API for mfrmr
Estimation and Diagnostics for Many-Facet Measurement Models

Global functions
.analyze_dif_refit Source code
.analyze_dif_residual Source code
.compute_drift Source code
.dif_report_from_dif Source code
.dif_report_from_interaction Source code
.plot_drift_dot Source code
.plot_drift_heatmap Source code
.plot_equating_chain Source code
.summarise_link_support Source code
`%||%` Source code Source code
analyze_dff Man page Source code
analyze_dif Man page Source code
analyze_facet_equivalence Man page Source code
analyze_residual_pca Man page Source code
anchor_to_baseline Man page Source code
annotate_dff_table Source code
apa_table Man page Source code
apa_text_has_fragment Source code
apply_plot_preset Source code
as.data.frame.mfrm_fit Man page Source code
as_mfrm_bundle Source code
audit_anchor_tables Source code
audit_compare_mfrm_nesting Source code
audit_interaction_orientation Source code
audit_mfrm_anchors Man page Source code
augment_interrater_with_precision Source code
barplot_rot45 Source code
bias_count_table Man page Source code
bias_interaction_report Man page Source code
bias_iteration_report Man page Source code
bias_pairwise_report Man page Source code
build_anchor_issue_counts Source code
build_anchor_recommendations Source code
build_apa_caption_map_from_contract Source code
build_apa_note_map_from_contract Source code
build_apa_outputs Man page Source code
build_apa_report_text Source code
build_apa_report_text_from_contract Source code
build_apa_reporting_contract Source code
build_apa_section_entry Source code
build_apa_section_map_from_contract Source code
build_apa_table_figure_captions Source code
build_apa_table_figure_key_order Source code
build_apa_table_figure_note_map Source code
build_apa_table_figure_notes Source code
build_bias_contract_checks Source code
build_bias_fixed_text Source code
build_ccc_data Source code
build_curve_tables Source code
build_dff_linking_setup Source code
build_dff_summary Source code
build_equating_chain Man page Source code
build_estimation_config Source code
build_estimation_summary Source code
build_facet_constraint Source code
build_facet_signs Source code
build_fixed_reports Man page Source code
build_indices Source code
build_initial_param_vector Source code
build_linking_guideline_checks Source code
build_mfrm_bundle_html Source code
build_mfrm_manifest Man page Source code
build_mfrm_replay_script Man page Source code
build_mfrm_sim_spec Man page Source code
build_other_facet_table Source code
build_pair_stability_checks Source code
build_pairwise_fixed_text Source code
build_param_sizes Source code
build_parity_metric_audit Source code
build_pathway_map_data Source code
build_pca_check_text Source code
build_pca_reference_text Source code
build_pca_variance_table Source code
build_person_table Source code
build_reference_design_checks Source code
build_sectioned_fixed_report Source code
build_step_curve_spec Source code
build_step_table Source code
build_truth_recovery_checks Source code
build_visual_summaries Man page Source code
build_visual_summary_map Source code
build_visual_warning_map Source code
build_wright_map_data Source code
bundle_component_table Source code
bundle_first_table Source code
bundle_known_overview Source code
bundle_preview_table Source code
bundle_settings_table Source code
bundle_summary_labels Source code
calc_bias_facet Source code
calc_bias_interactions Source code
calc_category_stats Source code
calc_displacement_table Source code
calc_expected_category_counts Source code
calc_facet_fit Source code
calc_facet_se Source code
calc_facets_report_tbls Source code
calc_fair_average_bundle Source code
calc_interrater_agreement Source code
calc_overall_fit Source code
calc_ptmea Source code
calc_subsets Source code
calc_unexpected_response_table Source code
category_curves_report Man page Source code
category_prob_pcm Source code
category_prob_rsm Source code
category_structure_report Man page Source code
center_sum_zero Source code
classify_equivalence_bf Source code
