openwashdata · larnsce · Jun 30, 2026 · Jun 30, 2026
diff --git a/.gitignore b/.gitignore
@@ -68,3 +68,6 @@ CLAUDE.md
 node_modules/
 test-pu
 **/*.quarto_ipynb
+
+# data
+raw_data.csv
diff --git a/...blog/posts/2025-09-01-ds4owd-002-registration-analysis/analysis/execute-results/html.json b/...blog/posts/2025-09-01-ds4owd-002-registration-analysis/analysis/execute-results/html.json
diff --git a/...-ds4owd-002-registration-analysis/analysis/figure-html/plot-accessibility-1.png b/...-ds4owd-002-registration-analysis/analysis/figure-html/plot-accessibility-1.png
diff --git a/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-age-1.png b/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-age-1.png
diff --git a/...09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-barriers-1.png b/...09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-barriers-1.png
diff --git a/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-bookmarks-1.png b/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-bookmarks-1.png
diff --git a/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-browser-1.png b/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-browser-1.png
diff --git a/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-cli-1.png b/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-cli-1.png
diff --git a/...1-ds4owd-002-registration-analysis/analysis/figure-html/plot-coauthorship-1.png b/...1-ds4owd-002-registration-analysis/analysis/figure-html/plot-coauthorship-1.png
diff --git a/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-country-1.png b/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-country-1.png
diff --git a/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-dataavail-1.png b/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-dataavail-1.png
diff --git a/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-dataformat-1.png b/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-dataformat-1.png
diff --git a/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-education-1.png b/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-education-1.png
diff --git a/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-employment-1.png b/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-employment-1.png
diff --git a/...5-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-gender-1.png b/...5-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-gender-1.png
diff --git a/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-git-1.png b/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-git-1.png
diff --git a/...5-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-github-1.png b/...5-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-github-1.png
diff --git a/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-ide-1.png b/...2025-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-ide-1.png
diff --git a/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-ide-exp-1.png b/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-ide-exp-1.png
diff --git a/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-languages-1.png b/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-languages-1.png
diff --git a/...09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-llm-freq-1.png b/...09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-llm-freq-1.png
diff --git a/...-ds4owd-002-registration-analysis/analysis/figure-html/plot-llm-platforms-1.png b/...-ds4owd-002-registration-analysis/analysis/figure-html/plot-llm-platforms-1.png
diff --git a/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-mentorship-1.png b/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-mentorship-1.png
diff --git a/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-narrative-1.png b/...9-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-narrative-1.png
diff --git a/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-notetaking-1.png b/...-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-notetaking-1.png
diff --git a/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-orgtype-1.png b/...-09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-orgtype-1.png
diff --git a/...09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-password-1.png b/...09-01-ds4owd-002-registration-analysis/analysis/figure-html/plot-password-1.png
diff --git a/...01-ds4owd-002-registration-analysis/analysis/figure-html/plot-programming-1.png b/...01-ds4owd-002-registration-analysis/analysis/figure-html/plot-programming-1.png
diff --git a/pages/blog/posts/2025-09-01-ds4owd-002-registration-analysis/analysis.qmd b/pages/blog/posts/2025-09-01-ds4owd-002-registration-analysis/analysis.qmd
diff --git a/pages/blog/posts/2025-09-01-ds4owd-002-registration-analysis/index.qmd b/pages/blog/posts/2025-09-01-ds4owd-002-registration-analysis/index.qmd
@@ -51,8 +51,12 @@ form_id <- "ashaEDvw4ZLwGi9bqXGeqb"
 form_file <- here::here("pages/blog/posts/2025-09-01-ds4owd-002-registration-analysis/data/registration_form.xlsx")
 
 # fetch data from Kobo with robotoolbox
-raw_data <- kobo_data(x = form_id,
-                      all_versions = TRUE)
+# raw_data <- kobo_data(x = form_id,
+#                       all_versions = TRUE)
+
+# write_csv(raw_data, "data/raw_data.csv")
+
+raw_data <- read_csv(here::here("pages/blog/posts/2025-09-01-ds4owd-002-registration-analysis/data/raw_data.csv"))
 
 # read in questionnaire and labels from XLS form 
 questionnaire <- read_xlsx(form_file,

diff --git a/prompt-history.md b/prompt-history.md
@@ -0,0 +1,9 @@
+# Prompt History
+
+This file logs user prompts and interactions per the Session Standards in `CLAUDE.md`. Sessions are separated by date.
+
+## 2026-06-30
+
+- **Prompt:** In `pages/blog/posts/2025-09-01-ds4owd-002-registration-analysis/` there is an analysis of course data. Prepare a second `analysis.qmd` in this folder. I want a brief summary analysis of each variable in the dataset, basic exploratory plots with frequencies, read each image that you create and add two points as text to the quarto file. The data sits in the `data/` subfolder. Think hard.
+  - **Clarifications given:** cover all ~54 survey questions; under each plot write two observations plus one implication for the course.
+  - **Work done:** created `analysis.qmd` covering every variable across nine thematic sections (identity, demographics, barriers, programming, version control, tooling, LLM/AI, digital habits, goals and consent), with reusable `plot_freq` and `plot_multi` helpers. Rendered the document with the RStudio-bundled Quarto, read all 26 generated frequency plots, and wrote grounded two-observations-plus-one-implication notes under each. Spot-checked headline figures against the data and re-rendered cleanly. The file is set to `draft: true` pending review.