Lock in $30 Savings on PRO—Offer Ends Soon! ⏳

PyData ATL Lightning Talk

Avatar for Will McGinnis Will McGinnis
June 17, 2016
Programming
0
300

PyData ATL Lightning Talk

https://www.github.com/wdm0006/git-pandas

Avatar for Will McGinnis

Will McGinnis

June 17, 2016
Tweet

More Decks by Will McGinnis

See All by Will McGinnis
I made a model, now what?
Avatar for Will McGinnis wdm0006
0
260
Encoding categorical variables with categorical encoders
Avatar for Will McGinnis wdm0006
0
450

Other Decks in Programming

See All in Programming
開発に寄りそう自動テストの実現
Avatar for Hiroki Iseri goyoki
1
890
Github Copilotのチャット履歴ビューワーを作りました～WPF、dotnet10もあるよ～ #clrh111
Avatar for KatsuYuzu katsuyuzu
0
100
AIコーディングエージェント（skywork）
Avatar for kondai kondai24
0
160
ハイパーメディア駆動アプリケーションとIslandアーキテクチャ: htmxによるWebアプリケーション開発と動的UIの局所的適用
Avatar for Ryota Nakamura nowaki28
0
420
connect-python: convenient protobuf RPC for Python
Avatar for Anuraag Agrawal anuraaga
0
400
ID管理機能開発の裏側 高速にSaaS連携を実現したチームのAI活用編
Avatar for Atsushi Kawamura (atzz/a2c) atzzcokek
0
220
複数人でのCLI/Infrastructure as Codeの暮らしを良くする
Avatar for Shoma Okamoto shmokmt
5
2.3k
モデル駆動設計をやってみよう ワークショップ開催報告(Modeling Forum2025) / model driven design workshop report
Avatar for haru860 haru860
0
260
生成AIを利用するだけでなく、投資できる組織へ
Avatar for pospome pospome
1
310
Building AI Agents with TypeScript #TSKaigiHokuriku
Avatar for izumin5210 izumin5210
6
1.3k
リリース時」テストから「デイリー実行」へ！開発マネージャが取り組んだ、レガシー自動テストのモダン化戦略
Avatar for goataka (GOAMI Takaaki) goataka
0
130
認証・認可の基本を学ぼう前編
Avatar for kaza kouyuume
0
200

Featured

See All Featured
ピンチをチャンスに：未来をつくるプロダクトロードマップ #pmconf2020
Avatar for Aki / @LoveIdahoBurger aki_iinuma
128
54k
Imperfection Machines: The Place of Print at Facebook
Avatar for Scott Boms scottboms
269
13k
Into the Great Unknown - MozCon
Avatar for Noah Learner thekraken
40
2.2k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
Avatar for panda_program panda_program
122
21k
Designing for humans not robots
Avatar for Tammie Lister tammielis
254
26k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
Avatar for Eileen M. Uchitelle eileencodes
141
34k
Building Better People: How to give real-time feedback that sticks.
Avatar for Will Jessup wjessup
370
20k
A Tale of Four Properties
Avatar for Chris Coyier chriscoyier
162
23k
Faster Mobile Websites
Avatar for Dean Hume deanohume
310
31k
Automating Front-end Workflow
Avatar for Addy Osmani addyosmani
1371
200k
What's in a price? How to price your products and services
Avatar for Michael Herold michaelherold
246
12k
StorybookのUI Testing Handbookを読んだ
Avatar for Shingo Yamazaki zakiyama
31
6.4k

Transcript

  1. Analyzing Git/ Github data with git-pandas (or: vanity metrics at

    scale)

  2. Who am I? • Will McGinnis • Write code at

    Predikto (we’re hiring) • www.predikto.com • twitter.com/willmcginnis • github.com/wdm0006

  3. What is git-pandas? • Open source library: https://github.com/wdm0006/git-pandas • Represents

    git data as pandas dataframes • Abstracts groups of repos into an object called a ProjectDirectory • Does some common analysis tasks for you

  4. Org-wide Punchcards

  5. Cumulative Blame

  6. Estimate Code Quality • “file owner” • metric for refactors

    • how long will an owner’s file go without being refactored?

  7. GitNOC

  8. None
  9. None

  10. Other things • Bus factors (for files, repos and orgs)

    • Development time estimation • Rate of change metrics (risk) • Basic datasets (commit history, file changes, branches, tags, etc.) • File owners • File details • and more: https://github.com/wdm0006/git- pandas