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Transparency Python Packages

Python packages with the GitHub topic transparency. Sorted by relevance, with stars and monthly downloads.
interpretml
interpret-core

Fit interpretable models. Explain blackbox machine learning.

944K 7K 784
interpretml
interpret

Fit interpretable models. Explain blackbox machine learning.

429K 7K 784
ottenbreit-data-science
aplr

APLR builds predictive, interpretable regression and classification models using Automatic Piecewise Linear Regression. It often rivals tree-based methods in predictive accuracy while offering smoother and interpretable predictions.

224K 23 5
exaxorg
accelerator

The Accelerator is a tool for fast and reproducible processing of eBay-scale datasets on a single computer.

38K 4 2
NDelventhal
cot-reports

cot_reports is a Python library for fetching the Commitments of Trader reports of the Commodity Futures Trading Commission (CFTC). The following COT reports are supported: Legacy Futures-only, Legacy Futures-and-Options Combined, Supplemental Futures-and-Options Combined, Disaggregated Futures-only, Disaggregated Futures-and-Options Combined, Traders in Financial Futures (TFF) Futures-only and Traders in Financial Futures (TFF) Futures-and-Options Combined.

14K 188 53
MAIF
shapash

🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

8K 3K 385
CAIIVS
raitap

Fully integrated pipeline to assess the transparency & robustness of AI models

5K 1 1
mnemom
agent-alignment-protocol

Agent Alignment Protocol — the missing trust layer for the agent stack

2K 6 0
tensorflow
model-card-toolkit

A toolkit that streamlines and automates the generation of model cards

2K 449 89
openpolicedata
openpolicedata

The OpenPoliceData (OPD) Python library is the most comprehensive centralized public access point for incident-level police data in the United States. OPD provides easy access to 550+ incident-level datasets from 236 police agencies and 11 entire states. Types of data include traffic stops, use of force, officer-involved shootings, and complaints.

1K 49 13
explainX
explainx

Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ ms8909@nyu.edu

855 445 58
malkreide
lobbywatch-mcp

MCP server for the Lobbywatch.ch lobby database — Swiss parliamentarians' conflicts of interest

729 0 0
Sagar-Gogineni
agentguard-eu

EU AI Act compliance middleware for AI agents. Make any LLM-powered agent legally deployable in Europe with 3 lines of code.

578 10 0
codywallace
imf-fx

High-performance Python client for IMF SDMX 3.0 exchange-rate data (USD, EUR, SDR) for financial modeling and development finance systems.

402 1 0
juandavidsernav
secop-mcp-server

MCP Server para consultar contratación pública de Colombia (SECOP I y II)

381 1 1
onurhakki
theohe-epias

Energy Exchange Istanbul (EXIST) or Enerji Piyasaları İşletme A.Ş. (EPİAŞ) by its Turkish name is an energy exchange company.

357 2 0
holgerd77
django-public-project

Custom CMS for making public projects, political processes or enquiry commission work more transparent

347 24 11
SachiHarshitha
copilot-usage

Local-first Copilot usage analytics — token tracking, premium estimates, and dashboard

324 7 3
cosmicBboy
themis-ml

A library that implements fairness-aware machine learning algorithms

293 126 27
AI-Provenance-Protocol
ai-provenance-protocol

Official Python SDK for the AI Provenance Protocol

248 0 0
interpretml
powerlift

Interactive Benchmarking for Machine Learning.

242 7K 784
apparebit
shantay

investigating the EU's DSA transparency database

238 3 1
diputs-sudo
hyperassist

A modular tool for analyzing machine learning training logs and hyperparameters. It helps developers and researchers gain insight into training dynamics, surface anomalies, and improve model performance through informed tuning.

154 4 0
codeforboston
npdi-oas

A national archive of police data collected by journalists, lawyers, and activists around the country.

136 58 102
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