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Pulse snapshot for 26 August 2024

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
27 53 50 3307 259 Jul 26 – Aug 26 2023 ending 12mo back
30 60 50 3337 179 Aug 26 – Sep 26 2023 ending 11mo back
18 44 40 3355 171 Sep 26 – Oct 26 2023 ending 10mo back
19 48 39 3374 263 Oct 26 – Nov 26 2023 ending 9mo back
10 30 33 3384 245 Nov 26 – Dec 26 2023 ending 8mo back
28 47 59 3412 168 Dec 26 – Jan 26 2024 ending 7mo back
31 60 51 3443 255 Jan 26 – Feb 26 2024 ending 6mo back
23 50 46 3466 177 Feb 26 – Mar 26 2024 ending 5mo back
32 61 52 3498 199 Mar 26 – Apr 26 2024 ending 4mo back
19 47 40 3517 222 Apr 26 – May 26 2024 ending 3mo back
23 47 48 3540 130 May 26 – Jun 26 2024 ending 2mo back
34 53 64 3574 98 Jun 26 – Jul 26 2024 ending 1mo back
33 58 56 3607 132 Jul 26 – Aug 26 2024 ending 06:31 UTC
Committerspermonth Produced by GNUPLOT 6.0 patchlevel 1 10 15 20 25 30 35 0 2 4 6 8 10 12 30 35 40 45 50 55 60 65 New committers Total committers New committers New committers Total committers Total committers New committers Total committers Months before 26 August 2024 🔗 Committers per month – pandas-dev/pandas

🔗 For the last 13 months:

Cumulative total committers grew by 300 (from 3307 to 3607) in 12 months.

Totalcommittersandnew Produced by GNUPLOT 6.0 patchlevel 1 30 35 40 45 50 55 60 65 0 2 4 6 8 10 12 3300 3350 3400 3450 3500 3550 3600 3650 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 26 August 2024 🔗 Total committers and % new – pandas-dev/pandas Commitspermonth Produced by GNUPLOT 6.0 patchlevel 1 80 100 120 140 160 180 200 220 240 260 280 0 2 4 6 8 10 12 Commitspermonth_plot_1 Commits per month Months before 26 August 2024 🔗 Commits per month – pandas-dev/pandas

🔗 Issue and PR pulse

Issues PRs Month range
Clsd Opnd + - Mrgd Clsd Opnd + -
115 149 +34 301 84 355 -30 Jul 26 – Aug 26 2023 ending 12mo back
140 225 +85 246 44 300 +10 Aug 26 – Sep 26 2023 ending 11mo back
102 146 +44 221 38 266 +7 Sep 26 – Oct 26 2023 ending 10mo back
209 140 -69 287 37 343 +19 Oct 26 – Nov 26 2023 ending 9mo back
133 137 +4 259 41 291 -9 Nov 26 – Dec 26 2023 ending 8mo back
113 175 +62 238 68 293 -13 Dec 26 – Jan 26 2024 ending 7mo back
197 186 -11 308 46 354 0 Jan 26 – Feb 26 2024 ending 6mo back
108 122 +14 200 53 266 +13 Feb 26 – Mar 26 2024 ending 5mo back
87 156 +69 207 55 269 +7 Mar 26 – Apr 26 2024 ending 4mo back
104 117 +13 222 49 266 -5 Apr 26 – May 26 2024 ending 3mo back
115 114 -1 137 61 170 -28 May 26 – Jun 26 2024 ending 2mo back
148 87 -61 104 33 131 -6 Jun 26 – Jul 26 2024 ending 1mo back
149 92 -57 130 40 180 +10 Jul 26 – Aug 26 2024 ending 06:31 UTC
IncreasedecreaseinopenissuesPRs Produced by GNUPLOT 6.0 patchlevel 1 -80 -60 -40 -20 0 20 40 60 80 100 0 2 4 6 8 10 12 -30 -25 -20 -15 -10 -5 0 5 10 15 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 26 August 2024 🔗 Increase/decrease in open issues/PRs – pandas-dev/pandas

🔗 For the last 13 months:

