new analysis of commit activity
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commit_analysis/case1/0401-core-event-new-commits.png
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commit_analysis/case1/0401-core-event-new-commits.png
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commit_analysis/case1/0401-ve-event-new-commits.png
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commit_analysis/case1/0401-ve-event-new-commits.png
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@ -4,7 +4,7 @@ library(lubridate)
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library(tidyr)
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library(purrr)
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ve_commit_fp <- "/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/extensions_visualeditor_commits.csv"
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ve_commit_fp <- "/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/mediawiki_core_commits.csv"
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transform_commit_data <- function(filepath){
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#basic, loading in the file
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@ -15,9 +15,9 @@ transform_commit_data <- function(filepath){
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# TODO: this is project/event specific
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#event_date <- as.Date("2013-07-01")
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event_date <- as.Date("2013-07-01")
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#event_date <- as.Date("2013-04-25")
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event_date <- as.Date("2012-12-11")
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#event_date <- as.Date("2012-12-11")
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# isolate project id
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project_id <- sub("_.*$", "", file_name)
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@ -48,13 +48,34 @@ transform_commit_data <- function(filepath){
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}
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df <- df |>
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mutate(relative_week = relative_week(commit_date, event_date)) |>
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arrange(relative_week) |>
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mutate(relative_week = relative_week(commit_date, event_date))
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# arrange(relative_week) |>
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# group_by(author_email) |>
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# mutate(new_author = ifelse(row_number() <= 5, 1, 0),
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# new_author_wmf = if_else(grepl("@wikimedia", author_email), new_author, 0),
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# new_author_unaff = if_else(!grepl("@wikimedia", author_email), new_author, 0)) |>
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# ungroup()
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# cut the df to all before 06-01-2013
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# group by author_email
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# list all author_emails with >5 commits
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# for big df: if author not in the list, 'new' author
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old_author_list <- df |>
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filter(commit_date < as.Date("2013-06-01"))|>
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group_by(author_email) |>
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mutate(new_author = ifelse(row_number() <= 5, 1, 0),
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new_author_wmf = if_else(grepl("@wikimedia", author_email), new_author, 0),
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new_author_unaff = if_else(!grepl("@wikimedia", author_email), new_author, 0)) |>
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ungroup()
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summarise(commit_count = n()) |>
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filter(commit_count > 5) |>
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pull(author_email)
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# Label authors as 'new' if they are not in the old_author_list
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df <- df |>
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mutate(new_author = ifelse(author_email %in% old_author_list, 0, 1),
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new_author_wmf = if_else(grepl("@wikimedia", author_email),
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new_author, 0),
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new_author_unaff = if_else(!grepl("@wikimedia", author_email) &
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!grepl("l10n-bot@translatewiki.net|tools.libraryupgrader@tools.wmflabs.org", author_email),
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new_author, 0))
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#filler for when there are weeks without commits
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all_weeks <- seq(relative_week(start_date, event_date), relative_week(end_date, event_date))
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@ -93,8 +114,8 @@ transform_commit_data <- function(filepath){
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wikimedia_commit_count = sum(grepl("@wikimedia", author_email)),
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wikia_commit_count = sum(grepl("@wikia-inc.com", author_email)),
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bot_commit_count = sum(grepl("l10n-bot@translatewiki.net|tools.libraryupgrader@tools.wmflabs.org", author_email)),
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wmf_ft_commit_count = sum(new_author_wmf),
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unaff_ft_commit_count = sum(new_author_unaff),
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wmf_new_commit_count = sum(new_author_wmf),
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unaff_new_commit_count = sum(new_author_unaff),
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.groups = 'drop') |>
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right_join(complete_weeks_df, by=c("relative_week", "project_id", "age")) |>
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replace_na(list(commit_count = 0)) |>
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@ -103,8 +124,8 @@ transform_commit_data <- function(filepath){
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replace_na(list(jenkins_commit_count = 0)) |>
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replace_na(list(mediawiki_dev_commit_count = 0)) |>
