Package: morie 0.9.5.12

morie: Multi-Domain Open Research and Inferential Estimation

Multi-domain scientific computing toolkit for observational inference and intervention analysis across scientific-experimentation contexts, hosting the MRM (Multilevel Reconciliation Methodology) framework for Canadian carceral, police, and oversight data as its primary application. Provides general-purpose causal estimators (ATE, ATT, ATC, GATE, CATE, LATE, AIPW, G-computation), survey sampling methods (stratified, cluster, PPS, bootstrap, calibration weights), propensity-score and doubly-robust estimators, and sensitivity analyses (E-value, Rosenbaum bounds). Companion modules support signal processing and spectral analysis, cryptographic primitives, spatial statistics, statistical physics of crime (Hawkes self-exciting processes, reaction-diffusion, Levy flight, urban scaling), and classical-test-theory and item-response-theory psychometrics, alongside ingestion utilities for officially published Ontario Special Investigations Unit (police-oversight) and federal Structured Intervention Unit reports.

Authors:Vansh Singh Ruhela [aut, cre]

morie_0.9.5.12.tar.gz
morie_0.9.5.12.zip(r-4.7)morie_0.9.5.12.zip(r-4.6)morie_0.9.5.12.zip(r-4.5)
morie_0.9.5.12.tgz(r-4.6-x86_64)morie_0.9.5.12.tgz(r-4.6-arm64)morie_0.9.5.12.tgz(r-4.5-x86_64)morie_0.9.5.12.tgz(r-4.5-arm64)
morie_0.9.5.12.tar.gz(r-4.7-arm64)morie_0.9.5.12.tar.gz(r-4.7-x86_64)morie_0.9.5.12.tar.gz(r-4.6-arm64)morie_0.9.5.12.tar.gz(r-4.6-x86_64)
morie_0.9.5.12.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
morie/json (API)
NEWS

# Install 'morie' in R:
install.packages('morie', repos = c('https://rootcoder007.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/rootcoder007/morie/issues

Uses libs:
  • curl– Easy-to-use client-side URL transfer library
  • libsodium– Network communication
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
Datasets:

On CRAN:

Conda:

softwarestatisticalmethodsurvivalspatialtimeseriesbayesianmultiplecomparisonvisualizationaipwatecarceral-datacausal-inferencecriminologydouble-machine-learninghawkes-processmandela-rulesmrm-frameworkobservational-inferenceopen-datapropensity-scorepsychometricspython-packagescientific-computingsignal-processingsociolegal-dataspatial-statisticssurvey-statisticscurllibsodiumopenblascpp

4.54 score 6 scripts 1818 exports 2 dependencies

Last updated from:3bff4bb58c (on main). Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK951
linux-devel-x86_64OK763
source / vignettesOK583
linux-release-arm64OK866
linux-release-x86_64OK931
macos-release-arm64OK840
macos-release-x86_64OK1502
macos-oldrel-arm64OK779
macos-oldrel-x86_64OK2216
windows-develOK3176
windows-releaseOK1151
windows-oldrelOK1558
wasm-releaseOK276

