library(tidyverse) library(purrr) library(readr) library(stringr) library(lubridate) library(tidyr) data_dir = "/gscratch/comdata/users/mjilg/mw-repo-lifecycles/commit_data/bot_frameworks" csv_files <- list.files(data_dir, pattern = "*.csv", full.names = TRUE) read_and_label <- function(file) { project_name <- basename(file) %>% stringr::str_remove("_commits.csv") read_csv(file) %>% mutate(project = project_name) } all_data <- csv_files %>% map_df(read_and_label) # TODO: this is project/event specific #event_date <- as.Date("2013-07-01") #event_date <- as.Date("2013-08-28") event_date <- as.Date("2015-07-02") df <- all_data |> mutate(commit_date = ymd_hms(commit_date)) df <- df %>% group_by(project) %>% mutate(oldest_commit_date = min(as.Date(commit_date))) %>% ungroup() %>% mutate(age = as.numeric(as.Date("2025-02-10") - oldest_commit_date)) #discard projects who are created after the focal event date df <- df %>% group_by(project) %>% filter(min(as.Date(commit_date)) <= event_date) %>% ungroup() #calculated_start_date <- event_date %m-% months(12) #%start_date <- max(calculated_start_date, df$oldest_commit_date) #end_date <- event_date %m+% months(12) #getting the relative weeks to the publication date relative_week <- function(date, ref_date) { as.integer(as.numeric(difftime(date, ref_date, units = "days")) %/% 7) } old_author_list <- df |> filter(commit_date > as.Date("2013-07-01") & commit_date < as.Date("2015-06-12"))|> group_by(author_email) |> summarise(commit_count = n()) |> filter(commit_count > 5) |> pull(author_email) df <- df |> mutate(new_author = ifelse(author_email %in% old_author_list, 0, 1), new_author_wmf = if_else(grepl("@wikimedia", author_email), new_author, 0), new_author_unaff = if_else(!grepl("@wikimedia", author_email) & !grepl("l10n-bot@translatewiki.net|tools.libraryupgrader@tools.wmflabs.org", author_email), new_author, 0)) filtered_df <- df |> mutate(relative_week = relative_week(commit_date, event_date)) |> arrange(relative_week) |> filter(relative_week >= (-104) & relative_week <= 13) |> ungroup() weekly_commits <- filtered_df |> group_by(project, relative_week, age) |> summarise(commit_count = n(), author_emails = list(unique(author_email)), committer_emails = list(unique(committer_email)), mediawiki_dev_commit_count = sum(grepl("@users.mediawiki.org", author_email)), wikimedia_commit_count = sum(grepl("@wikimedia", author_email)), wikia_commit_count = sum(grepl("@wikia-inc.com", author_email)), bot_commit_count = sum(grepl("l10n-bot@translatewiki.net|tools.libraryupgrader@tools.wmflabs.org", author_email)), wmf_new_commit_count = sum(new_author_wmf), unaff_new_commit_count = sum(new_author_unaff), .groups = 'drop') |> replace_na(list(commit_count = 0)) |> replace_na(list(wikimedia_commit_count = 0)) |> replace_na(list(l10n_commit_count = 0)) |> replace_na(list(jenkins_commit_count = 0)) |> replace_na(list(mediawiki_dev_commit_count = 0)) |> replace_na(list(wikia_commit_count = 0)) |> replace_na(list(wmf_ft_commit_count = 0)) |> replace_na(list(unaff_ft_commit_count = 0)) |> mutate(before_after = if_else(relative_week < 0, 0, 1)) |> select(-author_emails, -committer_emails) #weekly_commits <- weekly_commits |> # filter(relative_week >= (-52) & relative_week <= 52 ) weekly_commits output_filepath <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case3/event_0430_framework_commit_counts.csv" write.csv(weekly_commits, output_filepath, row.names = FALSE)