1
0
mw-lifecycle-analysis/commit_analysis/commit_plotting.R
2025-04-15 16:41:05 -07:00

79 lines
3.1 KiB
R

library(tidyverse)
count_data_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case3/event_0415_mediawiki_core_weekly_commit_count_data.csv"
input_df <- read.csv(count_data_fp, header = TRUE)
input_df$nonbot_commit_count <- input_df$commit_count - input_df$bot_commit_count
library(scales)
library(ggplot2)
long_df <- input_df |>
tidyr::pivot_longer(cols = c(nonbot_commit_count, unaff_new_commit_count, wmf_new_commit_count),
names_to = "commit_type",
values_to = "lengthened_commit_count")
affiliationColors <-
setNames( c('black','#5da2d8', '#c7756a')
,c("nonbot_commit_count","unaff_new_commit_count", "wmf_new_commit_count"))
new_authors <- long_df |>
ggplot(aes(x=relative_week,
y=lengthened_commit_count,
color=factor(commit_type))) +
geom_point() +
geom_line() +
labs(x = "Relative Week", y = "Commits", color="Commit Type") +
scale_color_manual(values = affiliationColors,
labels = c("nonbot_commit_count" = "Total Nonbot Commits",
"unaff_new_commit_count" = "New Unaffiliated Commits",
"wmf_new_commit_count" = "New WMF Commits")) +
ggtitle("Total MW-core Commits Around HTTP-deprecation ('New' contributors <= 5 commits 04-01-2015 and 06-01-2015)") +
theme_bw() +
theme(legend.position = "top")
new_authors
ggsave(filename = "0403-https-core-event-new-commits.png", plot = new_authors, width = 12, height = 9, dpi = 800)
window_num <- 12
intermediate_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) |>
filter(relative_week >= (- window_num) & relative_week <= (window_num))
time_plot <- intermediate_df |>
ggplot(aes(x=relative_week, y=nonbot_commit_count)) +
labs(x="Weekly Offset", y="Nonbot Commit Count") +
geom_smooth() +
geom_vline(xintercept = 0)+
theme_bw() +
theme(legend.position = "top")
time_plot
library(dplyr)
share_df <- intermediate_df |>
mutate(wikimedia_share = wikimedia_commit_count / nonbot_commit_count) |>
mutate(other_share = other_commit_count / nonbot_commit_count)|>
drop_na()
share_long <- share_df |>
dplyr::select(relative_week, wikimedia_share, other_share) |>
pivot_longer(cols = c(wikimedia_share, other_share), names_to = "category", values_to = "share")
commit_share_plot <- share_long |>
ggplot(aes(x=relative_week,
y=share,
color=category)) +
geom_line() +
geom_point() +
labs(x = "Relative Week", y = "Share of Nonbot Commits", color="Commit Author Affiliation") +
scale_color_discrete(labels = c("Unaffiliated", "Organizationally Affiliated")) +
ggtitle("MW-core Nonbot Total Commit Share Around HTTP-deprecation") +
theme_bw() +
theme(legend.position = "top")
commit_share_plot