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Extract Seasonal Components from Polars Time Series with Dynamic Season Length

100 / 100 · Low risk

Fine to try.

By ECNU-ICALK/AutoSkill (GitHub) · data · 613 stars · scanned at commit 94c47ca

Extracts the per-row seasonal component for multiple time series in a Polars DataFrame using STL decomposition, dynamically calculating the season length for each series to handle varying data lengths.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'extract-seasonal-components-from-polars-time-series-with-dynamic' ] || [ -L ~/.agents/skills/'extract-seasonal-components-from-polars-time-series-with-dynamic' ]; then echo 'A skill folder named extract-seasonal-components-from-polars-time-series-with-dynamic already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/ECNU-ICALK/AutoSkill' "$d" && git -C "$d" checkout --quiet '94c47ca488d4ba4117d20272e66d49b9877e68cf' -- 'SkillBank/ConvSkill/english_gpt4_8/extract-seasonal-components-from-polars-time-series-with-dynamic' && mkdir -p ~/.agents/skills && cp -R "$d"/'SkillBank/ConvSkill/english_gpt4_8/extract-seasonal-components-from-polars-time-series-with-dynamic' ~/.agents/skills/'extract-seasonal-components-from-polars-time-series-with-dynamic' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'extract-seasonal-components-from-polars-time-series-with-dynamic' ~/.claude/skills/'extract-seasonal-components-from-polars-time-series-with-dynamic' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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