Individual skill
univariate-analysis
【单变量分析】当用户提到"分析某个/某些特征"、"看看xxx特征"、"xxx特征分布"、"帮我分箱"、"交叉分布"、"筛选特征"、"分析一下xxx"等涉及少量特征分析的请求时使用。支持两种模式:(1) 无目标变量:等频/等距分箱分布、交叉分布表;(2) 有目标变量:IV值和分箱明细。适用场景关键词:分析特征、看特征、特征分布、分箱、交叉分析、IV值、单个特征、几个特征。与 feature-analysis 的区别:聚焦少量特征的快速分析,不含全量相关性和方案推荐。
DianJin-SKILLS/financial-engineering-expert/univariate-analysis/SKILL.md
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- financial-large-language-model Repository topic
- engineering Derived category
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SKILL.mdcore · 6,962 bytesSKILL.mdcore · 6,962 bytesSKILL.mdcore · 6,962 bytesSKILL.mdcore · 6,962 bytesSKILL.mdcore · 6,962 bytesSKILL.mdcore · 6,962 bytesSKILL.mdcore · 6,962 bytesSKILL.mdcore · 6,962 bytes_vendor/__init__.pyruns · 321 bytes_vendor/data/__init__.pyruns · 989 bytes_vendor/data/loading.pyruns · 3,239 bytes_vendor/data/missing.pyruns · 6,431 bytes_vendor/data/splitting.pyruns · 20,407 bytes_vendor/data/woe_transform.pyruns · 8,666 bytes_vendor/data_utils.pyruns · 1,325 bytes_vendor/result_emitter.pyruns · 7,477 bytesscripts/analyzer.pyruns · 26,989 bytesscripts/binning.pyruns · 14,152 bytesscripts/cross_distribution.pyruns · 6,101 bytes
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# 单变量分析 (portable)
基于 `scripts/analyzer.py` 主脚本,对指定特征进行单变量级别的分布分析或预测力评估。
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## 功能定位
| 模式 | 目标变量 | 核心功能 | 使用场景 |
|------|:--------:|----------|----------|
| 数据探索模式 | ❌ 无 | 分布分析、交叉分布 | 刚上传数据、初步了解特征分布 |
| 特征筛选模式 | ✅ 有 | IV值、分箱表、筛选建议 | 建模前快速筛选特征 |
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