library(tidyverse) entest_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/en-testing_0314_bot_frameworks_weekly_commit_count_data.csv" entest_df <- read.csv(entest_fp, header = TRUE) |> mutate(rd_event = "en-testing") widetest_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/wide-testing_0314_bot_frameworks_weekly_commit_count_data.csv" widetest_df <- read.csv(widetest_fp, header = TRUE) |> mutate(rd_event = "wide-testing") event_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/event_0314_bot_frameworks_weekly_commit_count_data.csv" event_df <- read.csv(event_fp, header = TRUE) |> mutate(rd_event = "default") #input_df <- bind_rows(entest_df, widetest_df, event_df) #dropping the event (2013-07-01) from the modeling #input_df <- bind_rows(entest_df, widetest_df) input_df <- event_df input_df <- input_df |> mutate(nonbot_commit_count = commit_count - bot_commit_count)|> mutate(other_commit_count = nonbot_commit_count - mediawiki_dev_commit_count - wikimedia_commit_count) |> mutate(wikimedia_commit_count = wikimedia_commit_count + mediawiki_dev_commit_count) |> dplyr::select(-mediawiki_dev_commit_count) |> dplyr::select(-wikia_commit_count) #get into mlm format long_df <- input_df |> tidyr::pivot_longer(cols = c(nonbot_commit_count, other_commit_count, wikimedia_commit_count), names_to = "commit_type", values_to = "lengthened_commit_count") summarized_df <- long_df |> group_by(relative_week, commit_type, rd_event) |> summarise(total_commit_count = sum(lengthened_commit_count, na.rm = TRUE)) #long_df <- input_df |> # tidyr::pivot_longer(cols = c(wmf_ft_commit_count, unaff_ft_commit_count, nonbot_commit_count), # names_to = "commit_type", # values_to = "lengthened_commit_count") #intermediate_long_df <- long_df |> # mutate(commit_share = lengthened_commit_count / (nonbot_commit_count)) |> # mutate(log_commits = log1p(lengthened_commit_count))|> # mutate(scaled_long_commits = lengthened_commit_count / 10) window_num <- 8 final_long_df <- summarized_df |> filter(relative_week >= (- window_num) & relative_week <= (window_num)) affiliationColors <- setNames( c('black','#5da2d8', '#c7756a') ,c("nonbot_commit_count","other_commit_count", "wikimedia_commit_count")) # linetype = rd_event commit_plot <- final_long_df |> ggplot(aes(x=relative_week, y=total_commit_count, color=factor(commit_type))) + geom_line() + geom_point() + labs(x = "Relative Week", y = "Commits", linetype = "Testing Event", color="Commit Author Affiliation") + scale_color_manual(values = affiliationColors, labels = c("other_commit_count" = "Unaffiliated", "wikimedia_commit_count" = "WMF Affiliated")) + # scale_linetype_discrete(labels = c("enwiki testing (2012-12-11)", "wide testing (2013-04-25)")) + ggtitle("bot-frameworks Commits Around Wide Release (by Affiliation)") + theme_bw() + theme(legend.position = "top") commit_plot ggsave(filename = "0401-bot-frameworks-commits-event.png", plot = commit_plot, width = 15, height = 9, dpi = 800) total_commit_plot <- final_long_df |> ggplot(aes(x=relative_week, y=nonbot_commit_count, linetype = rd_event)) + geom_line() + geom_point() + geom_vline(xintercept = 0, linetype = "dotted", color = "black") + labs(x = "Relative Week", y = "Nonbot Commit Count", linetype = "Testing Event") + scale_linetype_discrete(labels = c("enwiki testing (2012-12-12)", "wide testing (2013-04-25)")) + ggtitle("VisualEditor Weekly Nonbot Commits Surrounding Opt-In Testing Events") + theme_bw() + theme(legend.position = "top") total_commit_plot ggsave(filename = "0305-ve-total-commits.png", plot = total_commit_plot, width = 15, height = 9, dpi = 800) commit_share_plot <- final_long_df |> ggplot(aes(x=relative_week, y=commit_share, color=commit_type, linetype = rd_event)) + geom_line() + geom_point() + labs(x = "Relative Week", y = "Share of Nonbot Commits", linetype = "Testing Event", color="Commit Author Affiliation") + scale_color_manual(values = affiliationColors, labels = c("other_commit_count" = "Unaffiliated", "wikimedia_commit_count" = "WMF Affiliated")) + scale_linetype_discrete(labels = c("enwiki testing (2012-12-12)", "wide testing (2013-04-25)")) + ggtitle("Share of Weekly VisualEditor Commits Surrounding Opt-in Testing Events") + theme_bw() + theme(legend.position = "top") commit_share_plot ggsave(filename = "0312-ve-ve-testing-share.png", plot = commit_share_plot, width = 12, height = 9, dpi = 800)