Built something? We create video reels & spotlights for GitHub projects.Promote your project →
facebookresearch
Home / Python / balance

facebookresearch/balance

The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.

Python ◇ developer-tools MIT
★779STARS
⑂62FORKS
!26ISSUES
🏆#9,983GLOBAL RANK
🔥1DAYS TRENDING
🚀
Maintainer Growth Kit for balance

Claim this project, add your verified backlink badge to your README, and download milestone cards.

Claim Repo

⚡ Executive Summary & Quick Facts

Authoritative Source

balance is balance is an open-source project written in Python: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), facebookresearch/balance has accumulated 779 GitHub stars and 62 forks. It is written in Python, licensed under MIT, and ranks #9,983 globally. It is actively maintained with the latest commit recorded on Nov 13, 2026.”
Repository facebookresearch/balance ↗
Primary Category developer tools
Language & Stack Python
Software License MIT
Community Traction ★ 779 stars · ⑂ 62 forks · #9,983 globally
Maintenance ● Active (Last commit: Nov 13, 2026) · 26 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: 93/100 · Grade A+
✅
Is balance actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, balance is actively maintained. Continuous telemetry recorded the last code commit on Nov 13, 2026 (0 days ago). Supported by 779 stars and 62 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

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

Star History

Continuous Observations
Interactive star growth chart for facebookresearch/balance
CSV
⭐ VIRAL README KIT & BACKLINKS

Add Live Star History & Verified Badges to README.md

Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.

Open README on GitHub ↗
Option 1: Interactive Star History Chart Dynamic SVG

Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.

facebookresearch/balance Star History Preview
markdown
[![Star History Chart](https://githubrepo.cloud/api/badge/chart/facebookresearch/balance.svg?theme=dark)](https://githubrepo.cloud/repo/facebookresearch/balance?utm_source=readme_chart)
Direct SVG Link ↗
Option 2: Verified Live Badges Suite Shields.io Style

Compact badges for your README header. Real-time stars, velocity, health audit, and rank.

Featured badge Stars badge Velocity badge Health badge Rank badge
markdown (all 5 badges)
[![Featured on GitHubRepo.cloud](https://githubrepo.cloud/badge/facebookresearch/balance.svg?metric=featured)](https://githubrepo.cloud/repo/facebookresearch/balance?utm_source=readme_badge) [![GitHubRepo Stars](https://githubrepo.cloud/badge/facebookresearch/balance.svg?metric=stars)](https://githubrepo.cloud/repo/facebookresearch/balance?utm_source=readme_badge) [![GitHubRepo Velocity](https://githubrepo.cloud/badge/facebookresearch/balance.svg?metric=velocity)](https://githubrepo.cloud/repo/facebookresearch/balance?utm_source=readme_badge) [![Maintenance Health](https://githubrepo.cloud/badge/facebookresearch/balance.svg?metric=health)](https://githubrepo.cloud/repo/facebookresearch/balance?utm_source=readme_badge) [![Global Rank](https://githubrepo.cloud/badge/facebookresearch/balance.svg?metric=rank)](https://githubrepo.cloud/repo/facebookresearch/balance?utm_source=readme_badge)

Momentum

+19

STARS · LAST 30 DAYS

1

PER DAY

#1,441

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+19+90
Per day111
Forks gained+1+3+10

balance gained 19 stars in the last 30 days, about 1 a day, and now has 779. It is about 4 years old and has averaged roughly 195 stars a year. It ranks #1,441 among Python repositories and #9,983 across all languages on GitHubRepo.

Trending Record

balance has maintained a continuous presence across global trending indexes, peaking at #14010. Below is the 30-day activity profile:

💡 Overview

balance is an open-source project written in Python: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.

Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. 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 balance

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

balance 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 balance 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 balance using your package manager: `pip install balance`

2

Initialize your project workspace or configuration file for balance.

3

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

4

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

👍 Strengths

Active community backing with 779 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

P
public-apis/public-apis ★ 497.3K Python

A collective list of free APIs

Compare ↗
F

:books: Freely available programming books

Compare ↗
P

Curated list of project-based tutorials

Compare ↗
H
NousResearch/hermes-agent ★ 257.2K Python

The agent that grows with you

Compare ↗

👥 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

facebookresearch/balance is currently ranked #9,983 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#9,973 samuelfaj/distill Rust ★ 781 Compare ↗
#9,979 Fody/MethodTimer C# ★ 780 Compare ↗
#9,979 dgageot/demoit JavaScript ★ 780 Compare ↗
#9,979 argoproj-labs/gitops-promoter Go ★ 780 Compare ↗
#9,979 flashrt-project/FlashRT C++ ★ 780 Compare ↗
#9,983 facebookresearch/balance This Project Python ★ 779
#9,983 gre/gl-transition-libs JavaScript ★ 779 Compare ↗
#9,983 buildfarm/buildfarm Java ★ 779 Compare ↗
#9,983 jonathanpeppers/dotnes C# ★ 779 Compare ↗
#9,983 awslabs/soci-snapshotter Go ★ 779 Compare ↗
#9,983 abhinav/git-spice Go ★ 779 Compare ↗
SPONSORED Trending Developer Tools & Services

Frequently Asked Questions

What does balance do? +

The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.

Is balance actively maintained in 2026? +

Yes, balance is actively maintained. The latest code push was recorded on Nov 13, 2026 (0 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 779 stars and 26 open issues.

What language is balance written in? +

The primary language is Python. Topics include: software.

How many stars does balance have? +

balance has 779 stars and 62 forks on GitHub.

How does balance rank among GitHub repositories? +

With 779 stars, facebookresearch/balance is ranked #9,983 globally across all repositories tracked on GitHubRepo and #1,441 among Python projects.

What license is balance distributed under? +

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

From our network
FOR MAINTAINERS

Built something? Put it in front of millions of developers.

We make a short reel about your project and post it across YouTube, Instagram, Threads, and X. Send a link, we do the rest.

SPONSORED Sponsored Partner