data-audit
Scans notebooks for data file references and verifies each file exists on disk. Use when checking for broken data paths.
它会碰到什么
扫了多少1 个文本文件,2 KB
它会碰到什么不碰外部(只输出文字)
命中总数0 处
命中统计严重 0 · 高 0 · 中 0 · 低 0
这一栏是扫描器报的事实,不是结论。命中多不等于有毒(安全工具、规则库、示例脚本本来就会包含危险写法),命中少也不等于干净。它和你手上的凭据、文件、网络有什么关系,需要你自己看。
技能内容
Audit Data References
Scan all notebooks for data file references and verify they exist on disk.
Steps
- Scan all
.ipynbfiles innotebooks/for data loading patterns:
- Python:
pd.read_csv(...),pd.read_stata(...),pd.read_excel(...),pd.read_parquet(...),open(...),np.loadtxt(...) - R:
read.csv(...),read_csv(...),read.dta(...),haven::read_dta(...),readxl::read_excel(...),load(...) - Stata:
use "...",import delimited "...",import excel "...",insheet using "..." - Also check the
.mdJupytext pairs for the same patterns
- Extract every referenced file path and normalize it:
- Resolve relative paths from the notebook's directory (
notebooks/) - Resolve paths using
DATA_DIR,RAW_DATA_DIRfromconfig.py/config.R
- Check that each referenced file exists in
data/rawData/ordata/
- Scan
data/rawData/anddata/for all data files present on disk
- Report three categories:
Resolved — referenced and found:
- File path, which notebook references it, line/cell number
Broken — referenced but not found:
- File path as written in code, which notebook, suggested fix (closest matching file, or note that it may need to be downloaded)
Undocumented — on disk but never referenced by any notebook:
- File path in
data/rawData/ordata/that no notebook loads
- Print a summary: total references, resolved, broken, undocumented files
Error handling
- If no notebooks exist, report "No notebooks found" and stop.
- If
data/rawData/does not exist, warn but continue checkingdata/.
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原文件路径
skills/29-quarcs-lab-project20XXy/dot-claude/skills/data-audit/SKILL.md同一个仓库里的其他技能
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