MLchartDataset catalogue

Dataset · MLC-0301 · [SAMPLE]

Financial filings

1Description

Section-level text and structured fields from SEC filings: 10-K, 10-Q and 8-K sections split by item, risk factors with their headings, management guidance, earnings-call transcripts and insider transaction disclosures from Forms 3, 4 and 5. Every record carries the company identifier, form type, filing date and accession number, so it joins cleanly to price and fundamentals data. Quant funds, research desks and teams training financial language models use it for event studies, risk monitoring and signal research.

Subsets

  • 10-K, 10-Q and 8-K sections
  • Risk factors
  • Earnings-call transcripts
  • Management guidance
  • Insider transaction disclosures (Forms 3, 4 and 5)

2Schema

Table 1. Fields
FieldTypeDescriptionExample
cikstringSEC Central Index Key of the filer0000789019
companystringRegistrant name as filedMICROSOFT CORP
tickerstringTrading symbolMSFT
sic / sic_descriptionstringStandard Industrial Classification code and label
formstringForm type (10-K, 10-Q, 8-K, 4 and so on)10-K
fiscal_period_end / period_of_reportdatePeriod the filing covers
filed_datedateDate the filing was accepted by EDGAR2026-07-29
accession_numberstringUnique EDGAR filing identifier0001193125-26-323660
sectionstringItem of the form the text belongs toItem 1A. Risk Factors
risk_category / risk_headingstringRisk factor group and the factor's own heading
text_excerptstringSection text, cleaned of markup and page furnitureCompetition in the technology sector. Our competitors range in size...
reporting_owner / owner_rolesstring / arrayInsider name and relationship to the issuer
transactionsarray<object>Insider transactions: date, code, shares, price, holdings after
rule_10b5_1_planbooleanWhether the filer flagged the trade as made under a Rule 10b5-1 plan
footnotesarray<string>Explanatory footnotes from the form
source_urlstringLink to the filing document on EDGARhttps://www.sec.gov/Archives/edgar/data/789019/000119312526323660/msft...

3Sample records

Sample record 1

Table 2. Sample record 1, fields
cik0000789019
companyMICROSOFT CORP
tickerMSFT
sic7372
sic_descriptionServices-Prepackaged Software
form10-K
fiscal_period_end2026-06-30
filed_date2026-07-29
accession_number0001193125-26-323660
sectionItem 1A. Risk Factors
risk_categoryStrategic and competitive risks
risk_headingWe face intense competition across all markets for our products and services, which could adversely affect our results of operations.
text_excerptCompetition in the technology sector. Our competitors range in size from diversified global companies with significant research and development resources to small, specialized firms who may be more effective in deploying technical, marketing, and financial resources. Barriers to entry in many of our businesses are low and many of the areas in which we compete evolve rapidly with changing and disruptive technologies, shifting user needs, and frequent introductions of new products and services. If we do not continue to innovate and provide products, devices, and services that appeal to businesses and consumers, we may not remain competitive, which could adversely affect our business, financial condition, and results of operations. Competition among platform-based ecosystems. An important element of our business model has been to create platform-based ecosystems on which many participants can build diverse solutions. A well-established ecosystem creates beneficial network effects among users, application developers, and the platform provider that can accelerate growth. [...]
source_urlhttps://www.sec.gov/Archives/edgar/data/789019/000119312526323660/msft-20260630.htm
{
  "cik": "0000789019",
  "company": "MICROSOFT CORP",
  "ticker": "MSFT",
  "sic": "7372",
  "sic_description": "Services-Prepackaged Software",
  "form": "10-K",
  "fiscal_period_end": "2026-06-30",
  "filed_date": "2026-07-29",
  "accession_number": "0001193125-26-323660",
  "section": "Item 1A. Risk Factors",
  "risk_category": "Strategic and competitive risks",
  "risk_heading": "We face intense competition across all markets for our products and services, which could adversely affect our results of operations.",
  "text_excerpt": "Competition in the technology sector. Our competitors range in size from diversified global companies with significant research and development resources to small, specialized firms who may be more effective in deploying technical, marketing, and financial resources. Barriers to entry in many of our businesses are low and many of the areas in which we compete evolve rapidly with changing and disruptive technologies, shifting user needs, and frequent introductions of new products and services. If we do not continue to innovate and provide products, devices, and services that appeal to businesses and consumers, we may not remain competitive, which could adversely affect our business, financial condition, and results of operations. Competition among platform-based ecosystems. An important element of our business model has been to create platform-based ecosystems on which many participants can build diverse solutions. A well-established ecosystem creates beneficial network effects among users, application developers, and the platform provider that can accelerate growth. [...]",
  "source_url": "https://www.sec.gov/Archives/edgar/data/789019/000119312526323660/msft-20260630.htm"
}

