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Pulse snapshot for 22 March 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 56 48 3152 260 Feb 22 – Mar 22 2023 ending 12mo back
52 93 55 3204 318 Mar 22 – Apr 22 2023 ending 11mo back
30 64 46 3234 212 Apr 22 – May 22 2023 ending 10mo back
18 46 39 3252 205 May 22 – Jun 22 2023 ending 9mo back
24 55 43 3276 252 Jun 22 – Jul 22 2023 ending 8mo back
23 49 46 3299 241 Jul 22 – Aug 22 2023 ending 7mo back
36 66 54 3335 211 Aug 22 – Sep 22 2023 ending 6mo back
16 44 36 3351 138 Sep 22 – Oct 22 2023 ending 5mo back
22 49 44 3373 273 Oct 22 – Nov 22 2023 ending 4mo back
11 33 33 3384 276 Nov 22 – Dec 22 2023 ending 3mo back
26 43 60 3410 156 Dec 22 – Jan 22 2024 ending 2mo back
31 60 51 3441 254 Jan 22 – Feb 22 2024 ending 1mo back
20 43 46 3461 177 Feb 22 – Mar 22 2024 ending 11:25 UTC
Committerspermonth Produced by GNUPLOT 6.0 patchlevel 0 10 15 20 25 30 35 40 45 50 55 0 2 4 6 8 10 12 30 40 50 60 70 80 90 100 New committers Total committers New committers New committers Total committers Total committers New committers Total committers Months before 22 March 2024 🔗 Committers per month – pandas-dev/pandas

🔗 For the last 13 months:

Cumulative total committers grew by 309 (from 3152 to 3461) in 12 months.

Totalcommittersandnew Produced by GNUPLOT 6.0 patchlevel 0 30 35 40 45 50 55 60 0 2 4 6 8 10 12 3150 3200 3250 3300 3350 3400 3450 3500 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 22 March 2024 🔗 Total committers and % new – pandas-dev/pandas Commitspermonth Produced by GNUPLOT 6.0 patchlevel 0 120 140 160 180 200 220 240 260 280 300 320 0 2 4 6 8 10 12 Commitspermonth_plot_1 Commits per month Months before 22 March 2024 🔗 Commits per month – pandas-dev/pandas

🔗 Issue and PR pulse

Issues PRs Month range
Clsd Opnd + - Mrgd Clsd Opnd + -
174 180 +6 342 41 378 -5 Feb 22 – Mar 22 2023 ending 12mo back
364 240 -124 397 60 486 +29 Mar 22 – Apr 22 2023 ending 11mo back
246 167 -79 252 78 320 -10 Apr 22 – May 22 2023 ending 10mo back
122 175 +53 236 61 289 -8 May 22 – Jun 22 2023 ending 9mo back
159 131 -28 252 31 289 +6 Jun 22 – Jul 22 2023 ending 8mo back
105 136 +31 285 78 331 -32 Jul 22 – Aug 22 2023 ending 7mo back
145 228 +83 278 49 326 -1 Aug 22 – Sep 22 2023 ending 6mo back
99 149 +50 178 38 237 +21 Sep 22 – Oct 22 2023 ending 5mo back
222 150 -72 312 39 335 -16 Oct 22 – Nov 22 2023 ending 4mo back
134 142 +8 283 43 337 +11 Nov 22 – Dec 22 2023 ending 3mo back
97 141 +44 223 61 275 -9 Dec 22 – Jan 22 2024 ending 2mo back
201 203 +2 303 45 348 0 Jan 22 – Feb 22 2024 ending 1mo back
110 133 +23 195 58 256 +3 Feb 22 – Mar 22 2024 ending 11:25 UTC
IncreasedecreaseinopenissuesPRs Produced by GNUPLOT 6.0 patchlevel 0 -150 -100 -50 0 50 100 0 2 4 6 8 10 12 -40 -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 22 March 2024 🔗 Increase/decrease in open issues/PRs – pandas-dev/pandas

🔗 For the last 13 months:

