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A set of type stubs for popular Python packages. These are works in progress from the Microsoft Python team and others, with the intent that they are contributed to typeshed or to the associated packages once sufficiently complete.

active 2025-03-142026-04-28 (UTC)

Partial coverage11,441 / 12,378 hourly files (92%) · 2 absent upstream · 935 failed, retryable2025-03-132026-08-10 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
147
Pushes
20
Pull requests
48
Issues
0
Stars
23
Forks
2

Activity over time

Daily event counts in the loaded window

Line chart, 411 days from 2025-03-14 to 2026-04-28. Pushes: 20 total, peak 4 in a day. Pull requests: 48 total, peak 8 in a day. Issues: 0 total, peak 0 in a day. Comments: 26 total, peak 3 in a day. Stars: 23 total, peak 2 in a day.

  • Pushes
  • Pull requests
  • Issues
  • Comments
  • Stars

Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.

Top contributors

Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity

ContributorContributionsPushesPRsComments
debonte6919228
Avasam380229
x99b3012
fhoehle2001
microsoft-github-policy-service[bot]2002
nbnds1001
isaac-mcfadyen1001
hoel-bagard1010

Recent activity

Latest issues, pull requests and releases

  • Issue comment#393fhoehle2026-04-27 06:28
    Add missing `contextlib.contextmanager` to `sklearn.config_context`
  • Pull request#390Avasam2025-12-05 03:07
  • Issue comment#388microsoft-github-policy-service[bot]2025-09-01 02:47
    [sklearn]: use `npt.NDArray` instead of `np.ndarray`
  • Pull request#388hoel-bagard2025-09-01 02:47
  • Pull request#369debonte2025-07-22 19:45
  • Issue comment#369Avasam2025-07-22 19:06
    Remove networkx stubs in favor of typeshed
  • Pull request#387debonte2025-07-19 01:34
  • Issue comment#387Avasam2025-07-18 15:45
    [sklearn] Make `BaseEstimator` inherit from `_MetadataRequester`
  • Issue comment#387debonte2025-07-18 15:29
    [sklearn] Make `BaseEstimator` inherit from `_MetadataRequester`
  • Issue comment#387tmke82025-07-18 13:23
    [sklearn] Make `BaseEstimator` inherit from `_MetadataRequester`
  • Issue comment#369debonte2025-07-11 18:17
    Remove networkx stubs in favor of typeshed
  • Issue comment#384debonte2025-06-23 17:35
    Add `TargetEncoder` for scikit-learn
  • Issue comment#384Avasam2025-06-20 23:22
    Add `TargetEncoder` for scikit-learn
  • Pull request#385debonte2025-06-20 19:24
  • Issue comment#369Avasam2025-06-20 03:21
    Remove networkx stubs in favor of typeshed
  • Pull request#385Avasam2025-06-20 03:09
  • Issue comment#384x99b2025-06-12 12:28
    Add `TargetEncoder` for scikit-learn
  • Issue comment#384x99b2025-06-12 12:26
    Add `TargetEncoder` for scikit-learn
  • Issue comment#384microsoft-github-policy-service[bot]2025-06-12 12:25
    Add `TargetEncoder` for scikit-learn
  • Pull request#384x99b2025-06-12 12:25
  • Issue comment#369nbnds2025-06-07 13:00
    Remove networkx stubs in favor of typeshed
  • Issue comment#382debonte2025-06-03 22:01
    Disallow blanket ignores and remove unused noqa
  • Pull request#382Avasam2025-06-03 21:41
  • Issue comment#381debonte2025-05-31 21:20
    Remove upstream partial transformers stubs
  • Issue comment#381isaac-mcfadyen2025-05-31 18:05
    Remove upstream partial transformers stubs

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 23 stars here means stars gained during the window, not the repo's star count.