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Validation coverage

These results document numerical compatibility for the supported Python APIs.

Counts below refer to committed synthetic R observations. Passing status comes from the latest recorded pytest run; unexecuted or skipped cases are not passes.

Module R function and options Implementation Golden cases Pass rate Notes
anova anova / lmer / ML model comparison implemented; validation recorded 50 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 2 / F / sum implemented; validation recorded 16 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 2 / F / treatment implemented; validation recorded 17 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 2 / LR / sum implemented; validation recorded 17 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 2 / LR / treatment implemented; validation recorded 17 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 2 / Wald / sum implemented; validation recorded 17 94.12% 1 failures; 0 unverified
anova car::Anova / glm / Type 2 / Wald / treatment implemented; validation recorded 16 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 3 / F / sum implemented; validation recorded 17 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 3 / F / treatment implemented; validation recorded 17 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 3 / LR / sum implemented; validation recorded 17 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 3 / LR / treatment implemented; validation recorded 16 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 3 / Wald / sum implemented; validation recorded 16 100.00% 0 failures; 0 unverified
anova car::Anova / glm / Type 3 / Wald / treatment implemented; validation recorded 17 100.00% 0 failures; 0 unverified
anova car::Anova / glmer / Type 2 / Chisq / sum implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / glmer / Type 2 / Chisq / treatment implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / glmer / Type 3 / Chisq / sum implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / glmer / Type 3 / Chisq / treatment implemented; validation recorded 25 96.00% 1 failures; 0 unverified
anova car::Anova / lm / Type 2 / F / sum implemented; validation recorded 50 100.00% 0 failures; 0 unverified
anova car::Anova / lm / Type 2 / F / treatment implemented; validation recorded 50 100.00% 0 failures; 0 unverified
anova car::Anova / lm / Type 3 / F / sum implemented; validation recorded 50 100.00% 0 failures; 0 unverified
anova car::Anova / lm / Type 3 / F / treatment implemented; validation recorded 50 100.00% 0 failures; 0 unverified
anova car::Anova / lmer / Type 2 / Chisq / sum implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / lmer / Type 2 / Chisq / treatment implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / lmer / Type 2 / F / sum implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / lmer / Type 3 / Chisq / treatment implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / lmer / Type 3 / F / sum implemented; validation recorded 25 100.00% 0 failures; 0 unverified
anova car::Anova / lmer / Type 3 / F / treatment implemented; validation recorded 25 96.00% 1 failures; 0 unverified
emm contrast / consec / fdr implemented; validation recorded 27 100.00% 0 failures; 0 unverified
emm contrast / consec / tukey implemented; validation recorded 9 100.00% 0 failures; 0 unverified
emm contrast / custom / fdr implemented; validation recorded 18 100.00% 0 failures; 0 unverified
emm contrast / custom / tukey implemented; validation recorded 6 100.00% 0 failures; 0 unverified
emm contrast / pairwise / bonferroni implemented; validation recorded 27 100.00% 0 failures; 0 unverified
emm contrast / pairwise / holm implemented; validation recorded 9 100.00% 0 failures; 0 unverified
emm contrast / poly / bonferroni implemented; validation recorded 27 100.00% 0 failures; 0 unverified
emm contrast / poly / holm implemented; validation recorded 6 100.00% 0 failures; 0 unverified
emm contrast / revpairwise / fdr implemented; validation recorded 27 100.00% 0 failures; 0 unverified
emm contrast / revpairwise / tukey implemented; validation recorded 9 100.00% 0 failures; 0 unverified
emm contrast / trt.vs.ctrl / bonferroni implemented; validation recorded 27 100.00% 0 failures; 0 unverified
emm contrast / trt.vs.ctrl / holm implemented; validation recorded 9 100.00% 0 failures; 0 unverified
emm emmeans / glmer / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emmeans / glmer / kenward-roger implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm emmeans / glmer / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emmeans / gls / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emmeans / gls / kenward-roger implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm emmeans / gls / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emmeans / lmer / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emmeans / lmer / kenward-roger implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm emmeans / lmer / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emmeans / response / at implemented; validation recorded 48 100.00% 0 failures; 0 unverified
emm emmeans / weights cells implemented; validation recorded 51 100.00% 0 failures; 0 unverified
emm emmeans / weights equal implemented; validation recorded 51 100.00% 0 failures; 0 unverified
emm emmeans / weights flat implemented; validation recorded 51 100.00% 0 failures; 0 unverified
emm emmeans / weights outer implemented; validation recorded 51 100.00% 0 failures; 0 unverified
emm emmeans / weights proportional implemented; validation recorded 51 100.00% 0 failures; 0 unverified
emm emtrends / glmer / asymptotic implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm emtrends / glmer / kenward-roger implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emtrends / glmer / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emtrends / gls / asymptotic implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm emtrends / gls / kenward-roger implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emtrends / gls / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emtrends / lmer / asymptotic implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm emtrends / lmer / kenward-roger implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emtrends / lmer / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm emtrends / numeric slope implemented; validation recorded 48 100.00% 0 failures; 0 unverified
emm joint_tests / factorial implemented; validation recorded 48 100.00% 0 failures; 0 unverified
emm joint_tests / glmer / asymptotic implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / glmer / kenward-roger implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / glmer / satterthwaite implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / gls / asymptotic implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / gls / kenward-roger implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / gls / satterthwaite implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / lmer / asymptotic implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / lmer / kenward-roger implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm joint_tests / lmer / satterthwaite implemented; validation recorded 1 100.00% 0 failures; 0 unverified
