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Pulse snapshot for 03 July 2025

https://github.com/scikit-learn/scikit-learn

JSON snapshot also available

Committers: summary • month-by-month • graphs: committers per month • commits per month • total committers

Issues: open • resolved • summary • month-by-month • age stats • time-to-close stats • graphs: opened/closed • increase/decrease

PRs: open • merged/closed • summary • month-by-month • age stats • time-to-close stats • graphs: opened/merged/closed • increase/decrease

🔗 Committer pulse

Committers Mo-
nthly
com-
mits 		Month range
Monthly Cu-
mula-
tive
New Uniq %New
12 37 32 3051 109 Jun 03 – Jul 03 2024 ending 12mo back
16 40 40 3067 113 Jul 03 – Aug 03 2024 ending 11mo back
16 32 50 3083 62 Aug 03 – Sep 03 2024 ending 10mo back
15 32 46 3098 98 Sep 03 – Oct 03 2024 ending 9mo back
27 58 46 3125 136 Oct 03 – Nov 03 2024 ending 8mo back
12 34 35 3137 93 Nov 03 – Dec 03 2024 ending 7mo back
14 32 43 3151 75 Dec 03 – Jan 03 2025 ending 6mo back
11 32 34 3162 89 Jan 03 – Feb 03 2025 ending 5mo back
13 37 35 3175 78 Feb 03 – Mar 03 2025 ending 4mo back
12 35 34 3187 107 Mar 03 – Apr 03 2025 ending 3mo back
15 41 36 3202 97 Apr 03 – May 03 2025 ending 2mo back
25 43 58 3227 93 May 03 – Jun 03 2025 ending 1mo back
25 50 50 3252 99 Jun 03 – Jul 03 2025 ending 05:28 UTC
Committerspermonth Produced by GNUPLOT 6.0.3 patchlevel 3 10 12 14 16 18 20 22 24 26 28 0 2 4 6 8 10 12 30 35 40 45 50 55 60 New committers Total committers New committers New committers Total committers Total committers New committers Total committers Months before 03 July 2025 🔗 Committers per month – scikit-learn/scikit-learn

🔗 For the last 13 months:

Cumulative total committers grew by 201 (from 3051 to 3252) in 12 months.

Totalcommittersandnew Produced by GNUPLOT 6.0.3 patchlevel 3 30 35 40 45 50 55 60 0 2 4 6 8 10 12 3050 3100 3150 3200 3250 3300 New commiters percentage Cumulative total committers New commiters percentage New commiters percentage Cumulative total committers Cumulative total committers New commiters percentage Cumulative total committers Months before 03 July 2025 🔗 Total committers and % new – scikit-learn/scikit-learn Commitspermonth Produced by GNUPLOT 6.0.3 patchlevel 3 60 70 80 90 100 110 120 130 140 0 2 4 6 8 10 12 Commitspermonth_plot_1 Commits per month Months before 03 July 2025 🔗 Commits per month – scikit-learn/scikit-learn

🔗 Issue and PR pulse

Issues PRs Month range
Clsd Opnd + - Mrgd Clsd Opnd + -
60 68 +8 109 21 150 +20 Jun 03 – Jul 03 2024 ending 12mo back
76 81 +5 109 19 120 -8 Jul 03 – Aug 03 2024 ending 11mo back
56 44 -12 64 28 110 +18 Aug 03 – Sep 03 2024 ending 10mo back
61 51 -10 102 29 166 +35 Sep 03 – Oct 03 2024 ending 9mo back
66 55 -11 133 44 128 -49 Oct 03 – Nov 03 2024 ending 8mo back
62 66 +4 96 25 123 +2 Nov 03 – Dec 03 2024 ending 7mo back
36 44 +8 78 13 117 +26 Dec 03 – Jan 03 2025 ending 6mo back
44 46 +2 97 34 132 +1 Jan 03 – Feb 03 2025 ending 5mo back
22 41 +19 81 23 118 +14 Feb 03 – Mar 03 2025 ending 4mo back
39 50 +11 104 39 156 +13 Mar 03 – Apr 03 2025 ending 3mo back
34 34 0 92 24 107 -9 Apr 03 – May 03 2025 ending 2mo back
43 48 +5 99 25 128 +4 May 03 – Jun 03 2025 ending 1mo back
45 41 -4 95 56 168 +17 Jun 03 – Jul 03 2025 ending 05:28 UTC
IncreasedecreaseinopenissuesPRs Produced by GNUPLOT 6.0.3 patchlevel 3 -15 -10 -5 0 5 10 15 20 0 2 4 6 8 10 12 -50 -40 -30 -20 -10 0 10 20 30 40 Increase/decrease in open issues Increase/decrease in open PRs Increase/decrease in open issues Increase/decrease in open issues Increase/decrease in open PRs Increase/decrease in open PRs Increase/decrease in open issues Increase/decrease in open PRs Months before 03 July 2025 🔗 Increase/decrease in open issues/PRs – scikit-learn/scikit-learn

