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Pulse snapshot for 18 April 2025

https://github.com/pandas-dev/pandas

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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
33 66 50 3491 184 Mar 18 – Apr 18 2024 ending 12mo back
23 48 47 3514 260 Apr 18 – May 18 2024 ending 11mo back
18 39 46 3532 128 May 18 – Jun 18 2024 ending 10mo back
30 50 60 3562 99 Jun 18 – Jul 18 2024 ending 9mo back
35 57 61 3597 136 Jul 18 – Aug 18 2024 ending 8mo back
27 53 50 3624 136 Aug 18 – Sep 18 2024 ending 7mo back
16 31 51 3640 89 Sep 18 – Oct 18 2024 ending 6mo back
26 48 54 3666 123 Oct 18 – Nov 18 2024 ending 5mo back
23 40 57 3689 84 Nov 18 – Dec 18 2024 ending 4mo back
9 21 42 3698 54 Dec 18 – Jan 18 2025 ending 3mo back
12 33 36 3710 106 Jan 18 – Feb 18 2025 ending 2mo back
17 40 42 3727 72 Feb 18 – Mar 18 2025 ending 1mo back
12 28 42 3739 46 Mar 18 – Apr 18 2025 ending 11:54 UTC
Committerspermonth Produced by GNUPLOT 6.0 patchlevel 2 5 10 15 20 25 30 35 0 2 4 6 8 10 12 20 25 30 35 40 45 50 55 60 65 70 New committers Total committers New committers New committers Total committers Total committers New committers Total committers Months before 18 April 2025 🔗 Committers per month – pandas-dev/pandas

🔗 For the last 13 months:

Cumulative total committers grew by 248 (from 3491 to 3739) in 12 months.

Totalcommittersandnew Produced by GNUPLOT 6.0 patchlevel 2 35 40 45 50 55 60 65 0 2 4 6 8 10 12 3450 3500 3550 3600 3650 3700 3750 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 – pandas-dev/pandas Commitspermonth Produced by GNUPLOT 6.0 patchlevel 2 0 50 100 150 200 250 300 0 2 4 6 8 10 12 Commitspermonth_plot_1 Commits per month Months before 18 April 2025 🔗 Commits per month – pandas-dev/pandas

🔗 Issue and PR pulse

Issues PRs Month range
Clsd Opnd + - Mrgd Clsd Opnd + -
93 166 +73 199 48 252 +5 Mar 18 – Apr 18 2024 ending 12mo back
90 127 +37 271 65 326 -10 Apr 18 – May 18 2024 ending 11mo back
132 104 -28 126 54 166 -14 May 18 – Jun 18 2024 ending 10mo back
141 95 -46 103 35 133 -5 Jun 18 – Jul 18 2024 ending 9mo back
85 95 +10 134 36 176 +6 Jul 18 – Aug 18 2024 ending 8mo back
197 101 -96 149 53 190 -12 Aug 18 – Sep 18 2024 ending 7mo back
52 86 +34 98 42 150 +10 Sep 18 – Oct 18 2024 ending 6mo back
82 90 +8 172 51 190 -33 Oct 18 – Nov 18 2024 ending 5mo back
68 87 +19 95 32 145 +18 Nov 18 – Dec 18 2024 ending 4mo back
30 53 +23 71 24 90 -5 Dec 18 – Jan 18 2025 ending 3mo back
42 69 +27 136 23 159 0 Jan 18 – Feb 18 2025 ending 2mo back
63 70 +7 75 36 114 +3 Feb 18 – Mar 18 2025 ending 1mo back
70 72 +2 49 51 90 -10 Mar 18 – Apr 18 2025 ending 11:54 UTC
IncreasedecreaseinopenissuesPRs Produced by GNUPLOT 6.0 patchlevel 2 -100 -80 -60 -40 -20 0 20 40 60 80 0 2 4 6 8 10 12 -40 -30 -20 -10 0 10 20 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 – pandas-dev/pandas

🔗 For the last 13 months:

Issuesclosedandopened Produced by GNUPLOT 6.0 patchlevel 2 20 40 60 80 100 120 140 160 180 200 0 2 4 6 8 10 12 40 60 80 100 120 140 160 180 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 – pandas-dev/pandas PRsmergedclosedandopened Produced by GNUPLOT 6.0 patchlevel 2 50 100 150 200 250 300 350 0 2 4 6 8 10 12 50 100 150 200 250 300 350 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 – pandas-dev/pandas

🔗 Open issues

3627 issues were open as of 18 Apr 2025

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

6.54 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 2020-11 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 2019-04 2019-02 2019-01 2018-12 2018-10 2018-08 2018-06 2018-05 2018-04 2018-03 2018-02 2018-01 2017-12 2017-10 2017-08 2017-07 2017-06 2017-04 2017-02 2016-11 2016-10 2016-09 2016-06 2016-05 2016-01 2015-11 2015-10 2015-07 2015-06 2015-01 2014-11 2014-10 2014-07 2013-10 2013-08 2013-01 Number of issues still open Latest1000openissues_plot_2 21 55 55 37 27 35 31 40 35 31 35 43 62 17 19 20 16 7 8 24 36 17 26 14 16 12 15 15 15 13 10 16 7 11 3 3 2 1 3 2 2 2 1 2 3 2 4 2 3 5 1 2 2 6 1 4 5 2 3 2 10 3 3 1 3 4 5 4 2 2 1 1 1 2 1 3 1 1 2 1 3 2 3 2 1 2 2 3 1 2 1 1 2 1 2 2 1 2 1 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
0 days 185 days 374 days 659 days 794 days 1774 days 4468 days
Standard deviation: 750 days

🔗 Open PRs

82 PRs were open as of 18 Apr 2025

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

409.07 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 2023-12 2023-10 2023-08 2023-06 2023-05 2023-04 2023-02 Number of PRs still open _plot_2 17 18 5 9 2 3 2 2 2 1 2 4 1 6 1 1 1 1 1 1 2 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 23 days 83 days 173 days 309 days 409 days 797 days
Standard deviation: 208 days

🔗 Issues resolved

23719 issues were closed as of 18 Apr 2025

6.54 times as many closed issues as open issues.

65 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 2023-09 2023-07 2023-06 2023-05 2023-04 2023-03 2022-12 2022-09 2022-05 2022-03 2022-01 2021-11 2021-10 2021-09 2021-08 2021-06 2021-05 2021-04 2021-03 2020-11 2020-09 2020-08 2020-06 2020-05 2020-02 2020-01 2019-07 2019-05 2018-11 2018-10 2018-08 2018-07 2018-05 2018-01 2017-11 2017-07 2017-03 2017-02 2016-07 2016-02 2015-06 2015-05 2014-07 2013-09 2013-06 2013-05 2013-03 Number of issues closed Latest1000closedissues_plot_2 32 60 73 41 47 83 57 86 176 145 85 8 2 6 2 4 4 6 4 4 3 2 2 3 6 3 1 2 2 2 1 1 1 2 1 2 1 3 1 2 3 1 3 2 1 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 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 19 days 438 days 451 days 1677 days 4096 days
Standard deviation: 835 days

🔗 PRs merged/closed

33544 PRs were merged/closed as of 18 Apr 2025

409.07 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 2024-01 2023-10 2023-02 2023-01 2022-12 2022-11 2022-04 Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 51 124 138 125 110 185 147 55 41 10 1 2 1 1 1 1 1 2 1 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 12 days 5 days 32 days 431 days
Standard deviation: 36 days

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