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ESC Team's credit scorecard tools.

scorecardpipeline

scorecardpipeline封装常用的风控策略分析和评分卡建模相关组件，支持pipeline式端到端评分卡建模、三方数据分析、规则集效果评估、特征有效性分析、excel报告输出、评分卡PMML导出、全流程超参数搜索等功能。核心功能：评分卡，策略分析，风控，规则挖掘，特征筛选，自动分箱

skorecard

scikit-learn compatible tools for building credit risk acceptance models

mobpy

Monotonic Optimal Binning algorithm is a statistical approach to transform continuous variables into optimal and monotonic categorical variables.

transitionmatrix

Statistical analysis and visualization of state transition phenomena

tanml

Automated validation toolkit for tabular ML models in finance and regulated domains.

roll-rate-analysis

Roll Rate Analysis python package. Both month over month and snapshot roll rate functionalities are supported. It utilizes Polars library for optimization and speed.

creditportfolioanalytics

A Python library for generating analytic tests for credit portfolio loss distributions

opennpl

openNPL is an open source platform for the management of loan performance data