library(tidyverse) entest_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/en-testing_0217_extensions_ve_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_0217_extensions_ve_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_0217_extensions_ve_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 <- input_df |> mutate(nonbot_commit_count = commit_count - bot_commit_count)|> mutate(other_commit_count = nonbot_commit_count - mediawiki_dev_commit_count - wikia_commit_count - wikimedia_commit_count) |> mutate(wikimedia_commit_count = wikimedia_commit_count + mediawiki_dev_commit_count + wikia_commit_count) |> dplyr::select(-mediawiki_dev_commit_count) |> dplyr::select(-wikia_commit_count) #get into mlm format long_df <- input_df |> pivot_longer(cols = c(other_commit_count, wikimedia_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) intermediate_long_df <- intermediate_long_df |> drop_na() window_num <- 4 final_long_df <- intermediate_long_df |> filter(relative_week >= (- window_num) & relative_week <= (window_num)) commit_plot <- final_long_df |> ggplot(aes(x=relative_week, y=lengthened_commit_count, color=commit_type, linetype = rd_event)) + geom_line() + geom_point() + labs(x = "Relative Week", y = "Nonbot Commits", linetype = "Testing Event", color="Commit Author Affiliation") + scale_linetype_discrete(labels = c("enwiki testing (2012-12-12)", "wide testing (2013-04-25)")) + scale_color_discrete(labels = c("Unaffiliated", "Organizationally Affiliated")) + ggtitle("VisualEditor Nonbot Commit Count Around Opt-In Testing Events (by Affiliation)") + theme_bw() + theme(legend.position = "top") commit_plot total_commit_plot <- final_long_df |> filter(commit_type == "other_commit_count")|> ggplot(aes(x=relative_week, y=nonbot_commit_count, linetype = rd_event)) + geom_line() + geom_point() + 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 Nonbot Commit Count Around Opt-In Testing Events") + theme_bw() + theme(legend.position = "top") total_commit_plot 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_linetype_discrete(labels = c("enwiki testing (2012-12-12)", "wide testing (2013-04-25)")) + scale_color_discrete(labels = c("Unaffiliated", "Organizationally Affiliated")) + ggtitle("VisualEditor Nonbot Commit Share Around Opt-In Testing Events") + theme_bw() + theme(legend.position = "top") commit_share_plot