sarima

GitHub

该技能用于季节性时间序列预测。通过确认频率和周期,验证数据质量后,调用SARIMA模型进行计算,并生成图表报告参数、误差及预测区间,数据不足时不强行拟合。

skills/sarima/SKILL.md Zafer-Liu/Data-Analysis-Agent

Trigger Scenarios

需要预测具有季节性特征的时间序列数据 请求对历史数据进行季节性趋势分析和未来值估算

Install

npx skills add Zafer-Liu/Data-Analysis-Agent --skill sarima -g -y
More Options

Use without installing

npx skills use Zafer-Liu/Data-Analysis-Agent@sarima

指定 Agent (Claude Code)

npx skills add Zafer-Liu/Data-Analysis-Agent --skill sarima -a claude-code -g -y

安装 repo 全部 skill

npx skills add Zafer-Liu/Data-Analysis-Agent --all -g -y

预览 repo 内 skill

npx skills add Zafer-Liu/Data-Analysis-Agent --list

SKILL.md

Frontmatter
{
    "icon": "🌊",
    "name": "sarima",
    "description": "使用 SARIMA 建模季节性时间序列预测(forecast)",
    "allowedTools": [
        "get_schema",
        "query_data",
        "run_analysis",
        "generate_chart"
    ]
}

SARIMA 预测

确认时间频率和季节周期,检查数据长度能否覆盖足够周期。执行季节模型与时间验证,报告参数、误差、预测区间和季节模式;数据不足时不要强行拟合。

Tool routing

  1. Use get_schema to identify the time column, target column, seasonal frequency, and source table.
  2. Use query_data only to verify sorted frequency, missing periods, and enough seasonal cycles.
  3. Use run_analysis with analysis_name="Time_Series_SARIMA" for the actual forecast computation.
  4. Use generate_chart on forecast or seasonal diagnostic result tables after run_analysis succeeds.

Implementation reference

  • Tool entry: agent/tools/business/data.py::_tool_run_analysis
  • Analysis registry: Function/Analyze/registry.py
  • Analysis implementation: Function/Analyze/Time_Series_SARIMA/analyze.py
  • Chart implementation: Function/Charts_generation/chart_generate.py

Version History

  • d6a2c3e Current 2026-07-24 12:12

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Metadata

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Version
d6a2c3e
Hash
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Indexed
2026-07-24 12:12

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