Struct SHAPExplanation 

pub struct SHAPExplanation {
    pub base_value: f64,
    pub shap_values: Vec<f64>,
    pub feature_names: Option<Vec<String>>,
    pub prediction: f64,
    pub shap_sum: f64,
}

SHAP explanation for a single prediction.

Fields

base_value: f64

Base value (expected prediction over training data).

shap_values: Vec<f64>

SHAP values for each feature.

feature_names: Option<Vec<String>>

Feature names if provided.

prediction: f64

The prediction being explained.

shap_sum: f64

Sum of SHAP values (should equal prediction - base_value).

Trait Implementations

impl Clone for SHAPExplanation

fn clone(&self) -> SHAPExplanation

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for SHAPExplanation

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for SHAPExplanation

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for SHAPExplanation

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.