Exports:.morie_auto_register_stat_commands.morie_hajek_ateadjust_p_valuesagsetalgnmall_stat_command_namesanalyze_doob_full_affidavitanalyze_doob_table1_releasesanalyze_doob_table2_flowanalyze_doob_table3_age_overrepresentationanderson_darlinganova_tableantthARSAU_KINDSARSAU_REGISTRYARSAU_YEARSassess_calibrationassess_discriminationauto_testbartlett_testbenjamini_hochbergbenjamini_yekutielibhbias_adjusted_estimateblock_bootstrapbonferronibootstrapbootstrap_632bootstrap_effect_size_cibootstrap_validatebrdgrbtsrpbuttbpbuttbsbutthpbuttlpby_fdrbysidcauchy_combinationCCRSO_TABLE1_RELEASESCCRSO_TABLE2_FLOWCCRSO_TABLE3_AGEcepstcheatsheetcheck_referential_integritychi2_goodness_of_fitchi2_independenceclear_stat_commandsclescliffs_deltacndrccntrl_estimatorcochrans_qcoefficient_of_variationcohens_dcohens_fcohens_kappacohens_wcokrgcollinearity_diagnosticscolumn_rulecommands_by_categorycompute_goodness_of_fitcompute_influencecompute_residualscompute_vifcopulcorrelation_matrixcorrelation_tablecramers_vcreate_reproducibility_manifestcross_validatecsphrd_to_nntd_to_ord_to_rdagostino_pearsondecision_curve_analysisdecoupling_testdelete_d_jackknifedetect_overfittingdfadimrddwnmne_valuee_value_de_value_hre_value_ore_value_rrecgdeteffect_size_resultepsilon_squaredestimate_ateestimate_ate_gcomputationestimate_pi0estimate_plivestimate_plreta_squaredexplain_fileexplain_known_filesexternal_validateextvmfallback_procedurefisher_combinedfisher_exact_testfixed_effects_metafixed_sequencefleiss_kappaformat_dataframeformat_numberfriedman_testfull_diagnosticsfzbrdfzcvmfzedgfzhdcfzhokfzkdffzksmfzlstfzmisfzmrbfzmrlfzqntfzsgnfzsrvfzwlcgam_smootherglass_deltagpfitgwregharmonic_mean_phazard_ratio_tablehcepsthdeconhedges_ghfdhierarchical_bonferronihochbergholmholm_sidakhommelhosmer_lemeshow_testhrvfdhrvnlhrvtdhrzb1hrzb2hrzc1hrzd1hrzi1hrzi2hrzk1hrzk2hrzk3hrzm1hrzn1hrzn2hrzp1hrzp2hrzq1hrzs1hrzt1hrzt2hrzw1hrzw2i_squaredidlptimpsmincidence_rate_differenceindkrintraclass_correlationirtspisotnjackknifejarque_berajkestkdekendall_correlationKERNEL_BIWEIGHTkernel_cond_momentsKERNEL_EPANECHNIKOVkernel_evalKERNEL_GAUSSIANKERNEL_TRIANGULARKERNEL_UNIFORMkfdkruskal_wallisks_test_one_sampleks_test_two_samplelatnhleave_one_out_cvlevene_testlikelihood_ratio_testlilliefors_testlink_testload_dmt_imaginglocal_fdrlocal_linearloocv_bandwidthmann_whitney_umanski_boundsmcint_crudemcnemar_testmdsplmdvtrmidranksmnpbtmodel_comparison_tablemorie_agenda_setter_powermorie_anisomorie_anisotropy_testmorie_anova_one_waymorie_antithetic_variatesmorie_arch_in_meanmorie_arsau_analyze_aggregate_summarymorie_arsau_analyze_detailed_datasetmorie_arsau_analyze_individual_recordsmorie_arsau_analyze_main_recordsmorie_arsau_analyze_probe_cycle_recordsmorie_arsau_analyze_weapon_recordsmorie_arsau_available_datasetsmorie_arsau_available_yearsmorie_arsau_ckan_urlmorie_arsau_describemorie_arsau_downloadmorie_arsau_fetch_sidecarmorie_arsau_load_aggregate_summarymorie_arsau_load_detailed_datasetmorie_arsau_load_individual_recordsmorie_arsau_load_main_recordsmorie_arsau_load_probe_cycle_recordsmorie_arsau_load_weapon_recordsmorie_arsau_read_markdown_dictionarymorie_arsau_read_sidecarmorie_arsau_read_xlsx_dictionarymorie_arsau_registry_dfmorie_arsau_sidecar_schemamorie_arsau_sidecar_to_framemorie_ask_percymorie_attnq_scaled_dot_product_attentionmorie_audit_all_variablesmorie_audit_arsau_variablesmorie_audit_otis_variablesmorie_audit_public_outputsmorie_backpropagationmorie_batch_norm_forwardmorie_bayes_cpi_genomicmorie_bayes_ridge_gibbsmorie_bayesian_ideal_pointsmorie_bayesian_lasso_fullmorie_bayesian_ridge_regressionmorie_bkprp_backpropagationmorie_bnfwd_batch_norm_forwardmorie_bootstrap_cimorie_bootstrap_samplemorie_bridge_observationsmorie_build_outputs_manifestmorie_build_promptmorie_builtin_dbmorie_cache_clearmorie_cache_dirmorie_cache_filemorie_cache_listmorie_cache_loadmorie_cache_storemorie_calculate_ebacmorie_calculate_ipw_weightsmorie_calibration_weightsmorie_canonicalize_cpads_datamorie_check_plugin_licensemorie_chi_square_testmorie_ckan_searchmorie_classify_variablemorie_cluster_samplemorie_cnn_genomicmorie_cnn1d_conv1d_forwardmorie_cnn2d_conv2d_forwardmorie_cohens_dmorie_coherencemorie_cokrigingmorie_compare_nested_logistic_modelsmorie_compute_design_weightsmorie_concordance_incompletemorie_condorcet_winnermorie_confusion_matrix_metricsmorie_contingency_coefficientmorie_control_comparisonmorie_control_median_testmorie_control_variatesmorie_conv1d_forwardmorie_conv2d_forwardmorie_copula_estimationmorie_corrections_uof_resource_idsmorie_cpads_canonicalize_framemorie_cpads_contractmorie_cpads_has_raw_columnsmorie_cpads_infer_file_formatmorie_cpads_missing_variablesmorie_cpads_validate_framemorie_cramers_vmorie_crypto_chacha20_poly1305_decryptmorie_crypto_chacha20_poly1305_encryptmorie_crypto_hkdf_sha256morie_crypto_hybrid_decryptmorie_crypto_hybrid_encryptmorie_crypto_hybrid_keygenmorie_crypto_keystore_createmorie_crypto_keystore_listmorie_crypto_keystore_loadmorie_crypto_keystore_storemorie_crypto_liboqs_availablemorie_crypto_liboqs_versionmorie_crypto_mldsa65_keygenmorie_crypto_mldsa65_signmorie_crypto_mldsa65_verifymorie_crypto_mlkem768_decapsmorie_crypto_mlkem768_encapsmorie_crypto_mlkem768_keygenmorie_crypto_random_bytesmorie_crypto_sodium_availablemorie_crypto_sodium_versionmorie_cutting_plane_spheremorie_dataset_catalogmorie_dataset_column_profilemorie_dataset_detect_rolemorie_dataset_infer_levelmorie_dataset_infomorie_dataset_loadmorie_dataset_portal_catalogmorie_dataset_portal_catalog_clear_cachemorie_dataset_profilemorie_dataset_profile_summary_tablemorie_dataset_profile_to_listmorie_dataset_suggest_planmorie_dataset_summarize_columnmorie_datasets_arcgis_item_by_idmorie_datasets_arcgis_item_metadatamorie_datasets_arsau_aggregate_summarymorie_datasets_arsau_detailed_datasetmorie_datasets_arsau_uof_individual_recordsmorie_datasets_arsau_uof_main_recordsmorie_datasets_arsau_uof_probe_cycle_recordsmorie_datasets_arsau_uof_weapon_recordsmorie_datasets_bigquerymorie_datasets_browsemorie_datasets_calgary_community_crime_statsmorie_datasets_calgary_fire_response_callsmorie_datasets_calgary_fire_stationsmorie_datasets_calgary_open_crime_adjacent_layersmorie_datasets_calgary_opendata_bulk_layersmorie_datasets_calgary_socrata_by_idmorie_datasets_chicago_arrestsmorie_datasets_chicago_community_areasmorie_datasets_chicago_crimemorie_datasets_chicago_crime_mapmorie_datasets_chicago_crime_odatamorie_datasets_chicago_crime_resolvedmorie_datasets_chicago_crime_soqlmorie_datasets_chicago_iucr_codesmorie_datasets_chicago_neighborhoodsmorie_datasets_chicago_opendata_bulk_layersmorie_datasets_chicago_police_beatsmorie_datasets_chicago_police_districtsmorie_datasets_chicago_socrata_by_idmorie_datasets_chicago_wardsmorie_datasets_ckan_packagemorie_datasets_ckan_searchmorie_datasets_corrections_uof_ethnic_originmorie_datasets_corrections_uof_incident_typemorie_datasets_corrections_uof_incidentsmorie_datasets_corrections_uof_indigenousmorie_datasets_corrections_uof_inmate_incidentmorie_datasets_corrections_uof_inmate_participantmorie_datasets_corrections_uof_institution_summarymorie_datasets_corrections_uof_location_summarymorie_datasets_corrections_uof_racemorie_datasets_corrections_uof_religionmorie_datasets_corrections_uof_select_incident_summarymorie_datasets_corrections_uof_staff_incidentmorie_datasets_cpadsmorie_datasets_cpd_public_arrestsmorie_datasets_edmonton_fire_stationsmorie_datasets_edmonton_open_crime_adjacent_layersmorie_datasets_edmonton_opendata_bulk_layersmorie_datasets_edmonton_police_stationsmorie_datasets_edmonton_socrata_by_idmorie_datasets_external_socrata_layersmorie_datasets_load_by_keymorie_datasets_montreal_ckan_resourcemorie_datasets_montreal_justice_safety_layersmorie_datasets_montreal_opendata_bulk_layersmorie_datasets_montreal_sim_intervention_typesmorie_datasets_montreal_sim_interventionsmorie_datasets_namus_missing_personsmorie_datasets_nibrsmorie_datasets_nist_rdsmorie_datasets_nyc_boroughsmorie_datasets_nyc_boundaries_catalogmorie_datasets_nyc_community_districtsmorie_datasets_nyc_council_districtsmorie_datasets_nyc_ntas_2020morie_datasets_nyc_nypd_arrests_historicmorie_datasets_nyc_nypd_arrests_ytdmorie_datasets_nyc_nypd_boro_crosswalkmorie_datasets_nyc_nypd_by_keymorie_datasets_nyc_nypd_complaint_historicmorie_datasets_nyc_nypd_complaint_ytdmorie_datasets_nyc_nypd_hate_crimesmorie_datasets_nyc_nypd_law_booksmorie_datasets_nyc_nypd_layersmorie_datasets_nyc_nypd_offense_codesmorie_datasets_nyc_nypd_resolvedmorie_datasets_nyc_nypd_uof_incidentsmorie_datasets_nyc_nypd_uof_subjectsmorie_datasets_nyc_nypd_vehicle_stopsmorie_datasets_nyc_opendata_bulk_layersmorie_datasets_nyc_police_precinctsmorie_datasets_nyc_school_districtsmorie_datasets_nyc_socrata_by_idmorie_datasets_nyc_stop_and_friskmorie_datasets_nyc_zctasmorie_datasets_ontario_ckan_by_keymorie_datasets_ontario_ckan_layersmorie_datasets_otis_a01morie_datasets_otis_a01_restrictive_confinementmorie_datasets_otis_b01_segregation_detailedmorie_datasets_otis_b02_segregation_total_daysmorie_datasets_otis_b03_seg_alerts_by_institutionmorie_datasets_otis_b04_seg_consecutive_by_regionmorie_datasets_otis_b05_seg_consecutive_lengthsmorie_datasets_otis_b06_seg_reason_by_institutionmorie_datasets_otis_b07_seg_alerts_by_gendermorie_datasets_otis_b08_seg_consecutive_by_institutionmorie_datasets_otis_b09_seg_n_timesmorie_datasets_otis_c01_individuals_totalmorie_datasets_otis_c02_individuals_by_institutionmorie_datasets_otis_c03_individuals_race_by_gendermorie_datasets_otis_c04_individuals_race_by_regionmorie_datasets_otis_c05_individuals_religion_by_regionmorie_datasets_otis_c06_individuals_age_by_regionmorie_datasets_otis_c07_individuals_alertsmorie_datasets_otis_c08_individuals_religion_by_gendermorie_datasets_otis_c09_individuals_age_by_gendermorie_datasets_otis_c10_aggregate_durations_by_institutionmorie_datasets_otis_c11_aggregate_lengthsmorie_datasets_otis_c12_aggregate_durations_by_regionmorie_datasets_otis_d01_deaths_in_custodymorie_datasets_otis_d02_deaths_by_gendermorie_datasets_otis_d03_deaths_by_racemorie_datasets_otis_d04_deaths_by_religionmorie_datasets_otis_d05_deaths_by_age_categorymorie_datasets_otis_d06_cause_by_alertmorie_datasets_otis_d07_alerts_by_housing_unitmorie_datasets_ottawa_open_crime_adjacent_layersmorie_datasets_ottawa_opendata_bulk_layersmorie_datasets_siu_director_reportsmorie_datasets_siu_report_fieldsmorie_datasets_siu_report_textmorie_datasets_statcan_ccjs_cubesmorie_datasets_statcan_cube_metadatamorie_datasets_statcan_full_csv_urlmorie_datasets_statcan_vectorsmorie_datasets_summarymorie_datasets_toronto_ambulance_stationsmorie_datasets_toronto_asr_miscellaneousmorie_datasets_toronto_open_ckan_resourcemorie_datasets_toronto_open_crime_adjacent_layersmorie_datasets_toronto_opendata_bulk_layersmorie_datasets_toronto_zoning_per_neighbourhoodmorie_datasets_tps_2008_firsmorie_datasets_tps_2009_firsmorie_datasets_tps_2010_firsmorie_datasets_tps_2011_firsmorie_datasets_tps_2012_firsmorie_datasets_tps_2013_firsmorie_datasets_tps_administrativemorie_datasets_tps_arcgis_hub_by_idmorie_datasets_tps_arcgis_hub_downloadmorie_datasets_tps_arcgis_hub_layersmorie_datasets_tps_arrested_and_charged_personsmorie_datasets_tps_arrests_and_strip_searchesmorie_datasets_tps_assaultmorie_datasets_tps_automobile_ksimorie_datasets_tps_autotheftmorie_datasets_tps_bicycle_theftsmorie_datasets_tps_bicycletheftmorie_datasets_tps_breakandentermorie_datasets_tps_budget_2020morie_datasets_tps_budget_2021morie_datasets_tps_budget_2022morie_datasets_tps_budget_2023morie_datasets_tps_budget_2024morie_datasets_tps_budget_2025morie_datasets_tps_budget_2026morie_datasets_tps_budget_by_commandmorie_datasets_tps_calls_for_service_attendedmorie_datasets_tps_community_safety_indicatorsmorie_datasets_tps_complaint_dispositionsmorie_datasets_tps_cyclist_ksimorie_datasets_tps_dispatched_calls_by_divisionmorie_datasets_tps_facilitiesmorie_datasets_tps_fatals_ksimorie_datasets_tps_firearms_top_calibresmorie_datasets_tps_gross_expenditures_by_divisionmorie_datasets_tps_gross_operating_budgetmorie_datasets_tps_hatecrimesmorie_datasets_tps_homicidemorie_datasets_tps_homicidesmorie_datasets_tps_intimate_partner_family_violencemorie_datasets_tps_investigated_alleged_misconductmorie_datasets_tps_killed_and_seriously_injuredmorie_datasets_tps_layersmorie_datasets_tps_major_crimemorie_datasets_tps_mha_apprehensionsmorie_datasets_tps_miscellaneous_calls_for_servicemorie_datasets_tps_miscellaneous_datamorie_datasets_tps_miscellaneous_firearmsmorie_datasets_tps_motorcylist_ksimorie_datasets_tps_neighbourhood_crime_ratesmorie_datasets_tps_passenger_ksimorie_datasets_tps_patrol_zonemorie_datasets_tps_pedestrian_ksimorie_datasets_tps_personnel_by_commandmorie_datasets_tps_personnel_by_rankmorie_datasets_tps_personnel_by_rank_by_divisionmorie_datasets_tps_persons_in_crisis_calls_for_service_attendedmorie_datasets_tps_police_divisionsmorie_datasets_tps_psdp_resolvedmorie_datasets_tps_regulated_interactionsmorie_datasets_tps_reported_crimesmorie_datasets_tps_robberymorie_datasets_tps_search_of_personsmorie_datasets_tps_shooting_firearm_dischargesmorie_datasets_tps_shootingsmorie_datasets_tps_staffing_by_commandmorie_datasets_tps_theft_from_motor_vehiclemorie_datasets_tps_theft_overmorie_datasets_tps_tickets_issuedmorie_datasets_tps_top_20_offences_of_firearm_seizuresmorie_datasets_tps_total_public_complaintsmorie_datasets_tps_traffic_collisionsmorie_datasets_tps_use_of_force_call_for_service_typesmorie_datasets_tps_use_of_force_call_sources_by_monthmorie_datasets_tps_use_of_force_gender_compositionmorie_datasets_tps_use_of_force_location_of_occurrencesmorie_datasets_tps_use_of_force_occurrence_categorymorie_datasets_tps_use_of_force_time_of_day_trendsmorie_datasets_tps_use_of_force_use_of_force_types_and_perceived_weaponsmorie_datasets_tps_victims_of_crimemorie_datasets_vancouver_community_centresmorie_datasets_vancouver_community_food_marketsmorie_datasets_vancouver_disability_parkingmorie_datasets_vancouver_fire_hallsmorie_datasets_vancouver_graffitimorie_datasets_vancouver_homeless_sheltersmorie_datasets_vancouver_noise_control_areasmorie_datasets_vancouver_opendata_bulk_layersmorie_datasets_vancouver_opendata_by_idmorie_datasets_vancouver_opendata_layersmorie_datasets_vancouver_property_use_inspection_districtsmorie_datasets_vancouver_public_artmorie_datasets_vpd_crimemorie_datasets_vpd_legal_disclaimermorie_db_connectmorie_db_create_indexesmorie_dbscan_clusteringmorie_dcc_multivariate_garchmorie_decision_tree_splitmorie_deep_learning_genomicmorie_default_synthetic_name_mapmorie_default_workflow_mapmorie_describemorie_describe_by_namemorie_design_effectmorie_det_rngmorie_det_rng_sha_hexmorie_did_2x2morie_did_aggregate_gt_attmorie_did_bacon_decompositionmorie_did_chaisemartin_dhaultfoeuillemorie_did_continuous_treatmentmorie_did_diagnosticsmorie_did_doubly_robustmorie_did_event_studymorie_did_fuzzymorie_did_group_time_attmorie_did_heterogeneousmorie_did_panel_femorie_did_parallel_trends_datamorie_did_placebo_test_groupmorie_did_placebo_test_outcomemorie_did_placebo_test_timemorie_did_repeated_cross_sectionmorie_did_sensitivity_analysismorie_did_staggeredmorie_did_syntheticmorie_did_test_parallel_trendsmorie_did_triple_differencemorie_did_wild_cluster_bootstrapmorie_diffu_diffusion_forwardmorie_diffu_heat_diffusionmorie_diffusion_forwardmorie_dimensionality_testmorie_download_bootstrapmorie_dropout_forwardmorie_drpfw_dropout_forwardmorie_dsp_acf_from_psdmorie_dsp_alpha_trimmed_meanmorie_dsp_amplitude_histogrammorie_dsp_arc_lengthmorie_dsp_band_powermorie_dsp_baseline_correlationmorie_dsp_centroidal_timemorie_dsp_coherencemorie_dsp_coherence_spectrummorie_dsp_combmorie_dsp_complex_cepstrummorie_dsp_complex_demodulationmorie_dsp_crest_factormorie_dsp_cross_correlationmorie_dsp_csdmorie_dsp_cvmorie_dsp_derivative_detectmorie_dsp_dicrotic_notchmorie_dsp_ensemble_averagemorie_dsp_entropy_histogrammorie_dsp_even_oddmorie_dsp_fbm_synthesismorie_dsp_form_factormorie_dsp_fractal_dim_psdmorie_dsp_hann_filtermorie_dsp_higuchi_fdmorie_dsp_hilbert_envelopemorie_dsp_hjorthmorie_dsp_hjorth_activitymorie_dsp_hjorth_complexitymorie_dsp_hjorth_mobilitymorie_dsp_homomorphicmorie_dsp_hr_from_rrmorie_dsp_integrated_emgmorie_dsp_katz_fdmorie_dsp_lmsmorie_dsp_matchedmorie_dsp_mean_absmorie_dsp_mean_frequencymorie_dsp_median_filtermorie_dsp_median_frequencymorie_dsp_min_phasemorie_dsp_moving_averagemorie_dsp_myopulse_ratemorie_dsp_nlmsmorie_dsp_notchmorie_dsp_onset_detectmorie_dsp_pan_tompkinsmorie_dsp_parzen_pdfmorie_dsp_psd_bartlettmorie_dsp_psd_periodogrammorie_dsp_psd_to_dbmorie_dsp_psd_welchmorie_dsp_qrs_featuresmorie_dsp_rlsmorie_dsp_rmsmorie_dsp_ruler_fdmorie_dsp_shannon_energymorie_dsp_shape_factormorie_dsp_slope_sign_changesmorie_dsp_snrmorie_dsp_snr_improvementmorie_dsp_spectral_edgemorie_dsp_spectral_entropymorie_dsp_spectral_flatnessmorie_dsp_spectral_kurtosismorie_dsp_spectral_momentmorie_dsp_spectral_ratiomorie_dsp_synchronized_averagemorie_dsp_t_wavemorie_dsp_teager_energymorie_dsp_template_matchmorie_dsp_threshold_detectmorie_dsp_turning_pointsmorie_dsp_turns_countmorie_dsp_variance_ratiomorie_dsp_waveform_lengthmorie_dsp_waveform_length_normmorie_dsp_wiener_filtermorie_dsp_wiener_hopfmorie_dsp_willison_amplitudemorie_dsp_windowmorie_dsp_zero_crossingmorie_dynamic_wnominatemorie_e_valuemorie_effective_sample_sizemorie_eg_cointmorie_egarch_modelmorie_ensure_extrasmorie_entheo_analyze_subjectmorie_entheo_available_subjectsmorie_entheo_clone_dmt_imagingmorie_entheo_dataset_overviewmorie_entheo_dynamic_functional_connectivitymorie_entheo_load_eeg_regionmorie_entheo_load_fmri_subjectmorie_entheo_lz_complexitymorie_entheo_spectral_band_powermorie_estimate_aipwmorie_estimate_atcmorie_estimate_atemorie_estimate_attmorie_estimate_catemorie_estimate_double_mlmorie_estimate_g_computationmorie_estimate_gatemorie_estimate_irmmorie_estimate_latemorie_estimate_propensity_scoresmorie_eta_squaredmorie_ewma_volatilitymorie_extreme_value_gevmorie_fairness_apply_profilemorie_fairness_average_odds_differencemorie_fairness_bias_amplificationMORIE_FAIRNESS_CANONICAL_FIELDSmorie_fairness_city_profilemorie_fairness_column_mapmorie_fairness_ctgan_debiasermorie_fairness_demographic_paritymorie_fairness_disparate_impactmorie_fairness_equalized_oddsmorie_fairness_get_citymorie_fairness_ginimorie_fairness_list_citiesmorie_fairness_noisy_or_detectionmorie_fairness_predpol_aggregate_areasmorie_fairness_predpol_calibration_auditmorie_fairness_predpol_score_disparitymorie_fairness_predpol_temporal_auditmorie_fairness_register_citymorie_fairness_simulate_biased_crime_datamorie_fairness_spatial_ganmorie_fairness_xai_alemorie_fairness_xai_ceteris_paribusmorie_fairness_xai_partial_dependencemorie_fairness_xai_permutation_importancemorie_fairness_xai_shap_valuesmorie_fast_availablemorie_fauzi_bias_reduced_kdfemorie_fauzi_cvm_smoothedmorie_fauzi_edgeworth_quantilemorie_fauzi_h_decompositionmorie_fauzi_higher_order_kernelmorie_fauzi_kdfe_propertiesmorie_fauzi_kernel_quantile_asymptoticmorie_fauzi_ks_smoothedmorie_fauzi_l_statisticmorie_fauzi_mise_computationmorie_fauzi_mrl_asymptoticmorie_fauzi_mrl_boundary_freemorie_fauzi_smoothed_signmorie_fauzi_smoothed_wilcoxonmorie_fauzi_survival_kernelmorie_fetchmorie_fetch_arcgismorie_fetch_ckanmorie_fetch_siumorie_fetch_tpsmorie_find_project_rootmorie_fisher_exact_testmorie_forward_pass_densemorie_fwpas_forward_pass_densemorie_gan_lossmorie_ganls_gan_lossmorie_garch_fitmorie_gblup_fullmorie_generalized_paretomorie_generate_ar_coefficientsmorie_generate_synthetic_datamorie_generate_var_coefficientsmorie_genomic_cross_validationmorie_geographically_weighted_regressionmorie_ghosal_adaptationmorie_ghosal_bernstein_von_misesmorie_ghosal_contraction_ratemorie_ghosal_dirichlet_posteriormorie_ghosal_dpmixture_densitymorie_ghosal_empirical_bayesmorie_ghosal_gp_maternmorie_ghosal_gp_squared_exponentialmorie_ghosal_hierarchical_bayesmorie_ghosal_log_densitymorie_ghosal_moment_matchingmorie_ghosal_neutral_rightmorie_ghosal_np_classificationmorie_ghosal_np_regressionmorie_ghosal_np_testingmorie_ghosal_posterior_consistencymorie_ghosal_sieve_priormorie_ghosal_stick_breaking_truncmorie_ghosal_survival_beta_processmorie_ghosal_wavelet_priormorie_gpl_compatible_licensesmorie_gradient_boosting_ensemblemorie_gradient_boosting_genomicmorie_gradient_descent_vanillamorie_grid_search_cvmorie_grm_vanradenmorie_gru_cellmorie_grucl_gru_cellmorie_gxe_interaction_modelmorie_hawkes_fitmorie_he_initializationmorie_hedges_gmorie_heinz_he_initializationmorie_horowitz_average_derivativemorie_horowitz_bandwidth_bootstrapmorie_horowitz_binary_responsemorie_horowitz_censored_regressionmorie_horowitz_deconvolutionmorie_horowitz_duration_modelmorie_horowitz_index_modelmorie_horowitz_kernel_densitymorie_horowitz_kernel_regressionmorie_horowitz_local_atemorie_horowitz_local_linearmorie_horowitz_mixture_modelmorie_horowitz_nonparametric_ivmorie_horowitz_plr_bandwidthmorie_horowitz_plr_estimatormorie_horowitz_quantile_regressionmorie_horowitz_sample_selectionmorie_horowitz_smoothed_maximum_scoremorie_horowitz_treatment_effectmorie_horowitz_wild_bootstrapmorie_hurst_rmorie_ideal_point_modelmorie_ideal_point_recoverymorie_importance_samplingmorie_indicator_krigingmorie_infer_measurement_levelmorie_ingest_bigquery_build_sqlmorie_ingest_bigquery_querymorie_ingest_bigquery_tablemorie_ingest_chicago_crimemorie_ingest_chicago_crime_bigquerymorie_ingest_chicago_resourcesmorie_ingest_chicago_socratamorie_ingest_cihi_xlsxmorie_ingest_ckan_fetch_package_csvsmorie_ingest_ckan_package_searchmorie_ingest_ckan_package_showmorie_ingest_ckan_read_resourcemorie_ingest_ckan_resource_showmorie_ingest_ckan_search_packagesmorie_ingest_forensics_namus_missingmorie_ingest_forensics_nibrsmorie_ingest_forensics_nist_rdsmorie_ingest_statcan_cansimmorie_ingest_statcan_csvmorie_ingest_tps_feature_layermorie_ingest_tps_fetchmorie_ingest_tps_layersmorie_inspect_outputmorie_install_extrasmorie_irt_spatialmorie_is_over_legal_limitmorie_isotonic_regressionmorie_iv_anderson_rubinmorie_iv_anderson_rubin_cimorie_iv_conditional_lrmorie_iv_control_functionmorie_iv_cragg_donaldmorie_iv_cue_gmmmorie_iv_diagnosticsmorie_iv_durbin_wu_hausmanmorie_iv_first_stage_diagnosticsmorie_iv_gmmmorie_iv_hansen_jmorie_iv_hausmanmorie_iv_jivemorie_iv_kleibergen_paapmorie_iv_limlmorie_iv_panelmorie_iv_probitmorie_iv_residual_analysismorie_iv_sarganmorie_iv_split_samplemorie_iv_stock_yogomorie_iv_tslsmorie_iv_waldmorie_jackknife_estimatemorie_jackknife_estimatormorie_johansen_cointegrationmorie_kalman_filtermorie_kendall_taumorie_kendall_tau_partialmorie_kmeans_clusteringmorie_kosorok_bootstrap_empiricalmorie_kosorok_bracketing_numbermorie_kosorok_censoring_survivalmorie_kosorok_counting_processmorie_kosorok_cox_partial_likelihoodmorie_kosorok_donsker_classmorie_kosorok_efficient_scoremorie_kosorok_empirical_processmorie_kosorok_glivenko_cantellimorie_kosorok_influence_functionmorie_kosorok_information_boundmorie_kosorok_m_estimatormorie_kosorok_maximal_inequalitymorie_kosorok_multiplier_bootstrapmorie_kosorok_nelson_aalenmorie_kosorok_one_step_estimatormorie_kosorok_profile_likelihoodmorie_kosorok_tangent_spacemorie_kosorok_vc_dimensionmorie_kosorok_z_estimatormorie_kruskal_wallis_testmorie_ksr01_kosorok_empirical_processmorie_ksr02_kosorok_donsker_classmorie_ksr03_kosorok_glivenko_cantellimorie_ksr04_kosorok_vc_dimensionmorie_ksr05_kosorok_bracketing_numbermorie_ksr06_kosorok_maximal_inequalitymorie_ksr07_kosorok_bootstrap_empiricalmorie_ksr08_kosorok_multiplier_bootstrapmorie_ksr09_kosorok_z_estimatormorie_ksr10_kosorok_m_estimatormorie_ksr11_kosorok_efficient_scoremorie_ksr12_kosorok_information_boundmorie_ksr13_kosorok_tangent_spacemorie_ksr14_kosorok_profile_likelihoodmorie_ksr15_kosorok_one_step_estimatormorie_ksr16_kosorok_influence_functionmorie_ksr17_kosorok_counting_processmorie_ksr18_kosorok_nelson_aalenmorie_ksr19_kosorok_cox_partial_likelihoodmorie_ksr20_kosorok_censoring_survivalmorie_laniyonu_actuarial_risk_disparitymorie_laniyonu_gentrification_policingmorie_laniyonu_smi_force_disparitymorie_latin_hypercubemorie_learning_curvemorie_levene_testmorie_license_metadatamorie_linear_regression_olsmorie_list_datasetsmorie_list_morie_modulesmorie_llm_agent_availablemorie_llm_askmorie_llm_ask_multimorie_llm_detect_providermorie_llm_list_freeapi_modelsmorie_llm_probe_freeapimorie_llm_probe_ollamamorie_llm_request_completionmorie_load_cpadsmorie_load_cpads_datamorie_load_datasetmorie_lstm_cellmorie_lstmc_lstm_cellmorie_mann_whitney_testmorie_marker_variancemorie_matching_abadie_imbens_semorie_matching_atc_matchedmorie_matching_ate_matchedmorie_matching_att_matchedmorie_matching_balancemorie_matching_balance_tablemorie_matching_cardinalitymorie_matching_cemmorie_matching_common_supportmorie_matching_doubly_robustmorie_matching_entropy_balancemorie_matching_estimate_propensitymorie_matching_exactmorie_matching_fullmorie_matching_geneticmorie_matching_longitudinalmorie_matching_love_plot_datamorie_matching_mahalanobismorie_matching_multi_treatmentmorie_matching_nearest_neighbormorie_matching_optimal_pairmorie_matching_overlapmorie_matching_qualitymorie_matching_rosenbaum_boundsmorie_matching_subclassifymorie_matching_trim_propensitymorie_matching_variable_ratiomorie_maxpool_forwardmorie_mds_spatial_mapmorie_median_votermorie_mhatf_multi_head_attention_fullmorie_midas_regressionmorie_mini_batch_gradientmorie_ml_apply_smotemorie_ml_eval_robustnessmorie_monte_carlo_integrationmorie_multi_head_attention_fullmorie_multi_trait_gblupmorie_multinomial_probit_spatialmorie_mvn_with_covariancemorie_mxpol_maxpool_forwardmorie_nbeats_basismorie_nonstationary_covariancemorie_odds_ratio_cimorie_omega_squaredmorie_one_sample_coveragemorie_one_sample_t_testmorie_optimal_classificationmorie_ordered_alternatives_testmorie_ordered_categoriesmorie_ordinary_krigingmorie_otis_aipw_atemorie_otis_aipw_superlearnermorie_otis_alert_state_combomorie_otis_all_analysesmorie_otis_analyze_a01morie_otis_analyze_a01_dlrmmorie_otis_analyze_a01_mrmmorie_otis_analyze_a01_mrm_alt_agemorie_otis_analyze_a01_mrm_alt_gendermorie_otis_analyze_a01_mrm_alt_torontomorie_otis_analyze_a01_mrm_per_yearmorie_otis_analyze_a01_mrm_subgroup_femalemorie_otis_analyze_a01_mrm_subgroup_malemorie_otis_analyze_a01_ruhela_alt_agemorie_otis_analyze_a01_ruhela_alt_gendermorie_otis_analyze_a01_ruhela_alt_torontomorie_otis_analyze_a01_ruhela_formulationsmorie_otis_analyze_a01_ruhela_per_yearmorie_otis_analyze_a01_ruhela_subgroup_femalemorie_otis_analyze_a01_ruhela_subgroup_malemorie_otis_analyze_a01_with_csi_contextmorie_otis_analyze_allmorie_otis_analyze_b01morie_otis_analyze_b01_dlrmmorie_otis_analyze_b01_mrmmorie_otis_analyze_b01_mrm_alt_agemorie_otis_analyze_b01_mrm_alt_gendermorie_otis_analyze_b01_mrm_alt_torontomorie_otis_analyze_b01_mrm_per_yearmorie_otis_analyze_b01_mrm_subgroup_femalemorie_otis_analyze_b01_mrm_subgroup_malemorie_otis_analyze_b01_ruhela_alt_agemorie_otis_analyze_b01_ruhela_alt_gendermorie_otis_analyze_b01_ruhela_alt_torontomorie_otis_analyze_b01_ruhela_formulationsmorie_otis_analyze_b01_ruhela_per_yearmorie_otis_analyze_b01_ruhela_subgroup_femalemorie_otis_analyze_b01_ruhela_subgroup_malemorie_otis_analyze_b02morie_otis_analyze_b02_dlrmmorie_otis_analyze_b02_mrmmorie_otis_analyze_b02_mrm_alt_agemorie_otis_analyze_b02_mrm_alt_regionmorie_otis_analyze_b02_ruhela_alt_agemorie_otis_analyze_b02_ruhela_alt_regionmorie_otis_analyze_b02_ruhela_formulationsmorie_otis_analyze_b03morie_otis_analyze_b03_mrm_aggregatemorie_otis_analyze_b03_ruhela_aggregatemorie_otis_analyze_b04morie_otis_analyze_b04_mrm_aggregatemorie_otis_analyze_b04_ruhela_aggregatemorie_otis_analyze_b05morie_otis_analyze_b05_mandela_classificationmorie_otis_analyze_b05_ruhela_aggregatemorie_otis_analyze_b06morie_otis_analyze_b06_mrm_aggregatemorie_otis_analyze_b06_ruhela_aggregatemorie_otis_analyze_b07morie_otis_analyze_b07_mrm_aggregatemorie_otis_analyze_b07_ruhela_aggregatemorie_otis_analyze_b08morie_otis_analyze_b08_mrm_aggregatemorie_otis_analyze_b08_ruhela_aggregatemorie_otis_analyze_b09morie_otis_analyze_b09_mrm_aggregatemorie_otis_analyze_b09_ruhela_aggregatemorie_otis_analyze_c_chi2morie_otis_analyze_c01morie_otis_analyze_c01_mrm_aggregatemorie_otis_analyze_c01_mrm_aggregate_region_clustermorie_otis_analyze_c01_ruhela_aggregatemorie_otis_analyze_c01_ruhela_aggregate_region_clustermorie_otis_analyze_c02morie_otis_analyze_c02_mrm_aggregatemorie_otis_analyze_c02_ruhela_aggregatemorie_otis_analyze_c03morie_otis_analyze_c03_mrm_aggregatemorie_otis_analyze_c03_ruhela_aggregatemorie_otis_analyze_c04morie_otis_analyze_c04_mrm_aggregatemorie_otis_analyze_c04_mrm_aggregate_region_clustermorie_otis_analyze_c04_ruhela_aggregatemorie_otis_analyze_c04_ruhela_aggregate_region_clustermorie_otis_analyze_c05morie_otis_analyze_c05_mrm_aggregatemorie_otis_analyze_c05_ruhela_aggregatemorie_otis_analyze_c06morie_otis_analyze_c06_mrm_aggregatemorie_otis_analyze_c06_ruhela_aggregatemorie_otis_analyze_c07morie_otis_analyze_c07_mrm_aggregatemorie_otis_analyze_c07_ruhela_aggregatemorie_otis_analyze_c08morie_otis_analyze_c08_mrm_aggregatemorie_otis_analyze_c08_ruhela_aggregatemorie_otis_analyze_c09morie_otis_analyze_c09_mrm_aggregatemorie_otis_analyze_c09_ruhela_aggregatemorie_otis_analyze_c10morie_otis_analyze_c10_mrm_aggregatemorie_otis_analyze_c10_ruhela_aggregatemorie_otis_analyze_c11morie_otis_analyze_c11_mandela_classificationmorie_otis_analyze_c11_mrm_aggregatemorie_otis_analyze_c11_ruhela_aggregatemorie_otis_analyze_c12morie_otis_analyze_c12_mrm_aggregatemorie_otis_analyze_c12_ruhela_aggregatemorie_otis_analyze_d_chi2morie_otis_analyze_d01morie_otis_analyze_d02morie_otis_analyze_d02_mrm_aggregatemorie_otis_analyze_d02_ruhela_aggregatemorie_otis_analyze_d03morie_otis_analyze_d03_mrm_aggregatemorie_otis_analyze_d03_ruhela_aggregatemorie_otis_analyze_d04morie_otis_analyze_d04_mrm_aggregatemorie_otis_analyze_d04_ruhela_aggregatemorie_otis_analyze_d05morie_otis_analyze_d05_mrm_aggregatemorie_otis_analyze_d05_ruhela_aggregatemorie_otis_analyze_d06morie_otis_analyze_d07morie_otis_analyze_otis_mandela_provincial_vs_federalmorie_otis_analyze_ruhela_gridmorie_otis_analyze_ruhela_mastermorie_otis_analyze_ruhela_per_yearmorie_otis_analyzersmorie_otis_astcmbmorie_otis_causal_gridmorie_otis_churn_analyze_allmorie_otis_classify_mandela_combomorie_otis_descriptivesmorie_otis_disciplinary_medical_overlapmorie_otis_dmlmorie_otis_embedding_distributionmorie_otis_intra_year_transition_matrixmorie_otis_ipw_atemorie_otis_irm_dmlmorie_otis_irr_glmm_vmmorie_otis_loadmorie_otis_make_pair_amorie_otis_make_pair_alert_to_volatility_a01morie_otis_make_pair_alert_to_volatility_allmorie_otis_make_pair_alert_to_volatility_naivemorie_otis_make_pair_alert_to_volatility_ruhelamorie_otis_make_pair_bmorie_otis_make_pair_cmorie_otis_mortification_cooccurrencemorie_otis_otdescmorie_otis_otdmlmorie_otis_path_complexity_ginimorie_otis_plrmorie_otis_psmmorie_otis_psm_subclassmorie_otis_rc_trendsmorie_otis_rctrndmorie_otis_regC_demog_contingencymorie_otis_region_alert_state_richnessmorie_otis_regional_placementmorie_otis_repeat_placement_concentrationmorie_otis_rplacemorie_otis_tps_analyze_allmorie_otis_tps_composite_overlaymorie_otis_tps_per_region_rollupmorie_otis_tps_yoy_correlationmorie_otis_volatmorie_otis_volatilitymorie_otis_within_year_placement_countmorie_otis_within_year_region_diversitymorie_paired_t_testmorie_parse_nypd_law_codemorie_party_alignmentmorie_pathsmorie_pca_dimension_reductionmorie_pcg_filtermorie_penalized_regressionmorie_penalized_splinemorie_percentile_modified_rankmorie_permutation_test_generalmorie_point_biserial_rmorie_polarization_indexmorie_polynomial_regressionmorie_posab_positional_encoding_absmorie_positional_encoding_absmorie_power_prop_testmorie_power_t_testmorie_pps_samplemorie_prediction_accuracymorie_predpol_aggregate_areasmorie_predpol_calibration_auditmorie_predpol_score_disparitymorie_predpol_temporal_auditmorie_profile_datasetmorie_prophet_componentsmorie_proportion_cimorie_psymet_alphamorie_psymet_alphadelmorie_psymet_avemorie_psymet_bartlettmorie_psymet_crmorie_psymet_discriminationmorie_psymet_itemtotalmorie_psymet_kmomorie_psymet_omegamorie_psymet_parallelmorie_psymet_splithalfmorie_quantile_functionmorie_random_forest_ensemblemorie_random_forest_genomicmorie_random_search_cvmorie_rangayyan_adaptive_filtermorie_rangayyan_approximate_entropymorie_rangayyan_ar_burgmorie_rangayyan_coherencemorie_rangayyan_correlation_dimensionmorie_rangayyan_dfamorie_rangayyan_eeg_bandsmorie_rangayyan_emg_rmsmorie_rangayyan_envelopemorie_rangayyan_fir_filtermorie_rangayyan_higuchi_fdmorie_rangayyan_hrvmorie_rangayyan_iir_filtermorie_rangayyan_lyapunovmorie_rangayyan_psdmorie_rangayyan_qrs_detectmorie_rangayyan_sample_entropymorie_rangayyan_stftmorie_rangayyan_wavelet_denoisemorie_rangayyan_zero_crossingmorie_rank_based_testmorie_rank_order_statisticsmorie_rank_placementsmorie_rdd_bandwidth_cctmorie_rdd_bandwidth_ikmorie_rdd_bandwidth_rotmorie_rdd_bandwidth_sensitivitymorie_rdd_bias_correctedmorie_rdd_cattaneo_densitymorie_rdd_covariate_balancemorie_rdd_discretemorie_rdd_donutmorie_rdd_fuzzymorie_rdd_geographicmorie_rdd_kernel_epanechnikovmorie_rdd_kernel_gaussianmorie_rdd_kernel_triangularmorie_rdd_kernel_uniformmorie_rdd_kinkmorie_rdd_local_polynomialmorie_rdd_local_randomisationmorie_rdd_mccrarymorie_rdd_placebo_cutoffmorie_rdd_plot_datamorie_rdd_powermorie_rdd_sample_sizemorie_rdd_sharpmorie_read_outputs_manifestmorie_recommended_pair_testmorie_recommended_summarymorie_regime_switchingmorie_regularization_pathmorie_residual_connectionmorie_return_levelmorie_risk_difference_cimorie_risk_ratio_cimorie_rkhs_fullmorie_rkhs_kernel_regressionmorie_rnn_genomicmorie_roc_auc_scoremorie_roll_call_analysismorie_rotary_position_embeddingmorie_rotrp_rotary_position_embeddingmorie_rslnk_residual_connectionmorie_run_ebac_selection_ipw_analysismorie_run_morie_modulemorie_run_morie_modulesmorie_run_pipelinemorie_run_propensity_ipw_analysismorie_run_treatment_effects_analysismorie_run_weighted_logistic_analysismorie_run_workflow_stepmorie_samplemorie_sample_size_logisticmorie_scaled_dot_product_attentionmorie_sensitivity_rosenbaummorie_sgolay_smoothmorie_shapiro_wilk_testmorie_sign_test_powermorie_simple_random_samplemorie_simulate_longitudinal_panelmorie_siu_all_analysesmorie_siu_anomaly_checkmorie_siu_audit_casemorie_siu_audit_columnsmorie_siu_by_police_servicemorie_siu_by_yearmorie_siu_cache_pathmorie_siu_case_countsmorie_siu_charges_by_year_chi2morie_siu_classify_mandelamorie_siu_comparemorie_siu_decision_timingmorie_siu_demographicsmorie_siu_fetch_casesmorie_siu_fetch_dataframemorie_siu_indexmorie_siu_index_urlmorie_siu_llm_extractmorie_siu_mental_health_race_indicatorsmorie_siu_parse_htmlmorie_siu_parse_news_htmlmorie_siu_record_correctionmorie_siu_refresh_manifestmorie_siu_sanity_checkmorie_siu_sprott_doob_feb2021morie_siu_sprott_doob_iftene_table1morie_siu_sprott_doob_iftene_table10morie_siu_sprott_doob_iftene_table15morie_siu_sprott_doob_iftene_table9morie_siu_sprott_doob_table11morie_siu_sprott_doob_table12morie_siu_sprott_doob_table13morie_siu_sprott_doob_table15morie_siu_sprott_doob_table19morie_siu_sprott_doob_table22morie_siu_sprott_doob_table23morie_siu_sprott_doob_table4morie_siu_translatemorie_siu_translate_fr_to_enmorie_siu_verify_chi2morie_siu_verify_published_chi_squaresMORIE_SIUIAP_AFFIDAVITSmorie_siuiap_citeMORIE_SIUIAP_CRIMSL_REPORTSMORIE_SIUIAP_ORIGINAL_PANEL_2019_2020MORIE_SIUIAP_PANEL_MANDATEMORIE_SIUIAP_PANEL_MEMBERSmorie_siuiap_panel_summaryMORIE_SIUIAP_REPORTSMORIE_SIUIAP_URLmorie_sobol_sequencemorie_spatial_agreementmorie_spatial_ar_errormorie_spatial_ar_lagmorie_spatial_autocorrelationmorie_spatial_block_krigingmorie_spatial_cross_validationmorie_spatial_glmmorie_spatial_mixed_modelmorie_spatial_trend_surfacemorie_spatial_voting_aldrich_mckelveymorie_spatial_voting_alpha_nominatemorie_spatial_voting_anchoring_vignettesmorie_spatial_voting_bayesian_ammorie_spatial_voting_bayesian_irt_likelihoodmorie_spatial_voting_bayesian_irt_posteriormorie_spatial_voting_bayesian_mdsmorie_spatial_voting_bayesian_unfoldingmorie_spatial_voting_blackboxmorie_spatial_voting_cjr_irtmorie_spatial_voting_classical_mdsmorie_spatial_voting_cutting_linesmorie_spatial_voting_double_centeringmorie_spatial_voting_dw_nominatemorie_spatial_voting_dynamic_irtmorie_spatial_voting_em_irtmorie_spatial_voting_ideal_point_recoverymorie_spatial_voting_indscalmorie_spatial_voting_mds_fit_statsmorie_spatial_voting_mlsmu6morie_spatial_voting_nominate_bootstrapmorie_spatial_voting_nominate_loglikmorie_spatial_voting_nominate_utilitymorie_spatial_voting_nominate_vote_probmorie_spatial_voting_nonmetric_mdsmorie_spatial_voting_nonparametric_bootstrapmorie_spatial_voting_normal_vectorsmorie_spatial_voting_optimal_classificationmorie_spatial_voting_ordered_ocmorie_spatial_voting_ordinal_irtmorie_spatial_voting_procrustesmorie_spatial_voting_smacofmorie_spatial_voting_smacof_unfoldingmorie_spatial_voting_unfolding_stressmorie_spatial_voting_wordfishmorie_spatiotemporal_autocovariancemorie_spatiotemporal_krigingmorie_spatiotemporal_variogrammorie_spearman_rhomorie_specs_from_dfmorie_spectral_densitymorie_state_space_modelmorie_stratified_samplemorie_stratified_samplingmorie_suggest_analysis_planmorie_sukhatme_testmorie_summarize_output_auditmorie_survey_calibratemorie_survey_complex_glmmorie_survey_designmorie_survey_glmmorie_survey_hajek_meanmorie_survey_ht_totalmorie_survey_meanmorie_survey_poststratifymorie_survey_ratiomorie_survey_subpopmorie_survival_aftmorie_survival_cifmorie_survival_compare_parametricmorie_survival_concordancemorie_survival_coxmorie_survival_coxsnellmorie_survival_deviancemorie_survival_finegraymorie_survival_hrmorie_survival_kmmorie_survival_landmarkmorie_survival_left_truncated_kmmorie_survival_logrankmorie_survival_martingalemorie_survival_nelsonaalenmorie_survival_parametricmorie_survival_rmstmorie_survival_rmst_diffmorie_survival_schoenfeldmorie_survival_turnbullmorie_svm_genomicmorie_svm_hinge_primalmorie_svm_kernel_trickmorie_sync_rngmorie_synth_corrections_uofmorie_synth_otismorie_synth_otis_allmorie_terry_hoeffding_testmorie_tgarch_modelmorie_thin_plate_splinemorie_threshold_autoregressionmorie_to_hood_crosswalkmorie_to_neighbourhoodsmorie_tokenizer_decodemorie_tokenizer_encodemorie_tokenizer_newmorie_tokenizer_vocab_sizemorie_tolerance_limitsmorie_tps_add_hood_140_from_158morie_tps_add_hood_158_from_140morie_tps_aggregate_158_to_140morie_tps_analyze_allmorie_tps_analyze_assaultmorie_tps_analyze_autotheftmorie_tps_analyze_bicycletheftmorie_tps_analyze_breakandentermorie_tps_analyze_communitysafetyindicatorsmorie_tps_analyze_csi_from_dataframesmorie_tps_analyze_hatecrimesmorie_tps_analyze_homicidesmorie_tps_analyze_intimatepartnerandfamilyviolencemorie_tps_analyze_neighbourhoodcrimeratesmorie_tps_analyze_onemorie_tps_analyze_robberymorie_tps_analyze_shootingandfirearmdiscargesmorie_tps_analyze_theftfrommovingvehiclemorie_tps_analyze_theftovermorie_tps_arima_forecastmorie_tps_assert_hood_versionmorie_tps_available_formatsmorie_tps_bivariate_moranmorie_tps_bivariate_morans_imorie_tps_category_correlation_matrixmorie_tps_changepoint_detectionmorie_tps_compare_hawkes_kernelsmorie_tps_composite_indexmorie_tps_crime_comparemorie_tps_criminal_network_graphMORIE_TPS_CSI_CATEGORIESmorie_tps_csi_per_neighbourhoodmorie_tps_csi_per_yearmorie_tps_csi_weightmorie_tps_data_dirmorie_tps_dbscan_clustersmorie_tps_disaggregate_140_to_158morie_tps_district_for_centroidmorie_tps_fetch_categorymorie_tps_fetch_dataframemorie_tps_fokker_planck_gridmorie_tps_getis_ord_g_starmorie_tps_gini_concentrationmorie_tps_hawkes_advanced_fitmorie_tps_hawkes_markovian_vs_nonmarkovianmorie_tps_hawkes_temporal_fitmorie_tps_inspection_game_phasemorie_tps_kde_densitymorie_tps_langevin_simulatemorie_tps_layer_urlsMORIE_TPS_LAYER_URLSmorie_tps_levy_flight_alphamorie_tps_list_categoriesmorie_tps_list_datasetsmorie_tps_list_formatsmorie_tps_loadmorie_tps_load_datasetmorie_tps_local_morans_imorie_tps_lotka_volterra_police_crimemorie_tps_moran_sweep_heatmapmorie_tps_morans_i_neighbourhoodmorie_tps_neighbourhood_concentrationmorie_tps_offence_summarymorie_tps_polygon_morans_imorie_tps_pretty_labelmorie_tps_project_xymorie_tps_psdp_layersMORIE_TPS_REGISTRYmorie_tps_render_choroplethmorie_tps_render_dbscanmorie_tps_render_district_proportionalmorie_tps_render_pointsmorie_tps_render_quadmorie_tps_render_satscan_panelmorie_tps_render_yearly_gridmorie_tps_resolve_hood_colmorie_tps_ripley_kmorie_tps_sarima_forecastmorie_tps_sdb_reaction_diffusionmorie_tps_sdb_turing_demomorie_tps_seasonal_patternmorie_tps_spatial_summarymorie_tps_statphysics_analyze_allMORIE_TPS_SUPPORTED_FORMATSmorie_tps_temporal_summaryMORIE_TPS_TORONTO_POPULATION_BY_YEARMORIE_TPS_TOTAL_CSI_WEIGHTSmorie_tps_urban_scaling_betamorie_tps_use_of_forceMORIE_TPS_VIOLENT_CSI_WEIGHTSmorie_tps_year_over_year_trendmorie_tps_year_to_hood_versionmorie_tps_yoy_panelmorie_tpsuofmorie_transformer_blockmorie_transformer_genomicmorie_trfbl_transformer_blockmorie_tsne_reductionmorie_two_sample_coveragemorie_two_sample_t_testmorie_unfolding_analysismorie_universal_krigingmorie_unobserved_componentsmorie_userguidemorie_vae_elbomorie_vaenc_vae_elbomorie_validate_cpads_datamorie_validate_outputs_manifestmorie_van_der_waerden_testmorie_variogram_estimationmorie_variogram_fittingmorie_vecmmorie_verify_statistical_outputmorie_vertex_access_tokenmorie_vertex_ask_geminimorie_vertex_health_checkmorie_vertex_resolve_configmorie_vine_copulamorie_voting_power_indexmorie_vpd_download_instructionsmorie_wavelet_time_seriesmorie_weights_bootstrapmorie_weights_brrmorie_weights_calibrate_to_totalsmorie_weights_combinedmorie_weights_deffmorie_weights_designmorie_weights_detect_extrememorie_weights_diagnosticsmorie_weights_essmorie_weights_fay_brrmorie_weights_gregmorie_weights_jackknifemorie_weights_multiframemorie_weights_nonresponsemorie_weights_normalizemorie_weights_poststratifymorie_weights_propensity_nonresponsemorie_weights_rakemorie_weights_replicate_variancemorie_weights_sdrmorie_weights_smoothmorie_weights_trimmorie_wilcoxon_powermorie_wilcoxon_signed_rank_testmorie_wnominatemorie_wnominate_estimatemorie_write_audit_markdownmorie_write_synthetic_datamorie_xavier_initializationmorie_xavir_xavier_initmorie_xgboost_objectivemrm_anova_bonferronimrm_anova_onewaymrm_anova_powermrm_assumptions_checkmrm_causal_designmrm_check_balancingmrm_check_overlapmrm_classify_mandelamrm_clt_demomrm_factorial_2kmrm_fractional_factorialmrm_gentrification_panelmrm_graeco_latinmrm_latin_squaremrm_mc_powermrm_median_causal_effectmrm_morans_imrm_oneprop_testmrm_otis_mandela_spectrummrm_otis_mortification_cooccurrencemrm_otis_placement_concentrationmrm_otis_region_localitymrm_otis_seg_duration_kmmrm_perm_blockmrm_pitmrm_qq_plotmrm_random_latinmrm_rcbdmrm_response_surfacemrm_siu_case_to_decision_kmmrm_siu_outcome_classifiermrm_siu_per_service_ratemrm_spatial_spillover_decompositionmrm_standardised_differencemrm_synthetic_area_exposuremrm_threshold_coefficientmrm_threshold_specific_ordinalmrm_tps_kulldorff_scanmrm_tps_levy_scalingmrm_tps_lisamrm_tps_load_hawkes_refitmrm_tps_moran_clusteringmrm_tps_neighbourhood_recurrence_kmmrm_tps_polygon_moran_per_yearmrm_two_treatment_testmrm_twoprop_testmrm_uof_data_quality_auditmrm_uof_demographic_disparitymrm_uof_force_concentrationmrm_uof_region_localitymrm_uof_weapon_diversitymrm_uof_yoy_changemrm_var_testn_effective_testsn_stat_commandsnested_cross_validatenormality_suitenstatnumber_needed_to_harmnumber_needed_to_treatnw_regressionodds_ratioodds_ratio_tableokrigomega_squaredomitted_variable_biasone_proportion_ztestone_sample_ttestone_way_anovaoptclor_to_dor_to_rpaired_permutation_testpaired_ttestparametric_bootstrappartial_correlationpartial_eta_squaredpburgpcgenvpcgmurpcgsegpearson_correlationpermtpermutation_fdrpermutation_fwerpermutation_testpettitt_changepointpfdph_assumption_testphi_coefficientpoint_biserial_correlationpolrzprediction_intervalprobabilistic_bias_analysispsplnquntfr_effect_sizer_squaredr_to_dr_to_orramsey_reset_testrandom_effects_metarank_biserial_correlationrate_ratiorcallregister_stat_commandregression_tablerepeated_cvrepeated_measures_anovaresolve_stat_commandretlvrgadprgapnrgarbrgcohrgcrlrgdfargeegrgemgrgenvrgfirrghfdrghrvrgiirrglyprgpsdrgqrsrgsamrgstfrgwavrgzcrrisk_differencerisk_ratiorkhscrosenbaum_boundsrrintrun_stat_commandruns_testsampensarlasarrescore_data_qualityscore_testsemi_partial_correlationSemiparKernelssensitivity_rosenbaumsensitivity_summarysglmsgolayshapiro_wilksidaksilverman_bandwidthsimes_combinedsmixdsoblsspblkspcrsspearman_correlationspecification_curvesptagsptausptrnstacvstandardized_coefficientsstat_bridge_execstat_bridge_fn_infostat_bridge_fn_searchstat_bridge_helpstat_bridge_mainstat_bridge_registry_jsonstat_bridge_verifystat_commandstkrgstorey_qstouffer_combinedstratstvarsubsamplingsummary_statistics_tabletable1temporal_validatetippett_combinedtipping_point_analysistpspntreatment_effect_tabletwo_proportion_ztesttwo_sample_ttesttwo_way_anovaukrigunfdlvalidate_schemavargha_delaney_avariance_equality_suitevariance_ratiovinesvrgftvrgmvtpwrwald_testwelchwelch_ttestwilcoxon_signed_rankwild_bootstrapwnom