Issuesclosedandopened Produced by GNUPLOT 6.0 patchlevel 0 50 100 150 200 250 300 350 400 0 2 4 6 8 10 12 120 140 160 180 200 220 240 Issues closed Issues opened Issues closed Issues closed Issues opened Issues opened Issues closed Issues opened Months before 22 March 2024 🔗 Issues closed and opened – pandas-dev/pandas PRsmergedclosedandopened Produced by GNUPLOT 6.0 patchlevel 0 200 250 300 350 400 450 500 0 2 4 6 8 10 12 200 250 300 350 400 450 500 PRs merged+closed PRs opened PRs merged+closed PRs merged+closed PRs opened PRs opened PRs merged+closed PRs opened Months before 22 March 2024 🔗 PRs merged/closed and opened – pandas-dev/pandas

🔗 Open issues

3567 issues were open as of 22 Mar 2024

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

6.33 times as many closed issues as open issues.

Latest1000openissues Produced by GNUPLOT 6.0 patchlevel 0 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 2019-02 2019-01 2018-12 2018-11 2018-10 2018-09 2018-08 2018-07 2018-06 2018-05 2018-03 2018-01 2017-12 2017-10 2017-09 2017-05 2017-03 2017-02 2016-09 2016-05 2016-04 2016-03 2016-02 2016-01 2015-08 2015-06 2015-04 2015-03 2015-02 2014-11 2014-04 2013-08 2012-09 Number of issues still open Latest1000openissues_plot_2 61 104 72 56 62 69 77 73 22 23 20 20 14 12 14 16 8 16 17 7 18 8 11 4 3 9 5 3 4 6 3 2 5 3 4 1 5 5 3 5 3 3 4 3 1 6 4 4 5 8 3 6 2 4 2 4 3 1 3 1 2 5 1 2 3 3 1 3 2 2 3 1 3 2 2 1 2 1 1 1 1 2 2 1 1 2 1 1 2 1 1 3 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 94 days 202 days 483 days 557 days 1472 days 4204 days
Standard deviation: 672 days

🔗 Open PRs

113 PRs were open as of 22 Mar 2024

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

277.52 times as many closed PRs as open PRs.

Produced by GNUPLOT 6.0 patchlevel 0 2024-03 2024-02 2024-01 2023-12 2023-11 2023-10 2023-09 2023-08 2023-07 2023-06 2023-02 Number of PRs still open _plot_2 44 22 10 11 6 8 6 2 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 10 days 32 days 68 days 107 days 166 days 398 days
Standard deviation: 80 days

🔗 Issues resolved

22590 issues were closed as of 22 Mar 2024

6.33 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 0 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 2022-11 2022-06 2022-05 2021-12 2021-07 2021-06 2021-05 2021-02 2021-01 2020-12 2020-11 2020-09 2020-08 2020-02 2020-01 2019-12 2019-10 2019-08 2019-07 2019-06 2019-01 2018-12 2018-07 2018-05 2018-02 2017-12 2017-06 2016-11 2015-11 2015-10 2015-01 2013-05 Number of issues closed Latest1000closedissues_plot_2 50 198 150 138 198 108 84 2 7 5 4 3 7 2 1 2 2 2 1 1 1 1 2 2 1 1 2 2 2 1 1 1 1 1 1 1 2 1 1 2 1 1 2 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 15 days 393 days 297 days 1552 days 3703 days
Standard deviation: 762 days

🔗 PRs merged/closed

31360 PRs were merged/closed as of 22 Mar 2024

277.52 times as many closed PRs as open PRs.

Latest1000mergedclosedPRs Produced by GNUPLOT 6.0 patchlevel 0 2024-03 2024-02 2024-01 2023-12 2023-11 2023-09 2023-08 2023-07 2023-06 2023-05 2023-04 2023-02 2022-09 2022-08 2021-03 2021-02 2019-09 Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 192 324 312 141 9 1 6 2 3 1 1 3 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 0 days 12 days 3 days 27 days 1195 days
Standard deviation: 52 days

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