🔗 For the last 13 months:

Issuesclosedandopened Produced by GNUPLOT 6.0.3 patchlevel 3 20 30 40 50 60 70 80 0 2 4 6 8 10 12 30 35 40 45 50 55 60 65 70 75 80 85 Issues closed Issues opened Issues closed Issues closed Issues opened Issues opened Issues closed Issues opened Months before 03 July 2025 🔗 Issues closed and opened – scikit-learn/scikit-learn PRsmergedclosedandopened Produced by GNUPLOT 6.0.3 patchlevel 3 90 100 110 120 130 140 150 160 170 180 0 2 4 6 8 10 12 100 110 120 130 140 150 160 170 PRs merged+closed PRs opened PRs merged+closed PRs merged+closed PRs opened PRs opened PRs merged+closed PRs opened Months before 03 July 2025 🔗 PRs merged/closed and opened – scikit-learn/scikit-learn

🔗 Open issues

1587 issues were open as of 03 Jul 2025

31.12 times as many issues currently open as the
average number of issues opened per month.

6.30 times as many closed issues as open issues.

Latest1000openissues Produced by GNUPLOT 6.0.3 patchlevel 3 2025-06 2025-05 2025-04 2025-03 2025-02 2025-01 2024-12 2024-11 2024-10 2024-09 2024-08 2024-07 2024-06 2024-05 2024-04 2024-03 2024-02 2024-01 2023-12 2023-11 2023-10 2023-09 2023-08 2023-07 2023-06 2023-05 2023-04 2023-03 2023-02 2023-01 2022-12 2022-11 2022-10 2022-09 2022-08 2022-07 2022-06 2022-05 2022-04 2022-03 2022-02 2022-01 2021-12 2021-11 2021-10 2021-09 2021-08 2021-07 2021-06 2021-05 2021-04 2021-03 2021-02 2021-01 2020-12 2020-11 2020-10 2020-09 2020-08 2020-07 2020-06 2020-05 2020-04 2020-03 2020-02 2020-01 2019-12 2019-11 2019-10 2019-09 2019-08 2019-07 2019-06 2019-05 2019-04 2019-03 2019-02 2019-01 2018-12 2018-11 2018-10 2018-09 2018-08 2018-07 2018-06 2018-05 2018-04 2018-03 2018-02 2018-01 2017-11 2017-10 2017-09 2017-08 2017-06 2017-05 2017-04 2017-03 2017-02 2017-01 2016-12 2016-11 2016-10 2016-09 2016-07 2016-06 2016-05 2016-04 2016-02 2016-01 2015-11 2015-10 2015-09 2015-06 2015-05 2015-04 2015-03 2015-01 2014-12 2014-04 2013-05 2011-12 2011-10 Number of issues still open Latest1000openissues_plot_2 25 13 16 44 21 26 13 15 12 7 12 14 9 17 7 10 18 12 7 12 10 10 17 12 14 12 18 20 16 10 10 11 12 8 13 14 15 12 15 16 21 7 10 15 20 11 9 7 6 8 15 7 6 2 6 11 8 2 6 1 6 5 5 7 11 8 13 13 13 11 8 15 16 3 6 3 1 5 3 1 5 2 6 3 3 2 1 2 1 2 4 2 1 5 4 2 1 3 3 1 1 1 2 4 4 1 2 1 2 5 2 1 1 2 3 1 2 1 1 1 1 1 1 Number of issues still open Number of issues still open Latest1000openissues_plot_2 Month created Latest 1000 open issues

🔗 Age statistics for latest 1000 open issues
Newest 1st Qu Median Mean 3rd Qu 𝜂90th Oldest
2 days 452 days 1062 days 1193 days 1784 days 2357 days 5007 days
Standard deviation: 907 days

🔗 Open PRs

598 PRs were open as of 03 Jul 2025

4.53 times as many PRs currently open as the
average number of PRs opened per month.

30.66 times as many closed PRs as open PRs.