emm pairs / glmer / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm pairs / glmer / kenward-roger implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm pairs / glmer / satterthwaite implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm pairs / gls / asymptotic implemented; validation recorded 3 66.67% 1 failures; 0 unverified
emm pairs / gls / kenward-roger implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm pairs / gls / satterthwaite implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm pairs / lmer / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm pairs / lmer / kenward-roger implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm pairs / lmer / satterthwaite implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm regrid / response / glm implemented; validation recorded 16 100.00% 0 failures; 0 unverified
emm regrid / response / lm implemented; validation recorded 8 100.00% 0 failures; 0 unverified
emm response / glmer / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm response / glmer / kenward-roger implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm response / glmer / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm response / gls / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm response / gls / kenward-roger implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm response / gls / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm response / lmer / asymptotic implemented; validation recorded 3 100.00% 0 failures; 0 unverified
emm response / lmer / kenward-roger implemented; validation recorded 4 100.00% 0 failures; 0 unverified
emm response / lmer / satterthwaite implemented; validation recorded 3 100.00% 0 failures; 0 unverified
gam gam / additive / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / gaussian / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / additive / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / additive / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / gaussian / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / continuous-by / poisson / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / continuous-by / poisson / ML implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / continuous-by / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / binomial / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / cr / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / gaussian / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / cr / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cr / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / gaussian / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / cs / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / cs / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / binomial / ML implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / factor-by / binomial / REML implemented; validation recorded 10 80.00% 2 failures; 0 unverified
gam gam / factor-by / gaussian / GCV.Cp implemented; validation recorded 10 80.00% 2 failures; 0 unverified
gam gam / factor-by / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / poisson / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / factor-by / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / factor-by / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / gaussian / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ps / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / gaussian / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / re / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / gaussian / GCV.Cp implemented; validation recorded 10 80.00% 2 failures; 0 unverified
gam gam / te / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / te / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / Gamma / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / ti / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / gaussian / GCV.Cp implemented; validation recorded 10 90.00% 1 failures; 0 unverified
gam gam / ti / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / ti / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / Gamma / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / Gamma / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / Gamma / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / binomial / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / binomial / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / binomial / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / gaussian / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / gaussian / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / gaussian / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / poisson / GCV.Cp implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / poisson / ML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
gam gam / tp / poisson / REML implemented; validation recorded 10 100.00% 0 failures; 0 unverified
glmer glmer / binomial-cloglog implemented; validation recorded 150 95.33% 7 failures; 0 unverified
glmer glmer / binomial-logit implemented; validation recorded 150 97.33% 4 failures; 0 unverified
glmer glmer / binomial-logit fractional binary implemented; validation recorded 1 100.00% 0 failures; 0 unverified
glmer glmer / binomial-logit fractional cbind implemented; validation recorded 1 100.00% 0 failures; 0 unverified
glmer glmer / binomial-logit fractional proportion implemented; validation recorded 1 100.00% 0 failures; 0 unverified
glmer glmer / binomial-probit implemented; validation recorded 150 96.67% 5 failures; 0 unverified
glmer glmer / poisson-log implemented; validation recorded 150 98.67% 2 failures; 0 unverified
gls gls / corAR1 + varIdent / ML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / corAR1 + varIdent / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / corAR1 / ML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / corAR1 / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / corARMA / ML implemented; validation recorded 30 96.67% 1 failures; 0 unverified
gls gls / corARMA / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / corCompSymm + varExp / ML implemented; validation recorded 30 93.33% 2 failures; 0 unverified
gls gls / corCompSymm + varExp / REML implemented; validation recorded 30 93.33% 2 failures; 0 unverified
gls gls / corCompSymm / ML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / corCompSymm / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / corSymm / ML implemented; validation recorded 30 86.67% 4 failures; 0 unverified
gls gls / corSymm / REML implemented; validation recorded 30 96.67% 1 failures; 0 unverified
