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Pulse snapshot for 19 December 2024

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

JSON snapshot also available

🔗 Committer pulse

Committers Mo-
nthly
com-
mits
Month range
Monthly Cu-
mula-
tive
New Uniq %New
11 33 33 3383 282 Nov 19 – Dec 19 2023 ending 12mo back
27 45 60 3410 174 Dec 19 – Jan 19 2024 ending 11mo back
26 56 46 3436 228 Jan 19 – Feb 19 2024 ending 10mo back
24 44 54 3460 191 Feb 19 – Mar 19 2024 ending 9mo back
34 66 51 3494 177 Mar 19 – Apr 19 2024 ending 8mo back
20 46 43 3514 264 Apr 19 – May 19 2024 ending 7mo back
20 42 47 3534 125 May 19 – Jun 19 2024 ending 6mo back
32 52 61 3566 98 Jun 19 – Jul 19 2024 ending 5mo back
31 56 55 3597 131 Jul 19 – Aug 19 2024 ending 4mo back
28 54 51 3625 140 Aug 19 – Sep 19 2024 ending 3mo back
15 30 50 3640 85 Sep 19 – Oct 19 2024 ending 2mo back
27 49 55 3667 124 Oct 19 – Nov 19 2024 ending 1mo back
22 40 55 3689 84 Nov 19 – Dec 19 2024 ending 05:13 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 70 New committers Total committers New committers New committers Total committers Total committers New committers Total committers Months before 19 December 2024 🔗 Committers per month – pandas-dev/pandas

🔗 For the last 13 months:

Cumulative total committers grew by 306 (from 3383 to 3689) 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 3350 3400 3450 3500 3550 3600 3650 3700 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 19 December 2024 🔗 Total committers and % new – pandas-dev/pandas Commitspermonth Produced by GNUPLOT 6.0 patchlevel 1 80 100 120 140 160 180 200 220 240 260 280 300 0 2 4 6 8 10 12 Commitspermonth_plot_1 Commits per month Months before 19 December 2024 🔗 Commits per month – pandas-dev/pandas

🔗 Issue and PR pulse

Issues PRs Month range
Clsd Opnd + - Mrgd Clsd Opnd + -
231 133 -98 311 47 365 +7 Nov 19 – Dec 19 2023 ending 12mo back
105 139 +34 228 61 257 -32 Dec 19 – Jan 19 2024 ending 11mo back
198 204 +6 284 43 342 +15 Jan 19 – Feb 19 2024 ending 10mo back
112 130 +18 210 54 276 +12 Feb 19 – Mar 19 2024 ending 9mo back
95 165 +70 197 42 244 +5 Mar 19 – Apr 19 2024 ending 8mo back
110 126 +16 274 64 336 -2 Apr 19 – May 19 2024 ending 7mo back
111 107 -4 116 55 155 -16 May 19 – Jun 19 2024 ending 6mo back
142 93 -49 106 35 134 -7 Jun 19 – Jul 19 2024 ending 5mo back
85 93 +8 137 44 181 0 Jul 19 – Aug 19 2024 ending 4mo back
195 103 -92 145 44 184 -5 Aug 19 – Sep 19 2024 ending 3mo back
51 84 +33 95 42 147 +10 Sep 19 – Oct 19 2024 ending 2mo back
89 94 +5 172 52 193 -31 Oct 19 – Nov 19 2024 ending 1mo back
63 83 +20 95 31 142 +16 Nov 19 – Dec 19 2024 ending 05:13 UTC
IncreasedecreaseinopenissuesPRs Produced by GNUPLOT 6.0 patchlevel 1 -100 -80 -60 -40 -20 0 20 40 60 80 0 2 4 6 8 10 12 -35 -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 19 December 2024 🔗 Increase/decrease in open issues/PRs – pandas-dev/pandas

🔗 For the last 13 months:

Issuesclosedandopened Produced by GNUPLOT 6.0 patchlevel 1 40 60 80 100 120 140 160 180 200 220 240 0 2 4 6 8 10 12 80 100 120 140 160 180 200 220 Issues closed Issues opened Issues closed Issues closed Issues opened Issues opened Issues closed Issues opened Months before 19 December 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 19 December 2024 🔗 PRs merged/closed and opened – pandas-dev/pandas

🔗 Open issues

3566 issues were open as of 19 Dec 2024

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

6.59 times as many closed issues as open issues.

