# pandas-dev/pandas

> 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.

- Magnitude: 2.0 out of 10 — Steady
- Stars: 50,544 total · +0 stars measured 2026-11-09, 00:05–02:13 UTC, ≈ 16 by evening
- Star trust: star growth looks organic
- Category: Data & analytics · Language: Python · License: BSD-3-Clause · Created: 2010-08-24 · Last push: 2026-11-09
- GitHub: https://github.com/pandas-dev/pandas · Homepage: https://pandas.pydata.org · Page: https://gitnova.dev/en/r/pandas-dev/pandas

## 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

## Why it’s here

- Star-counter measurements on 2026-11-09 (UTC), 00:05–02:13: 50545 → 50544 stars (-1). This is the change over that interval.
- Estimated end-of-day forecast: about +16 stars, using observed gains and the previous day.
- About 7 forks a day — people are taking the code.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 20,732
- Issues and pull requests: 68,531
- Watchers: 1,149
- Average over the last week: 40 per day
- Usual pace: 14 per day
- Stars in the last hour (measured): 0
- Latest release: v3.1.1 (2026-11-04)

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-10-11 … 2026-11-09: 30, 23, 13, 22, 33, 13, 16, 24, 21, 15, 17, 17, 13, 11, 16, 21, 19, 10, 9, 11, 14, 9, 22, 17, 18, 49, 141, 18, 20, 0

## Magnitude by day, last 4 days

11-06 4.2, 11-07 5.5, 11-08 2.7, 11-09 2.1

## More in this category

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   Full card: https://gitnova.dev/en/r/gosom/google-maps-scraper.md
2. **D4Vinci/Scrapling** — 4.1 · Steady · Data & analytics · Python · +55 stars measured 2026-11-09, 00:03–02:09 UTC, ≈ 490 by evening
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   Full card: https://gitnova.dev/en/r/D4Vinci/Scrapling.md
3. **kobaltgit/StatCraft** — 3.7 · Early signal · Data & analytics · Rust · +1 star measured 2026-11-09, 00:07–02:10 UTC, ≈ 24 by evening
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   Full card: https://gitnova.dev/en/r/kobaltgit/StatCraft.md
4. **bilawalsidhu/gods-eye-view** — 3.7 · Steady · Data & analytics · JavaScript · +20 stars measured 2026-11-09, 00:03–02:10 UTC, ≈ 187 by evening
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   Full card: https://gitnova.dev/en/r/bilawalsidhu/gods-eye-view.md
5. **koala73/worldmonitor** — 2.6 · Steady · Data & analytics · TypeScript · +2 stars measured 2026-11-09, 00:05–02:11 UTC, ≈ 42 by evening
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   Full card: https://gitnova.dev/en/r/koala73/worldmonitor.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-11-09 02:18 UTC, updated every 30 minutes.