library(tidyverse) c1_bots <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/event_0430_framework_commit_counts.csv" c1_input_df <- read.csv(c1_bots , header = TRUE) c2_bots <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case2/event_0430_framework_commit_counts.csv" c2_input_df <- read.csv(c2_bots , header = TRUE) c3_bots <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case3/event_0430_framework_commit_counts.csv" c3_input_df <- read.csv(c3_bots , header = TRUE) # Add a column to each dataframe to label them c1_input_df <- c1_input_df %>% mutate(source = "c1") c2_input_df <- c2_input_df %>% mutate(source = "c2") c3_input_df <- c3_input_df %>% mutate(source = "c3") # Combine the dataframes into one combined_df <- bind_rows(c1_input_df, c2_input_df, c3_input_df) combined_df$nonbot_commit_count <- combined_df$commit_count - combined_df$bot_commit_count combined_df$unaff_commit_count <- combined_df$nonbot_commit_count - combined_df$wikimedia_commit_count library(scales) library(ggplot2) long_df <- combined_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') combined_df$returning_unaff_commit_count = combined_df$unaff_commit_count - combined_df$unaff_new_commit_count new_authors_long_df <- combined_df |> 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="Contributor Tenure (New contributors <= 5 commits before deployment announcement)") + geom_vline(data = long_df |> filter(source == "c1"), aes(xintercept = -29), linetype = "dotted", color = "black", linewidth = 1) + geom_vline(data = long_df |> filter(source == "c1"), aes(xintercept = -9), linetype = "dotted", color = "black", linewidth = 1) + geom_vline(data = long_df |> filter(source == "c2"), aes(xintercept = -99), linetype = "dotted", color = "black", linewidth = 1) + geom_vline(data = long_df |> filter(source == "c3"), aes(xintercept = -97), linetype = "dotted", color = "black", linewidth = 1) + geom_text(data = data.frame(source = "c1", relative_week = -40, lengthened_commit_count = 90), aes(x = relative_week, y = lengthened_commit_count, label = "Opt-In Testing Deployment"), inherit.aes = FALSE, color = "black", size = 4) + geom_vline(xintercept = 0, linetype = "dashed", color = "black", linewidth = 1) + # Add vertical line at week 0 geom_text(data = data.frame(source = "c1", relative_week = 7, lengthened_commit_count = 90), aes(x = relative_week, y = lengthened_commit_count, label = "Wide Deployment"), inherit.aes = FALSE, color = "black", size = 4) + 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", "unaff_new_commit_count" = "New") ) + ggtitle("Unaffiliated Commits to Bot Framework Libraries During Feature Deployments") + theme_bw() + theme( legend.position = "top", plot.title = element_text(size = 18, face = "bold"), # Increase title font size axis.title.x = element_text(size = 16), # Increase x-axis title font size axis.title.y = element_text(size = 16), # Increase y-axis title font size axis.text.x = element_text(size = 16), # Increase x-axis text font size axis.text.y = element_text(size = 16), # Increase y-axis text font size legend.text = element_text(size = 16), # Increase legend text font size legend.title = element_text(size = 16), strip.text = element_text(size = 14)# Increase legend title font size ) + facet_wrap(~source, nrow = 3, labeller = labeller(source = c( "c1" = "VisualEditor", "c2" = "HTTPS-as-default", "c3" = "HTTP-deprecation" ))) new_unaff_authors ggsave(filename = "ww-0501-bot-commits-faceted.png", plot = new_unaff_authors, width = 15, height = 9, dpi = 800)