Dm_finder               Function to find the minimum distance between a
                        class and a set of clusters
abs_error               Absolute Error Function for Non-Conformity
                        Scores
bcss_compute            Function to compute the between-cluster sum of
                        squares (BCSS) for a set of clusters
bin_chopper             Bin chopper function for binned bootstrapping
bindividual_alpha       Bin-individual alpha function for conformal
                        prediction
bootstrap_inner         Bootstrap function for bootstrapping the
                        prediction intervals
cauchy_kern             Cauchy Kernel Function
ch_index                Function to compute the Calinski-Harabasz index
                        for a set of clusters
class_to_clusters       Function to convert class vector to cluster
                        vector based on calibrated clusters
clusterer               Function to cluster non-conformity scores using
                        either Kolmogorov-Smirnov or K-means clustering
contiguize_intervals    Contiguize non-contiguous intervals
county_turnout          U.S. county-level turnout and demographic
                        context (MIT Election Lab 2018 Election
                        Analysis Dataset + additions)
coverage_gap_finder     Function to find the coverage gap for a set of
                        clusters
dm_to_prob              Function to convert distance measure to
                        probability
elections               Election-year democracy indicators from V-Dem
                        (1946–2024)
flatten_cp_bin_intervals
                        Flatten binned conformal prediction intervals
                        to contiguous intervals
gauss_kern              Gaussian Kernel Function
grid_finder             Grid search for lower and upper bounds of
                        continuous conformal prediction intervals
grid_inner              Inner function for grid search
heterogeneous_error     Heterogeneous Error Function for Non-Conformity
                        Scores
interval_coverage       Empirical coverage of prediction intervals
interval_miscoverage    Empirical miscoverage of prediction intervals
interval_score          Mean interval score (MIS) for prediction
                        intervals
interval_width          Mean width of prediction intervals
kmeans_cluster_qecdf    Function to perform K-means clustering on
                        quantile empirical cumulative distribution
                        functions (qECDFs) of non-conformity scores
ks_cluster              Function to perform Kolmogorov-Smirnov
                        clustering on non-conformity scores
ks_cluster_assignment_step
                        Function to assign classes to clusters based on
                        Kolmogorov-Smirnov clustering
ks_cluster_init_step    Function to initialize clusters for
                        Kolmogorov-Smirnov clustering
logistic_kern           Logistic Kernel Function
minq_to_alpha           Helper for minimum quantile to alpha function
ncs_compute             Non-Conformity Score Computation Function
optimize_clusters       Function to optimize clusters based on the
                        Calinski-Harabasz index
pinterval_bccp          Bin-conditional conformal prediction intervals
                        for continuous predictions
pinterval_bootstrap     Bootstrap prediction intervals
pinterval_ccp           Clustered conformal prediction intervals for
                        continuous predictions
pinterval_conformal     Conformal Prediction Intervals of Continuous
                        Values
pinterval_mondrian      Mondrian conformal prediction intervals for
                        continuous predictions
pinterval_parametric    #' Parametric prediction intervals for
                        continuous predictions
raw_error               Raw Error Function for Non-Conformity Scores
reciprocal_linear_kern
                        Reciprocal Linear Kernel Function
rel_error               Relative Error Function for Non-Conformity
                        Scores by predicted Values
wcss_compute            Function to compute the within-cluster sum of
                        squares (WCSS) for a set of clusters
za_rel_error            Zero-adjusted Relative Error Function for
                        Non-Conformity Scores by predicted Values with
                        a small adjustment
