academic/awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

30.2k stars · 6.7k forks

This repo isn't software code, so code checks are limited.

Healthy

Healthy: actively maintained by 30 people, no known risks.

Why

No rule fired.

What would change this

A dormant maintenance status, a deprecated or archived package, a successor link, or a critical advisory would change this.

Maintenance

Complete

Active

Human commits, 30 days: 35
Human commits, 90 days: 68
Human commits, 365 days: 276
Bot share of commits, 365 days: 0%
Last commit: Oct 13, 2026 (1 day ago)
Last human commit: Oct 13, 2026 (1 day ago)
Authors, 90 days: 30
Last release: Sep 9, 2026 (1 month ago)
Median PR merge time: 5 hours

Too few recent issues to measure responsiveness.

Issues are disabled, so response time is not measured.

Sources: Commits, Releases, Merged pull requests, Issues

People

Complete

Owner: Organization
Commits sampled: 276 since Oct 14, 2025
Authors for half of commits: 1
Authors for 80% of commits: 49
Contributors: 321

Top committers

hmert: 54% of commits
Aaditya-Chunekar: 1% of commits
Oshgig: 1% of commits
connerlambden: 1% of commits
Godswill-code: 1% of commits

Sources: Commits, Contributors

Stars

Complete

Mostly organic, confidence high

Bars show stars gained each week. Orange bars overlap a burst.

Bursts

Apr 5, 2015 to Apr 9, 2015: about 109 more stars than usual, peak 53 in one day, a spike that tapers off. No outside explanation found, so this burst is unexplained.
Jul 22, 2015 to Jul 31, 2015: about 455 more stars than usual, peak 142 in one day, a spike that tapers off. Outside explanation: a jump in forks.
May 14, 2017 to May 17, 2017: about 72 more stars than usual, peak 29 in one day, a spike that tapers off. Outside explanation: a jump in forks.
Dec 18, 2017 to Dec 29, 2017: about 1.5k more stars than usual, peak 335 in one day, a spike that tapers off. Outside explanation: a jump in forks.
Feb 25, 2020 to Feb 26, 2020: about 201 more stars than usual, peak 109 in one day, a spike that tapers off. Outside explanation: a jump in forks.
Apr 18, 2020 to Apr 28, 2020: about 702 more stars than usual, peak 126 in one day, a spike that tapers off. Outside explanation: a jump in forks.
May 21, 2020 to May 21, 2020: about 81 more stars than usual, peak 91 in one day, a spike that tapers off. Outside explanation: a jump in forks.
Jul 15, 2020 to Jul 22, 2020: about 582 more stars than usual, peak 176 in one day, a spike that tapers off. Outside explanation: a jump in forks, a jump in issues and pull requests.
Nov 11, 2020 to Nov 13, 2020: about 120 more stars than usual, peak 84 in one day, a spike that tapers off. No outside explanation found, so this burst is unexplained.
Nov 24, 2020 to Nov 24, 2020: about 154 more stars than usual, peak 160 in one day, a spike that tapers off. No outside explanation found, so this burst is unexplained.
Apr 24, 2021 to Apr 27, 2021: about 105 more stars than usual, peak 65 in one day, a spike that tapers off. Outside explanation: a jump in issues and pull requests.
Jun 18, 2021 to Jun 22, 2021: about 552 more stars than usual, peak 185 in one day, a shape we can't classify. No outside explanation found, so this burst is unexplained.
Jul 30, 2021 to Aug 3, 2021: about 82 more stars than usual, peak 48 in one day, a spike that tapers off. We couldn't check for an outside explanation.
Jan 6, 2022 to Jan 8, 2022: about 78 more stars than usual, peak 46 in one day, a spike that tapers off. No outside explanation found, so this burst is unexplained.
Mar 27, 2022 to Mar 29, 2022: about 97 more stars than usual, peak 75 in one day, a spike that tapers off. We couldn't check for an outside explanation.
Sep 21, 2022 to Sep 22, 2022: about 110 more stars than usual, peak 75 in one day, a spike that tapers off. We couldn't check for an outside explanation.
Feb 6, 2023 to Feb 7, 2023: about 91 more stars than usual, peak 78 in one day, a spike that tapers off. We couldn't check for an outside explanation.
Apr 23, 2024 to Apr 29, 2024: about 649 more stars than usual, peak 278 in one day, a shape we can't classify. No outside explanation found, so this burst is unexplained.
Jul 12, 2024 to Jul 14, 2024: about 67 more stars than usual, peak 51 in one day, a spike that tapers off. We couldn't check for an outside explanation.
Jan 21, 2025 to Jan 24, 2025: about 68 more stars than usual, peak 43 in one day, a spike that tapers off. We couldn't check for an outside explanation.
Apr 29, 2026 to May 4, 2026: about 155 more stars than usual, peak 52 in one day, a spike that tapers off. No outside explanation found, so this burst is unexplained.

2 stars GitHub has since removed (tracked since Oct 14, 2026).

Anyone can buy stars for any repo; bursts alone don't prove the owner did.

Some star bursts have no matching forks, issues, releases, or launch coverage.
Anyone can buy stars for any repo, so this describes the star history only.
Engagement is not compared for non-code or mirror repositories.

Sources: How star history is analyzed

Risk

Complete

Flags

No risk flags.

License

Now: MIT (OSI-approved)
A year ago: MIT (OSI-approved)

Packages

No published packages found.

OpenSSF Scorecard: 4.3 out of 10 (via deps.dev).

Sources: GitHub: academic/awesome-datascience

Badge

Add this to a README to show the current verdict:

[![RepoRadar](https://reporadar.ai/academic/awesome-datascience/badge.svg)](https://reporadar.ai/academic/awesome-datascience)

Earlier verdicts

Oct 14, 2026: Healthy
Oct 14, 2026: Healthy

Computed 11 hours ago · method 2026.10.2