Dependencies:RcppRcppArmadillo

Auditing a system for group disparity

Rendered fromdisparity-audit.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-16

Causal inference with MORIE

Rendered fromcausal-inference.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-11

Chi-square tests and one-way ANOVA

Rendered fromchi-square-and-anova.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-11

CPADS canonicalization and analysis

Rendered fromcpads-canonicalization.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-11

Dataset catalogue

Rendered fromdataset-catalog.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-11

Effect sizes and association measures

Rendered fromeffect-sizes.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-11

Getting started with MORIE in R

Rendered fromintro.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-06-23
Started: 2026-05-11

IPW deep-dive (Hajek and Horvitz--Thompson)

Rendered fromipw-deep-dive.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-11

MRM dataset fetchers and bundled samples

Rendered frommrm-dataset-fetchers.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-27
Started: 2026-05-11

MRM empirical callables (OTIS / TPS / SIU)

Rendered frommrm-empirical-callables.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-27
Started: 2026-05-11

MRM walkthrough on OTIS provincial data

Rendered frommrm-otis-walkthrough.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-06-23
Started: 2026-05-11

Signal processing primitives

Rendered fromsignal-processing.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-11
Started: 2026-05-11

Survey-weighted estimation with MORIE

Rendered fromsurvey-weighted.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-11

The SIU pipeline: fetch, parse, audit, translate

Rendered fromsiu-pipeline.Rmdusingknitr::rmarkdownon Jun 23 2026.

