163 lines
8.4 KiB
R
163 lines
8.4 KiB
R
library(tidyverse)
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c1_bots <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/event_0430_framework_commit_counts.csv"
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c1_input_df <- read.csv(c1_bots , header = TRUE)
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c2_bots <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case2/event_0430_framework_commit_counts.csv"
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c2_input_df <- read.csv(c2_bots , header = TRUE)
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c3_bots <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case3/event_0430_framework_commit_counts.csv"
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c3_input_df <- read.csv(c3_bots , header = TRUE)
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# Add a column to each dataframe to label them
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c1_input_df <- c1_input_df %>% mutate(source = "c1")
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c2_input_df <- c2_input_df %>% mutate(source = "c2")
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c3_input_df <- c3_input_df %>% mutate(source = "c3")
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# Combine the dataframes into one
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combined_df <- bind_rows(c1_input_df, c2_input_df, c3_input_df)
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combined_df$nonbot_commit_count <- combined_df$commit_count - combined_df$bot_commit_count
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combined_df$unaff_commit_count <- combined_df$nonbot_commit_count - combined_df$wikimedia_commit_count
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library(scales)
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library(ggplot2)
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long_df <- combined_df |>
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tidyr::pivot_longer(cols = c(unaff_commit_count, wikimedia_commit_count),
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names_to = "commit_type",
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values_to = "lengthened_commit_count")
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summed_df <- long_df |>
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group_by(relative_week, project, commit_type) |>
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summarize(total_commits = sum(lengthened_commit_count), .groups = 'drop')
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combined_df$returning_unaff_commit_count = combined_df$unaff_commit_count - combined_df$unaff_new_commit_count
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new_authors_long_df <- combined_df |>
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tidyr::pivot_longer(cols = c(unaff_new_commit_count, returning_unaff_commit_count),
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names_to = "commit_seniority",
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values_to = "lengthened_commit_count")
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new_unaff_authors <- 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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fill=commit_seniority)) +
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geom_col(position='dodge') +
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labs(x = "Relative Week", y = "Commits", fill="Contributor Tenure (New contributors <= 5 commits before deployment announcement)") +
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geom_vline(data = long_df |> filter(source == "c1"),
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aes(xintercept = -29),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = long_df |> filter(source == "c1"),
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aes(xintercept = -9),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = combined_df |> filter(source == "c1"),
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aes(xintercept = -4),
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linetype = "3313", color = "black", linewidth = 1) +
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geom_vline(data = long_df |> filter(source == "c2"),
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aes(xintercept = -99),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = combined_df |> filter(source == "c2"),
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aes(xintercept = -4),
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linetype = "3313", color = "black", linewidth = 1) +
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geom_vline(data = long_df |> filter(source == "c3"),
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aes(xintercept = -97),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = combined_df |> filter(source == "c3"),
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aes(xintercept = -3),
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linetype = "3313", color = "black", linewidth = 1) +
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geom_text(data = data.frame(source = "c1", relative_week = -40, lengthened_commit_count = 90),
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aes(x = relative_week, y = lengthened_commit_count, label = "Opt-In Testing Deployment"),
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inherit.aes = FALSE, color = "black", size = 4) +
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geom_vline(xintercept = 0, linetype = "dashed", color = "black", linewidth = 1) + # Add vertical line at week 0
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geom_text(data = data.frame(source = "c1", relative_week = 7, lengthened_commit_count = 90),
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aes(x = relative_week, y = lengthened_commit_count, label = "Wide Deployment"),
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inherit.aes = FALSE, color = "black", size = 4) +
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geom_text(data = data.frame(source = "c3", relative_week = -15, lengthened_commit_count = 100),
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aes(x = relative_week, y = lengthened_commit_count, label = "Wide Deployment Announcement"),
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inherit.aes = FALSE, color = "black", size = 4) +
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scale_fill_manual(values = c("returning_unaff_commit_count" = "#FFC107", # Color for "Returning Contributors"
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"unaff_new_commit_count" = "#004D40"),
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labels = c("returning_unaff_commit_count" = "Returning",
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"unaff_new_commit_count" = "New")
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) +
