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Example data

debiasR_example_data()
Load empirical travel-to-work example data
simulated_active.users
Simulated Active User Counts by Origin
simulated_benchmark.od
Simulated Benchmark Origin-Destination Flows
simulated_covariates
Simulated Area Covariates
simulated_coverage
Simulated Coverage Inputs
simulated_distance
Simulated OD Distance Matrix
simulated_mpd.od
Simulated MPD Origin-Destination Flows
simulated_pop
Simulated Benchmark Population by Origin

Measure bias

measure_bias()
Measure Coverage Bias
measure_bias_distribution()
Measure active-user versus population distribution bias
validate_bias_residual_structure()
Validate Bias Residual Structure

Adjust flows

adjust_all_methods()
Fit multiple adjustment methods
adjust_coefficient()
Global coefficient calibration with multiple model families
adjust_inverse_penetration()
Inverse penetration rate weights
adjust_multilevel_bayes()
Bayesian Multilevel Bias Adjustment for OD Flows (v0.2 Stage 1)
adjust_raking_ratio()
Raking ratio / IPF adjustment of OD flows
adjust_selection_rate()
Selection-rate weighting (Chi et al. with r_t calibration)
adjust_selection_rate2()
Selection Rate II weighting (Zagheni & Weber 2012) with k calibration

Validate flows

validate_flow_distribution()
Validate origin-conditioned destination-share distributions
validate_flow_margins()
Prepare origin or destination margins for flow validation
validate_flow_overall_methods() validate_flow_residual_methods() validate_flow_distribution_methods() validate_flow_residual_structure_methods()
Validate a named list of adjusted flow outputs
validate_flow_overall() validate_flow_benchmark()
Validate adjusted OD flows against a benchmark overall
validate_flow_pairs() validate_flow_all()
Build an OD-pair validation table for MPD, adjusted, and benchmark flows
validate_flow_plot_distribution()
Plot distributional allocation validation as a method heatmap
validate_flow_plot_distribution_pairwise()
Plot pairwise distributional allocation divergences
validate_flow_plot_lisa_map()
Plot validation LISA indicators on user-supplied boundaries
validate_flow_plot_metrics()
Plot overall validation metrics by adjustment method
validate_flow_plot_residual_bands()
Plot residual outlier bands as stacked bars
validate_flow_plot_residuals()
Plot validation flow-difference distributions as violins
validate_flow_plot_scatter()
Plot validation scatterplots for raw, adjusted, and benchmark flows
validate_flow_plot_structure()
Plot residual-structure validation metrics
validate_flow_prepare_output() validate_flow_prepare_outputs()
Prepare adjusted flow outputs for validation
validate_flow_residual_structure()
Validate residual structure and randomness diagnostics
validate_flow_residuals()
Build richer OD-level residual diagnostics for adjusted versus benchmark flows

Validation plots