> For the complete documentation index, see [llms.txt](https://docs.sov.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.sov.ai/realtime-datasets/equity-datasets/sec-10k-filings.md).

# SEC 10K Filings

A very easily digestable dataframe format for all 10-K filings, with multiple sections, categories, and textual datapoints. This is not yet available, a work-in-progress.

`Tutorials` are the best documentation — [<mark style="color:blue;">`Edgar Filings Tutorial`</mark>](https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/studies/SEC%2010K%20Filings.ipynb)

{% hint style="success" %}
Dataset contains 4762+ tickers, available from 1998-03-31 onwards.
{% endhint %}

## Description

Annnual 10-K filings for which there are about 170,000 collected and processed.

## Data Access

#### SEC 10-Ks

```python
import sovai as sov
data = sov.data("sec/10k", tickers=["AAPL"], limit=1)
```

<figure><img src="https://1304136543-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FCbqQ4ogM0YiEs5Z9Djdn%2Fuploads%2Fgit-blob-bd011a5e0ce0ae2deca7b2f74ce417bf6cc378aa%2Fsec_10k_filings_1.png?alt=media" alt=""><figcaption></figcaption></figure>