Recent Releases of AssumpSure

AssumpSure - AssumpSure_v.1.1.0_release

AssumpSure 1.1.0

Bug fixes

  • Fixed incorrect statistical test recommendations in some cases.
  • Logical columns are now detected correctly.
  • Fixed a bug where continuous variables were sometimes not recognized, which blocked parametric and nonparametric tests.
  • Prevented Chi-square tests when any categorical variable has only one level, with a clear user message.
  • Correlation heatmap now accepts the prevalence filter input
  • Corrected handling of covariates with perfect separation or near-zero variance, with informative messages and robust plotting.
  • Fixed intermittent failures of the bicor correlation method.

New features and user guidance

  • Added a clear message explaining that the "continuous" type does not accept count data. Only truly continuous variables are allowed.
  • Added guidance for normality testing with small sample sizes.
  • Reformatted test outputs to be easier to copy into spreadsheets.
  • Added tooltips on how to interpret QQ plots and histograms.
  • Improved test selection: if variances are unequal but normality holds, recommend Welch’s tests instead of Mann–Whitney or Kruskal–Wallis or One-Way ANOVA, depending on design.
  • Added effect size estimates for t-tests, Mann-Whitney, Wilcoxon rank sum, one-way ANOVA, and Kruskal Wallis.
  • Added guidance when bicor analysis fails.
  • Added a tooltip explaining interpretation of correlation coefficients.
  • Added a Shapiro–Wilk test below the histogram for checking the normality of the dependent variable, to help users with interpretation.
  • Added tooltips for interpreting regression model assumptions.
  • Added Poisson regression with a dedicated overdispersion test and guidance.
  • Added a zero-inflation test for negative binomial regression and guidance.
  • Added zero-inflated negative binomial regression.

- R
Published by Ahmedbargheet 11 months ago

AssumpSure - AssumpSure_v.1.0.0_release

Releasing with updated code

- R
Published by Ahmedbargheet about 1 year ago