's property consists of network facilities (79%), company facilities(...TRUNCATED)	"Item 3. Legal Proceedings\nThere are no pending legal proceedings, either for or against the Compan(...TRUNCATED)	Item 4. Submission of Matters to a Vote of Security Holders None. PART II Item 5.	"Item 5. Market for the Registrant's Common Equity and Related Shareholder Matters\nMarket informati(...TRUNCATED)	"Item 6. Selected Financial Data\nReference is made to the Registrant's Annual Report to Shareholder(...TRUNCATED)	"Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations\nRefe(...TRUNCATED)	"Item 8. Financial Statements and Supplementary Data\nReference is made to the Registrant's Annual R(...TRUNCATED)	"Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure\nNone.(...TRUNCATED)	"Item 10. Directors and Executive Officers of the Registrant\nThe names, ages and positions of all t(...TRUNCATED)	"Item 11. Executive Compensation\nExecutive Compensation Tables\nThe following tables provide inform(...TRUNCATED)	"Item 12. Security Ownership of Certain Beneficial Owners and Management\n(a) Security Ownership of (...TRUNCATED)	"Item 13. Certain Relationships and Related Transactions\nThe Company`s executive officers or direct(...TRUNCATED)	"Item 14. Exhibits, Financial Statement Schedules and Reports on Form 8-K\n(a)(1) Financial Statemen(...TRUNCATED)
53540_1993.txt	53540	1993	"ITEM 1. Business\nRegistrant is not engaged in any business operations and has not been so engaged (...TRUNCATED)	ITEM 2. Properties Registrant does not have an interest in any properties. ITEM 3.	ITEM 3. Legal Proceedings None. PART II. ITEM 5.		"ITEM 5. Market for the Registrant's Common Stock and Related Security Holder Matters\nIncrease and (...TRUNCATED)	"ITEM 6. Selected Financial Data\nFive Year Summary of Operations\nYear ended July 31, -------------(...TRUNCATED)	"ITEM 7. Management's Discussion and Analysis of Financial Condition and Results of Operations\nRefe(...TRUNCATED)	"ITEM 8. Financial Statements and Supplementary Data\nThe financial statements of Registrant are att(...TRUNCATED)		ITEM 10. Directors and Executive Officers of the Registrant ITEM 11.	"ITEM 11. Management Remuneration and Transaction\nNo officer or director of Registrant receives any(...TRUNCATED)	"ITEM 12. Security Ownership of Certain Beneficial Owners and Management\nLeonard M. Ross owns 400,9(...TRUNCATED)		"ITEM 14. Exhibits, Financial Statement Schedules and Reports on Form 8-K\n(a) The Registrant's fina(...TRUNCATED)
800287_1993.txt	800287	1993	"ITEM 1. BUSINESS.\nGENERAL\nChemical Waste Management, Inc. (\"CWM\") and its subsidiaries (hereina(...TRUNCATED)	"ITEM 2. PROPERTIES.\nThe principal fixed assets of the Company consist of its network of transporta(...TRUNCATED)	"ITEM 3. LEGAL PROCEEDINGS.\nThe business in which the Company is engaged is intrinsically connected(...TRUNCATED)	"ITEM 4. SUBMISSION OF MATTERS TO A VOTE OF SECURITY HOLDERS.\nNo matters were submitted to the Comp(...TRUNCATED)	"ITEM 5. MARKET FOR THE REGISTRANT'S COMMON EQUITY AND RELATED STOCKHOLDER MATTERS.\nThe Company's c(...TRUNCATED)	"ITEM 6. SELECTED FINANCIAL DATA.\nThe following selected consolidated financial information for eac(...TRUNCATED)	"ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS.\nRef(...TRUNCATED)	"ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA.\n(a) The Consolidated Balance Sheets as of Dec(...TRUNCATED)	"ITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE.\nNone(...TRUNCATED)	"ITEM 10. DIRECTORS AND EXECUTIVE OFFICERS OF THE REGISTRANT.\nReference is made to the information (...TRUNCATED)	"ITEM 11. EXECUTIVE COMPENSATION.\nReference is made to the information set forth under the caption (...TRUNCATED)	"ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT.\nReference is made to info(...TRUNCATED)	"ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS.\nReference is made to the information set (...TRUNCATED)	"ITEM 14. EXHIBITS, FINANCIAL STATEMENT SCHEDULES, AND REPORTS ON FORM 8-K.\n(a) Financial Statement(...TRUNCATED)

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Dataset Card for [EDGAR-CORPUS]

Dataset Summary

This dataset card is based on the paper EDGAR-CORPUS: Billions of Tokens Make The World Go Round authored by Lefteris Loukas et.al, as published in the ECONLP 2021 workshop.

This dataset contains the annual reports of public companies from 1993-2020 from SEC EDGAR filings.

There is supported functionality to load a specific year.

Care: since this is a corpus dataset, different train/val/test splits do not have any special meaning. It's the default HF card format to have train/val/test splits.

If you wish to load specific year(s) of specific companies, you probably want to use the open-source software which generated this dataset, EDGAR-CRAWLER: https://github.com/nlpaueb/edgar-crawler.

Supported Tasks

This is a raw dataset/corpus for financial NLP. As such, there are no annotations or labels.

Languages

The EDGAR Filings are in English.

Dataset Structure

Data Instances

Refer to the dataset preview.

