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MaxHalford
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MaxHalford/prince

:crown: Multivariate exploratory data analysis in Python — PCA, CA, MCA, MFA, FAMD, GPA

Python ◇ ca MIT
★1.5KSTARS
⑂197FORKS
!2ISSUES
🏆#6,874GLOBAL RANK
🔥2DAYS TRENDING
🚀
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⚡ Executive Summary & Quick Facts

Authoritative Source

prince is prince is an open-source project written in Python: :crown: Multivariate exploratory data analysis in Python — PCA, CA, MCA, MFA, FAMD, GPA..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), MaxHalford/prince has accumulated 1,489 GitHub stars and 197 forks. It is written in Python, licensed under MIT, and ranks #6,874 globally. It is actively maintained with the latest commit recorded on Nov 13, 2026.”
Repository MaxHalford/prince ↗
Primary Category ca
Language & Stack Python
Software License MIT
Community Traction ★ 1.5K stars · ⑂ 197 forks · #6,874 globally
Maintenance ● Active (Last commit: Nov 13, 2026) · 2 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🛡️ Repository Maintenance & Health Audit (2026)

Health Score: 97/100 · Grade A+
✅
Is prince actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, prince is actively maintained. Continuous telemetry recorded the last code commit on Nov 13, 2026 (0 days ago). Supported by 1,489 stars and 197 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 13, 2026
0 days since last push
Issue Backlog
2 Open Issues
Healthy Issue Cadence
Community Backing
197 Forks
1.5K Stars Recorded
Software License
MIT
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for MaxHalford/prince
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Momentum

+37

STARS · LAST 30 DAYS

1

PER DAY

#1,013

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+37+90
Per day111
Forks gained+1+4+10

prince gained 37 stars in the last 30 days, about 1 a day, and now has 1.5K. It is about 10 years old and has averaged roughly 149 stars a year. It ranks #1,013 among Python repositories and #6,874 across all languages on GitHubRepo.

Trending Record

prince has maintained a continuous presence across global trending indexes, peaking at #12353. Below is the 30-day activity profile:

💡 Overview

prince is an open-source project written in Python: :crown: Multivariate exploratory data analysis in Python — PCA, CA, MCA, MFA, FAMD, GPA.

Engineered for speed, consistency, and developer ease, it solves common hurdles in ca, correspondence-analysis, factor-analysis. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install prince

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

prince coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Production System Integration

Embed prince into Python backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open MIT license.

🚀 Getting Started

1

Install prince using your package manager: `pip install prince`

2

Initialize your project workspace or configuration file for prince.

3

Import prince into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `prince --help` to verify successful setup.

👍 Strengths

Active community backing with 1,489 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

MaxHalford/prince is currently ranked #6,874 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#6,869 apache/ratis Java ★ 1.5K Compare ↗
#6,869 mpusz/mp-units C++ ★ 1.5K Compare ↗
#6,869 tinyfish-io/agentql Python ★ 1.5K Compare ↗
#6,872 wieslawsoltes/Dock C# ★ 1.5K Compare ↗
#6,872 rsyncOSX/RsyncUI Swift ★ 1.5K Compare ↗
#6,874 MaxHalford/prince This Project Python ★ 1.5K
#6,874 brianmario/yajl-ruby C ★ 1.5K Compare ↗
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Frequently Asked Questions

What does prince do? +

:crown: Multivariate exploratory data analysis in Python — PCA, CA, MCA, MFA, FAMD, GPA

Is prince actively maintained in 2026? +

Yes, prince is actively maintained. The latest code push was recorded on Nov 13, 2026 (0 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 1,489 stars and 2 open issues.

What language is prince written in? +

The primary language is Python. Topics include: ca, correspondence-analysis, factor-analysis, famd, mca.

How many stars does prince have? +

prince has 1,489 stars and 197 forks on GitHub.

How does prince rank among GitHub repositories? +

With 1,489 stars, MaxHalford/prince is ranked #6,874 globally across all repositories tracked on GitHubRepo and #1,013 among Python projects.

What license is prince distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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