GitNova

GitHub seismograph — discoveries and growing interest

pandas-dev/pandas

Data & analyticsPython#data-analysis#pandas#flexible#alignment#python
Total stars
50,544
Today
+0since 00:05 UTC
Open on GitHub My finds →
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Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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About the project

pandas is a Python library providing labeled data structures (Series, DataFrame) for fast, flexible manipulation and analysis of relational or labeled data, including missing-data handling, alignment, grouping, merging, reshaping, and time-series support.

Useful for
  • Load a CSV or Excel file into a DataFrame and filter rows by conditions
  • Group data by a column and compute aggregates with split-apply-combine
  • Resample and shift time series to compute moving-window statistics

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

2.0 Steady Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of November 9, 2026, 01:38 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

075150August 12, 2026November 9, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-11-09 (UTC), 00:05–01:31: 50545 → 50544 stars (-1). This is the change over that interval.
  • Estimated end-of-day forecast: about +17 stars, using observed gains and the previous day.
  • About 7 forks a day — people are taking the code.

Measured growth: the last 7 completed days

New stars over 7 days: 285. +206% versus the preceding 7 days.

Daily measurements · UTC
November 2, 2026
22
November 3, 2026
17
November 4, 2026
18
November 5, 2026
49
November 6, 2026
141
November 7, 2026
18
November 8, 2026
20

Largest measured day in the last 30 days: 141 · November 6, 2026. Days with data: 30.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: November 9, 2026, 01:37 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
50,544
Today
+0 stars measured 2026-11-09, 00:05–01:31 UTC, ≈ 17 by evening
Forks
20,732
Issues and pull requests
68,531
Watchers
1,149
Language
Python
License
BSD-3-Clause
Latest release
v3.1.1 · November 4, 2026
Created
August 24, 2010
Last push
November 9, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in
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Paste it into your README — the badge shows the current magnitude and links to this page.

GitNova: 2.0
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