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mw-lifecycle-analysis/commit_analysis/bot-framework-commits.R
2025-04-30 21:35:20 -07:00

68 lines
2.8 KiB
R

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)