gls gls / independent / ML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / independent / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / independentvarExp / ML implemented; validation recorded 30 90.00% 3 failures; 0 unverified
gls gls / independentvarExp / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / independentvarIdent / ML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / independentvarIdent / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / varPower / ML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
gls gls / varPower / REML implemented; validation recorded 30 100.00% 0 failures; 0 unverified
inference lmerTest / Kenward-Roger / anova / Type 1 implemented; validation recorded 68 100.00% 0 failures; 0 unverified
inference lmerTest / Kenward-Roger / anova / Type 2 implemented; validation recorded 66 96.97% 2 failures; 0 unverified
inference lmerTest / Kenward-Roger / anova / Type 3 implemented; validation recorded 66 100.00% 0 failures; 0 unverified
inference lmerTest / Satterthwaite / anova / Type 1 implemented; validation recorded 68 100.00% 0 failures; 0 unverified
inference lmerTest / Satterthwaite / anova / Type 2 implemented; validation recorded 66 96.97% 2 failures; 0 unverified
inference lmerTest / Satterthwaite / anova / Type 3 implemented; validation recorded 66 100.00% 0 failures; 0 unverified
inference lmerTest / Satterthwaite / fit / Type 1 implemented; validation recorded 68 100.00% 0 failures; 0 unverified
inference lmerTest / Satterthwaite / fit / Type 2 implemented; validation recorded 66 96.97% 2 failures; 0 unverified
inference lmerTest / Satterthwaite / fit / Type 3 implemented; validation recorded 66 100.00% 0 failures; 0 unverified
lmer lmer / ML / (0+x|g) implemented; validation recorded 65 95.38% 3 failures; 0 unverified
lmer lmer / ML / (0+x|g) / missingness implemented; validation recorded 4 100.00% 0 failures; 0 unverified
lmer lmer / ML / (0+x|g) / missingness / weights implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / ML / (0+x|g) / treatment implemented; validation recorded 16 100.00% 0 failures; 0 unverified
lmer lmer / ML / (0+x|g) / treatment / missingness implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / ML / (0+x|g) / treatment / weights implemented; validation recorded 3 100.00% 0 failures; 0 unverified
lmer lmer / ML / (0+x|g) / weights implemented; validation recorded 10 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) implemented; validation recorded 45 97.78% 1 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / missingness implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / missingness / offset implemented; validation recorded 2 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / missingness / weights implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / offset implemented; validation recorded 21 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / treatment implemented; validation recorded 10 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / treatment / missingness implemented; validation recorded 2 50.00% 1 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / treatment / offset implemented; validation recorded 5 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / treatment / weights implemented; validation recorded 2 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / treatment / weights / offset implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / weights implemented; validation recorded 6 100.00% 0 failures; 0 unverified
lmer lmer / ML / (1|g)+(1|h) / weights / offset implemented; validation recorded 4 100.00% 0 failures; 0 unverified
lmer lmer / ML / (x|g) implemented; validation recorded 64 96.88% 2 failures; 0 unverified
lmer lmer / ML / (x|g) / missingness implemented; validation recorded 4 100.00% 0 failures; 0 unverified
lmer lmer / ML / (x|g) / missingness / weights implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / ML / (x|g) / treatment implemented; validation recorded 16 100.00% 0 failures; 0 unverified
lmer lmer / ML / (x|g) / treatment / missingness implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / ML / (x|g) / treatment / weights implemented; validation recorded 3 100.00% 0 failures; 0 unverified
lmer lmer / ML / (x|g) / weights implemented; validation recorded 11 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g) implemented; validation recorded 38 97.37% 1 failures; 0 unverified
lmer lmer / REML / (1|g) / boundary implemented; validation recorded 15 93.33% 1 failures; 0 unverified
lmer lmer / REML / (1|g) / missingness implemented; validation recorded 4 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g) / offset implemented; validation recorded 22 90.91% 2 failures; 0 unverified
lmer lmer / REML / (1|g) / sum implemented; validation recorded 11 90.91% 1 failures; 0 unverified
lmer lmer / REML / (1|g) / sum / missingness / offset implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g) / sum / offset implemented; validation recorded 5 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g) / sum / weights implemented; validation recorded 2 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g) / sum / weights / offset implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g) / weights implemented; validation recorded 8 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g) / weights / offset implemented; validation recorded 3 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g/h) implemented; validation recorded 60 96.67% 2 failures; 0 unverified
lmer lmer / REML / (1|g/h) / missingness implemented; validation recorded 4 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g/h) / missingness / weights implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g/h) / sum implemented; validation recorded 17 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g/h) / sum / missingness implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / REML / (1|g/h) / sum / weights implemented; validation recorded 2 50.00% 1 failures; 0 unverified
lmer lmer / REML / (1|g/h) / weights implemented; validation recorded 10 100.00% 0 failures; 0 unverified
lmer lmer / REML / (x||g) implemented; validation recorded 60 98.33% 1 failures; 0 unverified
lmer lmer / REML / (x||g) / missingness implemented; validation recorded 5 100.00% 0 failures; 0 unverified
lmer lmer / REML / (x||g) / sum implemented; validation recorded 17 100.00% 0 failures; 0 unverified
lmer lmer / REML / (x||g) / sum / missingness / weights implemented; validation recorded 1 100.00% 0 failures; 0 unverified
lmer lmer / REML / (x||g) / sum / weights implemented; validation recorded 2 100.00% 0 failures; 0 unverified
