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Scientific Python Ecosystem Coordination (SPEC) documents

active 2025-01-242026-07-06 (UTC)

Partial coverage12,142 / 13,752 hourly files (88%) · 2 absent upstream · 1,606 failed, retryable2025-01-152026-08-10 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
217
Pushes
16
Pull requests
26
Issues
3
Stars
18
Forks
2

Activity over time

Daily event counts in the loaded window

Line chart, 529 days from 2025-01-24 to 2026-07-06. Pushes: 16 total, peak 3 in a day. Pull requests: 26 total, peak 4 in a day. Issues: 3 total, peak 1 in a day. Comments: 93 total, peak 21 in a day. Stars: 18 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
stefanv312519
bsipocz313510
jarrodmillman22396
jdsalaro220020
mdhaber11007
rossbar6003
pre-commit-ci[bot]5410
willingc5003
mihaimaruseac5021
drammock5003
rgommers4004
Carreau4002
InessaPawson3300
agriyakhetarpal3011
pllim2000
tupui2000
KirstieJane2001
matthewfeickert2001
jorenham2011
lucascolley2000

Recent activity

Latest issues, pull requests and releases

  • Pull request#423stefanv2026-05-22 23:29
  • Issue comment#423stefanv2026-05-22 23:27
    Fix broken links
  • Pull request#423stefanv2026-05-22 23:26
  • Pull request#421mihaimaruseac2026-04-26 20:42
  • Issue comment#386rgommers2026-02-07 09:43
    Updating SPEC 0 for NumPy 2.0 transition
  • Issue comment#386stefanv2026-02-06 22:42
    Updating SPEC 0 for NumPy 2.0 transition
  • Pull request#418jarrodmillman2026-02-03 17:49
  • Issue comment#415agriyakhetarpal2025-12-17 11:32
    Fix START node for SPECs purpose flowchart
  • Pull request#414agriyakhetarpal2025-12-12 19:09
  • Issue comment#414stefanv2025-12-12 19:05
    Bump SPHT to v0.22 + adopt new syntax for applicable shortcodes
  • Issue comment#413stefanv2025-12-05 22:25
    Implications for SPEC 1 given PEP 810
  • Issue comment#386astrofrog2025-12-05 10:28
    Updating SPEC 0 for NumPy 2.0 transition
  • Pull request#410jarrodmillman2025-12-02 16:26
  • Pull request#409jarrodmillman2025-12-02 15:44
  • Issue comment#408rossbar2025-11-07 15:27
    Keyword only arguments
  • Pull request#405jarrodmillman2025-10-06 18:13
  • Pull request#406stefanv2025-10-01 18:45
  • Issue comment#373stefanv2025-09-11 19:06
    Publish SPEC 0 in machine readable format
  • Issue comment#389stefanv2025-08-21 13:28
    Add LTS to SPEC 0
  • Issue comment#404bsipocz2025-08-05 18:42
    Build on Ubuntu Noble 24.04 before Jan. 2026
  • Issue comment#404bsipocz2025-08-05 18:41
    Build on Ubuntu Noble 24.04 before Jan. 2026
  • Pull request#403bsipocz2025-08-05 18:19
  • Issue comment#403bsipocz2025-08-05 18:06
    Use ruff
  • Pull request#403jarrodmillman2025-08-05 18:01
  • Pull request#402bsipocz2025-08-05 17:46

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 18 stars here means stars gained during the window, not the repo's star count.