data-cleaning

Data cleaning, preprocessing, and quality assurance techniques

安装方式

默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。

用 Codex 或 Claude 帮你安装复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。

直接命令不会经过审查 Prompt；运行前请先检查来源。

npx skills add https://github.com/pluginagentmarketplace/custom-plugin-data-analyst --skill data-cleaning

命令会保持在同一行。复制前请横向滚动并检查完整内容。

想先保存到本地？可下载 SkillsMP 当前能够提供的文件。

决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。

文件资源管理器

6 个文件

SKILL.md

来源说明 · 只读预览

name	data-cleaning
description	Data cleaning, preprocessing, and quality assurance techniques
version	2.0.0
sasmp_version	2.0.0
bonded_agent	05-programming-expert
bond_type	SECONDARY_BOND
config	{"atomic":true,"retry_enabled":true,"max_retries":3,"backoff_strategy":"exponential"}
parameters	{"tool_preference":{"type":"string","required":true,"enum":["python","r","excel","sql"],"default":"python"},"data_size":{"type":"string","required":false,"enum":["small","medium","large"],"default":"medium"}}
observability	{"logging_level":"info","metrics":["rows_cleaned","missing_handled","duplicates_removed"]}

Master data cleaning and preprocessing techniques essential for reliable analytics.

Error Type	Cause	Recovery
Memory error	Dataset too large	Use chunking or sampling
Type conversion failed	Invalid data format	Apply preprocessing first
Encoding issues	Wrong character encoding	Detect and specify encoding
Validation failure	Data doesn't meet schema	Review and adjust validation rules