library(tidyverse) count_data_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/event_0430_framework_commit_counts.csv" input_df <- read.csv(count_data_fp, header = TRUE) input_df$nonbot_commit_count <- input_df$commit_count - input_df$bot_commit_count input_df$unaff_commit_count <- input_df$nonbot_commit_count - input_df$wikimedia_commit_count library(scales) library(ggplot2) long_df <- input_df |> tidyr::pivot_longer(cols = c(unaff_commit_count, wikimedia_commit_count), names_to = "commit_type", values_to = "lengthened_commit_count") summed_df <- long_df |> group_by(relative_week, project, commit_type) |> summarize(total_commits = sum(lengthened_commit_count), .groups = 'drop') affiliationColors <- setNames( c('#5da2d8', '#c7756a') ,c("unaff_commit_count", "wikimedia_commit_count")) commit_authors <- summed_df |> ggplot(aes(x=relative_week, y=total_commits, fill=factor(commit_type))) + geom_col(position='dodge') + labs(x = "Relative Week", y = "Commits", fill="Commit Type") + scale_fill_manual(values = affiliationColors, labels = c("unaff_commit_count" = "Unaffiliated Commits", "wikimedia_commit_count" = "WMF Commits")) + ggtitle("Weekly Commits to Bot Frameworks During VE Deployment") + theme_bw() + theme(legend.position = "top") commit_authors ggsave(filename = "ww-c1-0430-bot-commits.png", plot = commit_authors, width = 12, height = 9, dpi = 800) input_df$returning_unaff_commit_count = input_df$unaff_commit_count - input_df$unaff_new_commit_count new_authors_long_df <- input_df |> filter(relative_week >= -4) |> tidyr::pivot_longer(cols = c(unaff_new_commit_count, returning_unaff_commit_count), names_to = "commit_seniority", values_to = "lengthened_commit_count") new_unaff_authors <- new_authors_long_df |> ggplot(aes(x=relative_week, y=lengthened_commit_count, fill=commit_seniority)) + geom_col(position='dodge') + labs(x = "Relative Week", y = "Commits", fill="Commit Seniority ('New' contributors <= 5 commits before 06-06-2013)") + scale_fill_manual(values = c("returning_unaff_commit_count" = "#FFC107", # Color for "Returning Contributors" "unaff_new_commit_count" = "#004D40"), labels = c("returning_unaff_commit_count" = "Returning Contributors", "unaff_new_commit_count" = "New Contributors") ) + ggtitle("Unaffiliated Bot Framework Commits Surrounding VE Deployment") + theme_bw() + theme(legend.position = "top") new_unaff_authors ggsave(filename = "ww-c1-0430-bot-spike.png", plot = new_unaff_authors, width = 12, height = 9, dpi = 800)