Produced by GNUPLOT 6.0.3 patchlevel 3 2025-07 2025-06 2025-05 2025-04 2025-03 2025-02 2025-01 2024-12 2024-11 2024-10 2024-09 2024-08 2024-07 2024-06 2024-05 2024-04 2024-03 2024-02 2024-01 2023-12 2023-11 2023-10 2023-09 2023-08 2023-07 2023-06 2023-05 2023-04 2023-03 2023-02 2023-01 2022-12 2022-11 2022-10 2022-09 2022-08 2022-07 2022-06 2022-05 2022-04 2022-03 2022-02 2022-01 2021-12 2021-11 2021-10 2021-09 2021-07 2021-05 2021-04 2021-03 2021-02 2021-01 2020-12 2020-11 2020-10 2020-09 2020-08 2020-07 2020-06 2020-05 2020-04 2020-03 2020-02 2020-01 2019-12 2019-11 2019-10 2019-09 2019-08 2019-07 2019-06 2019-05 2019-04 2019-03 2019-02 2019-01 2018-12 2018-11 2018-10 2018-08 2018-07 2018-06 2018-05 2018-03 2018-02 2017-09 2017-07 2017-06 2017-03 2017-02 2017-01 2016-12 2016-11 2016-09 2016-08 2016-03 2015-01 Number of PRs still open _plot_2 6 54 31 25 28 8 5 12 10 13 7 16 12 13 6 6 7 7 4 9 10 3 5 8 4 9 4 7 10 7 7 6 3 3 4 6 4 5 2 4 5 4 3 12 6 5 1 3 2 5 3 6 8 3 6 2 5 3 8 5 3 5 4 5 4 5 5 2 3 4 4 2 2 1 2 3 4 2 2 4 1 7 5 5 2 1 1 2 4 4 1 2 3 3 2 1 2 1 Number of PRs still open Number of PRs still open _plot_2 Month created

🔗 Age statistics for all open PRs
Newest 1st Qu Median Mean 3rd Qu 𝜂90th Oldest
0 days 137 days 680 days 949 days 1626 days 2318 days 3824 days
Standard deviation: 898 days

🔗 Issues resolved

9991 issues were closed as of 03 Jul 2025

6.30 times as many closed issues as open issues.

30 percent ratio of total closed issues to total commits.

Latest1000closedissues Produced by GNUPLOT 6.0.3 patchlevel 3 2025-07 2025-06 2025-05 2025-04 2025-03 2025-02 2025-01 2024-12 2024-11 2024-10 2024-09 2024-08 2024-07 2024-06 2024-05 2024-04 2024-03 2024-02 2024-01 2023-12 2023-11 2023-10 2023-08 2023-07 2023-06 2023-05 2023-04 2023-03 2023-01 2022-12 2022-10 2022-09 2022-08 2022-07 2022-06 2022-05 2022-04 2022-03 2022-01 2021-12 2021-10 2021-09 2021-06 2021-04 2021-02 2020-11 2020-09 2020-08 2020-07 2020-03 2020-01 2019-08 2019-04 2018-11 2018-08 2017-03 2016-10 2016-08 2015-10 2015-09 2014-10 2014-03 2013-01 Number of issues closed Latest1000closedissues_plot_2 1 29 31 54 53 25 46 29 62 69 62 61 77 55 87 115 63 12 3 1 3 1 1 3 1 2 1 1 1 1 1 1 2 1 5 2 1 3 4 1 1 1 2 2 2 2 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 Number of issues closed Number of issues closed Latest1000closedissues_plot_2 Month created Latest 1000 closed issues

🔗 Time-to-close statistics for latest 1000 closed issues
Fastest 1st Qu Median Mean 3rd Qu 𝜂90th Longest
0 days 1 days 10 days 530 days 302 days 2283 days 4477 days
Standard deviation: 1056 days

🔗 PRs merged/closed

18336 PRs were merged/closed as of 03 Jul 2025

30.66 times as many closed PRs as open PRs.

Latest1000mergedclosedPRs Produced by GNUPLOT 6.0.3 patchlevel 3 2025-07 2025-06 2025-05 2025-04 2025-03 2025-02 2025-01 2024-12 2024-11 2024-10 2024-09 2024-08 2024-07 2024-06 2024-05 2024-04 2024-03 2024-02 2024-01 2023-12 2023-09 2023-08 2023-05 2023-04 2022-09 2022-08 2022-07 2022-06 2022-03 2022-02 2022-01 2021-11 2014-07 Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 9 162 115 129 133 100 142 85 82 6 4 1 2 3 2 2 1 3 3 1 1 1 1 2 1 1 1 1 1 1 1 2 1 Number of PRs merged/closed Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 Month created Latest 1000 merged/closed PRs

🔗 Time-to-close statistics for latest 1000 merged/closed PRs
Fastest 1st Qu Median Mean 3rd Qu 𝜂90th Longest
0 days 0 days 1 days 56 days 10 days 71 days 3136 days
Standard deviation: 261 days

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