Ross ROSS = Recommend OSS · open-source software intelligence for agents

pydata/pandas-datareader

Extract data from a wide range of Internet sources into a pandas DataFrame. observed · 2026-08-28

github.com/pydata/pandas-datareader · homepage · Python · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

93/100

  • Activity 93
  • Release rhythm 90
  • Longevity 100

Flags: no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 0
  • age_days: 4249
  • days_rel: 70
  • days_push: 43
  • n_releases_24m: 2

Full methodology

Adoption not part of the score

3238 stars · 691 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A Python library that extracts data from remote internet sources such as FRED, Fama/French, World Bank, OECD, and Eurostat directly into pandas DataFrames. Formerly part of pandas, it focuses on macroeconomic, policy, and factor-style data access.

Use cases

  • download FRED economic time series into a pandas DataFrame
  • fetch Fama-French factor data for backtesting
  • pull World Bank or OECD indicators for analysis
  • load historical stock and financial data in Python
  • cache remote data queries for reproducible research
  • import macroeconomic data for econometric modeling

When to choose

  • you work in pandas and need remote economic or financial data as DataFrames
  • you want a maintained successor to pandas' built-in remote data readers
  • you need access to FRED, World Bank, OECD, or Eurostat datasets

When to avoid

  • you need real-time market data or broker API access
  • your data source is not among the supported readers
  • you need a general-purpose web scraping tool

Facets

library · maturity active

etl data-science web-scraping data-science analytics python pandas financial-data economic-data fred fama-french remote-data-access time-series finance data-engineering

3 sources

Member repositories

RepositoryRoleHealth v2
pydata/pandas-datareadermain93

For agents

markdown · JSON · MCP: product_card(name="pydata/pandas-datareader")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem