32 lines
975 B
R
32 lines
975 B
R
library(tidyverse)
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# Read data
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df <- readr::read_csv("exp1.csv", show_col_types = FALSE)
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# Select variables ending exactly with _T or _F
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df_tf <- df %>% select(matches("(_T|_F)$"))
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# Coerce to numeric where possible (without breaking non-numeric)
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df_tf_num <- df_tf %>%
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mutate(across(everything(), ~ suppressWarnings(as.numeric(.))))
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# Compute descriptives per variable
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descriptives <- df_tf_num %>%
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pivot_longer(everything(), names_to = "variable", values_to = "value") %>%
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summarise(
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n = sum(!is.na(value)),
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missing = sum(is.na(value)),
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mean = mean(value, na.rm = TRUE),
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sd = sd(value, na.rm = TRUE),
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median = median(value, na.rm = TRUE),
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min = suppressWarnings(min(value, na.rm = TRUE)),
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max = suppressWarnings(max(value, na.rm = TRUE)),
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.by = "variable"
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) %>%
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arrange(variable)
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# View
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print(descriptives, n = Inf)
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# Optionally save
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# readr::write_csv(descriptives, "exp1_TF_descriptives.csv") |