closest_theta_for_target Source code
collapse_apa_paragraph Source code
collect_anchor_levels Source code
collect_bias_screening_summary Source code
collect_bias_tables_for_checklist Source code
collect_reference_dataset_design Source code
collect_reference_fit_run Source code
compare_mfrm Man page Source code
compute_P_geq Source code
compute_base_eta Source code
compute_bias_adjustment_vector Source code
compute_equating_offset Source code
compute_eta Source code
compute_information Man page Source code
compute_iteration_state Source code
compute_obs_table Source code
compute_obs_table_with_bias Source code
compute_person_eap Source code
compute_person_posterior_summary Source code
compute_prob_matrix Source code
compute_prob_matrix_with_bias Source code
compute_residual_file Source code
compute_scorefile Source code
compute_se_for_plot Source code
constraint_grad_project Source code
contract_token_present Source code
count_facet_params Source code
dashboard_bias_level_counts Source code
dashboard_draw_plot Source code
dashboard_normalize_bias_inputs Source code
dashboard_round_numeric_df Source code
dashboard_settings_table Source code
data_quality_report Man page Source code
dataframe_to_html_table Source code
describe_mfrm_data Man page Source code
describe_series Source code
design_eval_build_notes Source code
design_eval_extract_truth Source code
design_eval_match_metric Source code
design_eval_recovery_metrics Source code
design_eval_safe_mean Source code
design_eval_safe_sd Source code
design_eval_summarize_results Source code
detect_anchor_drift Man page Source code
diagnose_mfrm Man page Source code
dif_interaction_table Man page Source code
dif_report Man page Source code
displacement_table Man page Source code
draw_category_curves_bundle Source code
draw_category_structure_bundle Source code
draw_ccc Source code
draw_data_quality_bundle Source code
draw_facet_plot Source code
draw_facet_statistics_bundle Source code
draw_iteration_report_bundle Source code
draw_measurable_bundle Source code
draw_output_bundle Source code
draw_parity_bundle Source code
draw_pathway_map Source code
draw_person_plot Source code
draw_rating_scale_bundle Source code
draw_residual_pca_bundle Source code
draw_rotated_x_labels Source code
draw_specifications_bundle Source code
draw_step_plot Source code
draw_subset_connectivity_bundle Source code
draw_unexpected_after_bias_bundle Source code
draw_wright_map Source code
ej2021_combined Man page
ej2021_combined_itercal Man page
ej2021_data Man page
ej2021_study1 Man page
ej2021_study1_itercal Man page
ej2021_study2 Man page
ej2021_study2_itercal Man page
estimate_all_bias Man page Source code
estimate_bias Man page Source code
estimate_eta_from_target Source code
estimation_iteration_report Man page Source code
evaluate_mfrm_design Man page Source code
evaluate_mfrm_signal_detection Man page Source code
expand_facet Source code
expand_facet_with_constraints Source code
expand_params Source code
expected_score_from_eta Source code
expected_score_table Source code
export_available_outputs_table Source code
export_extract_bias_pairs Source code
export_flatten_named_values Source code
export_has_residual_pca Source code
export_mfrm Man page Source code
export_mfrm_bundle Man page Source code
export_normalize_bias_inputs Source code
export_primary_bias_result Source code
export_validate_optional_object Source code
extract_apa_note_body Source code
extract_bias_facet_spec Source code
extract_dff_group_estimates Source code
extract_facet_pca_errors Source code
extract_facet_pca_first Source code
extract_loading_table Source code
extract_mfrm_sim_spec Man page Source code
extract_overall_pca_error Source code
extract_overall_pca_first Source code
extract_overall_pca_second Source code
extract_pca_eigenvalues Source code
facet_anchor_status Source code
facet_quality_dashboard Man page Source code
facet_report_id Source code
facet_statistics_report Man page Source code
facets_chisq_table Man page Source code
facets_output_file_bundle Man page Source code
facets_parity_report Man page Source code
fair_average_table Man page Source code
fit_mfrm Man page Source code
fit_reference_benchmark_dataset Source code
flatten_apa_section_map Source code
fmt_count Source code
fmt_num Source code
fmt_pvalue Source code
format_anchor_audit_message Source code
format_facets_report_gt Source code
format_fixed_width_table Source code
format_tab_template Source code
functioning_label_for_facet Source code
gauss_hermite_normal Source code
get_weights Source code
guess_col Source code
html_escape Source code
infer_default_rater_facet Source code
infer_export_residual_pca_mode Source code
infer_facet_names Source code
infer_facets_mode_mapping Source code
interrater_agreement_table Man page Source code
list_mfrmr_data Man page Source code
load_mfrmr_data Man page Source code
loglik_pcm Source code
loglik_rsm Source code
logsumexp Source code
make_anchor_table Man page Source code
make_metric_row Source code
make_param_cache Source code
make_union_find Source code
measurable_summary_table Man page Source code
measure_se_table Source code
mfrmRFacets Man page Source code
mfrm_estimate Source code
mfrm_grad_jmle Source code
mfrm_grad_jmle_cached Source code
mfrm_grad_jmle_core Source code
mfrm_grad_mml Source code
mfrm_grad_mml_cached Source code
mfrm_grad_mml_core Source code
mfrm_loglik_jmle Source code
mfrm_loglik_jmle_cached Source code
mfrm_loglik_mml Source code
mfrm_loglik_mml_cached Source code
mfrm_threshold_profiles Man page Source code
mfrmr Man page
mfrmr-package Man page
mfrmr_compatibility_layer Man page
mfrmr_example_bias Man page
mfrmr_example_core Man page
mfrmr_example_data Man page
mfrmr_linking_and_dff Man page
mfrmr_reporting_and_apa Man page
mfrmr_reports_and_tables Man page
mfrmr_visual_diagnostics Man page
mfrmr_workflow_methods Man page
new_mfrm_plot_data Source code
new_plot_legend Source code
new_reference_lines Source code
normalize_anchor_df Source code
normalize_apa_component_text Source code
normalize_bias_plot_input Source code
normalize_compare_signature Source code
normalize_facets_mode_data Source code
normalize_group_anchor_df Source code
normalize_plot_legend Source code
normalize_reference_lines Source code
normalize_spec_input Source code
numeric_or_na Source code
plot.apa_table Man page Source code
plot.mfrm_anchor_audit Man page Source code
plot.mfrm_bundle Man page Source code
plot.mfrm_data_description Man page Source code
plot.mfrm_design_evaluation Man page Source code
plot.mfrm_facet_dashboard Source code
plot.mfrm_facet_equivalence Source code
plot.mfrm_facets_run Man page Source code
plot.mfrm_fit Man page Source code
plot.mfrm_signal_detection Man page Source code
plot_anchor_drift Man page Source code
plot_bias_count_bundle Source code
plot_bias_interaction Man page Source code
plot_bubble Man page Source code
plot_dif_heatmap Man page Source code
plot_displacement Man page Source code
plot_facet_equivalence Man page Source code
plot_facet_quality_dashboard Man page Source code
plot_facets_chisq Man page Source code
plot_fair_average Man page Source code
plot_fixed_reports_bundle Source code
plot_information Man page Source code
plot_interrater_agreement Man page Source code
plot_qc_dashboard Man page Source code
plot_qc_pipeline Man page Source code
plot_residual_pca Man page Source code
plot_table13_bias Source code
plot_unexpected Man page Source code
plot_visual_summaries_bundle Source code
plot_wright_unified Man page Source code
posterior_quantile_on_grid Source code
precision_audit_report Man page Source code
predict_mfrm_population Man page Source code
predict_mfrm_units Man page Source code
prediction_validate_integer Source code
prepare_constraint_specs Source code
prepare_mfrm_data Source code
prepare_mfrm_prediction_data Source code
print.apa_table Source code
print.mfrm_anchor_audit Source code
print.mfrm_anchor_drift Man page Source code
print.mfrm_anchored_fit Man page Source code
print.mfrm_apa_text Man page Source code
print.mfrm_comparison Source code
