Merge branch 'main' of https://github.com/nrennie/tidytuesday

Author: nrennie

2024/2024-09-03/20240903.R

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+# Load packages -----------------------------------------------------------
+
+library(tidyverse)
+library(showtext)
+library(camcorder)
+library(ggtext)
+library(nrBrand)
+library(glue)
+library(ggalluvial)
+
+
+# Load data ---------------------------------------------------------------
+
+tuesdata <- tidytuesdayR::tt_load("2024-09-03")
+qname_levels_single_response_crosswalk <- tuesdata$qname_levels_single_response_crosswalk
+stackoverflow_survey_questions <- tuesdata$stackoverflow_survey_questions
+stackoverflow_survey_single_response <- tuesdata$stackoverflow_survey_single_response
+
+
+# Load fonts --------------------------------------------------------------
+
+font_add_google("Open Sans", "open")
+showtext_auto()
+body_font <- "open"
+
+
+# Define colours ----------------------------------------------------------
+
+bg_col <- "grey95"
+text_col <- "grey10"
+highlight_col <- "#f48024"
+
+
+# Data wrangling ----------------------------------------------------------
+
+q_data <- stackoverflow_survey_single_response |>
+  select(years_code_pro, ai_select, ai_threat) |>
+  drop_na(years_code_pro) |>
+  mutate(
+    years_code_pro = case_when(
+      years_code_pro <= 5 ~ "Less than 5 years",
+      years_code_pro > 5 & years_code_pro <= 10 ~ "5 - 10 years",
+      years_code_pro > 10 & years_code_pro <= 20 ~ "10 - 20 years",
+      years_code_pro > 20 ~ "Over 20 years",
+    ),
+    years_code_pro = factor(years_code_pro, levels = c(
+      "Less than 5 years", "5 - 10 years", "10 - 20 years", "Over 20 years"
+    ))
+  ) |>
+  count(years_code_pro, ai_select, ai_threat) |>
+  drop_na(ai_select)
+
+plot_data <- q_data |>
+  left_join(
+    filter(
+      qname_levels_single_response_crosswalk, qname == "ai_select"
+    ),
+    by = c("ai_select" = "level")
+  ) |>
+  select(-c(qname, ai_select)) |>
+  rename(ai_select = label) |>
+  left_join(
+    filter(
+      qname_levels_single_response_crosswalk, qname == "ai_threat"
+    ),
+    by = c("ai_threat" = "level")
+  ) |>
+  select(-c(qname, ai_threat)) |>
+  rename(ai_threat = label) |>
+  mutate(
+    ai_threat = replace_na(ai_threat, "Did not answer")
+  ) |>
+  mutate(
+    ai_select = factor(ai_select, levels = c(
+      "Yes", "No, but I plan to soon", "No, and I don't plan to"
+    )),
+    ai_threat = factor(ai_threat, levels = c(
+      "Yes", "I'm not sure", "No", "Did not answer"
+    ))
+  )
+
+
+plot_data |>
+  select(years_code_pro, ai_threat, n) |>
+  group_by(years_code_pro, ai_threat) |>
+  summarise(n = sum(n)) |>
+  ungroup() |>
+  group_by(years_code_pro) |>
+  mutate(
+    tot_dev = sum(n),
+    p = 100 * n / tot_dev
+  ) |>
+  ungroup() |>
+  filter(ai_threat == "Yes")
+
+
+# Start recording ---------------------------------------------------------
+
+gg_record(
+  dir = file.path("2024", "2024-09-03", "recording"),
+  device = "png",
+  width = 7,
+  height = 6,
+  units = "in",
+  dpi = 300
+)
+
+
+# Define text -------------------------------------------------------------
+
+social <- nrBrand::social_caption(
+  bg_colour = bg_col,
+  icon_colour = highlight_col,
+  font_colour = text_col,
+  font_family = body_font,
+  twitter = NA
+)
+title <- "Most developers don't believe AI is a threat to their current job."
+st <- glue("The 2024 Stack Overflow Annual Developer Survey, conducted in May
+2024, gathered responses from over 65,000 developers. Of those developers who responded with information
+about their experience level and whether or not they had used AI,
+<span style='color:{highlight_col};'>**developers with less than five years
+of professional coding experience**</span>
+are most likely to believe that AI is a threat to their current role with 9.6%
+answering yes to this question. This compares to just 6.4% of developers with
+over 20 years of experience.")
+cap <- paste0(
+  "**Data**: Stack Overflow Annual Developer Survey 2024<br>**Graphic**: ", social
+)
+
+
+# Plot --------------------------------------------------------------------
+
+ggplot(
+  data = plot_data,
+  aes(
+    axis1 = years_code_pro, axis2 = ai_select, axis3 = ai_threat,
+    y = n
+  )
+) +
+  geom_alluvium(aes(fill = years_code_pro), alpha = 0.9) +
+  geom_stratum() +
+  geom_text(
+    stat = "stratum",
+    mapping = aes(label = str_wrap(after_stat(stratum), 10)),
+    family = body_font,
+    size = 6,
+    lineheight = 0.5
+  ) +
+  labs(
+    title = title,
+    subtitle = st,
+    caption = cap
+  ) +
+  scale_fill_manual(
+    values = c(highlight_col, "grey10", "grey40", "grey70")
+  ) +
+  scale_x_discrete(
+    limits = c("years_code_pro", "ai_select", "ai_threat"),
+    labels = str_wrap(c(
+      "Not including education, how many years have you coded professional?",
+      "Do you currently use AI tools in your development process?",
+      "Do you believe AI is a threat to your current role?"
+    ), 18),
+    position = "top"
+  ) +
+  coord_cartesian(expand = F) +
+  theme_void(base_family = body_font, base_size = 22) +
+  theme(
+    legend.position = "none",
+    plot.title = element_textbox_simple(
+      colour = text_col,
+      hjust = 0,
+      halign = 0,
+      margin = margin(b = 0, t = 5),
+      lineheight = 0.5,
+      face = "bold",
+      size = rel(1.9),
+      family = body_font
+    ),
+    plot.subtitle = element_textbox_simple(
+      colour = text_col,
+      hjust = 0,
+      halign = 0,
+      margin = margin(b = 10, t = 10),
+      lineheight = 0.5,
+      family = body_font
+    ),
+    plot.caption = element_textbox_simple(
+      colour = text_col,
+      hjust = 0,
+      halign = 0,
+      margin = margin(b = 0, t = 10),
+      lineheight = 0.5,
+      family = body_font
+    ),
+    axis.text.x = element_text(
+      family = body_font,
+      colour = text_col,
+      lineheight = 0.4,
+      margin = margin(b = 5)
+    ),
+    plot.margin = margin(10, 10, 10, 10),
+    plot.background = element_rect(fill = bg_col, colour = bg_col)
+  )
+
+
+# Save gif ----------------------------------------------------------------
+
+gg_playback(
+  name = file.path("2024", "2024-09-03", paste0("20240903", ".gif")),
+  first_image_duration = 4,
+  last_image_duration = 20,
+  frame_duration = .25,
+  background = bg_col
+)
+
+ggsave(
+  file.path("2024", "2024-09-03", paste0("20240903", ".png")),
+  height = 6,
+  width = 7
+)

2024/2024-09-03/20240903.gif

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+<h1 align="center"> Stack Overflow Annual Developer Survey 2024 </h1>
+
+<p align="center">
+  <img src="/2024/2024-09-03/20240903.png" width="60%">
+</p>
+
+The making of this visualisation was also recorded using the {camcorder} package.
+
+<p align="center">
+  <img src="/2024/2024-09-03/20240903.gif" width="60%">
+</p>