Closed hbaniecki closed 4 years ago
library(DALEX) library(ingredients) library(ranger) #:# easy for one observation no <- titanic_imputed[1,] m1 <- glm(survived~. , data = titanic_imputed) e1 <- explain(m1, titanic_imputed, titanic_imputed$survived, label = "glm_henry") cp1 <- ceteris_paribus(e1, no) m2 <- ranger(survived~. , data = titanic_imputed) e2 <- explain(m2, titanic_imputed, titanic_imputed$survived, label = "rpart_henry") cp2 <- ceteris_paribus(e2, no) plot(cp1, cp2, color="_label_", variables = "age") #:# harder for multiple observations no <- titanic_imputed[1:2,] m1 <- glm(survived~. , data = titanic_imputed) e1 <- explain(m1, titanic_imputed, titanic_imputed$survived, label = "glm") cp1 <- ceteris_paribus(e1, no) cp1$`_ids_` <- ifelse(cp1$`_ids_`==1,"glm_henry","glm_jacob") m2 <- ranger(survived~. , data = titanic_imputed) e2 <- explain(m2, titanic_imputed, titanic_imputed$survived, label = "ranger") cp2 <- ceteris_paribus(e2, no) cp2$`_ids_` <- ifelse(cp2$`_ids_`==1,"ranger_henry","ranger_jacob") plot(cp1, cp2, color="_ids_", variables = "fare")