print.mfrm_data_description Source code
print.mfrm_dff Source code
print.mfrm_dif Source code
print.mfrm_dif_interaction Source code
print.mfrm_dif_report Source code
print.mfrm_equating_chain Man page Source code
print.mfrm_facets_run Source code
print.mfrm_fit Source code
print.mfrm_plot_bundle Source code
print.mfrm_qc_pipeline Source code
print.summary.apa_table Source code
print.summary.mfrm_anchor_audit Source code
print.summary.mfrm_anchor_drift Man page Source code
print.summary.mfrm_anchored_fit Man page Source code
print.summary.mfrm_apa_outputs Source code
print.summary.mfrm_bias Source code
print.summary.mfrm_bundle Source code
print.summary.mfrm_comparison Source code
print.summary.mfrm_data_description Source code
print.summary.mfrm_dff Source code
print.summary.mfrm_diagnostics Source code
print.summary.mfrm_dif Source code
print.summary.mfrm_dif_interaction Source code
print.summary.mfrm_dif_report Source code
print.summary.mfrm_equating_chain Man page Source code
print.summary.mfrm_facet_dashboard Source code
print.summary.mfrm_facets_run Source code
print.summary.mfrm_fit Source code
print.summary.mfrm_qc_pipeline Source code
print.summary.mfrm_threshold_profiles Source code
print_bundle_section Source code
py_style_format Source code
rating_scale_table Man page Source code
read_facets_contract Source code
read_flexible_table Source code
recommend_mfrm_design Man page Source code
reference_benchmark_case_specs Source code
reference_benchmark_dataset_specs Source code
reference_benchmark_source_profile Source code
reference_case_audit Man page Source code
reference_case_benchmark Man page Source code
render_mfrm_manifest_text Source code
render_named_text_map Source code
render_r_object_literal Source code
reporting_checklist Man page Source code
resolve_apa_output_checks Source code
resolve_bias_collection_pairs Source code
resolve_bubble_measures Source code
resolve_dff_refit_controls Source code
resolve_dff_subgroup_precision Source code
resolve_displacement_bundle Source code
resolve_facets_chisq_bundle Source code
resolve_facets_contract_path Source code
resolve_fair_bundle Source code
resolve_interrater_bundle Source code
resolve_mfrm_export_context Source code
resolve_palette Source code
resolve_pca_input Source code
resolve_pcm_step_facet Source code
resolve_plot_preset Source code
resolve_prediction_facets Source code
resolve_reference_benchmark_data Source code
resolve_table2_source_columns Source code
resolve_unexpected_bundle Source code
resolve_warning_thresholds Source code
round_numeric_df Source code
round_numeric_frame Source code
row_max_fast Source code
run_mfrm_facets Man page Source code
run_mfrm_optimization Source code
run_qc_pipeline Man page Source code
safe_cor Source code
safe_join_key Source code
safe_num Source code
safe_residual_pca Source code
same_signature_component Source code
sample_mfrm_data Source code
sample_mfrm_plausible_values Man page Source code
sanitize_dummy_facets Source code
sanitize_noncenter_facet Source code
score_reference_metric Source code
signal_detection_metric_label Source code
signal_eval_false_positive_rate Source code
signal_eval_find_bias_row Source code
signal_eval_find_dif_row Source code
signal_eval_get_p Source code
signal_eval_metric_col Source code
signal_eval_resolve_level Source code
signal_eval_summary Source code
signal_legacy_name_deprecation Source code
simulate_mfrm_data Man page Source code
simulation_apply_effects Source code
simulation_build_ademp Source code
simulation_build_empirical_support Source code
simulation_build_threshold_table Source code
simulation_center_numeric Source code
simulation_extract_group_map Source code
simulation_extract_thresholds_from_fit Source code
simulation_generate_resampled_assignment Source code
simulation_generate_skeleton_assignment Source code
simulation_mcse_mean Source code
simulation_mcse_proportion Source code
simulation_normalize_assignment_profiles Source code
simulation_normalize_design_skeleton Source code
