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数据与复现
ST
Statistical Analysis
维护者 K-Dense Inc. · 最近更新 2026年4月1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。
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4月1日
技能摘要
来自 SKILL.md 的关键信息
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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