utils::globalVariables("iris")
# Example Iris Data ----------------------------------------------------------
example_iris_data <- function(.feature = NULL, .feature_class = NULL){
tbl <- iris %>%
dplyr::as_tibble() %>%
dplyr::rename("group_name" = "Species") %>%
dplyr::mutate(
"sample_name" = as.character(1:dplyr::n())
) %>%
tidyr::pivot_longer(
!c("group_name", "sample_name"),
names_to = "feature_name",
values_to = "feature_value"
) %>%
dplyr::inner_join(
dplyr::tribble(
~feature_name, ~feature_class,
"Sepal.Length", "Length",
"Sepal.Width", "Width",
"Petal.Length", "Length",
"Petal.Width", "Width",
),
by = "feature_name"
)
if(!is.null(.feature)){
tbl <- dplyr::filter(tbl, .data$feature_name == .feature)
}
if(!is.null(.feature_class)){
tbl <- dplyr::filter(tbl, .data$feature_class == .feature_class)
}
dplyr::select(
tbl,
"sample_name",
"feature_name",
"group_name",
"feature_value"
)
}
example_iris_data_one_dataset <- function(.feature = NULL, .feature_class = NULL){
example_iris_data(.feature, .feature_class) %>%
dplyr::mutate("dataset_name" = "Iris")
}
example_iris_data_two_datasets <- function(.feature = NULL, .feature_class = NULL){
example_iris_data(.feature, .feature_class) %>%
dplyr::mutate("dataset_name" = dplyr::if_else(
as.integer(.data$sample_name) %% 2 == 0,
"Iris2",
"Iris1"
))
}
example_iris_data_missing_column <- function(.feature = NULL, .feature_class = NULL){
dplyr::select(example_iris_data_one_dataset(), -"sample_name")
}
example_heatmap_iris_data <- function(){
dplyr::inner_join(
example_iris_data_one_dataset() %>%
dplyr::mutate(
"feature_display" = stringr::str_replace(.data$feature_name, "\\.", " ")
) %>%
dplyr::select(-"feature_name"),
example_iris_data() %>%
dplyr::mutate(
"response_display" = stringr::str_replace(.data$feature_name, "\\.", " ")
) %>%
dplyr::filter(.data$response_display == "Sepal Width") %>%
dplyr::select("sample_name", "response_display", "response_value" ="feature_value"),
by = "sample_name"
)
}
example_iris_data_feature_data <- function(){
dplyr::tribble(
~feature_name, ~feature_display, ~Class1, ~Class2, ~feature_order,
"Sepal.Length", "Sepal Length", "Length", "Sepal", 1,
"Sepal.Width", "Sepal Width", "Width", "Sepal", 2,
"Petal.Length", "Petal Length", "Length", "Petal", 3,
"Petal.Width", "Petal Width", "Width", "Petal", 4
)
}
example_iris_data_features_1_class <- function(){
example_iris_data_feature_data() %>%
dplyr::select(
"feature_name",
"feature_display",
"feature_class" = "Class1",
"feature_order"
)
}
example_iris_data_feature_data_no_class <- function(){
example_iris_data_feature_data() %>%
dplyr::select("feature_name", "feature_display")
}
example_distributions_iris_data_feature_data_2_classes <- function(){
example_iris_data_feature_data() %>%
dplyr::select(-"feature_order")
}
example_distributions_iris_data_feature_data_1_class <- function(){
example_iris_data_feature_data() %>%
dplyr::select(-c("feature_order", "Class2"))
}
example_distributions_iris_data_feature_data_missing_column <- function(){
example_iris_data_feature_data() %>%
dplyr::select("feature_name", "Class1")
}
example_distributions_iris_data_feature_data_duplicated_feature <- function(){
example_distributions_iris_data_feature_data_1_class() %>%
tibble::add_row(
"feature_name" = "Sepal.Length",
"feature_display" = "Sepal Width",
"Class1" = "Length"
)
}
example_iris_data_groups <- function(){
dplyr::tribble(
~group_name, ~group_display, ~group_color, ~group_description,
"setosa", "Setosa", "#FF0000", "Iris Species: Setosa",
"versicolor", "Versicolor", "#0000FF", "Iris Species: Versicolor",
"virginica", "Virginica", "#FFFF00", "Iris Species: Virginica",
)
}
example_iris_data_groups2 <- function(){
dplyr::tribble(
~group_name, ~group_display,
"setosa", "Setosa",
"versicolor", "Versicolor",
"virginica", "Virginica",
)
}
example_iris_data_groups_missing_column <- function(){
dplyr::tribble(
~group_name, ~group_display, ~group_color, ~group_description,
"setosa", "Setosa", "#FF0000", "Iris Species: Setosa",
"versicolor", "Versicolor", "#0000FF", "Iris Species: Versicolor",
"virginica", "Virginica", "#FFFF00", "Iris Species: Virginica",
)
}
example_scatterplot_iris_data_4_features <- function(){
tbl <- iris %>%
dplyr::as_tibble() %>%
dplyr::mutate("sample_name" = as.character(1:dplyr::n())) %>%
dplyr::rename("group_display" = "Species")
}
example_scatterplot_iris_data_3_features <- function(){
tbl <- example_scatterplot_iris_data_4_features() %>%
dplyr::select("sample_name", "group_display", "Sepal.Length", "Sepal.Width", "Petal.Length")
}
example_scatterplot_iris_data_2_features <- function(){
tbl <- example_scatterplot_iris_data_4_features() %>%
dplyr::select("sample_name", "group_display", "Sepal.Length", "Sepal.Width")
}
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