Created
December 16, 2019 15:49
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# produce balance statistics ------- | |
## version to pass unquoted | |
balance_stats_var <- function(data_, treatment_, variable_){ | |
treatment_ <- enquo(treatment_) | |
variable_ <- enquo(variable_) | |
temp_means <- group_by(data_, !!treatment_) %>% ## make it possible to change the 'treatment' var | |
summarise(mean = mean(!!variable_)) %>% | |
pivot_wider(names_from = "treatment", values_from = "mean", names_prefix = "mean_") %>% | |
mutate(diff_means = mean_1 - mean_0) %>% | |
unlist() | |
## continuous: | |
### frequencies, mean, sd | |
temp_sd <- group_by(data_, treatment) %>% | |
summarise(sd_ = sd(!!variable_)) %>% | |
pull() | |
names(temp_sd) <- c("sd_0", "sd_1") | |
temp_effect_size <- temp_means[["diff_means"]] / temp_sd[["sd_0"]] | |
return(c(temp_means, temp_sd, effect_size = temp_effect_size)) | |
} | |
## version to pass strings | |
balance_stats_var_as_string <- function(data_, treatment_, variable_){ | |
treatment_ <- enquo(treatment_) | |
variable_ <- sym(variable_) | |
temp_means <- group_by(data_, !!treatment_) %>% ## make it possible to change the 'treatment' var | |
summarise(mean = mean(as.numeric(!!!variable_))) %>% | |
pivot_wider(names_from = "treatment", values_from = "mean", names_prefix = "mean_") %>% | |
mutate(diff_means = mean_1 - mean_0) %>% | |
unlist() | |
## continuous: | |
### frequencies, mean, sd | |
temp_sd <- group_by(data_, treatment) %>% | |
summarise(sd_ = sd(as.numeric(!!!variable_))) %>% | |
pull() | |
names(temp_sd) <- c("sd_0", "sd_1") | |
temp_effect_size <- temp_means[["diff_means"]] / temp_sd[["sd_0"]] | |
return(c(temp_means, temp_sd, effect_size = temp_effect_size)) | |
} |
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