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Pulse snapshot for 03 July 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
24 47 51 3545 121 Jun 03 – Jul 03 2024 ending 12mo back
37 55 67 3582 115 Jul 03 – Aug 03 2024 ending 11mo back
33 58 56 3615 142 Aug 03 – Sep 03 2024 ending 10mo back
20 42 47 3635 113 Sep 03 – Oct 03 2024 ending 9mo back
15 32 46 3650 83 Oct 03 – Nov 03 2024 ending 8mo back
28 50 56 3678 124 Nov 03 – Dec 03 2024 ending 7mo back
20 35 57 3698 61 Dec 03 – Jan 03 2025 ending 6mo back
7 25 28 3705 69 Jan 03 – Feb 03 2025 ending 5mo back
12 35 34 3717 100 Feb 03 – Mar 03 2025 ending 4mo back
16 37 43 3733 56 Mar 03 – Apr 03 2025 ending 3mo back
12 30 40 3745 56 Apr 03 – May 03 2025 ending 2mo back
17 34 50 3762 52 May 03 – Jun 03 2025 ending 1mo back
13 31 41 3775 56 Jun 03 – Jul 03 2025 ending 04:29 UTC
Committerspermonth Produced by GNUPLOT 6.0.3 patchlevel 3 5 10 15 20 25 30 35 40 0 2 4 6 8 10 12 25 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 – pandas-dev/pandas

🔗 For the last 13 months:

Cumulative total committers grew by 230 (from 3545 to 3775) in 12 months.

Totalcommittersandnew Produced by GNUPLOT 6.0.3 patchlevel 3 25 30 35 40 45 50 55 60 65 70 0 2 4 6 8 10 12 3500 3550 3600 3650 3700 3750 3800 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 – pandas-dev/pandas Commitspermonth Produced by GNUPLOT 6.0.3 patchlevel 3 50 60 70 80 90 100 110 120 130 140 150 0 2 4 6 8 10 12 Commitspermonth_plot_1 Commits per month Months before 03 July 2025 🔗 Commits per month – pandas-dev/pandas

🔗 Issue and PR pulse

Issues PRs Month range
Clsd Opnd + - Mrgd Clsd Opnd + -
94 118 +24 112 42 149 -5 Jun 03 – Jul 03 2024 ending 12mo back
141 87 -54 115 27 132 -10 Jul 03 – Aug 03 2024 ending 11mo back
180 102 -78 151 46 204 +7 Aug 03 – Sep 03 2024 ending 10mo back
85 90 +5 125 48 161 -12 Sep 03 – Oct 03 2024 ending 9mo back
60 82 +22 97 51 133 -15 Oct 03 – Nov 03 2024 ending 8mo back
89 96 +7 171 41 219 +7 Nov 03 – Dec 03 2024 ending 7mo back
41 67 +26 73 27 101 +1 Dec 03 – Jan 03 2025 ending 6mo back
34 59 +25 103 15 129 +11 Jan 03 – Feb 03 2025 ending 5mo back
52 70 +18 109 26 130 -5 Feb 03 – Mar 03 2025 ending 4mo back
68 75 +7 58 49 110 +3 Mar 03 – Apr 03 2025 ending 3mo back
73 73 0 55 52 94 -13 Apr 03 – May 03 2025 ending 2mo back
76 73 -3 56 35 76 -15 May 03 – Jun 03 2025 ending 1mo back
44 80 +36 73 50 138 +15 Jun 03 – Jul 03 2025 ending 04:29 UTC
IncreasedecreaseinopenissuesPRs Produced by GNUPLOT 6.0.3 patchlevel 3 -80 -60 -40 -20 0 20 40 0 2 4 6 8 10 12 -15 -10 -5 0 5 10 15 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 – pandas-dev/pandas

🔗 For the last 13 months:

Issuesclosedandopened Produced by GNUPLOT 6.0.3 patchlevel 3 20 40 60 80 100 120 140 160 180 0 2 4 6 8 10 12 50 60 70 80 90 100 110 120 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 – pandas-dev/pandas PRsmergedclosedandopened Produced by GNUPLOT 6.0.3 patchlevel 3 80 100 120 140 160 180 200 220 0 2 4 6 8 10 12 60 80 100 120 140 160 180 200 220 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 – pandas-dev/pandas

🔗 Open issues

3662 issues were open as of 03 Jul 2025

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

6.52 times as many closed issues as open issues.

Latest1000openissues 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 2021-08 2021-07 2021-06 2021-05 2021-04 2021-03 2021-02 2021-01 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 2019-04 2019-02 2019-01 2018-12 2018-10 2018-09 2018-08 2018-07 2018-06 2018-04 2018-03 2018-01 2017-12 2017-10 2017-09 2017-08 2017-07 2017-06 2017-05 2017-04 2017-02 2016-12 2016-11 2016-10 2016-09 2016-06 2016-05 2016-04 2016-01 2015-11 2015-10 2015-09 2015-07 2015-06 2015-04 2015-01 2014-11 2014-10 2014-07 2013-08 2013-01 Number of issues still open Latest1000openissues_plot_2 2 66 66 32 32 21 24 24 30 27 39 33 31 33 36 19 14 15 19 14 5 11 21 33 18 26 12 14 12 14 15 14 13 9 16 6 11 3 3 2 1 2 2 2 2 2 3 3 2 5 2 3 3 4 3 2 2 5 1 4 5 2 4 2 10 4 1 1 5 4 3 5 2 1 2 2 1 2 1 1 3 3 1 3 4 2 3 1 2 1 2 1 2 2 1 1 2 1 1 2 1 1 2 1 1 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 194 days 433 days 721 days 894 days 1926 days 4544 days
Standard deviation: 796 days

🔗 Open PRs

82 PRs were open as of 03 Jul 2025

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

414.72 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 2025-01 2024-09 2024-08 2024-07 2024-06 2024-05 2024-03 2023-12 2023-10 2023-08 2023-06 2023-02 Number of PRs still open _plot_2 3 40 12 5 3 3 1 1 1 2 1 4 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 13 days 30 days 132 days 113 days 460 days 873 days
Standard deviation: 214 days

🔗 Issues resolved

23875 issues were closed as of 03 Jul 2025

6.52 times as many closed issues as open issues.

65 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 2023-09 2023-07 2023-06 2023-05 2023-04 2023-03 2022-12 2022-09 2022-05 2022-01 2021-11 2021-10 2021-08 2021-06 2021-05 2021-04 2021-03 2020-11 2020-09 2020-08 2020-06 2020-05 2020-02 2020-01 2019-08 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 2 33 64 112 67 49 36 49 84 57 86 178 71 4 8 2 7 1 4 2 6 4 4 2 3 2 3 6 3 1 2 2 1 1 2 1 2 1 1 1 2 2 1 3 1 1 1 1 4 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 448 days 401 days 1739 days 4096 days
Standard deviation: 847 days

🔗 PRs merged/closed

34007 PRs were merged/closed as of 03 Jul 2025

414.72 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 2023-10 2023-05 2023-02 2023-01 2022-11 2022-07 2022-04 Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 13 135 80 115 101 134 125 110 157 9 2 3 1 2 1 1 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 20 days 9 days 42 days 787 days
Standard deviation: 68 days

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