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Pulse snapshot for 18 April 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
17 38 44 3023 110 Mar 18 – Apr 18 2024 ending 12mo back
10 34 29 3033 91 Apr 18 – May 18 2024 ending 11mo back
16 38 42 3049 110 May 18 – Jun 18 2024 ending 10mo back
10 32 31 3059 101 Jun 18 – Jul 18 2024 ending 9mo back
16 38 42 3075 82 Jul 18 – Aug 18 2024 ending 8mo back
17 35 48 3092 97 Aug 18 – Sep 18 2024 ending 7mo back
22 47 46 3114 119 Sep 18 – Oct 18 2024 ending 6mo back
18 43 41 3132 100 Oct 18 – Nov 18 2024 ending 5mo back
10 28 35 3142 86 Nov 18 – Dec 18 2024 ending 4mo back
15 36 41 3157 81 Dec 18 – Jan 18 2025 ending 3mo back
13 36 36 3170 92 Jan 18 – Feb 18 2025 ending 2mo back
12 31 38 3182 65 Feb 18 – Mar 18 2025 ending 1mo back
15 45 33 3197 129 Mar 18 – Apr 18 2025 ending 12:47 UTC
Committerspermonth Produced by GNUPLOT 6.0 patchlevel 2 10 12 14 16 18 20 22 0 2 4 6 8 10 12 28 30 32 34 36 38 40 42 44 46 48 New committers Total committers New committers New committers Total committers Total committers New committers Total committers Months before 18 April 2025 🔗 Committers per month – scikit-learn/scikit-learn

🔗 For the last 13 months:

Cumulative total committers grew by 174 (from 3023 to 3197) in 12 months.

Totalcommittersandnew Produced by GNUPLOT 6.0 patchlevel 2 28 30 32 34 36 38 40 42 44 46 48 0 2 4 6 8 10 12 3020 3040 3060 3080 3100 3120 3140 3160 3180 3200 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 18 April 2025 🔗 Total committers and % new – scikit-learn/scikit-learn Commitspermonth Produced by GNUPLOT 6.0 patchlevel 2 60 70 80 90 100 110 120 130 0 2 4 6 8 10 12 Commitspermonth_plot_1 Commits per month Months before 18 April 2025 🔗 Commits per month – scikit-learn/scikit-learn

🔗 Issue and PR pulse

Issues PRs Month range
Clsd Opnd + - Mrgd Clsd Opnd + -
117 53 -64 109 48 129 -28 Mar 18 – Apr 18 2024 ending 12mo back
89 72 -17 94 36 107 -23 Apr 18 – May 18 2024 ending 11mo back
57 61 +4 118 24 165 +23 May 18 – Jun 18 2024 ending 10mo back
83 81 -2 101 17 137 +19 Jun 18 – Jul 18 2024 ending 9mo back
53 67 +14 80 28 90 -18 Jul 18 – Aug 18 2024 ending 8mo back
74 46 -28 104 24 149 +21 Aug 18 – Sep 18 2024 ending 7mo back
63 53 -10 120 42 151 -11 Sep 18 – Oct 18 2024 ending 6mo back
66 60 -6 96 32 124 -4 Oct 18 – Nov 18 2024 ending 5mo back
40 63 +23 90 19 131 +22 Nov 18 – Dec 18 2024 ending 4mo back
29 36 +7 81 24 116 +11 Dec 18 – Jan 18 2025 ending 3mo back
44 48 +4 101 33 126 -8 Jan 18 – Feb 18 2025 ending 2mo back
27 45 +18 68 24 113 +21 Feb 18 – Mar 18 2025 ending 1mo back
39 40 +1 123 27 154 +4 Mar 18 – Apr 18 2025 ending 12:47 UTC
IncreasedecreaseinopenissuesPRs Produced by GNUPLOT 6.0 patchlevel 2 -70 -60 -50 -40 -30 -20 -10 0 10 20 30 0 2 4 6 8 10 12 -30 -20 -10 0 10 20 30 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 18 April 2025 🔗 Increase/decrease in open issues/PRs – scikit-learn/scikit-learn