Last update: 2026-05-21
Started: 2026-05-21

Readme and manuals

Help Manual

Help pageTopics
Convenience dispatcher for p-value adjustment methodsadjust_p_values
Sorted vector of all command names + aliasesall_stat_command_names
Replicate Doob's full Federal Court affidavit (Tables 1-3)analyze_doob_full_affidavit
Analyse Doob Affidavit Table 1 — 5-year average annual releasesanalyze_doob_table1_releases
Analyse Doob Affidavit Table 2 — prisoner flowanalyze_doob_table2_flow
Analyse Doob Affidavit Table 3 — age over-/under-representationanalyze_doob_table3_age_overrepresentation
Anderson-Darling testanderson_darling
ANOVA table from a fitted modelanova_table
ARSAU dataset loaders + registry (R-side mirror of morie.arsau_datasets)arsau
Per-record-type ARSAU analysis pipelines (R-side mirror of 'morie.arsau_analyze').arsau_analyze
ARSAU CKAN sidecar helpers + tidy registry view (R-side companion to 'morie.arsau_datasets').arsau_datasets
Known ARSAU dataset kinds.ARSAU_KINDS
Return the ARSAU registry as a list of entries.ARSAU_REGISTRY
Known ARSAU year/range keys.ARSAU_YEARS
Comprehensive calibration assessment for binary outcomesassess_calibration
Discrimination assessment for binary classifierassess_discrimination
Comprehensive per-variable audit walker (R-side mirror)audit_variables
Automatic test selectionauto_test
Bartlett's test for equality of variancesbartlett_test
Benjamini-Hochberg FDR controlbenjamini_hochberg bh
Benjamini-Yekutieli FDR control under arbitrary dependencebenjamini_yekutieli by_fdr
Bias-adjusted treatment effect (Ding & VanderWeele 2016)bias_adjusted_estimate
Block bootstrap for dependent / time-series datablock_bootstrap
Bonferroni FWER correctionbonferroni
Nonparametric bootstrap inferencebootstrap
.632 and .632+ bootstrap estimators for prediction errorbootstrap_632
Generic bootstrap CI wrapper for any effect-size functionbootstrap_effect_size_ci
Bootstrap .632 / .632+ validationbootstrap_validate
Butterworth bandpass filterbuttbp
Butterworth bandstop (notch) filterbuttbs
Butterworth highpass filterbutthp
Butterworth lowpass filterbuttlp
Cauchy combination test (Liu and Xie 2020)cauchy_combination
CCRSO Table 1 — 5-year average annual conditional releasesCCRSO_TABLE1_RELEASES
CCRSO Table 2 — prisoner flow 2013/14-2017/18CCRSO_TABLE2_FLOW
CCRSO/StatsCan Table 3 — 2018 age distributionCCRSO_TABLE3_AGE
Real cepstrumcepst
Print the morie cheat sheetcheatsheet
Check referential integrity (child FK -> parent PK)check_referential_integrity
Chi-squared goodness-of-fit testchi2_goodness_of_fit
Chi-squared test of independencechi2_independence
CKAN Metadata for Open Data APIsckan_metadata
Common Language Effect Size (probability of superiority)cles
Cliff's deltacliffs_delta
Cochran's Q testcochrans_q
S3 coef method for cmprsk::crr objects.coef.crr
Coefficient of variationcoefficient_of_variation
Cohen's d for independent samplescohens_d
Cohen's f from eta-squaredcohens_f
Cohen's kappa for two raterscohens_kappa
Cohen's w for chi-squaredcohens_w
Comprehensive multicollinearity diagnosticscollinearity_diagnostics
Construct a column rulecolumn_rule
Commands grouped by categorycommands_by_category
Comprehensive goodness-of-fit statisticscompute_goodness_of_fit
Compute leverage and influence diagnosticscompute_influence
Compute residual diagnosticscompute_residuals
Variance Inflation Factorscompute_vif
Pairwise correlation matrix with p-valuescorrelation_matrix
Pairwise correlation matrix with significance starscorrelation_table
Cramer's V for a contingency tablecramers_v
Create a manifest of the environment for reproducibilitycreate_reproducibility_manifest
Cross-validate a model using a user-supplied fit/predict paircross_validate
Convert Cohen's d to NNT given a control event rated_to_nnt
Convert Cohen's d to odds ratiod_to_or
Convert Cohen's d to Pearson rd_to_r
D'Agostino-Pearson omnibus normality testdagostino_pearson
MORIE Dataset Catalogdataset_catalog
Decision curve analysisdecision_curve_analysis
Doob decoupling testdecoupling_test
Delete-d (generalised) jackknifedelete_d_jackknife
Bootstrap optimism-corrected performancedetect_overfitting
Detrended fluctuation analysis (DFA)dfa
Doob Federal Court Affidavit — national-aggregate trend analysesdoob_trends
E-value for unmeasured confounding (continuous-ATE scale)e_value
E-value for a standardised mean difference (Cohen's d)e_value_d
E-value for a hazard ratioe_value_hr
E-value for an odds ratioe_value_or
E-value for a risk ratioe_value_rr
Pan-Tompkins QRS / R-peak detectorecgdet
Build an effect-size resulteffect_size_result
Comprehensive effect-size calculationseffect_sizes
Treatment effect estimators (ATE, LATE, G-computation, sensitivity)effects
Epsilon-squared (Kelley, 1935)epsilon_squared
IPW-weighted OLS ATEestimate_ate
G-computation ATE with bootstrap SEestimate_ate_gcomputation
Estimate the proportion of true null hypotheses (pi0)estimate_pi0
Partially Linear IV (PLIV) / Local Average Treatment Effectestimate_pliv
Partially Linear Regression (PLR) ATEestimate_plr
Eta-squared from ANOVA sums of squareseta_squared
Human-readable description of a morie output CSVexplain_file
Names of all morie output CSVs with registered explanationsexplain_known_files
External validation on new dataexternal_validate
City-agnostic data profiles for the predictive-policing auditfairness_cityprofile
Group-disparity metrics for auditing classification systemsfairness_metrics
Multi-city temporal disparity auditfairness_temporal
Fallback (fixed-sequence with alpha spending)fallback_procedure
Fisher's method for combining independent p-valuesfisher_combined
Fisher's exact test for a 2x2 tablefisher_exact_test
Fixed-effects (inverse-variance) meta-analytic poolingfixed_effects_meta
Fixed-sequence (predetermined order) testingfixed_sequence
Fleiss' kappa for multiple ratersfleiss_kappa
Apply uniform formatting to numeric columnsformat_dataframe
Format a single number according to style conventionsformat_number
Format method for OTIS resultsformat.morie_otis_result
Friedman test (repeated-measures rank ANOVA)friedman_test
Group-disparity metrics for auditing classification and risk systemsfrns_metrics
Generalised predictive-policing disparity auditfrns_predpol
Multi-city temporal disparity auditfrns_temporal
Full diagnostic reportfull_diagnostics
Thin-plate spline smoother via mgcv::gamgam_smoother
Glass's delta — control-group SD denominatorglass_delta
Harmonic mean p-valueharmonic_mean_p
Hazard-ratio table from Cox model componentshazard_ratio_table
Complex cepstrum with phase unwrappinghcepst
Homomorphic deconvolution via cepstral lifteringhdecon
Hedges' g — bias-corrected Cohen's dhedges_g
Higuchi fractal dimensionhfd
Hierarchical (serial gatekeeping) Bonferroni procedurehierarchical_bonferroni
Hochberg step-up FWER procedurehochberg
Holm step-down FWER procedureholm
Holm-Sidak step-down procedureholm_sidak
Hommel FWER procedurehommel
Hosmer-Lemeshow goodness-of-fit test for logistic regressionhosmer_lemeshow_test
HRV frequency-domain metrics (VLF, LF, HF, LF/HF)hrvfd
HRV nonlinear metrics (Poincare SD1, SD2)hrvnl
HRV time-domain metrics (SDNN, RMSSD, pNN50)hrvtd
I^2 heterogeneity statistic (Higgins)i_squared
Incidence rate difference (IRD)incidence_rate_difference
Intraclass correlation coefficient (Shrout & Fleiss 1979)intraclass_correlation
Delete-one (leave-one-out) jackknifejackknife
Jarque-Bera test for normalityjarque_bera
Kernel density estimationkde
Kendall's tau-b correlationkendall_correlation
Kernel-weighted conditional mean and variancekernel_cond_moments
Evaluate a kernel function at point ukernel_eval
Kernel type integer codeskernel-codes KERNEL_BIWEIGHT KERNEL_EPANECHNIKOV KERNEL_GAUSSIAN KERNEL_TRIANGULAR KERNEL_UNIFORM
Katz fractal dimensionkfd
Kruskal-Wallis H-testkruskal_wallis
One-sample Kolmogorov-Smirnov testks_test_one_sample
Two-sample Kolmogorov-Smirnov testks_test_two_sample
Leave-one-out cross-validationleave_one_out_cv
Levene's test for equality of varianceslevene_test
Runtime license-compatibility guard for morielicense_check
Likelihood ratio test for nested modelslikelihood_ratio_test
Lilliefors test for normalitylilliefors_test
Pregibon link testlink_test
Local false discovery rate via empirical-Bayes two-component mixturelocal_fdr
Local linear kernel regressionlocal_linear
Synchronised longitudinal-panel simulation (R parity)longitudinal_sim
Leave-one-out cross-validation bandwidth for NW regressionloocv_bandwidth
Mann-Whitney U / Wilcoxon rank-sum testmann_whitney_u
Manski worst-case bounds for the ATEmanski_bounds
McNemar's test (paired nominal data)mcnemar_test
Midrank vector with tie summary (Gibbons Ch 5.6.2)midranks
Compare multiple model fits on AIC, BIC, log-likelihood and (optional) LR testsmodel_comparison_table
One-way ANOVAmorie_anova_one_way
ARCH(1)-in-mean modelmorie_arch_in_mean
Analysis of the ARSAU aggregate-summary-by-year file (2020-2022).morie_arsau_analyze_aggregate_summary
Wide-format analysis of the 2020-2022 detailed-incident dataset.morie_arsau_analyze_detailed_dataset
End-to-end analysis of the ARSAU individual_records CSV for one year.morie_arsau_analyze_individual_records
End-to-end analysis of the ARSAU main_records CSV for one year.morie_arsau_analyze_main_records
Analysis of ARSAU probe_cycle_records (CEW telemetry).morie_arsau_analyze_probe_cycle_records
Analysis of ARSAU weapon_records.morie_arsau_analyze_weapon_records
List ARSAU dataset kinds, optionally restricted to one year.morie_arsau_available_datasets
List ARSAU year / year-range buckets.morie_arsau_available_years
Build the upstream CKAN 'datastore_search' URL for a registry entry.morie_arsau_ckan_url
Describe a single ARSAU dataset entry.morie_arsau_describe
Bulk-download every ARSAU CSV + sidecar from the upstream Catalogue.morie_arsau_download
Fetch the CKAN sidecar JSON for a registry entry.morie_arsau_fetch_sidecar
Load ARSAU aggregate-summary-by-year CSV (2020-2022 only).morie_arsau_load_aggregate_summary
Load ARSAU detailed-incident-level CSV (2020-2022 only).morie_arsau_load_detailed_dataset
Load ARSAU individual_records CSV.morie_arsau_load_individual_records
Load ARSAU main_records CSV for the given year.morie_arsau_load_main_records
Load ARSAU probe_cycle_records CSV (CEW telemetry).morie_arsau_load_probe_cycle_records
Load ARSAU weapon_records CSV.morie_arsau_load_weapon_records
Read an Ontario-Catalogue Markdown data-dictionary sidecar.morie_arsau_read_markdown_dictionary
Read a CKAN datastore_search JSON sidecar.morie_arsau_read_sidecar
Read an Ontario-Catalogue XLSX data-dictionary sidecar.morie_arsau_read_xlsx_dictionary
ARSAU registry rendered as a tidy 'data.frame'.morie_arsau_registry_df
Extract a simplified '[name, type, notes]' schema from a parsed CKAN sidecar.morie_arsau_sidecar_schema
Convert a CKAN sidecar's 'records' array-of-arrays into a 'data.frame'.morie_arsau_sidecar_to_frame
Audit both OTIS and ARSAU.morie_audit_all_variables
Audit every ARSAU variable.morie_audit_arsau_variables
Audit every OTIS variable.morie_audit_otis_variables
Audit declared outputs against files on diskmorie_audit_public_outputs
BayesC-pi spike-and-slab variable selection (short Gibbs)morie_bayes_cpi_genomic
BayesA via short Gibbs sampler (Meuwissen-Hayes-Goddard 2001)morie_bayes_ridge_gibbs
Bayesian LASSO (Park & Casella 2008 short Gibbs)morie_bayesian_lasso_full
Bayesian ridge regression (RR-BLUP closed form)morie_bayesian_ridge_regression
Bootstrap resampling for any statisticmorie_bootstrap_sample
Build an outputs manifest from a directory of artifactsmorie_build_outputs_manifest
Get path to the built-in MORIE datasets databasemorie_builtin_db
Clear morie's persistent cache directorymorie_cache_clear
morie cache contractmorie_cache_dir
Cache local RDS/CSV data into the SQLite databasemorie_cache_file
List all tables in the MORIE cachemorie_cache_list
Load a table from the MORIE cachemorie_cache_load
Store a data frame in the MORIE cachemorie_cache_store
Calculate estimated Blood Alcohol Concentration (eBAC)morie_calculate_ebac
Calculate inverse probability of treatment weights (IPTW)morie_calculate_ipw_weights
Calibration weights via iterative proportional fitting (raking)morie_calibration_weights
Canonicalize raw CPADS PUMF columnsmorie_canonicalize_cpads_data
Check whether a downstream package's SPDX is GPL-compatiblemorie_check_plugin_license
Chi-square test of independence or goodness-of-fitmorie_chi_square_test
Search any CKAN open-data portal for datasetsmorie_ckan_search
Classify one variable.morie_classify_variable
Two-stage cluster samplingmorie_cluster_sample
CNN genomic predictor (Conv1D + GAP + dense, base R)morie_cnn_genomic
Cohen's d effect sizemorie_cohens_d
Magnitude-squared morie_coherence between two time seriesmorie_coherence
Compare nested logistic-regression models via likelihood-ratio testmorie_compare_nested_logistic_models
Compute inverse-probability design weightsmorie_compute_design_weights
Kendall's coefficient of concordance W (Gibbons Ch 12.5)morie_concordance_incomplete
Confusion matrix with precision / recall / F1 (R parity)morie_confusion_matrix_metrics
Pearson contingency coefficient C (Gibbons Ch 14.2.1)morie_contingency_coefficient
Nonparametric many-to-one comparisons to a control (Gibbons Ch 10.7)morie_control_comparison
Mood's median (control-median) test (Gibbons Ch 6.5)morie_control_median_test
Canonical CKAN resource id table for the Corrections UoF dataset.morie_corrections_uof_resource_ids
Canonicalize raw CPADS PUMF columns into morie's analysis schema.morie_cpads_canonicalize_frame
Return the CPADS analysis-frame contract.morie_cpads_contract
Detect whether a data frame looks like raw CPADS PUMF data.morie_cpads_has_raw_columns
Infer the on-disk file format for a CPADS file path.morie_cpads_infer_file_format
Identify missing canonical CPADS variables in a column set.morie_cpads_missing_variables
Validate a data frame against the canonical CPADS analysis contract.morie_cpads_validate_frame
Cramer's V for categorical associationmorie_cramers_v
ChaCha20-Poly1305 IETF authenticated decryptionmorie_crypto_chacha20_poly1305_decrypt
ChaCha20-Poly1305 IETF authenticated encryptionmorie_crypto_chacha20_poly1305_encrypt
HKDF-SHA256 (RFC 5869)morie_crypto_hkdf_sha256
Hybrid decrypt: ML-KEM-768 + ChaCha20-Poly1305morie_crypto_hybrid_decrypt
Hybrid encrypt: ML-KEM-768 + ChaCha20-Poly1305morie_crypto_hybrid_encrypt
Generate an ML-KEM-768 key pair for hybrid encryptionmorie_crypto_hybrid_keygen
Create a new empty morie keystoremorie_crypto_keystore_create
List key names in the morie keystoremorie_crypto_keystore_list
Load a key pair from the morie keystoremorie_crypto_keystore_load
Store a key pair in the morie keystoremorie_crypto_keystore_store
Is liboqs available in this morie build?morie_crypto_liboqs_available
liboqs runtime version stringmorie_crypto_liboqs_version
ML-DSA-65 keypair generation (NIST FIPS 204)morie_crypto_mldsa65_keygen
ML-DSA-65 signaturemorie_crypto_mldsa65_sign
ML-DSA-65 signature verificationmorie_crypto_mldsa65_verify
ML-KEM-768 decapsulationmorie_crypto_mlkem768_decaps
ML-KEM-768 encapsulationmorie_crypto_mlkem768_encaps
ML-KEM-768 keypair generation (NIST FIPS 203)morie_crypto_mlkem768_keygen
Cryptographically secure random bytes (libsodium)morie_crypto_random_bytes
Is libsodium available in this morie build?morie_crypto_sodium_available
libsodium runtime version stringmorie_crypto_sodium_version
List all datasets in the MORIE catalogmorie_dataset_catalog
Build a single-column profile record.morie_dataset_column_profile
Detect the suggested epidemiological role of a column.morie_dataset_detect_role
Infer the Stevens NOIR measurement level for a single vector.morie_dataset_infer_level
Get metadata for a single datasetmorie_dataset_info
Load a dataset from a CSV / TSV / Excel / Parquet / JSON file.morie_dataset_load
Build the cross-portal dataset catalogmorie_dataset_portal_catalog
Clear the session-scoped portal-catalog cachemorie_dataset_portal_catalog_clear_cache
Fully profile a data frame without prior schema knowledge.morie_dataset_profile
Render a human-readable dataset profile summary table.morie_dataset_profile_summary_table
Serialize a dataset profile to a plain nested list.morie_dataset_profile_to_list
Suggest an ordered analysis plan based on a dataset profile.morie_dataset_suggest_plan
Compute level-appropriate summary statistics for one column.morie_dataset_summarize_column
Generic by-id loader for any ArcGIS Online Feature Service item.morie_datasets_arcgis_item_by_id
Resolve any ArcGIS Online item id to its FeatureServer URL + canonical metadata.morie_datasets_arcgis_item_metadata
Ontario Use-of-Force aggregate summary (5-year 2020-2022, pre-RBDS rollup)morie_datasets_arsau_aggregate_summary
Ontario Use-of-Force detailed dataset (5-year 2020-2022, pre-RBDS)morie_datasets_arsau_detailed_dataset
Ontario Use-of-Force individual records (one row per individual-in-incident)morie_datasets_arsau_uof_individual_records
Ontario Use-of-Force main records (one row per incident)morie_datasets_arsau_uof_main_records
Ontario Use-of-Force probe-cycle records (one row per CEW cartridge probe per individual-in-incident)morie_datasets_arsau_uof_probe_cycle_records
Ontario Use-of-Force weapon records (one row per weapon per individual-in-incident)morie_datasets_arsau_uof_weapon_records
Pull a BigQuery table (or filtered slice) as a 'data.frame'.morie_datasets_bigquery
Browse + filter the morie cross-portal dataset catalogmorie_datasets_browse
Calgary Community Crime Statistics (sample)morie_datasets_calgary_community_crime_stats morie_datasets_calgary_fire_response_calls morie_datasets_calgary_fire_stations
Calgary Open Data crime-adjacent catalogmorie_datasets_calgary_open_crime_adjacent_layers morie_datasets_edmonton_open_crime_adjacent_layers morie_datasets_ottawa_open_crime_adjacent_layers
Fetch a Calgary Open Data Socrata dataset by IDmorie_datasets_calgary_socrata_by_id morie_datasets_edmonton_socrata_by_id
City of Chicago Open Data - Arrests feed ('dpt3-jri9')morie_datasets_chicago_arrests
Chicago Community Area boundaries (cauq-8yn6)morie_datasets_chicago_community_areas
City of Chicago "Crimes - 2001 to Present" feed ('ijzp-q8t2')morie_datasets_chicago_crime
City of Chicago "Crimes - 2001 to Present - Map" view ('ahwe-kpsy')morie_datasets_chicago_crime_map
City of Chicago Crimes feed via OData v4 ('ijzp-q8t2')morie_datasets_chicago_crime_odata
One-call Chicago crime + boundary + dictionary joinmorie_datasets_chicago_crime_resolved
City of Chicago Crimes feed - arbitrary-SoQL escape hatchmorie_datasets_chicago_crime_soql
Chicago Police Department - Illinois Uniform Crime Reporting (IUCR) code dictionary (c7ck-438e)morie_datasets_chicago_iucr_codes
Chicago Neighborhoods boundary (Office of Tourism)morie_datasets_chicago_neighborhoods
Chicago Police Beats (current) boundaries ('n9it-hstw')morie_datasets_chicago_police_beats
Chicago Police Districts (current) boundaries (24zt-jpfn)morie_datasets_chicago_police_districts
Chicago City Council Ward boundaries (sp34-6z76)morie_datasets_chicago_wards
Pull every CSV resource of a CKAN package as a list of data frames.morie_datasets_ckan_package
Search a CKAN open-data portal by free-text query.morie_datasets_ckan_search
Inmate-participant ethnic originmorie_datasets_corrections_uof_ethnic_origin
Incident-type lookupmorie_datasets_corrections_uof_incident_type
Use-of-force incidents (head dataset)morie_datasets_corrections_uof_incidents
Inmate-participant Indigenous identitymorie_datasets_corrections_uof_indigenous
Inmate-to-incidents bridging tablemorie_datasets_corrections_uof_inmate_incident
Inmate-participant demographics (head)morie_datasets_corrections_uof_inmate_participant
Institution-level annual incident summarymorie_datasets_corrections_uof_institution_summary
Location-of-incident annual summarymorie_datasets_corrections_uof_location_summary
Inmate-participant racemorie_datasets_corrections_uof_race
Inmate-participant religionmorie_datasets_corrections_uof_religion
Select-incident-type annual summarymorie_datasets_corrections_uof_select_incident_summary
Staff-to-incidents bridging tablemorie_datasets_corrections_uof_staff_incident
Load the Canadian Postsecondary Alcohol and Drug-use Survey (CPADS)morie_datasets_cpads
Chicago Police Department - Public Arrest Data (2014-2017)morie_datasets_cpd_public_arrests
Edmonton Police Station locationsmorie_datasets_edmonton_fire_stations morie_datasets_edmonton_police_stations
List the external Socrata datasets wrapped by moriemorie_datasets_external_socrata_layers
Load a dataset by its cross-portal catalog 'dataset_key'morie_datasets_load_by_key
Fetch records from any donnees.montreal.ca CKAN datastore resourcemorie_datasets_montreal_ckan_resource
Donnees Montreal "Loi, justice et securite publique" catalogmorie_datasets_montreal_justice_safety_layers
SIM intervention TYPE -> French description dictionarymorie_datasets_montreal_sim_intervention_types
SIM Montreal Fire Service intervention records (sample)morie_datasets_montreal_sim_interventions
NamUs missing-persons case metadata.morie_datasets_namus_missing_persons
FBI NIBRS offence-event records via the Crime Data Explorer API.morie_datasets_nibrs
NIST Reference Datasets (RDS) catalog metadata.morie_datasets_nist_rds
NYC Borough Boundaries ('gthc-hcne')morie_datasets_nyc_boroughs
Unified catalog of NYC OpenData boundary loadersmorie_datasets_nyc_boundaries_catalog
NYC community district boundariesmorie_datasets_nyc_community_districts
NYC City Council district boundariesmorie_datasets_nyc_council_districts
NYC Neighborhood Tabulation Areas (2020)morie_datasets_nyc_ntas_2020
NYPD Arrests Data (Historic)morie_datasets_nyc_nypd_arrests_historic
NYPD Arrest Data (Year to Date)morie_datasets_nyc_nypd_arrests_ytd
NYPD borough-code cross-reference (1-letter / UPPER / numeric)morie_datasets_nyc_nypd_boro_crosswalk
Generic NYC NYPD dataset loader by registry keymorie_datasets_nyc_nypd_by_key
NYPD Complaint Data Historicmorie_datasets_nyc_nypd_complaint_historic
NYPD Complaint Data Current (Year To Date)morie_datasets_nyc_nypd_complaint_ytd
NYPD Hate Crimesmorie_datasets_nyc_nypd_hate_crimes
NYS / NYC statute book code dictionarymorie_datasets_nyc_nypd_law_books
List the NYPD criminal-justice Socrata datasets wrapped by moriemorie_datasets_nyc_nypd_layers
NYPD offense-code dictionary ('ky_cd' + 'pd_cd' + descriptions)morie_datasets_nyc_nypd_offense_codes
One-call NYPD data + borough + precinct joinmorie_datasets_nyc_nypd_resolved
NYPD Use of Force Incidentsmorie_datasets_nyc_nypd_uof_incidents
NYPD Use of Force: Subjectsmorie_datasets_nyc_nypd_uof_subjects
NYPD Vehicle Stop Reportsmorie_datasets_nyc_nypd_vehicle_stops
NYC OpenData bulk catalog (2851 entities)morie_datasets_calgary_opendata_bulk_layers morie_datasets_chicago_opendata_bulk_layers morie_datasets_edmonton_opendata_bulk_layers morie_datasets_montreal_opendata_bulk_layers morie_datasets_nyc_opendata_bulk_layers morie_datasets_ottawa_opendata_bulk_layers morie_datasets_toronto_opendata_bulk_layers morie_datasets_vancouver_opendata_bulk_layers
NYC Police Precincts boundary layer ('y76i-bdw7')morie_datasets_nyc_police_precincts
NYC public school district boundaries (NYS K-12)morie_datasets_nyc_school_districts
Fetch a NYC OpenData Socrata dataset by IDmorie_datasets_chicago_socrata_by_id morie_datasets_nyc_socrata_by_id
NYPD Stop, Question and Frisk (SQF) microdata via NYC OpenData.morie_datasets_nyc_stop_and_frisk
NYC ZIP Code Tabulation Areas (ZCTAs)morie_datasets_nyc_zctas
Generic Ontario CKAN dataset loader (by registry key)morie_datasets_ontario_ckan_by_key
List the Ontario CKAN datasets wrapped by moriemorie_datasets_ontario_ckan_layers
Load the OTIS A01 Restrictive-Confinement Detailed Datasetmorie_datasets_otis_a01
OTIS a01 - Restrictive Confinement (detailed per-individual)morie_datasets_otis_a01_restrictive_confinement
OTIS b01 - Segregation detailed (per-individual episodes)morie_datasets_otis_b01_segregation_detailed
OTIS b02 - Segregation total days per individualmorie_datasets_otis_b02_segregation_total_days
OTIS b03 - Segregation placements: alerts + hold by institutionmorie_datasets_otis_b03_seg_alerts_by_institution
OTIS b04 - Segregation consecutive durations by regionmorie_datasets_otis_b04_seg_consecutive_by_region
OTIS b05 - Segregation placements by consecutive-length bucketmorie_datasets_otis_b05_seg_consecutive_lengths
OTIS b06 - Segregation placements: reason for placement by institutionmorie_datasets_otis_b06_seg_reason_by_institution
OTIS b07 - Segregation placements: alerts + hold by gendermorie_datasets_otis_b07_seg_alerts_by_gender
OTIS b08 - Segregation consecutive durations by institutionmorie_datasets_otis_b08_seg_consecutive_by_institution
OTIS b09 - Individuals in segregation by number of times placedmorie_datasets_otis_b09_seg_n_times
OTIS c01 - Total individuals (in custody / restrictive confinement / segregation)morie_datasets_otis_c01_individuals_total
OTIS c02 - Individuals by institutionmorie_datasets_otis_c02_individuals_by_institution
OTIS c03 - Individuals by race x gendermorie_datasets_otis_c03_individuals_race_by_gender
OTIS c04 - Individuals by race x regionmorie_datasets_otis_c04_individuals_race_by_region
OTIS c05 - Individuals by religion x regionmorie_datasets_otis_c05_individuals_religion_by_region
OTIS c06 - Individuals by age category x regionmorie_datasets_otis_c06_individuals_age_by_region
OTIS c07 - Individuals: alerts + hold flagsmorie_datasets_otis_c07_individuals_alerts
OTIS c08 - Individuals by religion x gendermorie_datasets_otis_c08_individuals_religion_by_gender
OTIS c09 - Individuals by age category x gendermorie_datasets_otis_c09_individuals_age_by_gender
OTIS c10 - Aggregate durations by institutionmorie_datasets_otis_c10_aggregate_durations_by_institution
OTIS c11 - Aggregate lengthsmorie_datasets_otis_c11_aggregate_lengths
OTIS c12 - Aggregate durations by regionmorie_datasets_otis_c12_aggregate_durations_by_region
OTIS Deaths-in-Custody detailed dataset (d01)morie_datasets_otis_d01_deaths_in_custody
OTIS d02 - Deaths in custody by gendermorie_datasets_otis_d02_deaths_by_gender
OTIS d03 - Deaths in custody by racemorie_datasets_otis_d03_deaths_by_race
OTIS d04 - Deaths in custody by religionmorie_datasets_otis_d04_deaths_by_religion
OTIS d05 - Deaths in custody by age categorymorie_datasets_otis_d05_deaths_by_age_category
OTIS d06 - Deaths in custody by alert type x institutionmorie_datasets_otis_d06_cause_by_alert
OTIS d07 - Deaths in custody alerts x housing unitmorie_datasets_otis_d07_alerts_by_housing_unit
SIU director's-reports index (legacy PDF anchors).morie_datasets_siu_director_reports
Extract structured fields from an SIU director's-report text or URL.morie_datasets_siu_report_fields
Download an SIU director's-report PDF and return its plain text.morie_datasets_siu_report_text
Statistics Canada CCJS cube registry (curated subset)morie_datasets_statcan_ccjs_cubes
Fetch a StatCan cube's metadata (dimensions + members) via WDSmorie_datasets_statcan_cube_metadata
Get the bulk-CSV download URL for a StatCan cubemorie_datasets_statcan_full_csv_url
Fetch the latest N periods for a set of StatCan vectors via WDSmorie_datasets_statcan_vectors
