Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
Profile tree
Data from GitHub API- Contributions: 7,693. Past 12 months.
- Followers: 16,934. People who follow you.
- Total stars: 28,769. Across all repos.
- Following: 56. People you follow.
- Public repos: 32. Owned, non-fork.
A living snapshot
Every leaf is a headline number from Wes McKinney’s public GitHub. The canopy fills out as the work grows - sway and all.
- 7,693 Contributions Past 12 months
- 17K Followers People who follow you
- 29K Total stars Across all repos
- 56 Following People you follow
- 32 Public repos Owned, non-fork
Data from GitHub API · refreshed in real time
What your GitHub says
Based on public GitHub activity · how this is calculated
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Python is the largest language share across analyzed repositories, at 48%.
High confidence
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Public visibility is concentrated: the top 3 analyzed repositories account for 97% of total stars, led by pydata-book.
Medium confidence
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Public GitHub activity is implementation-heavy: commits account for 67% of tracked contribution activity.
Medium confidence
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Most analyzed repositories (21 of 32) show no public activity in over a year.
Medium confidence
Profile health
Signals from analyzed public data
Strong
- 7,693 contributions in the trailing year
- 125-day current streak
Needs work
- 3 of 32 analyzed repositories are actively maintained
- 28,769 stars across analyzed repositories
Needs work
- 13 of 32 analyzed repositories have no description
- 32 of 32 have no topic tags
Needs work
- 3 of 32 analyzed repositories were pushed to in the last 6 months
- 21 show no public activity in over a year
Developing
- 2,302 pull requests and 63 code reviews in the trailing year
- 966 repositories starred
Recruiter snapshot
A skim of public evidence, not a hiring judgement
Largest language shares across analyzed repositories
Analyzed repositories rated established or maintained
Public pull requests and code reviews in the trailing year
Summed across analyzed repositories
Calendar months with at least one tracked contribution
Strongest signals
- 7,693 contributions in the trailing year
- Python 48.3%
- C++ 21.6%
- HTML 14.6%
- Jupyter Notebook 8.8%
- CMake 1.5%
- JavaScript 1.3%
- Other 4.0%
- Backend 100
- Data 100
- DevOps 54
- Frontend 31
- Embedded 31
- Mobile 0
- AI 0
- Security 0
- Game Dev 0
Wes McKinney is a developer on GitHub whose public work is written mostly in Python, which accounts for roughly 48% of their committed code, alongside C++ and HTML. Their account holds 32 public repositories, collecting 28,769 stars in total, led by pydata-book at 24,950. In the trailing year the account logged 7,693 contributions, including a longest run of 125 consecutive active days. Wes McKinney has been on GitHub since 2010 and is followed by 16,934 developers.
This overview is generated from Wes McKinney’s public GitHub activity at the time of the last refresh. Figures cover public repositories and the trailing twelve months of contributions.
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01
Add topics to pydata-book
Low impactpydata-book has no topic tags, making its technology harder to discover.
pydata-book → -
02
Add topics to feather
Low impactfeather has no topic tags, making its technology harder to discover.
feather → -
03
Add topics to moneyflow
Low impactmoneyflow has no topic tags, making its technology harder to discover.
moneyflow → -
04
Add topics to vbench
Low impactvbench has no topic tags, making its technology harder to discover.
vbench → -
05
Add topics to vldb-2019-apache-arrow-workshop
Low impactvldb-2019-apache-arrow-workshop has no topic tags, making its technology harder to discover.
vldb-2019-apache-arrow-workshop →
How these are calculated: see the methodology page .
Feather: fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow
Moneyflow: Personal Finance Data Interface for Power Users (supporting backends like Monarch Money, YNAB)
vbench: A tool for benchmarking your code through time, for showing performance improvement or regressions
Design documents and code for the pandas 2.0 effort.
Materials for Apache Arrow workshop at VLDB 2019
Bayesian State Space and Dynamic Models
Browse, search, and revisit your AI coding sessions.
Materials for PyData at Strata/Hadoop World San Jose 2015
Archive a lifetime of email and chat. Offline search, analytics, and AI query over your full message history. Powered by SQLite and DuckDB
Continuous background code review database for agents, work faster and smarter with accountability for every line of generated code.
Local-first issue tracking for AI-assisted software work, with an agent-friendly CLI and human-facing TUI
Local-first session search, analytics, insights, and token use statistics for coding agents, supporting Claude Code, Codex, and more than 20 other agents.
Apache Arrow is the universal columnar format and multi-language toolbox for fast data interchange and in-memory analytics
Local-first maintainer console with built-in agent workspaces: triage PRs, issues, and CI across GitHub, GitLab, Forgejo, and Gitea, then turn any item into a worktree session running your coding agent. One binary, no inbox.
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pydata-book 24,950 ★
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
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feather 2,757 ★
Feather: fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow
-
pandas2 303 ★
Design documents and code for the pandas 2.0 effort.
-
moneyflow 274 ★
Moneyflow: Personal Finance Data Interface for Power Users (supporting backends like Monarch Money, YNAB)
-
vbench 244 ★
vbench: A tool for benchmarking your code through time, for showing performance improvement or regressions
-
Browse, search, and revisit your AI coding sessions.
Public visibility is concentrated in a small number of projects - these are the strongest candidates to feature on a resume.
Leading repository: pydata-book (24,950 stars, 28,769 total across analyzed repositories)
Technology breakdown
Derived from repository languages and topics - horizontal bars, never a pie.
