Documentation (Python)

Installing for Python

Link to MATLAB documentation

Basic SPM Principles @ YouTube

Preliminaries

• Importing data
  • Importing ASCII data
  • Importing MATLAB data
  • Importing HDF5 data (deprecated)
• Built-in datasets
  • Loading datasets
  • Dataset details
  • Checking expected results
  • Notes on 1D datasets
• Data processing basics
  • Interpolation
  • Smoothing
• Summary statistics
  • Means and SD clouds
  • Arbitrary variance clouds

Statistical tests

• One- and two-sample tests
  • One-sample t test
  • Paired t test
  • Two-sample t test
  • Regression
  • General linear model (GLM)
• ANOVA
  • One-way ANOVA
  • One-way repeated-measures ANOVA
  • Two-way ANOVA
  • Two-way nested ANOVA
  • Two-way repeated-measures ANOVA
  • Two-way ANOVA with repeated-measures on one factor
  • Three-way ANOVA
  • Three-way nested ANOVA
  • Three-way ANOVA with repeated-measures on two factors
  • Three-way ANOVA with repeated-measures on one factor
• Multivariate tests
  • One-sample Hotelling’s T² test
  • Paired Hotelling’s T² test
  • Two-sample Hotelling’s T² test
  • Canonical correlation analysis
  • One-way MANOVA
• Test outputs
  • Raw SPMs
  • Inference SPMs
  • Suprathreshold clusters

Post hoc analysis

• ANOVA post hoc analysis
  • One-way ANOVA
• Multivariate post hoc analysis

Random effects analysis

• Overview of random effects analysis
• Hypothetical experiment
• Example analysis
  • Level 1 Analysis
  • Level 2 Analysis

Theory

• Random field theory
• Statistical testing of 1D continua
  • Quick overview
  • Dataset
  • Test statistic computation
  • Statistical inference
• One- vs. two-tailed inference

API

• API
  • spm1d.io
  • spm1d.plot
  • spm1d.stats
  • spm1d.util