Tally the cross-portal catalog by source + api_modemorie_datasets_summary
Toronto Ambulance station locationsmorie_datasets_toronto_ambulance_stations
TPS Annual Statistical Report - Miscellaneous data (aggregated)morie_datasets_toronto_asr_miscellaneous
Fetch records from any open.toronto.ca CKAN resourcemorie_datasets_toronto_open_ckan_resource
Toronto Open Data crime-adjacent CKAN catalogmorie_datasets_toronto_open_crime_adjacent_layers
Toronto Zoning per Neighbourhood (EsriCanadaEducation)morie_datasets_toronto_zoning_per_neighbourhood
2008 FIRSmorie_datasets_tps_2008_firs
2009 FIRSmorie_datasets_tps_2009_firs
2010 FIRSmorie_datasets_tps_2010_firs
2011 FIRSmorie_datasets_tps_2011_firs
2012 FIRSmorie_datasets_tps_2012_firs
2013 FIRSmorie_datasets_tps_2013_firs
Administrative (ASR-AD-TBL-001)morie_datasets_tps_administrative
Generic TPS ArcGIS Hub dataset loader by hub_idmorie_datasets_tps_arcgis_hub_by_id
Direct multi-format downloader (binary or text) for a TPS Hub itemmorie_datasets_tps_arcgis_hub_download
List the Toronto Police Service ArcGIS Hub datasets wrapped by moriemorie_datasets_tps_arcgis_hub_layers
Arrested and Charged Persons (ASR-ENF-TBL-001)morie_datasets_tps_arrested_and_charged_persons
Arrests and Strip Searches (RBDC-ARR-TBL-001)morie_datasets_tps_arrests_and_strip_searches
TPS PSDP - Assaultmorie_datasets_tps_assault
Automobile KSImorie_datasets_tps_automobile_ksi
TPS PSDP - Auto Theftmorie_datasets_tps_autotheft
Bicycle Thefts Open Datamorie_datasets_tps_bicycle_thefts
TPS PSDP - Bicycle Theftmorie_datasets_tps_bicycletheft
TPS PSDP - Break and Entermorie_datasets_tps_breakandenter
Budget_2020morie_datasets_tps_budget_2020
Budget_2021morie_datasets_tps_budget_2021
Budget_2022morie_datasets_tps_budget_2022
Budget_2023morie_datasets_tps_budget_2023
Budget_2024morie_datasets_tps_budget_2024
Budget_2025morie_datasets_tps_budget_2025
Budget_2026morie_datasets_tps_budget_2026
Budget_by_Commandmorie_datasets_tps_budget_by_command
Calls for Service Attended (ASR-CS-TBL-003)morie_datasets_tps_calls_for_service_attended
Community Safety Indicators Open Datamorie_datasets_tps_community_safety_indicators
Complaint Dispositions (ASR-PCF-TBL-003)morie_datasets_tps_complaint_dispositions
Cyclist KSImorie_datasets_tps_cyclist_ksi
Dispatched Calls by Division (ASR-CS-TBL-001)morie_datasets_tps_dispatched_calls_by_division
Facilitiesmorie_datasets_tps_facilities
Fatals KSImorie_datasets_tps_fatals_ksi
Firearms Top Calibres (ASR-F-TBL-001)morie_datasets_tps_firearms_top_calibres
Gross Expenditures by Division (ASR-PB-TBL-001)morie_datasets_tps_gross_expenditures_by_division
Gross Operating Budget (ASR-PB-TBL-005)morie_datasets_tps_gross_operating_budget
TPS PSDP - Hate Crimesmorie_datasets_tps_hatecrimes
TPS Homicides feed.morie_datasets_tps_homicide
TPS PSDP - Homicidesmorie_datasets_tps_homicides
TPS PSDP - Intimate Partner and Family Violencemorie_datasets_tps_intimate_partner_family_violence
Investigated Alleged Misconduct (ASR-PCF-TBL-002)morie_datasets_tps_investigated_alleged_misconduct
Killed and Seriously Injuredmorie_datasets_tps_killed_and_seriously_injured
List the TPS open-data layers bundled with morie.morie_datasets_tps_layers
TPS Major Crime Indicators feed.morie_datasets_tps_major_crime
TPS Mental Health Act Apprehensions (PSDP)morie_datasets_tps_mha_apprehensions
Miscellaneous Calls for Service (ASR-CS-TBL-002)morie_datasets_tps_miscellaneous_calls_for_service
Miscellaneous Data (ASR-MISC-TBL-001)morie_datasets_tps_miscellaneous_data
Miscellaneous Firearms (ASR-F-TBL-003)morie_datasets_tps_miscellaneous_firearms
Motorcylist KSImorie_datasets_tps_motorcylist_ksi
Neighbourhood Crime Rates Open Datamorie_datasets_tps_neighbourhood_crime_rates
Passenger KSImorie_datasets_tps_passenger_ksi
Patrol Zonemorie_datasets_tps_patrol_zone
Pedestrian KSImorie_datasets_tps_pedestrian_ksi
Personnel by Command (ASR-PB-TBL-004)morie_datasets_tps_personnel_by_command
Personnel by Rank (ASR-PB-TBL-002)morie_datasets_tps_personnel_by_rank
Personnel by Rank by Division (ASR-PB-TBL-003)morie_datasets_tps_personnel_by_rank_by_division
Persons in Crisis Calls for Service Attended Open Datamorie_datasets_tps_persons_in_crisis_calls_for_service_attended
Police Divisionsmorie_datasets_tps_police_divisions
One-call TPS PSDP data + boundary metadata joinmorie_datasets_tps_psdp_resolved
Regulated Interactions (ASR-RI-TBL-001)morie_datasets_tps_regulated_interactions
Reported Crimes (ASR-RC-TBL-001)morie_datasets_tps_reported_crimes
TPS PSDP - Robberymorie_datasets_tps_robbery
Search of Persons (ASR-SP-TBL-001)morie_datasets_tps_search_of_persons
TPS PSDP - Shooting and Firearm Dischargesmorie_datasets_tps_shooting_firearm_discharges
TPS Shootings and Firearm Discharges feed.morie_datasets_tps_shootings
Staffing_by_Commandmorie_datasets_tps_staffing_by_command
TPS PSDP - Theft From Motor Vehiclemorie_datasets_tps_theft_from_motor_vehicle
TPS PSDP - Theft Overmorie_datasets_tps_theft_over
Tickets Issued (ASR-ENF-TBL-002)morie_datasets_tps_tickets_issued
Top 20 Offences of Firearm Seizures (ASR-F-TBL-002)morie_datasets_tps_top_20_offences_of_firearm_seizures
Total Public Complaints (ASR-PCF-TBL-001)morie_datasets_tps_total_public_complaints
Traffic Collisions Open Data (ASR-T-TBL-001)morie_datasets_tps_traffic_collisions
Use of Force: Call for Service Types (RBDC-UOF-TBL-004)morie_datasets_tps_use_of_force_call_for_service_types
Use of Force: Call Sources by Month (RBDC-UOF-TBL-001)morie_datasets_tps_use_of_force_call_sources_by_month
Use of Force: Gender Composition (RBDC-UOF-TBL-006)morie_datasets_tps_use_of_force_gender_composition
Use of Force: Location of Occurrences (RBDC-UOF-TBL-003)morie_datasets_tps_use_of_force_location_of_occurrences
Use of Force: Occurrence Category (RBDC-UOF-TBL-005)morie_datasets_tps_use_of_force_occurrence_category
Use of Force: Time of Day Trends (RBDC-UOF-TBL-002)morie_datasets_tps_use_of_force_time_of_day_trends
Use of Force: Use of Force Types and Perceived Weapons (RBDC-UOF-TBL-007)morie_datasets_tps_use_of_force_use_of_force_types_and_perceived_weapons
Victims of Crime (ASR-VC-TBL-001)morie_datasets_tps_victims_of_crime
Fetch records from a Vancouver Open Data dataset by IDmorie_datasets_vancouver_opendata_by_id
Vancouver Open Data full dataset catalog (Opendatasoft v2.1)morie_datasets_vancouver_opendata_layers
Load Vancouver Police Department crime incident datamorie_datasets_vpd_crime
Read VPD's legal disclaimer (bundled verbatim from the zip)morie_datasets_vpd_legal_disclaimer
Connect to the MORIE cache databasemorie_db_connect
Create the recommended B-tree indexes for a morie cache tablemorie_db_create_indexes
DBSCAN density-based clustering (R parity)morie_dbscan_clustering
DCC multivariate GARCH (Engle 2002)morie_dcc_multivariate_garch
Decision tree split (R parity)morie_decision_tree_split
Single-hidden-layer MLP genomic predictor (base R)morie_deep_learning_genomic
Default synthetic-data variable name mapmorie_default_synthetic_name_map
Default workflow step mapmorie_default_workflow_map
Print the pedagogical narrative for a morie callable.morie_describe
String-only variant of 'morie_describe'.morie_describe_by_name
Design effect (DEFF)morie_design_effect
SHA-keyed deterministic RNG for Py<->R paritymorie_det_rng
SHA-256 hex digest of "name:seed" (for Py<->R cross-check)morie_det_rng_sha_hex
Classic 2x2 Difference-in-Differences estimatormorie_did_2x2
Aggregate group-time ATTs into summary parametersmorie_did_aggregate_gt_att
Goodman-Bacon decomposition of the TWFE DiD estimatormorie_did_bacon_decomposition
Heterogeneity-robust DiD (de Chaisemartin & D'Haultfoeuille, 2020)morie_did_chaisemartin_dhaultfoeuille
DiD with a continuous (dose) treatmentmorie_did_continuous_treatment
Comprehensive diagnostics for a 2x2 DiD settingmorie_did_diagnostics
Doubly-robust DiD (Sant'Anna & Zhao, 2020)morie_did_doubly_robust
Event-study DiD specificationmorie_did_event_study
Fuzzy DiD (LATE) via 2SLSmorie_did_fuzzy
Callaway-Sant'Anna group-time average treatment effectsmorie_did_group_time_att
Heterogeneity-robust DiD by sub-group / moderator quantilemorie_did_heterogeneous
Two-way fixed-effects DiD (panel)morie_did_panel_fe
Group-by-time outcome means for parallel-trends visualisationmorie_did_parallel_trends_data
Placebo DiD on sub-groups expected to be unaffectedmorie_did_placebo_test_group
Placebo DiD on outcomes that should be unaffectedmorie_did_placebo_test_outcome
Placebo DiD at fake treatment timesmorie_did_placebo_test_time
Repeated cross-section DiD (optionally weighted)morie_did_repeated_cross_section
Sensitivity of DiD estimate to parallel-trends violationsmorie_did_sensitivity_analysis
Staggered DiD via group-time ATTs with aggregationmorie_did_staggered
Synthetic Difference-in-Differences (Arkhangelsky et al., 2021)morie_did_synthetic
Pre-trend test for parallel trendsmorie_did_test_parallel_trends
Triple-difference (DDD) estimatormorie_did_triple_difference
DiD with wild cluster bootstrap p-values (Cameron-Gelbach-Miller, 2008)morie_did_wild_cluster_bootstrap
DDPM forward (noising) processmorie_diffu_diffusion_forward
Download bootstrap weight files from CKAN APImorie_download_bootstrap
Autocorrelation from PSD (Wiener-Khinchin)morie_dsp_acf_from_psd
Alpha-trimmed mean filtermorie_dsp_alpha_trimmed_mean
Amplitude histogram featuresmorie_dsp_amplitude_histogram
Signal arc lengthmorie_dsp_arc_length
Bandpower over [f_low, f_high]morie_dsp_band_power
Baseline-corrected Pearson correlationmorie_dsp_baseline_correlation
Centroidal timemorie_dsp_centroidal_time
Coherence-squared spectrummorie_dsp_coherence
Coherence spectrum (alias to morie_dsp_coherence)morie_dsp_coherence_spectrum
Comb filter built from cascaded notchesmorie_dsp_comb
Complex cepstrummorie_dsp_complex_cepstrum
Complex demodulation around a carriermorie_dsp_complex_demodulation
Crest factor (peak / RMS)morie_dsp_crest_factor
Normalised cross-correlation up to a maximum lagmorie_dsp_cross_correlation
Cross-spectral density (Welch)morie_dsp_csd
Coefficient of variationmorie_dsp_cv
Derivative-based peak detectionmorie_dsp_derivative_detect
Dicrotic-notch detection in pulse wavesmorie_dsp_dicrotic_notch
Ensemble average over fixed-length segmentsmorie_dsp_ensemble_average
Shannon entropy from amplitude histogrammorie_dsp_entropy_histogram
Even-odd decomposition of a finite signalmorie_dsp_even_odd
Fractional Brownian motion synthesis (1/f^beta)morie_dsp_fbm_synthesis
Form factor (RMS / mean-absolute)morie_dsp_form_factor
Fractal dimension from log-log PSD slopemorie_dsp_fractal_dim_psd
Hann-windowed smoothing filtermorie_dsp_hann_filter
Higuchi fractal dimensionmorie_dsp_higuchi_fd
Hilbert envelopemorie_dsp_hilbert_envelope
All three Hjorth parametersmorie_dsp_hjorth
Hjorth activity (variance)morie_dsp_hjorth_activity
Hjorth complexitymorie_dsp_hjorth_complexity
Hjorth mobilitymorie_dsp_hjorth_mobility
Homomorphic high-pass filtermorie_dsp_homomorphic
Heart rate from RR intervals (BPM)morie_dsp_hr_from_rr
Integrated EMG (sum of absolute values)morie_dsp_integrated_emg
Katz / box-counting fractal dimensionmorie_dsp_katz_fd
LMS adaptive filter (Widrow-Hoff)morie_dsp_lms
Matched filter (time-reversed template correlator)morie_dsp_matched
Mean absolute valuemorie_dsp_mean_abs
Mean frequency from PSDmorie_dsp_mean_frequency
Median filtermorie_dsp_median_filter
Median frequency from PSDmorie_dsp_median_frequency
Minimum-phase correspondent via cepstral foldingmorie_dsp_min_phase
Moving-average filter (boxcar)morie_dsp_moving_average
Myopulse percentage ratemorie_dsp_myopulse_rate
NLMS adaptive filtermorie_dsp_nlms
IIR notch filter (single frequency)morie_dsp_notch
Energy-onset detectionmorie_dsp_onset_detect
Pan-Tompkins QRS detectormorie_dsp_pan_tompkins
Parzen kernel density estimatemorie_dsp_parzen_pdf
Bartlett PSD estimatemorie_dsp_psd_bartlett
Periodogram PSD estimatemorie_dsp_psd_periodogram
Convert PSD to decibelsmorie_dsp_psd_to_db
Welch PSD estimate (delegated to signal::pwelch / specgram)morie_dsp_psd_welch
QRS-style waveform descriptorsmorie_dsp_qrs_features
RLS adaptive filtermorie_dsp_rls
Root mean squaremorie_dsp_rms
Ruler / divider fractal dimensionmorie_dsp_ruler_fd
Shannon-energy envelopemorie_dsp_shannon_energy
Shape factor (mean-absolute / mean-sqrt-absolute-squared)morie_dsp_shape_factor
Slope sign changesmorie_dsp_slope_sign_changes
Signal-to-noise ratio estimate (dB)morie_dsp_snr
SNR improvement attributable to a filter (dB)morie_dsp_snr_improvement
Spectral edge frequency (e.g. SEF95)morie_dsp_spectral_edge
Spectral entropy (Shannon, base 2)morie_dsp_spectral_entropy
Spectral flatness (Wiener entropy)morie_dsp_spectral_flatness
Spectral kurtosis from PSDmorie_dsp_spectral_kurtosis
k-th spectral momentmorie_dsp_spectral_moment
Spectral power ratio between two bandsmorie_dsp_spectral_ratio
Synchronized average around trigger indicesmorie_dsp_synchronized_average
T-wave detection by post-QRS argmax searchmorie_dsp_t_wave
Teager-Kaiser energy operatormorie_dsp_teager_energy
Normalised template matchingmorie_dsp_template_match
Threshold-based event detectionmorie_dsp_threshold_detect
Turning-points stationarity testmorie_dsp_turning_points
Willison turns countmorie_dsp_turns_count
Variance ratio (x vs. y)morie_dsp_variance_ratio
Waveform length (total variation)morie_dsp_waveform_length
Per-sample (normalised) waveform lengthmorie_dsp_waveform_length_norm
Wiener filter (frequency domain)morie_dsp_wiener_filter
Solve the Wiener-Hopf normal equationsmorie_dsp_wiener_hopf
Willison amplitudemorie_dsp_willison_amplitude
Window function generatormorie_dsp_window
Zero-crossing ratemorie_dsp_zero_crossing
Compute E-value for unmeasured confoundingmorie_e_value
Kish effective sample sizemorie_effective_sample_size
Engle-Granger two-step cointegration testmorie_eg_coint
EGARCH(1,1) asymmetric volatility modelmorie_egarch_model
Ensure optional packages are installed (interactive helper)morie_ensure_extras
Per-subject DMT vs PCB BOLD pipelinemorie_entheo_analyze_subject
DMT_Imaging: list motion-survived subject IDsmorie_entheo_available_subjects
Clone the DMT_Imaging dataset (Timmerman et al.) into a local cache.morie_entheo_clone_dmt_imaging
DMT_Imaging: dataset overviewmorie_entheo_dataset_overview
Sliding-window dynamic functional connectivity (dRSFC)morie_entheo_dynamic_functional_connectivity
DMT_Imaging: load IRASA EEG regressors for one cortical regionmorie_entheo_load_eeg_region
DMT_Imaging: load one subject's BOLD AAL parcellationmorie_entheo_load_fmri_subject
Lempel-Ziv (LZ76) complexity of a binarised signalmorie_entheo_lz_complexity
EEG band-power decomposition via Welch PSDmorie_entheo_spectral_band_power
Augmented IPW (AIPW) doubly-robust ATE estimatormorie_estimate_aipw
Estimate the Average Treatment Effect on the Controls (ATC)morie_estimate_atc
Estimate the Average Treatment Effect (ATE) via Hajek IPWmorie_estimate_ate
Estimate the Average Treatment Effect on the Treated (ATT)morie_estimate_att
Estimate per-unit Conditional Average Treatment Effects (CATE)morie_estimate_cate
Estimate ATE via Double Machine Learning (Partially Linear Regression)morie_estimate_double_ml
G-computation (outcome regression) ATE estimatormorie_estimate_g_computation
Estimate Group Average Treatment Effects (GATE)morie_estimate_gate
Estimate ATE via the Interactive Regression Model (IRM)morie_estimate_irm
Estimate the Local Average Treatment Effect (LATE) via 2SLS / Waldmorie_estimate_late
Estimate propensity scores via logistic regressionmorie_estimate_propensity_scores
Eta-squared from F-statisticmorie_eta_squared
EWMA volatility (RiskMetrics 1996)morie_ewma_volatility
Rename a city data.frame onto the canonical audit schemamorie_fairness_apply_profile
Average Odds Difference (mean of TPR and FPR gaps)morie_fairness_average_odds_difference
Bias Amplification Score (parity gap x Gini of group rates)morie_fairness_bias_amplification
The five canonical per-area fields the audit consumes.MORIE_FAIRNESS_CANONICAL_FIELDS
Construct a city profile (column map onto the canonical audit schema)morie_fairness_city_profile
Column map for a city profilemorie_fairness_column_map
Rebalance a biased tabular dataset by groupmorie_fairness_ctgan_debiaser
Demographic Parity Gap (difference in favourable-outcome rates)morie_fairness_demographic_parity
Disparate Impact Ratio (EEOC four-fifths / 80% rule)morie_fairness_disparate_impact
Equalized Odds (TPR / FPR gaps across groups)morie_fairness_equalized_odds
Counterfactual fairness via GAN-style generative modelsmorie_fairness_gan
Look up a registered city profile by case-insensitive namemorie_fairness_get_city
Gini coefficient (concentration of a non-negative distribution)morie_fairness_gini
List registered city profile namesmorie_fairness_list_cities
Noisy-OR patrol-detection probabilitiesmorie_fairness_noisy_or_detection
Predictive-policing disparity audit (port of morie.fairness.predpol)morie_fairness_predpol
Aggregate per-record predictive-policing data to per-areamorie_fairness_predpol_aggregate_areas
Predicted-vs-realised rank audit by demographic groupmorie_fairness_predpol_calibration_audit
Descriptive score-by-group disparitymorie_fairness_predpol_score_disparity
Audit how disparity metrics move over time and across citiesmorie_fairness_predpol_temporal_audit
Register a city profile in the process-local registrymorie_fairness_register_city
Synthetic predictive-policing dataset with a known disparitymorie_fairness_simulate_biased_crime_data
Simulation primitives for the predictive-policing audit subsystemmorie_fairness_simulation
Learn a 2-D crime/patrol location distributionmorie_fairness_spatial_gan
Model-agnostic explainability (XAI) for bias discoverymorie_fairness_xai
First-order Accumulated Local Effects (Apley & Zhu)morie_fairness_xai_ale
Ceteris-paribus profile for one instancemorie_fairness_xai_ceteris_paribus
Partial dependence on one feature (Friedman)morie_fairness_xai_partial_dependence
Permutation feature importance (model-agnostic)morie_fairness_xai_permutation_importance
Shapley feature attributions for one instance (sampling estimator)morie_fairness_xai_shap_values
Is the R-side JIT acceleration active?morie_fast_available
Fetch a dataset from any URL, with automatic format detectionmorie_fetch
Query an ArcGIS FeatureServer / MapServer layermorie_fetch_arcgis
Fetch data from the CKAN API and cache itmorie_fetch_ckan
Fetch the Ontario SIU corpus into a 64-column SIU.csvmorie_fetch_siu
Fetch a TPS category from the Toronto Police ArcGIS REST endpointmorie_fetch_tps
Find a project root directorymorie_find_project_root
Fisher's exact test for 2x2 tablesmorie_fisher_exact_test
Fit a GARCH(1,1) model to a return seriesmorie_garch_fit
GBLUP - full mixed-model implementationmorie_gblup_full
Generate a stationarity-preserving AR coefficient matrixmorie_generate_ar_coefficients
Generate synthetic epidemiology-style tabular datamorie_generate_synthetic_data
Generate a VAR(L) coefficient array as a 3-d listmorie_generate_var_coefficients
K-fold cross-validation for genomic-prediction accuracymorie_genomic_cross_validation
Adaptive contraction rates over a smoothness grid.morie_ghosal_adaptation
BvM diagnostic for the mean functional under a DP prior.morie_ghosal_bernstein_von_mises
Minimax posterior-contraction ratemorie_ghosal_contraction_rate
Dirichlet-process posterior (conjugate update)morie_ghosal_dirichlet_posterior
DP mixture density estimate (Neal 2000 algorithm 3)morie_ghosal_dpmixture_density
Empirical-Bayes alpha MLE for a DP, given the observed K_n.morie_ghosal_empirical_bayes
GP posterior mean with Matern kernel.morie_ghosal_gp_matern
GP posterior mean with squared-exponential kernel.morie_ghosal_gp_squared_exponential
Escobar-West augmentation for alpha given K_n with a Gamma(a, b) hyperprior.morie_ghosal_hierarchical_bayes
Log-spline density estimator (Stone 1990, Ghosal Ch 8).morie_ghosal_log_density
Posterior mean / variance of G(A) for DP(alpha, G0) and A = (A_lower, A_upper].morie_ghosal_moment_matching
Neutral-to-the-right posterior survival (Doksum 1974).morie_ghosal_neutral_right
Probit-GP classifier (Laplace approximation).morie_ghosal_np_classification
GP nonparametric regressionmorie_ghosal_np_regression
Polya-tree Bayes factor for H0: F = N(loc, scale^2).morie_ghosal_np_testing
Schwartz posterior-consistency diagnostic (Bayesian bootstrap).morie_ghosal_posterior_consistency
Bernstein-polynomial sieve density estimator (Petrone 1999).morie_ghosal_sieve_prior
Truncated stick-breaking representation of DP(alpha, G0).morie_ghosal_stick_breaking_trunc
Beta-process posterior survival (Hjort 1990).morie_ghosal_survival_beta_process
Haar-wavelet spike-and-slab BayesThresh estimator (Abramovich 1998).morie_ghosal_wavelet_prior
Vector of SPDX identifiers recognised as GPL-compatiblemorie_gpl_compatible_licenses
Gradient boosting ensemble (R parity)morie_gradient_boosting_ensemble
Gradient-boosting genomic predictor (Friedman 2001)morie_gradient_boosting_genomic
Vanilla batch gradient descent for OLS (R parity)morie_gradient_descent_vanilla
Grid search with cross-validation (R parity)morie_grid_search_cv
VanRaden Genomic Relationship Matrixmorie_grm_vanraden
Two-way GxE ANOVA with EMS variance componentsmorie_gxe_interaction_model
Fit a Hawkes (self-exciting point process) model by maximum likelihoodmorie_hawkes_fit
Hedges' g (bias-corrected Cohen's d)morie_hedges_g
Hurst exponent via rescaled-range (R/S) analysismorie_hurst_r
Infer the measurement level of a vectormorie_infer_measurement_level
Build a parameter-safe BigQuery SELECTmorie_ingest_bigquery_build_sql
Execute a BigQuery SQL query and return a data.framemorie_ingest_bigquery_query
Pull a BigQuery table (or filtered slice) into a data.framemorie_ingest_bigquery_table
Pull the City of Chicago "Crimes - 2001 to Present" feedmorie_ingest_chicago_crime
BigQuery mirror of the Chicago crime feedmorie_ingest_chicago_crime_bigquery
Built-in Chicago / Socrata resource registrymorie_ingest_chicago_resources
Fetch every row from a Socrata SoDA JSON endpointmorie_ingest_chicago_socrata
Download a CIHI indicator .xlsx data tablemorie_ingest_cihi_xlsx
Fetch every CSV / TSV resource in a CKAN packagemorie_ingest_ckan_fetch_package_csvs
Search a CKAN portal for packages (raw)morie_ingest_ckan_package_search
Fetch one CKAN package's metadatamorie_ingest_ckan_package_show
Download a CKAN resource as a data.framemorie_ingest_ckan_read_resource
Fetch one CKAN resource's metadatamorie_ingest_ckan_resource_show
Search a CKAN portal and return a flat metadata data.framemorie_ingest_ckan_search_packages
Pull NamUs missing-persons case metadatamorie_ingest_forensics_namus_missing
Pull FBI NIBRS offence-event records via Crime Data Explorermorie_ingest_forensics_nibrs
Pull NIST Reference Datasets (RDS) catalog metadatamorie_ingest_forensics_nist_rds
Fetch a Statistics Canada NDM / cansim tablemorie_ingest_statcan_cansim
Download a StatCan PUMF / CSV productmorie_ingest_statcan_csv
Fetch every feature from a TPS ArcGIS FeatureServer layermorie_ingest_tps_feature_layer
Fetch a TPS open-data layer by short namemorie_ingest_tps_fetch
Built-in TPS open-data layer registrymorie_ingest_tps_layers
Inspect a serialised analysis output (JSON, CSV, or RDS)morie_inspect_output
Install morie's optional dependencies (interactive helper)morie_install_extras
Test whether an eBAC exceeds a legal driving limitmorie_is_over_legal_limit
Anderson-Rubin (AR) weak-IV-robust testmorie_iv_anderson_rubin
Grid-based Anderson-Rubin confidence interval for a single endogenous variable.morie_iv_anderson_rubin_ci
Conditional likelihood-ratio (CLR) test of Moreira (2003)morie_iv_conditional_lr
Control-function (residual augmentation) IVmorie_iv_control_function
Cragg-Donald weak-instrument F statisticmorie_iv_cragg_donald
Continuously-Updated GMM (CUE-GMM)morie_iv_cue_gmm
Composite IV diagnosticsmorie_iv_diagnostics
Durbin-Wu-Hausman test of endogeneitymorie_iv_durbin_wu_hausman
First-stage F-statistics and partial R^2morie_iv_first_stage_diagnostics
Generalised Method of Moments (GMM) IVmorie_iv_gmm
Hansen J test of overidentifying restrictions (robust)morie_iv_hansen_j
Hausman test: OLS vs 2SLSmorie_iv_hausman
Jackknife IV (JIVE; Angrist, Imbens & Krueger 1999)morie_iv_jive
Kleibergen-Paap rank statisticmorie_iv_kleibergen_paap
Limited-Information Maximum Likelihood (LIML)morie_iv_liml
Panel IV with unit (and optional time) fixed effects via within-transformmorie_iv_panel
IV Probit (Rivers-Vuong control function)morie_iv_probit
IV residual analysismorie_iv_residual_analysis
Sargan test of overidentifying restrictions (homoskedastic)morie_iv_sargan
Split-sample IVmorie_iv_split_sample
Stock-Yogo critical valuesmorie_iv_stock_yogo
Two-Stage Least Squares (2SLS)morie_iv_tsls
Wald (single-instrument) estimatormorie_iv_wald
Delete-1 jackknife variance estimatemorie_jackknife_estimate
Johansen trace test for cointegrationmorie_johansen_cointegration
Kalman filter predict-update for a linear-Gaussian state-space modelmorie_kalman_filter
Kendall's tau-bmorie_kendall_tau
Kendall partial-tau correlation (Gibbons Ch 12.6)morie_kendall_tau_partial
K-means clustering (R parity)morie_kmeans_clustering
Kruskal-Wallis non-parametric ANOVAmorie_kruskal_wallis_test
Replication of O'Connell & Laniyonu (2025) — CSC actuarial-risk disparitymorie_laniyonu_actuarial_risk_disparity
Replication of Laniyonu (2018) — Coffee Shops and Street Stopsmorie_laniyonu_gentrification_policing
Replication of Laniyonu & Goff (2021) — Police force vs SMI disparitymorie_laniyonu_smi_force_disparity
Learning curve - train / val MSE vs training-set size (R parity)morie_learning_curve
Levene test for equality of variancesmorie_levene_test
morie's SPDX-style licence metadatamorie_license_metadata
Ordinary least squares closed-form solution (R parity)morie_linear_regression_ols
List all datasets with cache statusmorie_list_datasets
List implemented MORIE CPADS modulesmorie_list_morie_modules
Return TRUE when at least one live LLM provider is availablemorie_llm_agent_available
Send a prompt to the best available LLM providermorie_llm_ask
Ask the best available LLM provider, accepting a multi-turn messages listmorie_llm_ask_multi
Detect the active LLM providermorie_llm_detect_provider
List vendored OllamaFreeAPI model cataloguemorie_llm_list_freeapi_models
Probe an OllamaFreeAPI community servermorie_llm_probe_freeapi
Probe a local Ollama instancemorie_llm_probe_ollama
POST a chat-completion request to an OpenAI-compatible endpointmorie_llm_request_completion
Load CPADS data: local files -> cache -> CKAN APImorie_load_cpads
Load the real CPADS CSV from this repositorymorie_load_cpads_data
Load a dataset by catalog keymorie_load_dataset
Mann-Whitney U test (Wilcoxon rank-sum)morie_mann_whitney_test
Marker variance-component estimationmorie_marker_variance
Abadie-Imbens standard error for matching estimatorsmorie_matching_abadie_imbens_se
ATC from a matched samplemorie_matching_atc_matched
ATE from a matched / weighted samplemorie_matching_ate_matched
ATT from a matched samplemorie_matching_att_matched
Balance diagnostics for matched / weighted samplesmorie_matching_balance
Publication-ready balance tablemorie_matching_balance_table
