Once you have the raw files, the next step is "Stage One" parsing to clean and prepare the text for NLP (Natural Language Processing).

The most efficient way to bulk-download 10-K filings is through the sec-edgar-downloader package. This tool handles SEC rate limiting automatically. Download 10K txt

: Services like SEC-API.io provide a "Render API" to download filings as cleaned .txt files without HTML tags. 2. Developing the Text for Analysis Once you have the raw files, the next