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add script to visualize scoring of questions
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rm(list = ls()) | ||
list.files("source/functions", full.names = TRUE) |> | ||
lapply(source) |> | ||
invisible() | ||
# | ||
# | ||
# --- definitions --------------- | ||
# | ||
# path to questions | ||
questions_file <- "source/export/survey_experts/questions_long.rda" | ||
# | ||
# path | ||
save_path <- "source/export/survey_experts/results/" | ||
# | ||
# | ||
# --- import data with questions and answers --------------- | ||
# | ||
questions_long <- get(load(questions_file)) | ||
# | ||
# | ||
# --- visualize scores --------------- | ||
# | ||
# prepare data for plotting | ||
questions_tmp <- questions_long |> | ||
# filter rows | ||
dplyr::filter(question_include_in_form == 1, question_use_for_ranking == 1) |> | ||
tidyr::drop_na(score_response_option) |> | ||
# insert line breaks in questions & shorten responses | ||
dplyr::mutate(index = dplyr::row_number()) |> | ||
dplyr::mutate( | ||
question_text = question_text |> | ||
stringr::str_wrap(width = 60) |> | ||
paste(x = _, NULL, collapse = "\n"), | ||
response_option = response_option |> | ||
stringr::str_trunc(string = _, width = 65), | ||
.by = index | ||
) |> | ||
dplyr::select(-index) | ||
# order questions & sections | ||
levels_q <- questions_tmp$question_text |> unique() |> rev() | ||
levels_s <- questions_tmp$section_title |> unique() | ||
questions_plot <- questions_tmp |> | ||
dplyr::mutate( | ||
question_factor = factor(question_text, levels = levels_q), | ||
section_factor = factor(section_title, levels = levels_s) | ||
) |> | ||
# merge labels based on response scores | ||
tidyr::pivot_wider( | ||
values_from = response_option, | ||
names_from = score_response_option, | ||
values_fn = function(x) paste(x, collapse = "\n") | ||
) |> | ||
tidyr::pivot_longer( | ||
cols = paste(1:4), | ||
names_to = "score", | ||
values_to = "response" | ||
) |> | ||
dplyr::mutate( | ||
score = as.numeric(score) | ||
) | ||
# | ||
plot <- ggplot2::ggplot( | ||
data = questions_plot, | ||
mapping = ggplot2::aes(x = score, y = question_factor)) + | ||
ggplot2::geom_rect( | ||
ggplot2::aes(fill = section_factor), | ||
xmin = -Inf, | ||
xmax = Inf, | ||
ymin = -Inf, | ||
ymax = Inf, | ||
alpha = 0.05 | ||
) + | ||
ggplot2::geom_label( | ||
ggplot2::aes(label = response), | ||
hjust = 0, | ||
size = 3, | ||
angle = 0, | ||
alpha = .9 | ||
) + | ||
ggplot2::facet_grid( | ||
rows = ggplot2::vars(section_factor), | ||
scales = "free", | ||
space = "free") + | ||
ggplot2::scale_x_continuous( | ||
breaks = 1:4, | ||
labels = paste(1:4, c("\nKleine haalbaarheid / nood", "", "", "\nGrote haalbaarheid / nood")) | ||
) + | ||
ggplot2::labs(x = "", y = "") + | ||
ggplot2::coord_cartesian(xlim = c(0.5,5)) + | ||
ggplot2::theme_bw() + | ||
ggplot2::theme( | ||
panel.grid = ggplot2::element_blank(), | ||
strip.background = ggplot2::element_blank(), | ||
legend.position = "none" | ||
) + | ||
cols4all::scale_fill_discrete_c4a_cat(palette = "carto.pastel") | ||
ggplot2::ggsave(paste0(save_path, "question_overview_scoring.pdf"), width = 600, height = 250, units = "mm") | ||
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