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replace_na(list(wikia_commit_count = 0)) |>
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replace_na(list(wmf_ft_commit_count = 0)) |>
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replace_na(list(unaff_ft_commit_count = 0)) |>
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replace_na(list(wmf_new_commit_count = 0)) |>
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replace_na(list(unaff_new_commit_count = 0)) |>
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mutate(before_after = if_else(relative_week < 0, 0, 1)) |>
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select(-author_emails, -committer_emails)
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# then, to get the authorship details in
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@ -143,7 +164,7 @@ transform_commit_data <- function(filepath){
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}
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transformed <- transform_commit_data(ve_commit_fp)
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output_filepath <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/en-testing_0316_extensions_ve_weekly_commit_count_data.csv"
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output_filepath <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/event_0401_mediawiki_core_weekly_commit_count_data.csv"
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write.csv(transformed, output_filepath, row.names = FALSE)
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@ -1,9 +1,41 @@
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library(tidyverse)
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count_data_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/en-testing_0217_extensions_ve_weekly_commit_count_data.csv"
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count_data_fp <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/event_0401_mediawiki_core_weekly_commit_count_data.csv"
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input_df <- read.csv(count_data_fp, header = TRUE)
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input_df$nonbot_commit_count <- input_df$commit_count - input_df$bot_commit_count
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library(scales)
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library(ggplot2)
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long_df <- input_df |>
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tidyr::pivot_longer(cols = c(nonbot_commit_count, unaff_new_commit_count, wmf_new_commit_count),
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names_to = "commit_type",
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values_to = "lengthened_commit_count")
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affiliationColors <-
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setNames( c('black','#5da2d8', '#c7756a')
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,c("nonbot_commit_count","unaff_new_commit_count", "wmf_new_commit_count"))
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new_authors <- long_df |>
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ggplot(aes(x=relative_week,
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y=lengthened_commit_count,
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color=factor(commit_type))) +
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geom_line() +
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geom_point() +
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labs(x = "Relative Week", y = "Commits", color="Commit Type") +
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scale_color_manual(values = affiliationColors,
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labels = c("nonbot_commit_count" = "Total Nonbot Commits",
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"unaff_new_commit_count" = "New Unaffiliated Commits",
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"wmf_new_commit_count" = "New WMF Commits")) +
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ggtitle("MW-core Commits Around Wide Release ('New' contributors <= 5 commits before 06-01-2013)") +
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theme_bw() +
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theme(legend.position = "top")
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new_authors
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ggsave(filename = "0401-core-event-new-commits.png", plot = new_authors, width = 12, height = 9, dpi = 800)
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window_num <- 12
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intermediate_df <- input_df |>
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mutate(nonbot_commit_count = commit_count - bot_commit_count)|>
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@ -13,9 +45,6 @@ intermediate_df <- input_df |>
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dplyr::select(-wikia_commit_count) |>
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filter(relative_week >= (- window_num) & relative_week <= (window_num))
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library(scales)
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library(ggplot2)
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time_plot <- intermediate_df |>
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ggplot(aes(x=relative_week, y=nonbot_commit_count)) +
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labs(x="Weekly Offset", y="Nonbot Commit Count") +
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17
mgaughan-rstudio-server_25101978.out
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17
mgaughan-rstudio-server_25101978.out
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@ -0,0 +1,17 @@
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1. SSH tunnel from your workstation using the following command:
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ssh -N -L 8787:n3439:60937 mjilg@klone.hyak.uw.edu
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and point your web browser to http://localhost:8787
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2. log in to RStudio Server using the following credentials:
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user: mjilg
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password: Uoe+nDeFvcaRiOows2lT
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When done using RStudio Server, terminate the job by:
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1. Exit the RStudio Session ("power" button in the top right corner of the RStudio window)
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2. Issue the following command on the login node:
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scancel -f 25101978
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