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pandas-dev/pandas

Star momentum, maintenance concentration, contributor health, and codebase change — one report built from public repository data.

Open on GitHub
Current stars
49,732
Activity since
2011
Latest activity
Sep 2026

Public star activity

Last 30 days
+36
Last 90 days
+58
Actions / day
9.1
Public star actions
stars from February 20, 2011 to September 14, 2026, peaking at 51,816.52k STARS15 YR 7 MO52kSEP 2026FEB 2011

51,816 stars on September 14, 2026.

stars by date
Datestars
February 20, 20111
July 17, 201129
August 12, 201155
September 20, 2011119
October 26, 2011166
November 23, 2011184
January 6, 2012242
February 15, 2012355
February 29, 2012374
October 11, 2012459
November 7, 2012531
November 25, 2012582
December 23, 2012660
January 24, 2013741
February 6, 2013777
March 4, 2013853
March 31, 2013977
April 13, 20131,024
May 9, 20131,088
June 6, 20131,167
June 21, 20131,201
July 19, 20131,289
August 16, 20131,369
August 31, 20131,417
September 28, 20131,576
October 24, 20131,711
November 7, 20131,770
December 3, 20131,901
January 2, 20142,003
January 16, 20142,046
February 10, 20142,177
March 8, 20142,289
March 22, 20142,344
April 16, 20142,441
May 13, 20142,547
May 26, 20142,598
June 23, 20142,701
July 19, 20142,800
August 1, 20142,850
August 28, 20142,935
September 23, 20143,020
October 8, 20143,090
November 3, 20143,209
November 30, 20143,327
December 13, 20143,413
January 8, 20153,529
February 3, 20153,655
February 16, 20153,728
March 13, 20153,857
April 8, 20153,984
April 20, 20154,041
May 16, 20154,152
June 10, 20154,270
June 23, 20154,333
July 19, 20154,454
August 13, 20154,597
August 27, 20154,663
September 21, 20154,804
October 17, 20154,964
October 30, 20155,040
November 24, 20155,179
December 20, 20155,338
January 17, 20165,456
January 30, 20165,539
February 24, 20165,686
March 21, 20165,851
April 3, 20165,948
April 28, 20166,126
May 24, 20166,316
June 6, 20166,423
July 1, 20166,581
July 27, 20166,774
August 8, 20166,850
September 3, 20167,034
September 28, 20167,190
October 11, 20167,296
November 6, 20167,496
December 1, 20167,677
December 14, 20167,761
January 8, 20178,253
February 3, 20178,640
February 16, 20178,769
March 13, 20179,099
April 8, 20179,495
April 20, 20179,660
May 16, 20179,960
June 10, 201710,235
June 23, 201710,359
July 19, 201710,725
August 13, 201710,977
August 26, 201711,106
September 21, 201711,429
October 16, 201711,754
October 29, 201711,986
November 23, 201712,380
December 19, 201712,733
January 1, 201812,936
January 26, 201813,331
February 21, 201813,693
March 5, 201813,906
March 31, 201814,407
April 26, 201814,726
May 9, 201814,923
June 4, 201815,285
June 29, 201815,648
July 12, 201815,809
August 6, 201816,174
September 1, 201816,584
September 14, 201816,757
October 9, 201817,096
November 4, 201817,500
November 17, 201817,674
December 12, 201818,081
January 7, 201918,439
January 19, 201918,580
February 14, 201918,928
March 11, 201919,321
March 24, 201919,519
April 19, 201920,018
May 14, 201920,497
May 27, 201920,716
June 21, 201921,082
July 17, 201921,495
July 30, 201921,709
August 24, 201922,125
September 19, 201922,563
October 1, 201922,738
October 27, 201923,276
November 21, 201923,736
December 4, 201923,917
December 30, 201924,266
January 24, 202024,648
February 6, 202024,924
March 3, 202025,384
March 28, 202025,766
April 10, 202026,003
May 5, 202026,501
May 31, 202026,994
June 13, 202027,205
July 8, 202027,570
August 3, 202027,964
August 15, 202028,139
September 11, 202028,492
October 6, 202028,848
October 19, 202029,030
November 14, 202029,379
December 9, 202029,772
December 22, 202029,973
January 16, 202130,359
February 11, 202130,803
February 24, 202130,986
March 21, 202131,282
April 16, 202131,811
April 29, 202131,980
May 27, 202132,296
June 22, 202132,599
July 4, 202132,750
July 30, 202133,080
August 24, 202133,414
September 9, 202133,563
October 5, 202133,859
November 4, 202134,041
November 17, 202134,205
December 12, 202134,531
January 7, 202234,867
January 20, 202235,061
February 14, 202235,440
March 12, 202235,766
March 24, 202235,914
April 19, 202236,279
May 14, 202236,755
May 27, 202236,916
June 22, 202237,213
July 17, 202237,485
July 30, 202237,654
August 25, 202238,007
September 19, 202238,296
October 2, 202238,480
October 27, 202238,804
November 22, 202239,132
December 17, 202239,398
December 30, 202239,521
January 25, 202339,823
February 19, 202340,152
March 4, 202340,334
March 29, 202340,744
April 24, 202341,374
May 7, 202341,572
June 1, 202341,927
June 27, 202342,235
July 9, 202342,368
August 4, 202342,683
August 29, 202343,031
September 11, 202343,168
October 7, 202343,508
November 1, 202343,792
November 14, 202343,947
December 10, 202344,228
January 4, 202444,520
January 17, 202444,680
February 11, 202444,983
March 8, 202445,309
March 21, 202445,515
April 15, 202445,821
May 11, 202446,087
May 23, 202446,221
June 18, 202446,498
July 13, 202446,821
July 26, 202446,979
August 21, 202447,250
September 15, 202447,546
September 28, 202447,702
October 23, 202447,965
November 18, 202448,247
December 1, 202448,370
December 26, 202448,603
January 21, 202548,883
February 2, 202549,013
February 28, 202549,302
March 26, 202549,567
April 7, 202549,664
May 3, 202549,960
May 28, 202550,179
June 10, 202550,271
July 6, 202550,421
July 31, 202550,621
August 13, 202550,706
September 7, 202550,874
October 4, 202551,015
October 23, 202551,076
November 18, 202551,173
December 16, 202551,279
December 28, 202551,332
January 23, 202651,441
February 19, 202651,540
March 4, 202651,594
April 3, 202651,664
May 2, 202651,731
May 21, 202651,758
September 14, 202651,816