simulation_normalize_effects Source code
simulation_override_spec_design Source code
simulation_recovery_contract Source code
simulation_resolve_assignment Source code
simulation_resolve_fit_step_facet Source code
simulation_sample_empirical_support Source code
simulation_spec_threshold_mode Source code
simulation_threshold_summary Source code
simulation_validate_count Source code
simulation_validate_empirical_vector Source code
simulation_validate_numeric Source code
specifications_report Man page Source code
split_contract_tokens Source code
split_params Source code
stack_fair_raw_tables Source code
standardize_plot_payload Source code
step_index_from_label Source code
subset_connectivity_report Man page Source code
summarize_anchor_constraints Source code
summarize_bias_count_bundle Source code
summarize_bias_counts Source code
summarize_bias_interaction_bundle Source code
summarize_category_curves_bundle Source code
summarize_category_structure_bundle Source code
summarize_convergence_metrics Source code
summarize_data_quality_bundle Source code
summarize_dff_group_linkage Source code
summarize_displacement_bundle Source code
summarize_displacement_table Source code
summarize_facet_statistics_bundle Source code
summarize_facets_chisq_bundle Source code
summarize_fair_average_bundle Source code
summarize_fixed_reports_bundle Source code
summarize_interrater_bundle Source code
summarize_iteration_report_bundle Source code
summarize_known_bundle Source code
summarize_linkage_by_facet Source code
summarize_measurable_bundle Source code
summarize_output_bundle Source code
summarize_parity_bundle Source code
summarize_precision_audit_bundle Source code
summarize_rating_scale_bundle Source code
summarize_reference_benchmark_case Source code
summarize_residual_pca_bundle Source code
summarize_specifications_bundle Source code
summarize_step_estimates Source code
summarize_subset_connectivity_bundle Source code
summarize_top_misfit_levels Source code
summarize_unexpected_after_bias_bundle Source code
summarize_unexpected_bundle Source code
summarize_unexpected_response_table Source code
summarize_visual_summaries_bundle Source code
summary.apa_table Man page Source code
summary.mfrm_anchor_audit Man page Source code
summary.mfrm_anchor_drift Man page Source code
summary.mfrm_anchored_fit Man page Source code
summary.mfrm_apa_outputs Man page Source code
summary.mfrm_bias Man page Source code
summary.mfrm_bundle Man page Source code
summary.mfrm_comparison Source code
summary.mfrm_data_description Man page Source code
summary.mfrm_design_evaluation Man page Source code
summary.mfrm_dff Source code
summary.mfrm_diagnostics Man page Source code
summary.mfrm_dif Source code
summary.mfrm_dif_interaction Source code
summary.mfrm_dif_report Source code
summary.mfrm_equating_chain Man page Source code
summary.mfrm_facet_dashboard Man page Source code
summary.mfrm_facets_run Man page Source code
summary.mfrm_fit Man page Source code
summary.mfrm_plausible_values Man page Source code
summary.mfrm_population_prediction Man page Source code
summary.mfrm_qc_pipeline Source code
summary.mfrm_signal_detection Man page Source code
summary.mfrm_threshold_profiles Man page Source code
summary.mfrm_unit_prediction Man page Source code
synthetic_truth_targets Source code
table13_bias_plot_export Source code
table1_specifications Source code
table2_data_summary Source code
table3_iteration_report Source code
table6_2_facet_statistics Source code
table6_subsets_listing Source code
table8_barchart_export Source code
table8_curves_export Source code
to_float Source code
truncate_axis_label Source code
truncate_label Source code
unexpected_after_bias_table Man page Source code
unexpected_response_table Man page Source code
warning_threshold_profiles Source code
weighted_mean Source code
weighted_mean_safe Source code
welch_satterthwaite_df Source code
with_legacy_name_warning_suppressed Source code
with_preserved_rng_seed Source code
zstd_from_mnsq Source code
mfrmr documentation built on March 31, 2026, 1:06 a.m.