///|
/// Summarizes one dense feature column using population variance.
pub struct FeatureProfile {
source_column : Int
minimum_value : Double
maximum_value : Double
arithmetic_mean : Double
population_variance : Double
population_standard_deviation : Double
constant_column : Bool
} derive(Eq, Debug)
///|
/// Records one sorted class label's frequency.
pub struct ClassProfile {
class_label : Int
observation_count : Int
observation_proportion : Double
} derive(Eq, Debug)
///|
/// Stores deterministic descriptive evidence for a validated dataset.
pub struct DatasetProfile {
source_name : String
source_row_count : Int
source_feature_count : Int
source_class_count : Int
feature_profiles : Array[FeatureProfile]
class_profiles : Array[ClassProfile]
feature_centroid : Array[Double]
smallest_squared_row_norm : Double
largest_squared_row_norm : Double
average_squared_row_norm : Double
} derive(Eq, Debug)
///|
/// Summarizes positive sample weights and their concentration.
pub struct WeightProfile {
weight_count : Int
minimum_weight : Double
maximum_weight : Double
total_weight : Double
average_weight : Double
effective_observation_count : Double
} derive(Eq, Debug)