lmer lmer / REML / (x||g) / weights implemented; validation recorded 10 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~0 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~0 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~0 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~0 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~0 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~0 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~1 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~1 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~1 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~1 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~1 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~1 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~z + x / disp ~1 / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~z + x / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~z + x / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~z + x / disp ~x + f / (x|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / beta / zi ~z + x / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / beta / zi ~z + x / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~0 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~0 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~0 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~0 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~0 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~0 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~1 / disp ~1 / (1|g) implemented; validation recorded 12 91.67% 1 failures; 0 unverified
tmb glmmTMB / binomial / zi ~1 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~1 / disp ~x + f / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / binomial / zi ~1 / disp ~x + f / (x|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / binomial / zi ~1 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~1 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~z + x / disp ~1 / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / binomial / zi ~z + x / disp ~1 / (x|g) implemented; validation recorded 11 72.73% 3 failures; 0 unverified
tmb glmmTMB / binomial / zi ~z + x / disp ~x + f / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / binomial / zi ~z + x / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / binomial / zi ~z + x / disp ~x / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / binomial / zi ~z + x / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~0 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~0 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~0 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~0 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~0 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~0 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~1 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~1 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~1 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~1 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~1 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~1 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~z + x / disp ~1 / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~z + x / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~z + x / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~z + x / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~z + x / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / gaussian / zi ~z + x / disp ~x / (x|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~0 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~0 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~0 / disp ~x + f / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~0 / disp ~x + f / (x|g) implemented; validation recorded 11 81.82% 2 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~0 / disp ~x / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~0 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~1 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~1 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~1 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~1 / disp ~x + f / (x|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~1 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~1 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~z + x / disp ~1 / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~z + x / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~z + x / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~z + x / disp ~x + f / (x|g) implemented; validation recorded 11 81.82% 2 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~z + x / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom1 / zi ~z + x / disp ~x / (x|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~0 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~0 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~0 / disp ~x + f / (1|g) implemented; validation recorded 11 81.82% 2 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~0 / disp ~x + f / (x|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~0 / disp ~x / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~0 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~1 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~1 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~1 / disp ~x + f / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~1 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~1 / disp ~x / (1|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~1 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~z + x / disp ~1 / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~z + x / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~z + x / disp ~x + f / (1|g) implemented; validation recorded 11 81.82% 2 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~z + x / disp ~x + f / (x|g) implemented; validation recorded 11 90.91% 1 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~z + x / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / nbinom2 / zi ~z + x / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~0 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~0 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~0 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~0 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~0 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~0 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~1 / disp ~1 / (1|g) implemented; validation recorded 12 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~1 / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~1 / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~1 / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~1 / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~1 / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~z + x / disp ~1 / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~z + x / disp ~1 / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~z + x / disp ~x + f / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~z + x / disp ~x + f / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~z + x / disp ~x / (1|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified
tmb glmmTMB / poisson / zi ~z + x / disp ~x / (x|g) implemented; validation recorded 11 100.00% 0 failures; 0 unverified

