session-analysis.r

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library(dplyr)
library(tibble)
library(ggplot2)

# Function to load the dataset from a CSV file and return it as a tibble
load_dataset <- function(file_path) {
  # Read the CSV file and convert to tibble
  dataset <- read.csv(file_path, header = TRUE, stringsAsFactors = FALSE)
  return(as_tibble(dataset))
}

analyze_by_task_type <- function(dataset) {
  dataset <- dataset %>%
    mutate(
           response.time = as.numeric(response.time),
           correct = ifelse(correct == "correct", TRUE, FALSE)
    )

  stats <- dataset %>%
    group_by(task.type) %>%
    summarise(
              mean_response_time = mean(response.time, na.rm = TRUE),
              accuracy_rate = mean(correct, na.rm = TRUE),
              count = n()
    )

    return(stats)
}