Sample record 2

Table 3. Sample record 2, fields
cik0000789019
companyMICROSOFT CORP
tickerMSFT
form4
filed_date2026-09-15
accession_number0000789019-26-000212
period_of_report2026-09-14
reporting_ownerHood Amy
owner_rolesofficer
officer_titleEVP, Chief Financial Officer
rule_10b5_1_plantrue
transaction_count6
transactions[0].securityCommon Stock
transactions[0].date2026-09-14
transactions[0].codeS
transactions[0].code_meaningOpen market or private sale
transactions[0].shares4339.0
transactions[0].price_per_share495.974
transactions[0].acquired_or_disposedD
transactions[0].shares_owned_after570959.427
transactions[0].ownershipD
transactions[1].securityCommon Stock
transactions[1].date2026-09-14
transactions[1].codeS
transactions[1].code_meaningOpen market or private sale
transactions[1].shares10433.0
transactions[1].price_per_share496.9118
transactions[1].acquired_or_disposedD
transactions[1].shares_owned_after560526.427
transactions[1].ownershipD
transactions[2].securityCommon Stock
transactions[2].date2026-09-14
transactions[2].codeS
transactions[2].code_meaningOpen market or private sale
transactions[2].shares9821.0
transactions[2].price_per_share497.7849
transactions[2].acquired_or_disposedD
transactions[2].shares_owned_after550705.427
transactions[2].ownershipD
footnotesThis transaction was executed in multiple trades at prices ranging from $495.35 to $496.33. The price reported above reflects the weighted average purchase price. The reporting person hereby undertakes to provide upon request to the SEC staff, the issuer, or a security holder of the issuer, full [...]; This transaction was executed in multiple trades at prices ranging from $496.38 to $497.36. The price reported above reflects the weighted average purchase price. The reporting person hereby undertakes to provide upon request to the SEC staff, the issuer, or a security holder of the issuer, full [...]
source_urlhttps://www.sec.gov/Archives/edgar/data/789019/000078901926000212/xslF345X06/form4.xml
raw_xml_urlhttps://www.sec.gov/Archives/edgar/data/789019/000078901926000212/form4.xml
{
  "cik": "0000789019",
  "company": "MICROSOFT CORP",
  "ticker": "MSFT",
  "form": "4",
  "filed_date": "2026-09-15",
  "accession_number": "0000789019-26-000212",
  "period_of_report": "2026-09-14",
  "reporting_owner": "Hood Amy",
  "owner_roles": [
    "officer"
  ],
  "officer_title": "EVP, Chief Financial Officer",
  "rule_10b5_1_plan": true,
  "transaction_count": 6,
  "transactions": [
    {
      "security": "Common Stock",
      "date": "2026-09-14",
      "code": "S",
      "code_meaning": "Open market or private sale",
      "shares": 4339.0,
      "price_per_share": 495.974,
      "acquired_or_disposed": "D",
      "shares_owned_after": 570959.427,
      "ownership": "D"
    },
    {
      "security": "Common Stock",
      "date": "2026-09-14",
      "code": "S",
      "code_meaning": "Open market or private sale",
      "shares": 10433.0,
      "price_per_share": 496.9118,
      "acquired_or_disposed": "D",
      "shares_owned_after": 560526.427,
      "ownership": "D"
    },
    {
      "security": "Common Stock",
      "date": "2026-09-14",
      "code": "S",
      "code_meaning": "Open market or private sale",
      "shares": 9821.0,
      "price_per_share": 497.7849,
      "acquired_or_disposed": "D",
      "shares_owned_after": 550705.427,
      "ownership": "D"
    }
  ],
  "footnotes": [
    "This transaction was executed in multiple trades at prices ranging from $495.35 to $496.33. The price reported above reflects the weighted average purchase price. The reporting person hereby undertakes to provide upon request to the SEC staff, the issuer, or a security holder of the issuer, full [...]",
    "This transaction was executed in multiple trades at prices ranging from $496.38 to $497.36. The price reported above reflects the weighted average purchase price. The reporting person hereby undertakes to provide upon request to the SEC staff, the issuer, or a security holder of the issuer, full [...]"
  ],
  "source_url": "https://www.sec.gov/Archives/edgar/data/789019/000078901926000212/xslF345X06/form4.xml",
  "raw_xml_url": "https://www.sec.gov/Archives/edgar/data/789019/000078901926000212/form4.xml"
}

4Uses

  • Training and evaluating financial NLP and summarization models
  • Risk-factor change detection between annual reports
  • Insider trading signals and event studies
  • Guidance and tone extraction for earnings research
  • Compliance and peer benchmarking

5Citation

@misc{mlchart_financial_filings_2026,
  title     = {Financial filings},
  author    = {MLchart},
  publisher = {MLchart},
  year      = {2026},
  version   = {2026.10},
  url       = {https://mlchart.com/datasets/financial-filings/}
}

MLchart. (2026). Financial filings (Version 2026.10) [Data set]. https://mlchart.com/datasets/financial-filings/

6Access

The full Financial filings dataset (MLC-0301), records on request. Delivered as JSONL, CSV or Parquet under a commercial licence.

Request the full dataset