You need to agree to share your Hugging Face information to access this dataset

This repository is publicly accessible, but you have to accept the conditions to access its files and content.

This dataset is free to browse and gated for download. Approval is tied to a Papers With Backtest subscription, which also covers the other datasets in this organisation and the strategy catalogue at https://paperswithbacktest.com. Plans and what each one includes: https://paperswithbacktest.com/pricing

Log in or Sign Up to review the conditions and access this dataset content.

Stocks Quarterly Institutional Holdings

Every position reported on an SEC form 13F since 1993, by filer and quarter, with the ticker resolved: who held what, how many shares, worth how much, and with which voting authority.

Shape measured at the next refresh of dataset_cards/facts.json. Refreshed monthly.

Why It Matters

Institutional ownership is the most-cited missing input in the paper backlog: breadth of ownership and its changes, the trades of hedge funds against those of mutual funds, herding into and out of a name, the concentrated "best ideas" of a manager, the overlap between two portfolios. Stocks-Quarterly-InstitutionalTrading gives per-fund statistics from 2016 and no position. This is the position table, back to 1993.

How the ticker is resolved, and what is left out. A 13F names a security by its CUSIP. Each CUSIP reported at least a hundred times was resolved to a composite FIGI through OpenFIGI and from there to a ticker in the listed-and-delisted reference; the US composite line is taken first. Positions whose CUSIP did not resolve -- bonds, options, foreign lines of a US name, identifiers OpenFIGI rejects, and anything reported fewer than a hundred times -- are not in this copy. Measured on the source, the kept positions carry the large majority of the reported dollar value; the exact share is re-measured at each refresh.

Dates. date is the filing date, the day the holdings became public. period is the quarter end they describe; a 13F is due 45 days after it, and amendments (13F-HR/A) can come later still. A strategy acts on date, never on period.

Load It

pip install --upgrade pwb-toolbox
from pwb_toolbox import datasets as pwb_ds

df = pwb_ds.load_dataset("Stocks-Quarterly-InstitutionalHoldings", symbols=["AAPL"])
print(df.iloc[-1, :])

Columns

Column Name Description
symbol Ticker resolved from the CUSIP.
date Filing date on EDGAR.
period Quarter end the holdings describe.
filer_cik / filer_name The reporting manager (name from its own EDGAR filings).
form_type 13F-HR, 13F-HR/A, 13F-NT.
cusip / issuer_name / title_of_class The security as reported.
market_value Value of the position in dollars, as reported.
shares / shares_type Quantity, and whether it is shares (SH) or principal amount (PRN).
put_call PUT or CALL for an option position, empty for shares.
investment_discretion SOLE, DEFINED or OTHER.
voting_authority_sole / voting_authority_shared / voting_authority_none Shares by voting authority.
accession_number / filing_url The filing on EDGAR.

Access

Browsing the card and the schema is open to anyone. Downloading the files needs an approved request, tied to a subscription: what each plan includes. The same subscription covers every dataset in this organisation and the strategy catalogue.

Elsewhere

Downloads last month
54