Cardinality matchingmorie_matching_cardinality
Coarsened Exact Matching (CEM)morie_matching_cem
Restrict a sample to the region of common supportmorie_matching_common_support
Doubly-robust ATT combining matching and regressionmorie_matching_doubly_robust
Entropy balancing weights (Hainmueller, 2012)morie_matching_entropy_balance
Estimate propensity scoresmorie_matching_estimate_propensity
Exact matching on discrete covariatesmorie_matching_exact
Full matching via subclassificationmorie_matching_full
Genetic matching (Diamond & Sekhon, 2013)morie_matching_genetic
Longitudinal matching for panel datamorie_matching_longitudinal
Love-plot data: pre- vs post-matching balancemorie_matching_love_plot_data
Mahalanobis distance matchingmorie_matching_mahalanobis
Matching with multiple (> 2) treatment groupsmorie_matching_multi_treatment
Nearest-neighbour propensity-score matchingmorie_matching_nearest_neighbor
Optimal pair matchingmorie_matching_optimal_pair
Propensity-score overlap diagnosticsmorie_matching_overlap
Comprehensive matching-quality assessmentmorie_matching_quality
Rosenbaum bounds for hidden biasmorie_matching_rosenbaum_bounds
Subclassification (stratification) on the propensity scoremorie_matching_subclassify
Trim propensity scores to a fixed rangemorie_matching_trim_propensity
Variable-ratio matching on propensity scoremorie_matching_variable_ratio
MIDAS regression with Beta-polynomial weightsmorie_midas_regression
Mini-batch stochastic gradient descent for OLS (R parity)morie_mini_batch_gradient
Apply SMOTE oversampling to balance a binary outcomemorie_ml_apply_smote
Evaluate Random Forest robustnessmorie_ml_eval_robustness
Multi-trait GBLUP via vec-stacked mixed-model equationsmorie_multi_trait_gblup
Multiple testing correction and multiplicity-adjusted inferencemorie_multiple_testing
Draw multivariate normal samples under a structured covariancemorie_mvn_with_covariance
N-BEATS-style polynomial + Fourier basis-expansion forecastingmorie_nbeats_basis
Socrata default-API-cap note + pagination wiringmorie_nyc_nypd_socrata_cap_note
Odds ratio and 95% CI from a 2x2 contingency tablemorie_odds_ratio_ci
Omega-squared (less biased than eta-squared)morie_omega_squared
One-sample coverage probability (Gibbons Ch 2.11.1)morie_one_sample_coverage
One-sample t-testmorie_one_sample_t_test
Jonckheere-Terpstra ordered-alternatives test (Gibbons Ch 10.6)morie_ordered_alternatives_test
Linear-by-linear association test for ordered categories (Gibbons Ch 14.6.1)morie_ordered_categories
Doubly-robust (AIPW) ATE on OTIS data via cross-fitted nuisances.morie_otis_aipw_ate
SuperLearner-stacked AIPW (not yet ported).morie_otis_aipw_superlearner
Run the full OTIS analysis bundlemorie_otis_all_analyses
Comprehensive per-dataset analyses for ALL 28 OTIS public-release filesmorie_otis_all_analyze
OTIS a01 high-level causal analysis (MatchIt + IRM-DML).morie_otis_analyze_a01
a01 alt-T Ruhela: Age 50+ -> vm count.morie_otis_analyze_a01_mrm_alt_age morie_otis_analyze_a01_ruhela_alt_age
a01 alt-T Ruhela: Female -> vm count.morie_otis_analyze_a01_mrm_alt_gender morie_otis_analyze_a01_ruhela_alt_gender
a01 alt-T Ruhela: Toronto region -> vm count.morie_otis_analyze_a01_mrm_alt_toronto morie_otis_analyze_a01_ruhela_alt_toronto
OTIS a01 Ruhela formulations (full DLRM).morie_otis_analyze_a01_dlrm morie_otis_analyze_a01_mrm morie_otis_analyze_a01_ruhela_formulations
Per-year full-DLRM on a01 canonical formulation.morie_otis_analyze_a01_mrm_per_year morie_otis_analyze_a01_ruhela_per_year
a01 subgroup Ruhela: Female-only cell frame.morie_otis_analyze_a01_mrm_subgroup_female morie_otis_analyze_a01_ruhela_subgroup_female
a01 subgroup Ruhela: Male-only cell frame.morie_otis_analyze_a01_mrm_subgroup_male morie_otis_analyze_a01_ruhela_subgroup_male
OTIS a01 causal pipeline + Toronto Crime Severity Index context.morie_otis_analyze_a01_with_csi_context
Run every OTIS analyzer against a named list of datasetsmorie_otis_analyze_all
Person-level segregation-placement analysis (b01)morie_otis_analyze_b01
b01 alt-T Ruhela: Age 50+ -> vm count.morie_otis_analyze_b01_mrm_alt_age morie_otis_analyze_b01_ruhela_alt_age
b01 alt-T Ruhela: Female -> vm count.morie_otis_analyze_b01_mrm_alt_gender morie_otis_analyze_b01_ruhela_alt_gender
b01 alt-T Ruhela: Toronto region -> vm count.morie_otis_analyze_b01_mrm_alt_toronto morie_otis_analyze_b01_ruhela_alt_toronto
OTIS b01 Ruhela formulations (full DLRM).morie_otis_analyze_b01_dlrm morie_otis_analyze_b01_mrm morie_otis_analyze_b01_ruhela_formulations
Per-year full-DLRM on b01 canonical formulation.morie_otis_analyze_b01_mrm_per_year morie_otis_analyze_b01_ruhela_per_year
b01 subgroup Ruhela: Female-only cell frame.morie_otis_analyze_b01_mrm_subgroup_female morie_otis_analyze_b01_ruhela_subgroup_female
b01 subgroup Ruhela: Male-only cell frame.morie_otis_analyze_b01_mrm_subgroup_male morie_otis_analyze_b01_ruhela_subgroup_male
Aggregate segregation days per person per year (b02)morie_otis_analyze_b02
b02 alt-T Ruhela: Age 50+ -> total seg days.morie_otis_analyze_b02_mrm_alt_age morie_otis_analyze_b02_ruhela_alt_age
b02 alt-T Ruhela: Toronto region -> total seg days.morie_otis_analyze_b02_mrm_alt_region morie_otis_analyze_b02_ruhela_alt_region
OTIS b02 Ruhela formulations: T=Female -> seg-day count.morie_otis_analyze_b02_dlrm morie_otis_analyze_b02_mrm morie_otis_analyze_b02_ruhela_formulations
Segregation placements by alert x institution (b03)morie_otis_analyze_b03
b03 aggregate Ruhela: Alert presence -> seg placements.morie_otis_analyze_b03_mrm_aggregate morie_otis_analyze_b03_ruhela_aggregate
Placement durations by region & gender (b04)morie_otis_analyze_b04
b04 aggregate Ruhela: Female -> median seg duration.morie_otis_analyze_b04_mrm_aggregate morie_otis_analyze_b04_ruhela_aggregate
Distribution of placements by binned duration (b05)morie_otis_analyze_b05
Mandela-RF on b05 - per-placement Mandela classification by year.morie_otis_analyze_b05_mandela_classification
b05 aggregate Ruhela: schema-no-demographic guard.morie_otis_analyze_b05_ruhela_aggregate
Reasons for placement x institution x gender (b06)morie_otis_analyze_b06
b06 aggregate Ruhela: Disciplinary reason -> seg placements.morie_otis_analyze_b06_mrm_aggregate morie_otis_analyze_b06_ruhela_aggregate
Alerts x gender (b07)morie_otis_analyze_b07
b07 aggregate Ruhela (pivot to long): With-alert -> seg placements.morie_otis_analyze_b07_mrm_aggregate morie_otis_analyze_b07_ruhela_aggregate
Durations by institution & gender (b08)morie_otis_analyze_b08
b08 aggregate Ruhela: Female -> median seg duration (institution-clustered).morie_otis_analyze_b08_mrm_aggregate morie_otis_analyze_b08_ruhela_aggregate
Individuals by number of placements x gender (b09)morie_otis_analyze_b09
b09 aggregate Ruhela: Female -> individuals in segregation.morie_otis_analyze_b09_mrm_aggregate morie_otis_analyze_b09_ruhela_aggregate
MRM chi-square family on c-series.morie_otis_analyze_c_chi2
Total individuals x custody/RC/seg x gender (c01)morie_otis_analyze_c01
c01 aggregate Ruhela: Female -> RC count.morie_otis_analyze_c01_mrm_aggregate morie_otis_analyze_c01_ruhela_aggregate
c01 region-cluster variant (year-clustered GEE).morie_otis_analyze_c01_mrm_aggregate_region_cluster morie_otis_analyze_c01_ruhela_aggregate_region_cluster
Individuals in RC/seg by institution (c02)morie_otis_analyze_c02
c02 aggregate Ruhela: Female -> RC (institution GEE).morie_otis_analyze_c02_mrm_aggregate morie_otis_analyze_c02_ruhela_aggregate
Individuals x race x gender (c03)morie_otis_analyze_c03
c03 aggregate Ruhela: Indigenous -> RC.morie_otis_analyze_c03_mrm_aggregate morie_otis_analyze_c03_ruhela_aggregate
Individuals in RC/seg by race x region (c04)morie_otis_analyze_c04
c04 aggregate Ruhela: Indigenous -> RC (by region).morie_otis_analyze_c04_mrm_aggregate morie_otis_analyze_c04_ruhela_aggregate
c04 region-cluster variant.morie_otis_analyze_c04_mrm_aggregate_region_cluster morie_otis_analyze_c04_ruhela_aggregate_region_cluster
Individuals in RC/seg by religion x region (c05)morie_otis_analyze_c05
c05 aggregate Ruhela: non-majority religion -> RC.morie_otis_analyze_c05_mrm_aggregate morie_otis_analyze_c05_ruhela_aggregate
Individuals in RC/seg by age category x region (c06)morie_otis_analyze_c06
c06 aggregate Ruhela: Age 50+ -> RC.morie_otis_analyze_c06_mrm_aggregate morie_otis_analyze_c06_ruhela_aggregate
Individuals x alerts x gender (c07)morie_otis_analyze_c07
c07 aggregate Ruhela: Alert presence x Gender -> RC.morie_otis_analyze_c07_mrm_aggregate morie_otis_analyze_c07_ruhela_aggregate
Individuals by religion x gender (c08)morie_otis_analyze_c08
c08 aggregate Ruhela: non-majority religion x gender -> RC.morie_otis_analyze_c08_mrm_aggregate morie_otis_analyze_c08_ruhela_aggregate
Individuals by age category x gender (c09)morie_otis_analyze_c09
c09 aggregate Ruhela: Age 50+ x gender -> RC.morie_otis_analyze_c09_mrm_aggregate morie_otis_analyze_c09_ruhela_aggregate
RC/seg aggregate durations by institution (c10)morie_otis_analyze_c10
c10 aggregate Ruhela: Female -> median RC days (institution GEE).morie_otis_analyze_c10_mrm_aggregate morie_otis_analyze_c10_ruhela_aggregate
Individuals by aggregate-duration bin (c11)morie_otis_analyze_c11
Mandela-RF on c11 - per-individual Mandela classification by year.morie_otis_analyze_c11_mandela_classification
c11 aggregate Ruhela: long-duration bin (>=16 days) -> RC.morie_otis_analyze_c11_mrm_aggregate morie_otis_analyze_c11_ruhela_aggregate
RC/seg aggregate durations by region & gender (c12)morie_otis_analyze_c12
c12 aggregate Ruhela: Female -> median RC days (by region).morie_otis_analyze_c12_mrm_aggregate morie_otis_analyze_c12_ruhela_aggregate
MRM chi-square family on d-series.morie_otis_analyze_d_chi2
Person-level custodial deaths (d01)morie_otis_analyze_d01
Custodial deaths by gender (d02)morie_otis_analyze_d02
d02 aggregate Ruhela: Female -> custodial deaths.morie_otis_analyze_d02_mrm_aggregate morie_otis_analyze_d02_ruhela_aggregate
Custodial deaths by race (d03)morie_otis_analyze_d03
d03 aggregate Ruhela: Indigenous -> custodial deaths.morie_otis_analyze_d03_mrm_aggregate morie_otis_analyze_d03_ruhela_aggregate
Custodial deaths by religion (d04)morie_otis_analyze_d04
d04 aggregate Ruhela: non-majority religion -> custodial deaths.morie_otis_analyze_d04_mrm_aggregate morie_otis_analyze_d04_ruhela_aggregate
Custodial deaths by age category (d05)morie_otis_analyze_d05
d05 aggregate Ruhela: Age 50+ -> custodial deaths.morie_otis_analyze_d05_mrm_aggregate morie_otis_analyze_d05_ruhela_aggregate
Custodial deaths by alert x medical cause (d06)morie_otis_analyze_d06
Custodial deaths by alert x housing unit (d07)morie_otis_analyze_d07
Mandela-RF cross-comparison: Ontario provincial vs federal SIU.morie_otis_analyze_otis_mandela_provincial_vs_federal
Aggregate Ruhela grid: one-page IRR comparison across analyzers.morie_otis_analyze_ruhela_grid
Paper-ready master report - every Ruhela formulation in one result.morie_otis_analyze_ruhela_master
Per-fiscal-year full-DLRM Ruhela formulation driver.morie_otis_analyze_ruhela_per_year
Registry of dataset-id -> analyzermorie_otis_analyzers
Alert-state combination encoding (8 combos -> complexity index)morie_otis_astcmb
Run IPW / AIPW / IRM-DML on the three canonical (T, Y) pairs.morie_otis_causal_grid
Goffmanian institutional-churn analyses on OTISmorie_otis_churn
Run all 11 OTIS-churn analysesmorie_otis_churn_analyze_all
Mandela alert-state classifier for an OTIS placement row.morie_otis_classify_mandela_combo
Disciplinary x medical-protection overlapmorie_otis_disciplinary_medical_overlap
Total-days embedding distribution (lognormal vs Pareto vs exp)morie_otis_embedding_distribution
Intra-year region-to-region transition matrixmorie_otis_intra_year_transition_matrix
Hajek-stabilised IPW estimator of the ATE on OTIS data.morie_otis_ipw_ate
Interactive Regression Model DML on OTIS data (ATE, ATTE, ATC).morie_otis_irm_dml
Poisson + Negative-Binomial IRR for volatility ~ alert complexitymorie_otis_irr_glmm_vm
Load the canonical OTIS CSVmorie_otis_load
Pair (a): MentalHealth_Alert -> SuicideRisk_Alert (binary -> binary).morie_otis_make_pair_a
a01-aware wrapper for the Ruhela alert -> volatility builder.morie_otis_make_pair_alert_to_volatility_a01
Run both Ruhela and Naive alert -> volatility builders.morie_otis_make_pair_alert_to_volatility_all
Naive (max-simultaneous-flags + binary vm) alert -> volatility builder.morie_otis_make_pair_alert_to_volatility_naive
Ruhela's primary alert-complexity -> regional-volatility builder.morie_otis_make_pair_alert_to_volatility_ruhela
Pair (b): HighAlertComplexity -> AnyReadmission.morie_otis_make_pair_b
Pair (c): RegionalVolatility -> SegregationDays.morie_otis_make_pair_c
Mortification co-occurrence (concurrent alerts)morie_otis_mortification_cooccurrence
Full OTIS descriptive statistics suitemorie_otis_otdesc
Cross-fitted partially linear DML (ATE/ATT) on OTISmorie_otis_otdml
Path complexity Gini by (year, region)morie_otis_path_complexity_gini
OTIS analysis pipeline (RichResult-style driver)morie_otis_pipeline
Partially Linear Regression DML on OTIS (not yet ported).morie_otis_plr
Ontario Restrictive Confinement (OTIS) primitive analysesmorie_otis_alert_state_combo morie_otis_descriptives morie_otis_dml morie_otis_primitives morie_otis_rc_trends morie_otis_regional_placement morie_otis_volatility
Propensity-score 1:k NN matching with caliper (not yet ported).morie_otis_psm
Propensity-score subclassification ATE (not yet ported).morie_otis_psm_subclass
Restrictive-confinement trends over time by regionmorie_otis_rctrnd
Multi-region path x Gender / Age contingencymorie_otis_regC_demog_contingency
Region x alert state richnessmorie_otis_region_alert_state_richness
Repeat-placement concentration (Goffmanian cyclical-inmate)morie_otis_repeat_placement_concentration
Regional placement matrix by age groupmorie_otis_rplace
Run all OTIS-TPS overlay analysesmorie_otis_tps_analyze_all
Composite overlay (alias for the YoY correlation)morie_otis_tps_composite_overlay
Cross-link OTIS (Ontario corrections) with TPS (Toronto police) datamorie_otis_tps_overlay
OTIS seg/RC totals per region x year (Toronto row flagged for TPS-overlay use)morie_otis_tps_per_region_rollup
Year-over-year correlation between OTIS Toronto-region segregation placements and TPS incident counts (per category)morie_otis_tps_yoy_correlation
Regional volatility / placement movementmorie_otis_volat
Within-year placement-count distributionmorie_otis_within_year_placement_count
Within-year region diversitymorie_otis_within_year_region_diversity
Paired t-testmorie_paired_t_test
Parse an NYPD 'law_code' string into its structural fieldsmorie_parse_nypd_law_code
Resolve standard project pathsmorie_paths
PCA via SVD for dimension reduction (R parity)morie_pca_dimension_reduction
Phonocardiogram (PCG) bandpass filtermorie_pcg_filter
Elastic-net regression via coordinate descent (base R)morie_penalized_regression
Percentile-modified rank (Gastwirth) two-sample test (Gibbons Ch 8.3.3)morie_percentile_modified_rank
Point-biserial correlationmorie_point_biserial_r
Polynomial regression (R parity)morie_polynomial_regression
Power for a two-proportion z-testmorie_power_prop_test
Power for a two-sample t-testmorie_power_t_test
Probability proportional to size (PPS) samplingmorie_pps_sample
Genomic-prediction accuracy metricsmorie_prediction_accuracy
Aggregate per-record predictive-policing data to one row per areamorie_predpol_aggregate_areas
Audit whether an algorithm's area risk ranking matches realised outcomesmorie_predpol_calibration_audit
Descriptive disparity in a risk score across groupsmorie_predpol_score_disparity
Audit how disparity metrics move over time and across citiesmorie_predpol_temporal_audit
Profile a data.frame: per-column types, missingness, summary statisticsmorie_profile_dataset
Prophet-style additive decomposition (linear trend + Fourier seasonality)morie_prophet_components
Wilson score confidence interval for a proportionmorie_proportion_ci
Cronbach's coefficient alpha with Feldt CImorie_psymet_alpha
Alpha if item deletedmorie_psymet_alphadel
Average variance extracted (AVE) from factor loadings. Mean(lambda^2).morie_psymet_ave
Bartlett's test of sphericity.morie_psymet_bartlett
Composite reliability from standardized factor loadings. CR = (sum lambda)^2 / ((sum lambda)^2 + sum(1 - lambda^2))morie_psymet_cr
Item discrimination (D-statistic).morie_psymet_discrimination
Corrected item-total correlationsmorie_psymet_itemtotal
Kaiser-Meyer-Olkin sampling adequacy.morie_psymet_kmo
McDonald's omega total and hierarchicalmorie_psymet_omega
Horn's parallel analysis - suggested number of factors.morie_psymet_parallel
Spearman-Brown split-half reliability.morie_psymet_splithalf
Random Forest ensemble (R parity)morie_random_forest_ensemble
Random-forest genomic predictormorie_random_forest_genomic
Random search hyperparameter optimisation (R parity)morie_random_search_cv
Mann's rank test for randomness (Gibbons Ch 3.5)morie_rank_based_test
Signed ranks of paired differences (Gibbons Ch 5.5)morie_rank_order_statistics
Rank placements of Y among X order statistics (Gibbons Ch 2.11.3)morie_rank_placements
Calonico-Cattaneo-Titiunik (CCT) MSE-optimal bandwidthmorie_rdd_bandwidth_cct
Imbens-Kalyanaraman (IK) MSE-optimal bandwidthmorie_rdd_bandwidth_ik
Rule-of-thumb (ROT) bandwidth - Silverman-style on running variablemorie_rdd_bandwidth_rot
Bandwidth sensitivity sweepmorie_rdd_bandwidth_sensitivity
CCT bias-corrected, robust-SE RDD inferencemorie_rdd_bias_corrected
Cattaneo-Jansson-Ma (2020) local-polynomial density testmorie_rdd_cattaneo_density
Covariate balance at the cutoffmorie_rdd_covariate_balance
RDD with discrete running variablemorie_rdd_discrete
Donut-hole RDDmorie_rdd_donut
Fuzzy RDD treatment effect via instrumented Wald ratiomorie_rdd_fuzzy
Geographic / boundary RDD on a signed distancemorie_rdd_geographic
RDD kernel functionsmorie_rdd_kernels morie_rdd_kernel_epanechnikov morie_rdd_kernel_gaussian morie_rdd_kernel_triangular morie_rdd_kernel_uniform
Regression kink design - slope discontinuity at the cutoffmorie_rdd_kink
Local polynomial regression at user-supplied evaluation pointsmorie_rdd_local_polynomial
Local-randomisation RDD via permutation in a fixed windowmorie_rdd_local_randomisation
McCrary (2008) density manipulation testmorie_rdd_mccrary
Placebo cutoff falsification testmorie_rdd_placebo_cutoff
Binned scatter + global-polynomial data for an RD plotmorie_rdd_plot_data
RDD power calculationmorie_rdd_power
RDD sample-size determinationmorie_rdd_sample_size
Sharp RDD treatment effect at the cutoffmorie_rdd_sharp
Read outputs manifest from a projectmorie_read_outputs_manifest
Recommended bivariate test for a pair of variables.morie_recommended_pair_test
Recommended summary statistic for a single variable.morie_recommended_summary
Markov-switching regression (Hamilton 1989)morie_regime_switching
Ridge / LASSO / ElasticNet regularization path (R parity)morie_regularization_path
Risk difference (ARD) with Newcombe CImorie_risk_difference_ci
Risk ratio (relative risk) with log-normal CImorie_risk_ratio_ci
RKHS regression with Gaussian kernelmorie_rkhs_full
Vanilla RNN genomic predictor (BPTT, base R)morie_rnn_genomic
ROC curve and AUC (R parity)morie_roc_auc_score
Run the eBAC selection-adjusted IPW workflowmorie_run_ebac_selection_ipw_analysis
Run one implemented MORIE module against CPADS datamorie_run_morie_module
Run multiple implemented MORIE modulesmorie_run_morie_modules
Run multiple workflow stepsmorie_run_pipeline
Run the CPADS propensity/IPW workflowmorie_run_propensity_ipw_analysis
Run a treatment-effects analysis (point estimate, SE, 95% CI)morie_run_treatment_effects_analysis
Run a weighted logistic-regression analysismorie_run_weighted_logistic_analysis
Run one project workflow stepmorie_run_workflow_step
Load a bundled MORIE reference sample by namemorie_sample
Sample size for logistic regression detecting a target odds ratiomorie_sample_size_logistic
Semiparametric kernel primitives (R port)morie_semipar_bridge
Rosenbaum bounds sensitivity analysismorie_sensitivity_rosenbaum
Savitzky-Golay smoothing filtermorie_sgolay_smooth
Shapiro-Wilk normality testmorie_shapiro_wilk_test
Power function of the two-sided sign test (Gibbons Ch 5.4.4)morie_sign_test_power
Simple random sample from a data framemorie_simple_random_sample
Simulate a longitudinal panel and return a tidy long-format data.framemorie_simulate_longitudinal_panel
Run every SIU descriptive analysis in this modulemorie_siu_all_analyses
SIU descriptive analyses (R port of 'morie.siu.analyze')morie_siu_analyze
Per-field anomaly check: does the parser's extraction match the HTML?morie_siu_anomaly_check
Audit one SIU case end-to-end: parser output + raw HTMLmorie_siu_audit_case
Per-column accuracy audit: estimate every SIU column's correctnessmorie_siu_audit_columns
SIU cases by police servicemorie_siu_by_police_service
SIU cases by yearmorie_siu_by_year
Cache-path helper for the lightweight SIU scrapermorie_siu_cache_path
SIU per-case team-size distributionmorie_siu_case_counts
Chi-square: charges-recommended independent of year?morie_siu_charges_by_year_chi2
Apply the Sprott-Doob Mandela-Rules classifier to one SIU staymorie_siu_classify_mandela
Field-by-field SIU comparison against a user-supplied external tablemorie_siu_compare
SIU decision-timing distributionsmorie_siu_decision_timing
Affected-person demographicsmorie_siu_demographics
Lightweight Ontario SIU Director's Reports scraper (R-native)morie_siu_fetch morie_siu_index_url
Scrape Ontario SIU Director's Reports into a tidy CSVmorie_siu_fetch_cases
Scrape Ontario SIU Director's Reports and return a data framemorie_siu_fetch_dataframe
SIU drid → case_number → language indexmorie_siu_index
Extract SIU report fields with an LLM (Gemini or Claude)morie_siu_llm_extract
Mental-health / race keyword indicatorsmorie_siu_mental_health_race_indicators
Parse a SIU director's-report HTML page (pure-R)morie_siu_parse_html
Parse a SIU news-release HTML page (pure-R)morie_siu_parse_news_html
Pure-R SIU director's-report parser (port of 'morie.siu._parser')morie_siu_parser
Record a verified correction to the SIU parser's outputmorie_siu_record_correction
Rebuild the Ontario SIU DRID manifest by probing the live sitemorie_siu_refresh_manifest
Row-level sanity check on a parsed SIU table (regex-only, no LLM)morie_siu_sanity_check
Comprehensive replication of Sprott & Doob (Feb 2021)morie_siu_sprott_doob_feb2021
Sprott-Doob-Iftene (May 2021) Table 1: IEDM-reviewed populationmorie_siu_sprott_doob_iftene_table1
Sprott-Doob-Iftene (May 2021) Table 10: per-IEDM decision variancemorie_siu_sprott_doob_iftene_table10
Sprott-Doob-Iftene (May 2021) Table 15: long-stay no-IEDM casesmorie_siu_sprott_doob_iftene_table15
Sprott-Doob-Iftene (May 2021) Table 9: IEDM review outcomesmorie_siu_sprott_doob_iftene_table9
Sprott-Doob (Feb 2021) Table 11: Region x stay lengthmorie_siu_sprott_doob_table11
Sprott-Doob (Feb 2021) Table 12: regional over-/under-representationmorie_siu_sprott_doob_table12
Sprott-Doob (Feb 2021) Table 13: regional SIU person-stay ratesmorie_siu_sprott_doob_table13
Sprott-Doob (Feb 2021) Table 15: Region x MH-flagmorie_siu_sprott_doob_table15
Sprott-Doob (Feb 2021) Table 19: Mandela-Rules classificationmorie_siu_sprott_doob_table19
Sprott-Doob (Feb 2021) Table 22: Region x Mandela groupsmorie_siu_sprott_doob_table22
Sprott-Doob (Feb 2021) Table 23: regional torture/solitary ratesmorie_siu_sprott_doob_table23
Sprott-Doob (Feb 2021) Table 4: length-of-stay distributionmorie_siu_sprott_doob_table4
Translate SIU report text into any target language via local LLMmorie_siu_translate morie_siu_translate_fr_to_en
Recompute Pearson chi-square from a 2D contingency tablemorie_siu_verify_chi2
Verify every published chi-square against its transcribed cellsmorie_siu_verify_published_chi_squares
Federal Court affidavits / expert evidence indexed by 'morie'.MORIE_SIUIAP_AFFIDAVITS
Build a citation string for an SIU IAP / CRIMSL / affidavit entry.morie_siuiap_cite
CRIMSL UToronto Sprott / Doob / Iftene research reports (2020-2021).MORIE_SIUIAP_CRIMSL_REPORTS
Earlier (Doob-chaired) panel, established 2019, dissolved mid-2020.MORIE_SIUIAP_ORIGINAL_PANEL_2019_2020
SIU IAP panel mandate (long-form prose).MORIE_SIUIAP_PANEL_MANDATE
SIU IAP panel members (2021-2024 panel, Sapers-chaired).MORIE_SIUIAP_PANEL_MEMBERS
Human-readable summary of the SIU IAP panel.morie_siuiap_panel_summary
SIU IAP panel reports (Public Safety Canada, 2022-2024).MORIE_SIUIAP_REPORTS
SIU IAP - Public Safety Canada landing page URL.MORIE_SIUIAP_URL
Aldrich-McKelvey scalingmorie_spatial_voting_aldrich_mckelvey
Alpha-NOMINATE (stub)morie_spatial_voting_alpha_nominate
Anchoring vignettes for DIF correctionmorie_spatial_voting_anchoring_vignettes
Bayesian Aldrich-McKelvey scaling (stub)morie_spatial_voting_bayesian_am
Bayesian IRT likelihood (deterministic part of CJR machinery)morie_spatial_voting_bayesian_irt_likelihood
Posterior summaries for a Bayesian IRT chainmorie_spatial_voting_bayesian_irt_posterior
Bayesian MDS (stub) - log-normal distances via Metropolismorie_spatial_voting_bayesian_mds
Bayesian unfolding (stub) - Bakker & Poole samplermorie_spatial_voting_bayesian_unfolding
Blackbox / Basic Space scalingmorie_spatial_voting_blackbox
Clinton-Jackman-Rivers Bayesian IRT (stub)morie_spatial_voting_cjr_irt
Classical (metric) multidimensional scalingmorie_spatial_voting_classical_mds
Cutting-line endpoints for Coombs-mesh plotsmorie_spatial_voting_cutting_lines
Double-center a distance matrixmorie_spatial_voting_double_centering
DW-NOMINATE dynamic weighted ideal-point estimatormorie_spatial_voting_dw_nominate
Dynamic IRT with random-walk priors (stub)morie_spatial_voting_dynamic_irt
EM algorithm for binary IRTmorie_spatial_voting_em_irt
Ideal-point recovery from unfolding outputmorie_spatial_voting_ideal_point_recovery
INDSCAL: weighted MDS with individual differencesmorie_spatial_voting_indscal
MDS fit statistics (Mardia criterion)morie_spatial_voting_mds_fit_stats
MLSMU6 alternating least-squares unfoldingmorie_spatial_voting_mlsmu6
Parametric bootstrap of NOMINATE standard errorsmorie_spatial_voting_nominate_bootstrap
NOMINATE log-likelihood and GMPmorie_spatial_voting_nominate_loglik
NOMINATE Gaussian utilitymorie_spatial_voting_nominate_utility
Single NOMINATE vote probabilitymorie_spatial_voting_nominate_vote_prob
Nonmetric MDS with isotonic regressionmorie_spatial_voting_nonmetric_mds
Nonparametric bootstrap for AM / blackbox scaling positionsmorie_spatial_voting_nonparametric_bootstrap
Normal-vector projection of an external measuremorie_spatial_voting_normal_vectors
Optimal Classification scalingmorie_spatial_voting_optimal_classification
Ordered Optimal Classification for ordinal scalesmorie_spatial_voting_ordered_oc
Ordinal IRT / Quinn factor model (stub)morie_spatial_voting_ordinal_irt
Procrustes rotationmorie_spatial_voting_procrustes
SMACOF stress minimisationmorie_spatial_voting_smacof
SMACOF rectangular unfoldingmorie_spatial_voting_smacof_unfolding
Compute unfolding stressmorie_spatial_voting_unfolding_stress
Wordfish: Poisson IRT for document-term matricesmorie_spatial_voting_wordfish