The last 90 days run behind its lifetime average, which is ordinary for a mature project.

Observed activity milestones: 100 around Sep 20111k around Apr 201310k around May 2017

The commit history reads pandas-dev/pandas a second time

methodology

Fix-labelled changes, file change frequency, ownership concentration and maintenance cadence, each computed from this repository's analyzed commit window. None of them is derived from stars, which is why they are allowed to disagree with the curve above.

Fix-labelled changes
Fix-labelled changes for pandas-dev/pandas
File change frequency
File change frequency for pandas-dev/pandas
Bus factor
Bus factor for pandas-dev/pandas
Maintenance pulse
Maintenance pulse for pandas-dev/pandas
Contributors
Contributors for pandas-dev/pandas
Language activity
Language activity for pandas-dev/pandas
Commit activity
Commit activity for pandas-dev/pandas
Recent TODO/FIXME movement
Recent TODO/FIXME movement for pandas-dev/pandas

Attention is not adoption.

Stars against usage

No published package was detected for this repository, so there is nothing to lay over star growth.

Earned badges

badge studio

Maintenance, ownership and star-momentum signals, computed from the same commit and star history and embeddable as static images.

Reading badge evidence for pandas-dev/pandas.

Notes on pandas-dev/pandas

How many stars does pandas-dev/pandas have?
GitHub currently reports 49,732 stars for pandas-dev/pandas. The chart itself is rebuilt from historical star data, which records star actions and not unstars, so it reads as an attention signal rather than a net star count.
What does recent star activity look like for pandas?
gitdebt observed about 58 public star actions for pandas-dev/pandas over the latest 90 days of archive coverage (about 36 in the latest 30). This is an approximate attention signal, not a net-star count, because unstars are not present. That's below its lifetime average activity pace, which is common for mature projects.
Is pandas still active?
Public archive data shows about 36 star actions for pandas-dev/pandas in the latest 30 days of coverage. For repository activity, use the commit heatmap, commit trend, and contributor charts on this page.
When was pandas created?
pandas-dev/pandas was created on August 24, 2010. The first public star activity observed for pandas-dev/pandas is from Feb 2011.

Read pandas against a neighbour

comparison builder
Compare with any repository

pandas-dev/pandas is featured in Python data tools compared — the whole category on one drawing.

Put this drawing in your README

markdown for agents

The block below publishes the chart with its source and coverage date stated beside it — the same three facts the title block above shows, as text a reader can check. The prompt underneath hands a coding agent the badges and repo-health charts as well.

README.md · pandas-dev/pandas star history
<a href="https://gitdebt.com/pandas-dev/pandas?ref=readme">
  <picture>
    <source media="(prefers-color-scheme: dark)" srcset="https://api.gitdebt.com/api/repos/pandas-dev/pandas/chart.svg?theme=dark" />
    <img alt="pandas-dev/pandas star history" src="https://api.gitdebt.com/api/repos/pandas-dev/pandas/chart.svg?theme=light" />
  </picture>
</a>

<sub>Star history source: Historical star data · Covers through September 14, 2026 · Still updating — <a href="https://gitdebt.com/pandas-dev/pandas?ref=readme">gitdebt</a></sub>

Light and dark variants, alt text, and one provenance line. Provenance is text in your README, never baked into the image URL, so the chart stays cacheable.

Paste it into Claude Code, Cursor, Codex, or any coding agent with your checkout open. It carries the measured numbers, the exact snippets, and the rules — including replacing an existing star-history widget in place rather than stacking a second chart under it.