Latest1000openissues Produced by GNUPLOT 6.0 patchlevel 1 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 2019-04 2019-02 2019-01 2018-12 2018-10 2018-07 2018-06 2018-05 2018-04 2018-03 2018-02 2018-01 2017-12 2017-10 2017-08 2017-07 2017-06 2017-05 2017-04 2017-02 2017-01 2016-11 2016-10 2016-09 2016-08 2016-06 2016-05 2016-04 2016-02 2015-11 2015-10 2015-09 2015-07 2015-02 2015-01 2014-10 2014-07 2013-10 2013-08 2012-09 Number of issues still open Latest1000openissues_plot_2 29 70 60 40 36 34 38 42 68 51 45 27 20 7 13 23 38 17 26 14 18 12 12 15 14 14 11 20 8 10 4 5 2 1 5 2 2 2 1 1 1 2 4 2 2 6 2 3 1 1 2 6 1 4 6 3 3 3 9 2 3 2 3 3 5 4 2 1 2 1 1 2 1 1 2 1 2 1 2 1 3 2 1 2 2 2 3 1 1 2 1 1 1 2 1 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 155 days 309 days 599 days 706 days 1659 days 4476 days
Standard deviation: 735 days

🔗 Open PRs

94 PRs were open as of 19 Dec 2024

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

351.90 times as many closed PRs as open PRs.

Produced by GNUPLOT 6.0 patchlevel 1 2024-12 2024-11 2024-10 2024-09 2024-08 2024-07 2024-06 2024-05 2024-04 2024-03 2024-02 2023-12 2023-10 2023-08 2023-06 2023-05 2023-04 2023-02 Number of PRs still open _plot_2 23 23 6 5 6 1 3 5 2 7 3 2 1 1 1 1 1 3 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
3 days 18 days 52 days 138 days 226 days 309 days 677 days
Standard deviation: 172 days

🔗 Issues resolved

23517 issues were closed as of 19 Dec 2024

6.59 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 2024-12 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 2023-02 2022-12 2022-10 2022-08 2022-06 2022-05 2022-03 2022-01 2021-11 2021-10 2021-09 2021-08 2021-03 2020-12 2020-09 2020-08 2020-06 2020-05 2020-03 2020-02 2020-01 2019-07 2019-02 2018-10 2018-07 2018-05 2018-01 2017-11 2017-09 2017-07 2017-03 2017-02 2016-08 2016-07 2016-02 2015-11 2013-11 2013-06 2013-05 2013-03 Number of issues closed Latest1000closedissues_plot_2 33 91 80 86 176 145 90 126 85 4 3 3 4 4 2 3 3 3 3 3 3 1 1 2 1 1 2 2 1 1 1 1 3 3 1 2 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 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 28 days 470 days 500 days 1743 days 4096 days
Standard deviation: 878 days

🔗 PRs merged/closed

33079 PRs were merged/closed as of 19 Dec 2024

351.90 times as many closed PRs as open PRs.

Latest1000mergedclosedPRs Produced by GNUPLOT 6.0 patchlevel 1 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 2023-09 2023-08 2023-06 2023-03 2023-02 2023-01 2022-12 2021-06 2020-11 2019-08 2015-03 Number of PRs merged/closed Latest1000mergedclosedPRs_plot_2 69 200 155 170 190 155 35 2 4 3 2 1 2 1 1 1 1 2 1 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 15 days 6 days 37 days 431 days
Standard deviation: 42 days

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