使い方
- インストールコマンドをコピーし、自分の環境へ導入する前にソースを確認します。
- 必要なツール、認証情報、対応環境を原文で確認します。
- 入力と成果物を指定し、出力を資料と照合します。
npx skills add https://github.com/probabl-ai/skore-skills --skill plot-ml-figure開始前の確認
- 導入にはモデル契約、API枠、ファイルへのアクセス許可は含まれません。
- スター数や導入数は活動の指標であり、独立した品質・安全性試験ではありません。
見出し、例、コード、表、リンク、参照画像を含む原文を表示しています。
Plot ML Figure
Worker. Callers own the file and the turn. Do not git end-turn.
Details: references/when.md.
Sequence
- If a skore report or sklearn Display already plots this,
use it. Stop.
- If interactivity (hover, zoom, pan) is the requirement:
Plotly Express. Write <caller-figure-dir>/<slug>.html with include_plotlyjs=True (inline, offline). explore-ml-data uses data_analysis/. Do not overwrite that caller’s owned HTML (e.g. data_analysis_<slug>.html). The caller embeds <iframe src="<slug>.html" width="100%" height="640"></iframe> in its markdown beside the implication. Do not add kaleido unless the user asked to export a static image. No Dash. Do not use a CDN.
- If the plot is statistical on a tidy DataFrame (distribution,
categorical compare, relationship, heatmap, pairplot, facet): seaborn figure-level when a notebook will display it ( displot, relplot, catplot, pairplot, heatmap via FacetGrid / axes only if already on a grid). Not a plt.subplots loop and not a for over columns with a trailing g. One figure-level call as the last expression; facet with col= / col_wrap. Save PNG, leave the figure/grid as the last expression. Never plt.close.
- If it is a simple Series/DataFrame
bar/line/hist/
area from the index or a few columns, no statistical overlay: df.plot(...). Save the figure (ax.figure.savefig(...)), leave ax.figure (or the axes) visible. Never plt.close.
- Else matplotlib. Last resort. In a notebook still save and
display; do not plt.close.
Notebook cells: save for the caller markdown and show the figure in the notebook. plt.close is for non-notebook scripts only (evaluate/audit scratch probes if they are not notebooks).
Polars → pandas at the plot boundary. Missing import → add-python-package if installed; else name the package and return. api get before new symbols.
Missing this skill from a caller → that caller one-line skips and still follows this tree.
Stop conditions
- Do not write a long matplotlib script for a hist, box, or bar
of a Series.
- Do not load
choose-python-libraryfor matplotlib vs seaborn
vs plotly.
- Do not
pixi add/uv add/env add. - Do not install plotly on the default EDA path.
- Do not
plt.closea figure that should appear in a notebook.
