Resources

Open Source Projects

datamule

Work with SEC data at scale

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doc2dict

Convert documents (HTML, XML, PDF, etc) into dictionaries

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datamule-data

Up to date data files for datamule using GitHub actions

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datamule-indicators

Automatically updating indicators generated from SEC data

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txt2dataset

Convert text into datasets

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secsgml

Parse SEC SGML efficiently

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secxbrl

Fast, lightweight parser designed for SEC InLine XBRL.

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company-fundamentals

Standardize SEC XBRL into fundamentals data, such as EBITDA.

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SecBrowser

A simple interface to interact with SEC filings.

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Articles & Research

Extracting Iran Disclosures from SEC filings and vectorizing them for semantic search

Download and apply sentiment analysis to every 10-K MDA in EDGAR

SEC filing wordcounts (1993-2000)

Making a Full Text Search for the SEC Corpus

500 filings downloaded per second using the new Tar Archive.

Programmatically downloading SEC attachments in bulk

[Bug] 40,284 filings labeled by the SEC as containing XBRL when they don't.

Actually deploying enterprise grade pipelines in 5 months and three weeks.

Possible Way to Eliminate R2 Class A Operations Cost

Learning how to deploy enterprise grade pipelines in 5 months.

Datamule Cloud V2

Extracting html tables from SEC filings

Prospective NLP API

SecBrowser

NLP on a Budget

How to (probably) get SEC filings seconds to minutes before everyone else

Improving Data Ingest for AI

Datamule Cloud - 7/12/25

Proposed System Architecture for Datamule

High Speed Algorithmic Document Parsing

Putting Institutional Holdings in a Data Warehouse

How to host the SEC Archive for $20/month

Creating Structured Datasets from SEC filings

Deploy a Financial Chatbot in 5 Minutes

Other Projects

8-K Network Graph

Indicators