Struct NistAlignmentReport 

pub struct NistAlignmentReport {

    pub differential_privacy_applied: bool,
    pub epsilon: Option<f64>,
    pub delta: Option<f64>,
    pub composition_method: Option<String>,
    pub k_anonymity_enforced: bool,
    pub k_anonymity_level: Option<usize>,
    pub membership_inference_tested: bool,
    pub mia_auc_roc: Option<f64>,
    pub linkage_attack_tested: bool,
    pub re_identification_rate: Option<f64>,
    pub alignment_score: f64,
    pub criteria: Vec<NistCriterion>,
    pub passes: bool,
}

NIST SP 800-226 alignment self-assessment report.

Maps DataSynth’s privacy controls to NIST criteria for evaluating de-identification and synthetic data methodologies.

Fields

differential_privacy_applied: bool

Whether differential privacy is applied.

epsilon: Option<f64>

Epsilon value used (if applicable).

delta: Option<f64>

Delta value used (if applicable).

composition_method: Option<String>

The composition method used.

k_anonymity_enforced: bool

Whether k-anonymity is enforced.

k_anonymity_level: Option<usize>

The k-anonymity level achieved.

membership_inference_tested: bool

Whether membership inference was tested.

mia_auc_roc: Option<f64>

MIA AUC-ROC result (if tested).

linkage_attack_tested: bool

Whether linkage attack was tested.

re_identification_rate: Option<f64>

Re-identification rate (if tested).

alignment_score: f64

Overall NIST alignment score (0.0-1.0). Based on how many criteria are met.

criteria: Vec<NistCriterion>

Individual criterion assessments.

passes: bool

Whether the overall assessment passes.

Implementations

impl NistAlignmentReport

pub fn build( dp_applied: bool, epsilon: Option<f64>, delta: Option<f64>, composition_method: Option<String>, k_anonymity_enforced: bool, k_anonymity_level: Option<usize>, mia_auc_roc: Option<f64>, re_identification_rate: Option<f64>, ) -> Self

Build a NIST alignment report from privacy evaluation results.

Trait Implementations

impl Clone for NistAlignmentReport

fn clone(&self) -> NistAlignmentReport

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for NistAlignmentReport

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for NistAlignmentReport

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for NistAlignmentReport

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

where __S: Serializer,

Serialize this value into the given Serde serializer.