Content
65%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body delivers a concrete, executable four-step analysis pipeline with strong actionability, but it lacks validation/feedback checkpoints in its workflow and keeps all lengthy code inline. It is mostly lean yet carries a few obvious restating comments.
Suggestions
Add validation checkpoints after data cleaning (verify row counts before/after dropna, check dtypes) and a validate→fix→retry loop for the visualization/export steps so workflow clarity can exceed 2.
Trim comments that restate obvious code behavior (e.g. '# 过滤有效数据') and keep only non-obvious domain tips (Chinese font config, utf-8-sig encoding) to tighten conciseness.
Move the lengthy Step3 visualization block into a referenced file such as references/visualize.py, keeping SKILL.md as a concise overview, to improve progressive disclosure.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is mostly efficient executable code with useful domain tips (SimHei font, utf-8-sig, jitter), but several comments restate obvious behavior (e.g., '# 过滤有效数据', '# 假设 target_col_x...') and could be trimmed, fitting the 'mostly efficient but could be tightened' anchor. | 2 / 3 |
Actionability | Each step provides fully executable Python with real imports and concrete operations (groupby/agg, pivot_table, scipy.linregress, savefig, to_csv), making the examples copy-paste ready as the score-3 anchor requires. | 3 / 3 |
Workflow Clarity | The Step1–Step4 sequence is clearly labeled, but there are no validation checkpoints or feedback loops; because data cleaning with dropna and batch processing are destructive/batch operations, the scoring notes cap workflow clarity at 2. | 2 / 3 |
Progressive Disclosure | Content is organized into four labeled steps with one clearly signaled parent-workflow reference, but the lengthy Step3 visualization code is fully inline with no overview/advanced split or referenced file, matching the 'content that should be separate is inline' anchor. | 2 / 3 |
Total | 9 / 12 Passed |