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Statistical Analysis

维护者 K-Dense Inc. · 最近更新 2026年3月31日

Statistical Analysis：Statistical analysis是一个systematic process ，用于 testing hypotheses 、 quantifying relationships。 Conduct hypothesis tests (t-test，ANOVA，chi-square)，回归，correlation，、 Bayesian analyses ，支持 assumption checks 、 APA reporting。

Claude CodeOpenClawNanoClaw分析处理写作整理statistical-analysisanalysisanalysis & methodologystatistical analysis

原始来源

K-Dense-AI/claude-scientific-skills

https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/statistical-analysis

维护者
K-Dense Inc.
许可
MIT license
最近更新
2026年3月31日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • Statistical analysis是一个systematic process ，用于 testing hypotheses 、 quantifying relationships. Conduct hypothesis tests (t-test，ANOVA，chi-square)，回归，correlation，、 Bayesian analyses ，支持 assumption checks 、 APA reporting. Apply this skill ，用于 academic research。
  • results = comprehensive_assumption_check( data=df，value_col='score'，group_col='group'，# Optional：，用于 group comparisons alpha=0.05 )。
  • This performs：1. Outlier detection (IQR 、 z-score methods) 2. Normality testing (Shapiro-Wilk test + Q-Q plots) 3. Homogeneity of variance (Levene's test + box plots) 4. Interpretation 、 recommendations。

原始文档

SKILL.md 摘录

When to Use This Skill

This skill should be used when:

  • Conducting statistical hypothesis tests (t-tests, ANOVA, chi-square)
  • Performing regression or correlation analyses
  • Running Bayesian statistical analyses
  • Checking statistical assumptions and diagnostics
  • Calculating effect sizes and conducting power analyses
  • Reporting statistical results in APA format
  • Analyzing experimental or observational data for research

1. Test Selection and Planning

  • Choose appropriate statistical tests based on research questions and data characteristics
  • Conduct a priori power analyses to determine required sample sizes
  • Plan analysis strategies including multiple comparison corrections

2. Assumption Checking

  • Automatically verify all relevant assumptions before running tests
  • Provide diagnostic visualizations (Q-Q plots, residual plots, box plots)
  • Recommend remedial actions when assumptions are violated

适用场景

  • Conducting statistical hypothesis tests (t-tests，ANOVA，chi-square)。
  • Performing 回归 或 correlation analyses。
  • Running Bayesian statistical analyses。
  • Checking statistical assumptions 、 diagnostics。

不适用场景

  • Do not rely on this catalog entry alone ，用于 installation 或 maintenance details。

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