🔗 For the last 13 months:

Issuesclosedandopened Produced by GNUPLOT 6.0 patchlevel 2 20 30 40 50 60 70 80 90 100 110 120 0 2 4 6 8 10 12 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 18 April 2025 🔗 Issues closed and opened – scikit-learn/scikit-learn PRsmergedclosedandopened Produced by GNUPLOT 6.0 patchlevel 2 90 100 110 120 130 140 150 160 170 0 2 4 6 8 10 12 90 100 110 120 130 140 150 160 170 PRs merged+closed PRs opened PRs merged+closed PRs merged+closed PRs opened PRs opened PRs merged+closed PRs opened Months before 18 April 2025 🔗 PRs merged/closed and opened – scikit-learn/scikit-learn

🔗 Open issues

1585 issues were open as of 18 Apr 2025

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

6.24 times as many closed issues as open issues.

Latest1000openissues Produced by GNUPLOT 6.0 patchlevel 2 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 2013-05 2011-12 2011-10 Number of issues still open Latest1000openissues_plot_2 15 27 28 26 32 25 14 9 13 17 8 18 6 10 20 12 8 10 9 11 17 14 16 11 19 20 16 10 10 11 12 9 13 14 15 13 15 17 20 9 10 15 20 12 9 7 5 8 15 8 6 2 6 9 8 2 8 1 7 5 5 7 10 8 13 14 13 11 9 16 17 2 6 3 1 7 3 1 6 1 6 2 3 2 1 2 1 2 4 1 1 5 4 2 1 2 3 1 1 1 2 5 4 1 2 1 2 5 2 2 1 2 3 1 2 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
0 days 415 days 1003 days 1139 days 1741 days 2282 days 4931 days
Standard deviation: 889 days

🔗 Open PRs

577 PRs were open as of 18 Apr 2025

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

31.21 times as many closed PRs as open PRs.

Produced by GNUPLOT 6.0 patchlevel 2 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 2017-01 2016-12 2016-11 2016-09 2016-08 2016-03 2015-01 Number of PRs still open _plot_2 26 48 29 14 21 9 15 7 15 12 14 10 6 6 8 6 9 10 4 5 8 4 9 5 8 11 6 7 6 3 3 4 6 4 6 2 4 4 6 3 12 6 5 1 3 2 5 3 5 8 3 6 2 5 3 8 4 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 2 2 4 4 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 160 days 661 days 926 days 1567 days 2278 days 3748 days
Standard deviation: 875 days

🔗 Issues resolved

9888 issues were closed as of 18 Apr 2025

6.24 times as many closed issues as open issues.

30 percent ratio of total closed issues to total commits.

Latest1000closedissues Produced by GNUPLOT 6.0 patchlevel 2 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 2021-04 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 2014-06 2014-03 2013-01 Number of issues closed Latest1000closedissues_plot_2 17 27 24 67 41 62 68 60 61 78 54 87 115 62 64 47 2 3 2 2 2 1 2 1 1 1 1 2 1 1 1 3 2 2 3 2 2 1 1 2 2 2 1 1 2 2 1 1 1 1 1 1 2 1 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 11 days 528 days 302 days 2240 days 4477 days
Standard deviation: 1057 days

🔗 PRs merged/closed

18006 PRs were merged/closed as of 18 Apr 2025

31.21 times as many closed PRs as open PRs.

Latest1000mergedclosedPRs Produced by GNUPLOT 6.0 patchlevel 2 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 2023-12 2023-08 2023-06 2023-05 2023-04 2022-08 2022-07 2014-07 Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 62 154 102 142 85 112 184 130 3 3 3 2 2 3 3 1 2 1 1 2 1 1 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 65 days 11 days 71 days 3073 days
Standard deviation: 282 days

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