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statistical-analysis - Biomechanical Data Statistical Analysis with Excel Output

Perform paired t-tests and repeated-measures ANOVA for biomechanical data analysis with formatted Excel output

Tags

Updated: 2026-02-18
biomechanicsstatisticsExceldata-analysisresearcht-testANOVA

Capabilities

run paired t-test with Bonferroni correctionperform repeated-measures ANOVAexport results to Excel filesformat Excel reports with templates

Typical Inputs

EMG dataforce datakinematic data

Typical Outputs

formatted Excel reportpublication-ready Excel fileExcel file with methods sheet

What this skill does

  • run paired t-test with Bonferroni correction
  • perform repeated-measures ANOVA
  • export results to Excel files
  • format Excel reports with templates
  • aggregate trial data
  • compute cell means
  • identify valid subjects

Inputs

  • EMG data
  • force data
  • kinematic data
  • Excel formatting templates
  • color scheme specifications
  • data file path

Outputs

  • formatted Excel report
  • publication-ready Excel file
  • Excel file with methods sheet
  • Excel file with descriptives sheet
  • Excel file with statistical tests sheet

Requirements

  • Python environment
  • Excel formatting utilities
  • statistical function libraries
  • column-structured data
  • data preprocessing functions

Source

  • Spec: SKILL.md

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