Issuesclosedandopened Produced by GNUPLOT 6.0 patchlevel 1 80 100 120 140 160 180 200 220 0 2 4 6 8 10 12 80 100 120 140 160 180 200 220 240 Issues closed Issues opened Issues closed Issues closed Issues opened Issues opened Issues closed Issues opened Months before 26 August 2024 🔗 Issues closed and opened – pandas-dev/pandas PRsmergedclosedandopened Produced by GNUPLOT 6.0 patchlevel 1 100 150 200 250 300 350 400 0 2 4 6 8 10 12 100 150 200 250 300 350 400 PRs merged+closed PRs opened PRs merged+closed PRs merged+closed PRs opened PRs opened PRs merged+closed PRs opened Months before 26 August 2024 🔗 PRs merged/closed and opened – pandas-dev/pandas

🔗 Open issues

3531 issues were open as of 26 Aug 2024

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

6.57 times as many closed issues as open issues.

Latest1000openissues Produced by GNUPLOT 6.0 patchlevel 1 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 2021-08 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 2019-08 2019-07 2019-06 2019-04 2019-02 2019-01 2018-11 2018-10 2018-08 2018-07 2018-06 2018-05 2018-03 2018-01 2017-12 2017-10 2017-07 2017-06 2017-05 2017-04 2017-03 2017-02 2017-01 2016-10 2016-09 2016-08 2016-05 2016-04 2016-02 2015-11 2015-10 2015-09 2015-07 2015-06 2015-02 2014-11 2013-10 2013-08 2012-09 Number of issues still open Latest1000openissues_plot_2 45 74 62 45 74 54 56 60 49 24 30 23 37 16 27 15 12 11 13 13 20 15 13 20 8 17 8 5 3 2 5 3 1 1 3 2 2 4 3 1 4 3 4 2 1 2 4 2 2 8 3 4 5 10 1 4 3 3 6 5 1 2 1 2 1 1 1 3 1 1 1 1 2 2 1 2 3 1 1 1 1 1 1 1 1 1 1 1 2 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
0 days 128 days 258 days 514 days 618 days 1488 days 4361 days
Standard deviation: 663 days

🔗 Open PRs

103 PRs were open as of 26 Aug 2024

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

314.93 times as many closed PRs as open PRs.

Produced by GNUPLOT 6.0 patchlevel 1 2024-08 2024-07 2024-06 2024-05 2024-04 2024-03 2024-02 2024-01 2023-12 2023-11 2023-10 2023-08 2023-06 2023-05 2023-04 2023-02 Number of PRs still open _plot_2 46 7 7 10 4 10 3 1 5 1 2 2 2 1 1 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 11 days 44 days 101 days 155 days 259 days 555 days
Standard deviation: 125 days

🔗 Issues resolved

23204 issues were closed as of 26 Aug 2024

6.57 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 1 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 2022-12 2022-11 2022-10 2022-08 2022-06 2022-05 2022-03 2022-02 2022-01 2021-11 2021-09 2021-08 2021-05 2021-03 2021-01 2020-12 2020-11 2020-09 2020-08 2020-05 2020-03 2020-02 2019-07 2019-02 2018-10 2018-07 2018-05 2018-01 2017-09 2017-07 2016-11 2016-08 2016-07 2016-02 2015-11 2013-11 2013-06 Number of issues closed Latest1000closedissues_plot_2 91 189 96 127 93 111 150 63 4 4 4 4 1 4 2 3 1 3 1 1 1 2 1 2 2 2 1 1 1 1 1 1 2 2 2 1 1 1 2 1 2 1 1 1 1 2 2 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 15 days 367 days 314 days 1357 days 3718 days
Standard deviation: 766 days

🔗 PRs merged/closed

32438 PRs were merged/closed as of 26 Aug 2024

314.93 times as many closed PRs as open PRs.

Latest1000mergedclosedPRs Produced by GNUPLOT 6.0 patchlevel 1 2024-08 2024-07 2024-06 2024-05 2024-04 2024-03 2024-02 2023-12 2023-11 2023-10 2023-09 2023-08 2023-07 2023-06 2023-05 2023-04 2023-01 2022-12 2022-10 2021-06 2018-07 2018-05 2015-03 Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 155 147 169 268 223 8 9 1 1 1 1 3 1 3 1 1 1 2 1 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 14 days 7 days 41 days 284 days
Standard deviation: 34 days

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