I would like to add a column with the X² (Chi-Square) as well as a column with the Exp(B) into my regression output. Is there any idea on how to do this? Many thanks in advance. For now i have calculated this manually for every model and variable, which is quite time consuming.
model_simple <- as.formula("completion_yesno ~ ac + ov + UCRate + FirstWeek + LastWeek + DayofWeekSu + DayofWeekMo + DayofWeekTu + DayofWeekWe + DayofWeekTh + DayofWeekFr + MonthofYearJan + MonthofYearFeb + MonthofYearMar + MonthofYearApr +MonthofYearMay+ MonthofYearJun + MonthofYearJul + MonthofYearAug + MonthofYearSep + MonthofYearOct + MonthofYearNov")
clog_simple1 = glm(model_simple,data=cllw,family = binomial(link = cloglog))
summary(clog_simple1)
Maybe you can elaborate on what you mean by chi-square and exp(B). You can do the below:
da <- MASS::Pima.tr
model <- glm(type ~ .,data=da,family = binomial(link = cloglog))
results <- data.frame(coefficients(summary(model)),check.names=FALSE)
# some random values
results$chisq = rchisq(nrow(results),1)
results$expB = exp(results$Estimate)
Or you can use tidy from broom:
library(broom)
results = tidy(model)
results$expB = exp(results$Estimate)