Module totals

Module Golden cases Passed Failed
anova 700 697 3
emm 753 752 1
gam 1200 1184 16
glmer 603 585 18
gls 600 587 13
inference 600 594 6
lmer 600 584 16
tmb 1200 1172 28

Total: 6256 synthetic cases, 6155 recorded passes and 101 failures.

Validation groups

Model group Golden cases Passed Failed Pass rate
Mixed models and inference 3856 3799 57 98.52%
GAMs and distributional models 2400 2356 44 98.17%

Known differences remain counted as failures. The option-level results above describe the tested scope; they do not establish parity for unsupported options.

R package examples

Built-in R example data is not committed. The following needs_r cases are included in coverage and require the development oracle.

Representative example Result
test_builtin_example[Orthodont-nlme-gls-distance ~ age] passed
test_builtin_example[cbpp-lme4-glmer-cbind(incidence, size-incidence) ~ period + (1 | herd)] passed
test_builtin_example[sleepstudy-lme4-lmer-Reaction ~ Days + (Days | Subject)] passed
test_car_duncan_anova[2] passed
test_car_duncan_anova[3] passed
test_emmeans_sleepstudy_trends[asymptotic-5] passed
test_emmeans_sleepstudy_trends[kenward-roger-4] passed
test_emmeans_sleepstudy_trends[satterthwaite-3] passed
test_emmeans_warpbreaks_tukey[emmeans] passed
test_emmeans_warpbreaks_tukey[pairs] passed
test_lmertest_sleepstudy_anova[kenward-roger-2] passed
test_lmertest_sleepstudy_anova[satterthwaite-1] passed
test_lmertest_sleepstudy_coefficients passed
test_nlme_orthodont_inference passed
test_public_mcycle_gaussian_gam passed
test_public_salamanders_zero_inflated_poisson passed