Languages
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Python 48%
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C++ 22%
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HTML 15%
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Jupyter Notebook 9%
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CMake 1%
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JavaScript 1%
README, contributing-guide and GitHub Actions badges below are detected by exact filename on each repository’s default branch - they report presence, not quality.
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pydata-book DevelopingPopularity 100Discoverability 50Maintenance 40README No contributing guide No CI workflow
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moneyflow MaintainedPopularity 1Discoverability 75Maintenance 100README No contributing guide CI: 4 workflows
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conbench-tmp MaintainedPopularity 0Discoverability 50Maintenance 65No README No contributing guide No CI workflow
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feather DevelopingPopularity 8Discoverability 50Maintenance 40README No contributing guide No CI workflow
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wesm MaintainedPopularity 0Discoverability 0Maintenance 85README No contributing guide No CI workflow
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llm-arithmetic-benchmark DevelopingPopularity 0Discoverability 25Maintenance 40README No contributing guide No CI workflow
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video-assets DevelopingPopularity 0Discoverability 25Maintenance 40No README No contributing guide No CI workflow
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pandas2 ArchivedPopularity 1Discoverability 50Maintenance 0README No contributing guide No CI workflow
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vbench DormantPopularity 1Discoverability 50Maintenance 0README No contributing guide No CI workflow
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archived-agent-session-viewer ArchivedPopularity 0Discoverability 50Maintenance 0README No contributing guide CI: 1 workflow
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dataframe-protocol DormantPopularity 0Discoverability 50Maintenance 0README No contributing guide No CI workflow
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strata-sj-2015 DormantPopularity 0Discoverability 50Maintenance 0README No contributing guide No CI workflow
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আপনি যা কিছু টাইপ করেন তা এই ব্রাউজারে (localStorage) থেকে যায়। কিছুই আপলোড করা হয় না।
আপনার তথ্য যোগ করুন
PDF রপ্তানি একটি স্ট্যান্ডার্ড PDF ফন্ট ব্যবহার করে যাতে এই স্ক্রিপ্টের গ্লিফ নেই, তাই এর অংশের শিরোনাম ইংরেজিতে থাকে। Word (.docx) রপ্তানি পূর্ণ অনূদিত - এই ভাষায় রিজিউমের জন্য সেটি ব্যবহার করুন।
Repository explorer
→
| Name | Language | Stars | Forks | Size | Updated |
|---|
No repositories match those filters.
Coding statistics
→
Contribution patterns
→
By year
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2026
6,868
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2025
995
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2024
592
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2023
10
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2022
48
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2021
46
By day of week
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Sun
995
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Mon
1,296
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Tue
1,010
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Wed
1,211
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Thu
1,135
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Fri
994
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Sat
1,052
Best coding day: Mon
By month (last 12)
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Oct
672
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Nov
60
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Dec
65
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Jan
581
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Feb
659
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Mar
457
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Apr
1,229
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May
783
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Jun
495
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Jul
1,068
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Aug
962
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Sep
634
GitHub journey
→
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July 2010
Joined GitHub
Created the @wesm account.
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January 2011
Created first repository
Published statlib, the oldest repository still on the account.
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January 2011
First starred repository
statlib is the earliest-created repository to have earned stars.
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February 2015
Reached 10 repositories
strata-sj-2015 was the 10th public repository created.
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June 2026
Most productive year: 2026
6,868 contributions recorded in 2026, more than any other year on record.
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June 2026
Latest repository
conbench-tmp is the most recently created repository.
Developer evolution
Your GitHub career, year by year.
→
Shifted from Python to Jupyter Notebook.
- Repos this year
- 2
- Total repos
- 7
- Stars, as of today
- 25k
Shifted from Jupyter Notebook to Python.
- Repos this year
- 2
- Total repos
- 9
- Stars, as of today
- 25k
Went deeper into Python.
- Repos this year
- 2
- Total repos
- 11
- Stars, as of today
- 25k
Shifted from Python to JavaScript.
- Repos this year
- 2
- Total repos
- 13
- Stars, as of today
- 28k
Shifted from JavaScript to C++.
- Repos this year
- 5
- Total repos
- 18
- Stars, as of today
- 28k
Went deeper into C++.
- Repos this year
- 3
- Total repos
- 21
- Stars, as of today
- 28k
Shifted from C++ to Jupyter Notebook.
- Repos this year
- 1
- Total repos
- 22
- Stars, as of today
- 28k
Shipped 2 repositories.
- Repos this year
- 2
- Total repos
- 24
- Stars, as of today
- 28k
Started with Python.
- Repos this year
- 1
- Total repos
- 25
- Stars, as of today
- 28k
- Contributions
- 592
Went deeper into Python.
- Repos this year
- 3
- Total repos
- 28
- Stars, as of today
- 29k
- Contributions
- 995
Went deeper into Python.
- Repos this year
- 4
- Total repos
- 32
- Stars, as of today
- 29k
- Contributions
- 6,868
Built from wesm’s public, non-fork repositories. Star totals reflect current counts, not historical snapshots.
Achievements
7 / 9 unlocked
Open source activity
Language evolution
The primary languages of repositories created each year.
- Python
- Jupyter Notebook
- Python
- Python
- JavaScript
- Python
- Batchfile
- C++
- Shell
- C++
- Jupyter Notebook
- Jupyter Notebook
- Python
- HTML
- Python
- HTML
- Python
Repository growth
Repositories created per year, and the running total.
Language tree
Built automatically from repository languages and topics.
Programming Languages →
- Python
- C++
- HTML
- Jupyter Notebook
- CMake
- JavaScript