Heatmap for visualizing an SNF config — config

Create a heatmap where each row corresponds to a different set of hyperparameters in an SNF config object. Numeric parameters are scaled normalized and non-numeric parameters are added as heatmap annotations. Rows can be reordered to match prior meta clustering results.

Usage

config_heatmap(
  sc,
  order = NULL,
  hide_fixed = FALSE,
  show_column_names = TRUE,
  show_row_names = TRUE,
  rect_gp = grid::gpar(col = "black"),
  colour_breaks = c(0, 1),
  colours = c("black", "darkseagreen"),
  column_split_vector = NULL,
  row_split_vector = NULL,
  column_split = NULL,
  row_split = NULL,
  column_title = NULL,
  include_weights = TRUE,
  include_settings = TRUE,
  ...
)

Arguments

sc: An snf_config class object.
order: Numeric vector indicating row ordering of SNF config.
hide_fixed: Whether fixed parameters should be removed.
show_column_names: Whether show column names.
show_row_names: Whether show row names.
rect_gp: Graphic parameters for drawing rectangles (for heatmap body). The value should be specified by gpar and fill parameter is ignored.
colour_breaks: Numeric vector of breaks for the legend.
colours: Vector of colours to use for the heatmap. Should match the length of colour_breaks.
column_split_vector: Vector of indices to split columns by.
row_split_vector: Vector of indices to split rows by.
column_split: Split on columns. For heatmap splitting, please refer to https://jokergoo.github.io/ComplexHeatmap-reference/book/a-single-heatmap.html#heatmap-split .
row_split: Same as split.
column_title: Title on the column.
include_weights: If TRUE, includes feature weights of the weights matrix into the config heatmap.
include_settings: If TRUE, includes columns from the settings data frame into the config heatmap.
...: Additional parameters passed to ComplexHeatmap::Heatmap.

Value

Returns a heatmap (class "Heatmap" from package ComplexHeatmap) that displays the scaled values of the provided SNF config.

Examples

dl <- data_list(
    list(income, "household_income", "demographics", "ordinal"),
    list(pubertal, "pubertal_status", "demographics", "continuous"),
    list(fav_colour, "favourite_colour", "demographics", "categorical"),
    list(anxiety, "anxiety", "behaviour", "ordinal"),
    list(depress, "depressed", "behaviour", "ordinal"),
    uid = "unique_id"
)
#> ℹ 139 observations dropped due to incomplete data.

sc <- snf_config(
    dl,
    n_solutions = 10,
    dropout_dist = "uniform"
)
#> ℹ No distance functions specified. Using defaults.
#> ℹ No clustering functions specified. Using defaults.

config_heatmap(sc)