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ggtitle("Unaffiliated Commits to Bot Framework Libraries During Feature Deployments") +
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theme_bw() +
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theme(
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legend.position = "top",
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plot.title = element_text(size = 18, face = "bold"), # Increase title font size
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axis.title.x = element_text(size = 16), # Increase x-axis title font size
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axis.title.y = element_text(size = 16), # Increase y-axis title font size
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axis.text.x = element_text(size = 16), # Increase x-axis text font size
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axis.text.y = element_text(size = 16), # Increase y-axis text font size
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legend.text = element_text(size = 16), # Increase legend text font size
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legend.title = element_text(size = 16),
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strip.text = element_text(size = 14)# Increase legend title font size
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) +
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facet_wrap(~source, nrow = 3, labeller = labeller(source = c(
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"c1" = "VisualEditor",
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"c2" = "HTTPS-as-default",
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"c3" = "HTTP-deprecation"
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)))
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new_unaff_authors
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ggsave(filename = "ww-0501-bot-commits-faceted.png", plot = new_unaff_authors, width = 15, height = 9, dpi = 800)
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unaff_authors <- 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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geom_col(position='dodge') +
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labs(x = "Relative Week", y = "Commits", fill="Contributor Tenure (New contributors <= 5 commits before deployment announcement)") +
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geom_vline(data = long_df |> filter(source == "c1"),
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aes(xintercept = -29),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = long_df |> filter(source == "c1"),
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aes(xintercept = -9),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = combined_df |> filter(source == "c1"),
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aes(xintercept = -4),
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linetype = "3313", color = "black", linewidth = 1) +
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geom_vline(data = long_df |> filter(source == "c2"),
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aes(xintercept = -99),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = combined_df |> filter(source == "c2"),
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aes(xintercept = -4),
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linetype = "3313", color = "black", linewidth = 1) +
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geom_vline(data = long_df |> filter(source == "c3"),
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aes(xintercept = -97),
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linetype = "dotted", color = "black", linewidth = 1) +
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geom_vline(data = combined_df |> filter(source == "c3"),
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aes(xintercept = -3),
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linetype = "3313", color = "black", linewidth = 1) +
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geom_text(data = data.frame(source = "c1", relative_week = -40, lengthened_commit_count = 90),
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aes(x = relative_week, y = lengthened_commit_count, label = "Opt-In Testing Deployment"),
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inherit.aes = FALSE, color = "black", size = 4) +
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geom_vline(xintercept = 0, linetype = "dashed", color = "black", linewidth = 1) + # Add vertical line at week 0
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geom_text(data = data.frame(source = "c1", relative_week = 7, lengthened_commit_count = 90),
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aes(x = relative_week, y = lengthened_commit_count, label = "Wide Deployment"),
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inherit.aes = FALSE, color = "black", size = 4) +
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ggtitle("Unaffiliated Commits to Bot Framework Libraries During Feature Deployments") +
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theme_bw() +
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theme(
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legend.position = "top",
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plot.title = element_text(size = 18, face = "bold"), # Increase title font size
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axis.title.x = element_text(size = 16), # Increase x-axis title font size
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axis.title.y = element_text(size = 16), # Increase y-axis title font size
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axis.text.x = element_text(size = 16), # Increase x-axis text font size
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axis.text.y = element_text(size = 16), # Increase y-axis text font size
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legend.text = element_text(size = 16), # Increase legend text font size
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legend.title = element_text(size = 16),
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strip.text = element_text(size = 14)# Increase legend title font size
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) +
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facet_wrap(~source, nrow = 3, labeller = labeller(source = c(
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"c1" = "VisualEditor",
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"c2" = "HTTPS-as-default",
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"c3" = "HTTP-deprecation"
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)))
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unaff_authors
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ggsave(filename = "ww-0501-bot-commits-grey.png", plot = unaff_authors, width = 15, height = 9, dpi = 800)
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