Data Fields

filename: Name of file on EDGAR from which the report was extracted.
cik: EDGAR identifier for a firm.
year: Year of report.
section_1: Corressponding section of the Annual Report.
section_1A: Corressponding section of the Annual Report.
section_1B: Corressponding section of the Annual Report.
section_2: Corressponding section of the Annual Report.
section_3: Corressponding section of the Annual Report.
section_4: Corressponding section of the Annual Report.
section_5: Corressponding section of the Annual Report.
section_6: Corressponding section of the Annual Report.
section_7: Corressponding section of the Annual Report.
section_7A: Corressponding section of the Annual Report.
section_8: Corressponding section of the Annual Report.
section_9: Corressponding section of the Annual Report.
section_9A: Corressponding section of the Annual Report.
section_9B: Corressponding section of the Annual Report.
section_10: Corressponding section of the Annual Report.
section_11: Corressponding section of the Annual Report.
section_12: Corressponding section of the Annual Report.
section_13: Corressponding section of the Annual Report.
section_14: Corressponding section of the Annual Report.
section_15: Corressponding section of the Annual Report.

import datasets

# Load the entire dataset
raw_dataset = datasets.load_dataset("eloukas/edgar-corpus", "full")

# Load a specific year and split
year_1993_training_dataset = datasets.load_dataset("eloukas/edgar-corpus", "year_1993", split="train")

Data Splits

Config	Training	Validation	Test
full	176,289	22,050	22,036
year_1993	1,060	133	133
year_1994	2,083	261	260
year_1995	4,110	514	514
year_1996	7,589	949	949
year_1997	8,084	1,011	1,011
year_1998	8,040	1,006	1,005
year_1999	7,864	984	983
year_2000	7,589	949	949
year_2001	7,181	898	898
year_2002	6,636	830	829
year_2003	6,672	834	834
year_2004	7,111	889	889
year_2005	7,113	890	889
year_2006	7,064	883	883
year_2007	6,683	836	835
year_2008	7,408	927	926
year_2009	7,336	917	917
year_2010	7,013	877	877
year_2011	6,724	841	840
year_2012	6,479	810	810
year_2013	6,372	797	796
year_2014	6,261	783	783
year_2015	6,028	754	753
year_2016	5,812	727	727
year_2017	5,635	705	704
year_2018	5,508	689	688
year_2019	5,354	670	669
year_2020	5,480	686	685

Dataset Creation

Source Data

Initial Data Collection and Normalization

Initial data was collected and processed by the authors of the research paper EDGAR-CORPUS: Billions of Tokens Make The World Go Round.

Who are the source language producers?

Public firms filing with the SEC.

Annotations

Annotation process

Who are the annotators?

Personal and Sensitive Information

The dataset contains public filings data from SEC.

Considerations for Using the Data

Social Impact of Dataset

Low to none.

Discussion of Biases

The dataset is about financial information of public companies and as such the tone and style of text is in line with financial literature.

Other Known Limitations

The dataset needs further cleaning for improved performance.

Additional Information

Licensing Information

EDGAR data is publicly available.

Shoutout

Huge shoutout to @JanosAudran for the HF Card setup!

Citation

If this work helps or inspires you in any way, please consider citing the relevant paper published at the 3rd Economics and Natural Language Processing (ECONLP) workshop at EMNLP 2021 (Punta Cana, Dominican Republic):

@inproceedings{loukas-etal-2021-edgar,
    title = "{EDGAR}-{CORPUS}: Billions of Tokens Make The World Go Round",
    author = "Loukas, Lefteris  and
      Fergadiotis, Manos  and
      Androutsopoulos, Ion  and
      Malakasiotis, Prodromos",
    booktitle = "Proceedings of the Third Workshop on Economics and Natural Language Processing",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2021.econlp-1.2",
    pages = "13--18",
}

References

[Research Paper] Lefteris Loukas, Manos Fergadiotis, Ion Androutsopoulos, and, Prodromos Malakasiotis. EDGAR-CORPUS: Billions of Tokens Make The World Go Round. Third Workshop on Economics and Natural Language Processing (ECONLP). https://arxiv.org/abs/2109.14394 - Punta Cana, Dominican Republic, November 2021.
[Software] Lefteris Loukas, Manos Fergadiotis, Ion Androutsopoulos, and, Prodromos Malakasiotis. EDGAR-CRAWLER. https://github.com/nlpaueb/edgar-crawler (2021)
[EDGAR CORPUS, but in zip files] EDGAR CORPUS: A corpus for financial NLP research, built from SEC's EDGAR. https://zenodo.org/record/5528490 (2021)
[Word Embeddings] EDGAR-W2V: Word2vec Embeddings trained on EDGAR-CORPUS. https://zenodo.org/record/5524358 (2021)
[Applied Research paper where EDGAR-CORPUS is used] Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou, Prodromos Malakasiotis, Ion Androutsopoulos, and, George Paliouras. FiNER: Financial Numeric Entity Recognition for XBRL Tagging. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). https://doi.org/10.18653/v1/2022.acl-long.303 (2022)

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Point of Contact: Lefteris Loukas

Paper for c3po-ai/edgar-corpus

EDGAR-CORPUS: Billions of Tokens Make The World Go Round

Paper • 2109.14394 • Published Sep 29, 2021