Spearman rank correlationmorie_spearman_rho
Build a list of column specs from a parsed CSV header.morie_specs_from_df
Welch power spectral densitymorie_spectral_density
Sprott & Doob (CRIMSL UToronto) SIU analysesmorie_sprott_doob
Bridge between external runners and the morie R command registrymorie_stat_bridge
Central command registry for the morie R surfacemorie_stat_commands
Local-level state-space model (Kalman filter+smoother)morie_state_space_model
Proportional or fixed stratified random samplemorie_stratified_sample
Suggest an analysis plan from a dataset profilemorie_suggest_analysis_plan
Sukhatme two-sample scale test (Gibbons Ch 9.7)morie_sukhatme_test
Summarize an output auditmorie_summarize_output_audit
Raking calibration to known marginal totals (iterative proportional fitting).morie_survey_calibrate
Complex-survey GLM constructor (single-shot wrapper that builds a design and fits a 'svyglm' in one call). Cluster-robust SEs via the design.morie_survey_complex_glm
Construct a survey design object.morie_survey_design
Survey-weighted GLM with design-based SEs.morie_survey_glm
Hajek (ratio) estimator of a population mean.morie_survey_hajek_mean
Horvitz-Thompson estimator of a population total.morie_survey_ht_total
Survey-weighted mean (delegates to 'survey::svymean' when available).morie_survey_mean
Post-stratification weights (sample-to-population alignment).morie_survey_poststratify
Ratio estimator of a population total using known X_pop.morie_survey_ratio
Subpopulation (domain) mean with Woodruff linearised SE.morie_survey_subpop
Accelerated failure time model (parametric).morie_survival_aft
Cumulative incidence function (Aalen-Johansen) for competing risks.morie_survival_cif
Compare parametric survival models by AIC/BIC.morie_survival_compare_parametric
Harrell's concordance index (C-statistic).morie_survival_concordance
Cox proportional hazards model.morie_survival_cox
Cox-Snell residuals from a fitted morie Cox model.morie_survival_coxsnell
Deviance residuals.morie_survival_deviance
Fine-Gray subdistribution hazard model (competing risks).morie_survival_finegray
Hazard ratio between two groups via a simple Cox model.morie_survival_hr
Kaplan-Meier product-limit survival estimator.morie_survival_km
Landmark dataset constructor.morie_survival_landmark
Left-truncated Kaplan-Meier with delayed entry.morie_survival_left_truncated_km
Log-rank family tests (logrank / Peto-Peto / Gehan / Tarone-Ware).morie_survival_logrank
Martingale residuals.morie_survival_martingale
Nelson-Aalen cumulative-hazard estimator.morie_survival_nelsonaalen
Simple parametric survival models (intercept-only).morie_survival_parametric
Restricted Mean Survival Time (RMST).morie_survival_rmst
Difference in RMST between two groups.morie_survival_rmst_diff
Schoenfeld residuals + PH-assumption test.morie_survival_schoenfeld
Turnbull NPMLE for interval-censored data.morie_survival_turnbull
Support-vector regression for genomic predictionmorie_svm_genomic
Linear SVM (primal hinge loss) - R paritymorie_svm_hinge_primal
Kernel SVM (RBF / poly / sigmoid) - R paritymorie_svm_kernel_trick
Synchronised RNG seeded reproducibly for cross-language workflowsmorie_sync_rng
Build a synthetic Corrections-UoF data.frame for testing.morie_synth_corrections_uof
Build a synthetic OTIS data.frame for a given publication id.morie_synth_otis
Build the full 29-dataset OTIS synthetic list.morie_synth_otis_all
Terry-Hoeffding (Fisher-Yates) two-sample normal-scores test (Gibbons Ch 8.3.1)morie_terry_hoeffding_test
GJR-GARCH(1,1) threshold GARCHmorie_tgarch_model
Two-regime self-exciting threshold autoregressive (SETAR) modelmorie_threshold_autoregression
Load the bundled BIDIRECTIONAL 158 <-> 140 neighbourhood crosswalkmorie_to_hood_crosswalk
Load a Toronto neighbourhood polygon layermorie_to_neighbourhoods
Decode token IDs back to textmorie_tokenizer_decode
Encode text to a vector of token IDsmorie_tokenizer_encode
Construct a MORIE tokenizermorie_tokenizer_new
Vocabulary sizemorie_tokenizer_vocab_size
Distribution-free (Wilks) tolerance limitsmorie_tolerance_limits
Toronto neighbourhood boundary versionsmorie_toronto_neighbourhoods
Add an equivalent HOOD_140 column to a HOOD_158-keyed data.framemorie_tps_add_hood_140_from_158
Add an equivalent HOOD_158 column to a HOOD_140-keyed data.framemorie_tps_add_hood_158_from_140
Aggregate per-158 counts to per-140 counts (EXACT for pure cake-cuts)morie_tps_aggregate_158_to_140
RichResult-emitting analyses for the 13 TPS crime datasetsmorie_tps_analyze
Run the full TPS analysis bundle across many TPS data.framesmorie_tps_analyze_all
Convenience alias: full TPS bundle on the Assault dataset.morie_tps_analyze_assault morie_tps_analyze_autotheft morie_tps_analyze_bicycletheft morie_tps_analyze_breakandenter morie_tps_analyze_communitysafetyindicators morie_tps_analyze_hatecrimes morie_tps_analyze_homicides morie_tps_analyze_intimatepartnerandfamilyviolence morie_tps_analyze_neighbourhoodcrimerates morie_tps_analyze_robbery morie_tps_analyze_shootingandfirearmdiscarges morie_tps_analyze_theftfrommovingvehicle morie_tps_analyze_theftover
Toronto CSI per-year + per-ward from a named list of TPS data.framesmorie_tps_analyze_csi_from_dataframes
Run the standard TPS analysis bundle on one data.framemorie_tps_analyze_one
ARIMA(1,1,1) monthly-count forecastmorie_tps_arima_forecast
Assert the HOOD_* schema version of a TPS data.framemorie_tps_assert_hood_version
List of formats this build can actually load.morie_tps_available_formats
Bivariate Moran's I between two attributes at the same polygonsmorie_tps_bivariate_moran
Bivariate Moran's I between two TPS categoriesmorie_tps_bivariate_morans_i
Pearson correlation across TPS categories' per-hood countsmorie_tps_category_correlation_matrix
Pettitt-style change-point on yearly incident countsmorie_tps_changepoint_detection
Compare Hawkes models across kernel x baseline combinationsmorie_tps_compare_hawkes_kernels
Composite per-neighbourhood crime-risk index across TPS categoriesmorie_tps_composite_index
Compare counts and trends across multiple TPS categoriesmorie_tps_crime_compare
Premise x neighbourhood co-occurrence networkmorie_tps_criminal_network_graph
Canonical CSI category names (the 9 TPS open-data feeds).MORIE_TPS_CSI_CATEGORIES
CSI per neighbourhood (HOOD_158)morie_tps_csi_per_neighbourhood
Toronto CSI per fiscal year from per-category countsmorie_tps_csi_per_year
Return the CSI weight for a TPS open-data category.morie_tps_csi_weight
Default project data directory for TPS open data.morie_tps_data_dir
DBSCAN density clusters on lat/longmorie_tps_dbscan_clusters
Disaggregate per-140 counts to per-158 counts (uniform-density)morie_tps_disaggregate_140_to_158
Return the pre-1998 borough name for a (lat, lon) centroidmorie_tps_district_for_centroid
Fetch one TPS category as a CSV, paging until exhausted.morie_tps_fetch_category
Fetch a TPS category and return it as a 'data.frame'.morie_tps_fetch_dataframe
1-D Fokker-Planck density evolution under OU drift+diffusionmorie_tps_fokker_planck_grid
Local Getis-Ord Gi* statistic per neighbourhoodmorie_tps_getis_ord_g_star
Gini coefficient of a numeric vectormorie_tps_gini_concentration
Non-stationary Hawkes with non-exponential kernels (R port)morie_tps_hawkes_advanced
Fit a single (kernel, baseline) Hawkes specificationmorie_tps_hawkes_advanced_fit
Focused 2x2 Markovian vs non-Markovian Hawkes comparisonmorie_tps_hawkes_markovian_vs_nonmarkovian
Temporal exponential-kernel Hawkes fitmorie_tps_hawkes_temporal_fit
Helbing-Szolnoki inspection-game phase diagrammorie_tps_inspection_game_phase
2-D kernel density estimate of geocoded incidentsmorie_tps_kde_density
Euler-Maruyama Ornstein-Uhlenbeck simulationmorie_tps_langevin_simulate
TPS ArcGIS layer URLs known to MORIEMORIE_TPS_LAYER_URLS morie_tps_layer_urls
Levy-flight tail exponent on consecutive-incident stepsmorie_tps_levy_flight_alpha
List TPS categories known to the fetcher.morie_tps_list_categories
List all TPS datasets as a 'data.frame'.morie_tps_list_datasets
Map TPS format name -> path of the file that would be loaded.morie_tps_list_formats
Load TPS dataset 'name' in the given 'format'.morie_tps_load
Load one TPS dataset by category name (CSV thin path).morie_tps_load_dataset
LISA - local Moran's Ii per neighbourhoodmorie_tps_local_morans_i
Lotka-Volterra predator-prey on yearly crime countsmorie_tps_lotka_volterra_police_crime
Sweep polygon Moran's I across (category x year)morie_tps_moran_sweep_heatmap
Global Moran's I on neighbourhood-level incident countsmorie_tps_morans_i_neighbourhood
How concentrated is crime across Toronto's 158 neighbourhoods?morie_tps_neighbourhood_concentration
Offence-distribution rollup for a TPS crime data.framemorie_tps_offence_summary
Polygon-aware Moran's I on a value columnmorie_tps_polygon_morans_i
Convert a SQL-style column name to a prose labelmorie_tps_pretty_label
Project (lat, lon) to rotated planar kilometresmorie_tps_project_xy
List the TPS PSDP layers wrapped by moriemorie_tps_psdp_layers
Registry of TPS open-data categories.MORIE_TPS_REGISTRY
Toronto Police Service map rendering (R-side)morie_tps_render
Polygon choropleth map for Toronto (158 wards)morie_tps_render_choropleth
DBSCAN cluster figure on TPS-projected pointsmorie_tps_render_dbscan
District-level proportional-symbol mapmorie_tps_render_district_proportional
Render a TPS point-pattern map (incident dots, optional DBSCAN)morie_tps_render_points
Four-panel composite of TPS rendering primitivesmorie_tps_render_quad
SaTScan-style spatial scan panelmorie_tps_render_satscan_panel
Small-multiples panel of per-year TPS choroplethsmorie_tps_render_yearly_grid
Resolve which HOOD_* column to use on a TPS crime data.framemorie_tps_resolve_hood_col
Ripley's K function at multiple radiimorie_tps_ripley_k
Seasonal ARIMA forecast on monthly incident countsmorie_tps_sarima_forecast
Short-D'Orsogna-Brantingham 2008 hot-spot PDEmorie_tps_sdb_reaction_diffusion
Canonical Short-D'Orsogna-Brantingham Turing-pattern demomorie_tps_sdb_turing_demo
Seasonal / cyclic incident-time patternsmorie_tps_seasonal_pattern
Spatial rollup for a TPS crime data.framemorie_tps_spatial_summary
Statistical physics of crime for TPS datamorie_tps_statphysics
Run all four statistical-physics analyses on a list of categoriesmorie_tps_statphysics_analyze_all
Stochastic-physics-of-crime analyses for TPS datamorie_tps_stochastic
Format names that 'morie_tps_load()' knows how to dispatch.MORIE_TPS_SUPPORTED_FORMATS
Temporal analyses for TPS crime datamorie_tps_temporal
Temporal rollup for a TPS crime data.framemorie_tps_temporal_summary
Toronto reference population by fiscal year (StatsCan 17-10-0009-01).MORIE_TPS_TORONTO_POPULATION_BY_YEAR
Total-CSI weights for the 9 TPS open-data categories.MORIE_TPS_TOTAL_CSI_WEIGHTS
Bettencourt urban-scaling exponent across the 158 Toronto wardsmorie_tps_urban_scaling_beta
TPS Use-of-Force rate + type distributionmorie_tpsuof morie_tps_use_of_force
Violent-CSI weights for the 9 TPS open-data categories.MORIE_TPS_VIOLENT_CSI_WEIGHTS
Year-over-year linear trend on incident countsmorie_tps_year_over_year_trend
Recommended HOOD_* schema version for a given OCC_YEARmorie_tps_year_to_hood_version
Side-by-side year-over-year panel across TPS categoriesmorie_tps_yoy_panel
Transformer (1-head self-attention) genomic predictor (base R)morie_transformer_genomic
t-SNE for non-linear dimension reduction (R parity)morie_tsne_reduction
Two-sample placement coverage (Gibbons Ch 2.11.2)morie_two_sample_coverage
Two-sample t-test with tidy outputmorie_two_sample_t_test
Unobserved-components decomposition (trend + seasonal + irregular)morie_unobserved_components
Get path to an MORIE userguidemorie_userguide
Validate a CPADS analysis data framemorie_validate_cpads_data
Validate outputs manifest structuremorie_validate_outputs_manifest
Van der Waerden two-sample normal-scores location test (Gibbons Ch 8.3.2)morie_van_der_waerden_test
Vector error-correction model (VECM)morie_vecm
Verify that a serialised statistical output meets minimum quality gatesmorie_verify_statistical_output
Fetch and cache a Google Cloud access token via gcloudmorie_vertex_access_token
Send a single-turn prompt to Gemini via Vertex AImorie_vertex_ask_gemini
Tiny smoke test for the Vertex AI clientmorie_vertex_health_check
Resolve Vertex AI configuration from environment variablesmorie_vertex_resolve_config
Print step-by-step VPD GeoDASH download instructionsmorie_vpd_download_instructions
Discrete wavelet decomposition for a time seriesmorie_wavelet_time_series
Bootstrap replicate weights (Rao-Wu rescaling within strata).morie_weights_bootstrap
Balanced Repeated Replication (BRR) weights.morie_weights_brr
Dispatch helper - calibrate to totals via "raking" or "greg".morie_weights_calibrate_to_totals
Combined design x nonresponse x post-strat (x trim) pipeline.morie_weights_combined
Kish design effect (n / ESS).morie_weights_deff
Design weights from inclusion probabilities.morie_weights_design
Detect extreme weights at +/- k * IQR or by absolute percentile.morie_weights_detect_extreme
Comprehensive weight diagnostics.morie_weights_diagnostics
Kish effective sample size: (sum w_i)^2 / sum w_i^2.morie_weights_ess
Fay's BRR weights with perturbation coefficient 'fay_coefficient' in [0,1).morie_weights_fay_brr
Generalised regression (GREG) calibration.morie_weights_greg
Jackknife replicate weights (JK1 delete-1 or JKn stratified delete-n).morie_weights_jackknife
Multi-frame (dual-frame) survey weights (Hartley compositing).morie_weights_multiframe
Non-response adjustment within cells.morie_weights_nonresponse
Normalise weights so they sum to n (sample) or N (population).morie_weights_normalize
Post-stratification weight adjustment.morie_weights_poststratify
Propensity-score non-response weights (logistic).morie_weights_propensity_nonresponse
Raking calibration (iterative proportional fitting).morie_weights_rake
Variance estimation from replicate estimates.morie_weights_replicate_variance
Successive Difference Replication (SDR) weights.morie_weights_sdr
Smooth survey weights via shrinkage toward the mean (or log-mean).morie_weights_smooth
Trim extreme weights at percentile cutpoints.morie_weights_trim
Monte-Carlo power of the Wilcoxon signed-rank test (Gibbons Ch 5.7.3)morie_wilcoxon_power
Wilcoxon signed-rank test (paired)morie_wilcoxon_signed_rank_test
Write a Markdown audit report.morie_write_audit_markdown
Write synthetic epidemiology-style data to CSVmorie_write_synthetic_data
XGBoost regularized objective (R parity)morie_xgboost_objective
One-way ANOVA with pairwise Bonferroni-adjusted t-testsmrm_anova_bonferroni
One-way ANOVA + Tukey HSD post-hocmrm_anova_oneway
Power of one-way ANOVA given Cohen's fmrm_anova_power
Per-record-type ARSAU analysis pipelines (R-side)mrm_arsau
Composite Rubin-style identifiability assumption checkmrm_assumptions_check
Designed-experiment convenience wrapper around the morie causal estimator familymrm_causal_design
Composite balance verdict using the Imbens-Rubin %SMD criterionmrm_check_balancing
Propensity-score support overlap diagnostic (Cole-Hernan 2008)mrm_check_overlap
Mandela Rules classifier for solitary-confinement placementsmrm_classify_mandela
Central Limit Theorem demonstratormrm_clt_demo
Experimental-design callables (designexptr-inspired)mrm_design
Causal-inference diagnostics (R parity)mrm_diagnostics
Design-of-Experiments toolkit (R parity)mrm_doe
2^k factorial-design analysis with main effects + interactionsmrm_factorial_2k
Fractional 2^(k-p) factorial: main effects + alias structuremrm_fractional_factorial
Baseline-conditional gentrification coding (MRM primitive)mrm_gentrification
Construct a baseline-conditional 3-level gentrification factormrm_gentrification_panel
Graeco-Latin square four-way ANOVA (row, col, Latin, Greek)mrm_graeco_latin
Kulldorff space-time scan statistic on TPS event datamrm_kulldorff
Latin-square three-way ANOVA (row, col, treatment)mrm_latin_square
LISA (Local Indicators of Spatial Association) on polygon-level crime data + per-year polygon Moran's I time seriesmrm_lisa
Mathematical-statistics / simulation / computation toolkit (R parity)mrm_mathstats
Empirical Monte-Carlo powermrm_mc_power
Median causal effect via 1:1 nearest-neighbour PS matchingmrm_median_causal_effect
Moran's I statistic for residual spatial autocorrelationmrm_morans_i
One-proportion test (binomial exact + Wald approximation)mrm_oneprop_test
MRM-framework analyses on Ontario OTIS datamrm_otis
Mandela Rules apples-to-apples spectrum on OTIS b01mrm_otis_mandela_spectrum
Pairwise Cramer's V of OTIS b01 alert columns (mortification proxy)mrm_otis_mortification_cooccurrence
Per-individual segregation-placement-count concentration on OTIS b09mrm_otis_placement_concentration
OTIS b01 region locality: chi-square + diagonal-sharemrm_otis_region_locality
Kaplan-Meier survival on OTIS b01 segregation-placement durationsmrm_otis_seg_duration_km
Block-permutation test for treatment effectmrm_perm_block
Probability Integral Transform (PIT)mrm_pit
Threshold-specific ordinal-logit primitive (MRM)mrm_primitives_ordinal
Q-Q plot coordinates against a reference distributionmrm_qq_plot
Generate a random k x k Latin squaremrm_random_latin
Randomised complete block design (RCBD) two-way ANOVAmrm_rcbd
Second-order response-surface fit (Box-Wilson 1951)mrm_response_surface
Bundled reference data samples and dataset fetchersmrm_samples
MRM-framework analyses on Ontario SIU (Special Investigations Unit) datamrm_siu
KM survival of SIU case-to-decision gap per police servicemrm_siu_case_to_decision_km
Tabulate SIU Director's-decision outcomesmrm_siu_outcome_classifier
Per-police-service SIU case-rate summarymrm_siu_per_service_rate
Spatial Durbin / SAR direct-indirect-total decomposition (MRM primitive)mrm_spatial_spillover
SDM direct / indirect / total decompositionmrm_spatial_spillover_decomposition
Imbens-Rubin standardised %SMD per covariatemrm_standardised_difference
Compute the synthetic exposure offset for each areamrm_synthetic_area_exposure
Synthetic small-area-estimated exposure offset (MRM primitive)mrm_synthetic_exposure
Extract coefficient(s) for one covariate across all thresholdsmrm_threshold_coefficient
Fit a threshold-specific cumulative-logit ordinal regressionmrm_threshold_specific_ordinal
MRM-framework analyses on Toronto Police Service (TPS) open datamrm_tps
Run a 3-d (lat, lon, time) Kulldorff scan with MC inferencemrm_tps_kulldorff_scan
Levy-flight Hill-MLE exponent on TPS inter-incident step lengthsmrm_tps_levy_scaling
Local Moran's I per polygon + quadrant + 999-permutation significancemrm_tps_lisa
Load the precomputed per-category TPS Hawkes refit manifestmrm_tps_load_hawkes_refit
Global Moran's I + DBSCAN summary on TPS lat/long event datamrm_tps_moran_clustering
Kaplan-Meier inter-event recurrence on TPS by neighbourhoodmrm_tps_neighbourhood_recurrence_km
Per-year global Moran's I time series across a polygon surfacemrm_tps_polygon_moran_per_year
Two-treatment outcome comparison with three assumption regimesmrm_two_treatment_test
Two-proportion test (chi-square + Fisher exact + Wald)mrm_twoprop_test
Generic Multilevel Reconciliation Methodology (MRM) Use-of-Force callablesmrm_uof
Schema, null, and suspect-value auditmrm_uof_data_quality_audit
Demographic disparity in outcome rates with risk-ratio CIsmrm_uof_demographic_disparity
Concentration of UoF incidents across forces / servicesmrm_uof_force_concentration
Region-at-time vs region-now locality contingencymrm_uof_region_locality
Weapon-by-force contingency testmrm_uof_weapon_diversity
Year-on-year change in incident countsmrm_uof_yoy_change
Chi-square test for variance (Wilks 1962)mrm_var_test
Effective number of independent tests from a correlation matrixn_effective_tests
Total number of registered commands (excluding aliases)n_stat_commands
Nested cross-validation with inner-loop grid searchnested_cross_validate
Run a suite of normality testsnormality_suite
Number needed to harm (NNH) — sign-reversed NNTnumber_needed_to_harm
Number needed to treat (NNT) = 1 / |RD|number_needed_to_treat
Nadaraya-Watson kernel regressionnw_regression
Odds ratio for a 2x2 table [[a, b], [c, d]]odds_ratio
Odds-ratio table from a fitted logistic GLModds_ratio_table
Omega-squared — less biased than eta-squaredomega_squared
Omitted-variable bias analysis (sensemakr framework)omitted_variable_bias
One-sample z-test for a proportionone_proportion_ztest
One-sample Student's t-testone_sample_ttest
One-way between-subjects ANOVAone_way_anova
Convert odds ratio to Cohen's d (Hasselblad & Hedges, 1995)or_to_d
Convert OR to Pearson r via dor_to_r
Paired permutation test (sign-flipping)paired_permutation_test
Paired-sample t-testpaired_ttest
Parametric bootstrapparametric_bootstrap
Partial Pearson correlation controlling for covariatespartial_correlation
Partial eta-squaredpartial_eta_squared
Burg autoregressive power spectral densitypburg
PCG Shannon-energy envelopepcgenv
PCG murmur likelihood scorepcgmur
PCG S1/S2 heart-sound segmentationpcgseg
Pearson product-moment correlationpearson_correlation
Permutation-based FDR control via empirical null p-value distributionpermutation_fdr
Permutation-based FWER control via step-down max-T (Westfall-Young)permutation_fwer
Two-sample permutation testpermutation_test
Pettitt non-parametric change-point detectionpettitt_changepoint
Petrosian fractal dimensionpfd
Proportional-hazards assumption test (Schoenfeld-style)ph_assumption_test
Phi coefficient for a 2x2 contingency tablephi_coefficient
Point-biserial correlationpoint_biserial_correlation
Prediction interval for a new study (random-effects meta)prediction_interval
Print method for audit results.print.morie_audit_result
Print method for OTIS analysis resultsprint.morie_otis_analysis_result
Print method for OTIS resultsprint.morie_otis_result
Print method for stat-command registry entriesprint.morie_stat_command
Print method for morie tokenizerprint.morie_tokenizer
Print method for TPS analysis resultsprint.morie_tps_result
Print method for advanced TPS spatial-analysis resultsprint.morie_tps_spatial_advanced_result
Print method for TPS spatial-analysis resultsprint.morie_tps_spatial_result
Print method for TPS stochastic-analysis resultsprint.morie_tps_stochastic_result
Print method for TPS temporal-analysis resultsprint.morie_tps_temporal_result
Print method for taxonomy entries.print.morie_variable_taxonomy
Probabilistic (Monte Carlo) sensitivity analysisprobabilistic_bias_analysis
Pearson r as an effect size with Fisher-z CIr_effect_size
Coefficient of determination R^2r_squared
Convert Pearson r to Cohen's dr_to_d
Convert Pearson r to OR via dr_to_or
Ramsey RESET test for functional-form misspecificationramsey_reset_test
Random-effects (DerSimonian-Laird) meta-analytic poolingrandom_effects_meta
Rank-biserial correlation (matched rank version)rank_biserial_correlation
Incidence rate ratio (IRR)rate_ratio
Register a stat_command in the package-level registryregister_stat_command
Side-by-side regression table for multiple model fitsregression_table
Repeated K-fold cross-validationrepeated_cv
One-way repeated-measures ANOVArepeated_measures_anova
Resolve a command by canonical name or aliasresolve_stat_command
Risk difference for a 2x2 tablerisk_difference
Risk ratio (relative risk) for a 2x2 tablerisk_ratio
Rosenbaum sensitivity analysis for matched-pair designsrosenbaum_bounds
RR interval series from R-peak sample indicesrrint
Run a command's REPL handler with positional/keyword argumentsrun_stat_command
Wald-Wolfowitz runs test for randomnessruns_test
Sample entropysampen
Multi-dimensional data quality scoresscore_data_quality
Score (Lagrange multiplier) testscore_test
Semi-partial (part) correlationsemi_partial_correlation
Object-style wrapper for the semiparametric kernel toolkitSemiparKernels
Sensitivity analysis for causal inference assumptionssensitivity
Rosenbaum bounds sensitivity analysis (data-frame interface)sensitivity_rosenbaum
Generate a comprehensive sensitivity-analysis summarysensitivity_summary
Savitzky-Golay smoothing (direct alias)sgolay
Shapiro-Wilk test for normalityshapiro_wilk
Sidak FWER correctionsidak
Silverman rule-of-thumb bandwidthsilverman_bandwidth
Simes test for the global nullsimes_combined
Spearman rank correlationspearman_correlation
Specification curve analysisspecification_curve
Standardised regression coefficients (beta weights)standardized_coefficients
Execute a single command and return the resulting textstat_bridge_exec
Inspect a single command by namestat_bridge_fn_info
Search the registry for matching commandsstat_bridge_fn_search
Formatted text dump of the command registrystat_bridge_help
Command-line dispatcherstat_bridge_main
JSON enumeration of all registered commandsstat_bridge_registry_json
Self-test enumeration helperstat_bridge_verify
Construct a stat_command entrystat_command
Comprehensive hypothesis testing suite for epidemiological researchstatistics
Storey q-value procedure (adaptive FDR)storey_q
Stouffer's z-score methodstouffer_combined
Subsampling inference (Politis, Romano & Wolf)subsampling
Substance Categoriessubstance_categories
Descriptive statistics for a set of variablessummary_statistics_table
Table 1 (baseline characteristics) stratified by grouptable1
Publication-ready table generationtables_pub
Train on earlier data, test on later datatemporal_validate
Tippett's minimum-p methodtippett_combined
Tipping-point analysis for missing-data sensitivitytipping_point_analysis
Cross-category crime analyses for Toronto Police Service (TPS) datasetstps_crime
Statistics Canada Crime Severity Index (CSI) weights for TPS datatps_csi
Spatial analyses for TPS crime datatps_spatial
Heavyweight spatial statistics for TPS datatps_spatial_advanced
Summary table of causal effect estimates from multiple estimatorstreatment_effect_table
Two-sample z-test for the difference in proportionstwo_proportion_ztest
Independent two-sample t-test (equal or unequal variance)two_sample_ttest
Two-way factorial ANOVA (Type-II SS)two_way_anova
Validate a data frame against a list of column rulesvalidate_schema
Data and model validation frameworkvalidation
Bundled Vancouver Open Data crime-adjacent civic datasetsmorie_datasets_vancouver_community_centres morie_datasets_vancouver_community_food_markets morie_datasets_vancouver_disability_parking morie_datasets_vancouver_fire_halls morie_datasets_vancouver_graffiti morie_datasets_vancouver_homeless_shelters morie_datasets_vancouver_noise_control_areas morie_datasets_vancouver_property_use_inspection_districts morie_datasets_vancouver_public_art vancouver_crime_adjacent
Vargha-Delaney A statisticvargha_delaney_a
Per-variable taxonomy + dispatcher (R mirror of morie.variable_taxonomy)variable_taxonomy
Run a suite of homogeneity-of-variance testsvariance_equality_suite
Variance ratio (F-test for equality of variances)variance_ratio
Wald test for linear restrictions on parameterswald_test
Welch power spectral densitywelch
Welch's t-test (convenience wrapper)welch_ttest
Wilcoxon signed-rank test (one-sample or paired)wilcoxon_signed_rank
Wild bootstrap for linear regression with heteroskedasticitywild_bootstrap