Index

A

add_agent() (nomad.traj_gen.Population method) add_algorithm() (nomad.stop_detection.validation.AlgorithmRegistry method) add_building() (nomad.city_gen.City method) add_buildings_from_gdf() (nomad.city_gen.City method) add_street() (nomad.city_gen.City method) Agent (class in nomad.traj_gen)

AlgorithmRegistry (class in nomad.stop_detection.validation) animate_stop_dashboard() (in module nomad.stop_detection.viz) annotate_metrics() (nomad.stop_detection.validation.AlgorithmRegistry method) applyParallel() (in module nomad.stop_detection.utils) assign_block_types() (in module nomad.city_gen) assign_door_to_building() (in module nomad.city_gen)

B

blocks_to_mercator() (in module nomad.map_utils) blocks_to_mercator_gdf() (in module nomad.map_utils) bootstrap_metric_summary() (in module nomad.stop_detection.validation)

buildings (nomad.city_gen.City attribute) buildings_df (nomad.city_gen.City property) buildings_outline (nomad.city_gen.City attribute)

C

check_adjacent() (nomad.city_gen.City method) City (class in nomad.city_gen) city (nomad.traj_gen.Agent attribute) (nomad.traj_gen.Population attribute) city_boundary (nomad.city_gen.City attribute) clip_spatial_outliers() (in module nomad.stop_detection.viz) clip_stays_date() (in module nomad.visit_attribution.visit_attribution) completeness() (in module nomad.filters) compute_candidate_homes() (in module nomad.home_attribution) (in module nomad.visit_attribution.home_attribution)

compute_candidate_workplaces() (in module nomad.visit_attribution.home_attribution) compute_contact_weights() (in module nomad.contact_estimation) compute_gravity() (nomad.city_gen.City method) compute_shortest_paths() (nomad.city_gen.City method) compute_stop_detection_metrics() (in module nomad.stop_detection.validation) compute_visitation_errors() (in module nomad.stop_detection.validation) condense_destinations() (in module nomad.traj_gen) coordinates (nomad.city_gen.Street attribute) count_nights() (in module nomad.visit_attribution.visit_attribution) coverage_matrix() (in module nomad.filters)

D

dawn_time() (in module nomad.visit_attribution.visit_attribution) dbstop() (in module nomad.stop_detection.density_algs) dbstop_labels() (in module nomad.stop_detection.density_algs) dbstop_labels_per_user() (in module nomad.stop_detection.density_algs) dbstop_per_user() (in module nomad.stop_detection.density_algs) destination_diary (nomad.traj_gen.Agent attribute) detect_locations() (in module nomad.visit_attribution.visit_attribution) detect_stops() (in module nomad.stop_detection.sequential_algs) detect_stops_labels() (in module nomad.stop_detection.sequential_algs) detect_stops_labels_per_user() (in module nomad.stop_detection.sequential_algs)

detect_stops_per_user() (in module nomad.stop_detection.sequential_algs) diary (nomad.traj_gen.Agent attribute) dimensions (nomad.city_gen.City attribute) download_osm_buildings() (in module nomad.map_utils) download_osm_streets() (in module nomad.map_utils) downsample() (in module nomad.filters) dt (nomad.traj_gen.Agent attribute) (nomad.traj_gen.Population attribute) duration_at_night_fast() (in module nomad.visit_attribution.visit_attribution) dusk_time() (in module nomad.visit_attribution.visit_attribution)

E

estimate_contacts() (in module nomad.contact_estimation)

explode_stops() (in module nomad.stop_detection.utils)

F

family_timing_summary() (nomad.stop_detection.validation.AlgorithmRegistry method) fill_block() (nomad.city_gen.RandomCityGenerator method) fill_timestamp_gaps() (in module nomad.stop_detection.postprocessing) filter_users() (in module nomad.filters_spark) find_connected_components() (in module nomad.city_gen)

find_intersecting_blocks() (in module nomad.city_gen) from_df() (in module nomad.io.base) from_file() (in module nomad.io.base) from_geodataframes() (nomad.city_gen.City class method) from_geopackage() (nomad.city_gen.City class method) from_mercator() (nomad.city_gen.City method)

G

gen_params_target_f() (nomad.traj_gen.Population static method) gen_params_target_q() (nomad.traj_gen.Population static method) generate_agents() (nomad.traj_gen.Population method) generate_canvas_blocks() (in module nomad.city_gen) generate_city() (nomad.city_gen.RandomCityGenerator method) generate_dest_diary() (nomad.traj_gen.Agent method) generate_ping_times() (in module nomad.traj_gen) generate_streets() (nomad.city_gen.RandomCityGenerator method) generate_trajectory() (nomad.traj_gen.Agent method) geometry (nomad.city_gen.Street attribute) get_adjacent_street() (nomad.city_gen.RandomCityGenerator method) get_block() (nomad.city_gen.City method) get_block_type() (nomad.city_gen.RandomCityGenerator method) get_building() (nomad.city_gen.City method)

get_building_coordinates() (nomad.city_gen.City method) get_category_for_subtype() (in module nomad.map_utils) get_category_summary() (in module nomad.map_utils) get_city_boundary_osm() (in module nomad.map_utils) get_distance_fast() (nomad.city_gen.City method) get_paths_fast() (nomad.city_gen.City method) get_shortest_path() (nomad.city_gen.City method) get_street_graph() (nomad.city_gen.City method) get_subtype_summary() (in module nomad.map_utils) get_table_head() (in module nomad.io.snowflake) gravity (nomad.city_gen.City attribute) grid_based() (in module nomad.stop_detection.sequential_algs) grid_based_labels() (in module nomad.stop_detection.sequential_algs) grid_based_labels_per_user() (in module nomad.stop_detection.sequential_algs) grid_based_per_user() (in module nomad.stop_detection.sequential_algs)

H

h3_cell_to_polygon() (in module nomad.stop_detection.viz) has_overlapping_stops() (in module nomad.stop_detection.utils) hdbscan_labels() (in module nomad.stop_detection.density_algs)

hdbscan_labels_per_user() (in module nomad.stop_detection.density_algs) home (nomad.traj_gen.Agent attribute) home_centroid (nomad.traj_gen.Agent attribute)

I

id (nomad.city_gen.Street attribute) identifier (nomad.traj_gen.Agent attribute)

is_within() (in module nomad.filters) iter_algorithms() (nomad.stop_detection.validation.AlgorithmRegistry method)

L

lachesis() (in module nomad.stop_detection.sequential_algs) lachesis_labels() (in module nomad.stop_detection.sequential_algs) lachesis_labels_per_user() (in module nomad.stop_detection.sequential_algs) lachesis_per_user() (in module nomad.stop_detection.sequential_algs)

last_ping (nomad.traj_gen.Agent attribute) load() (in module nomad.city_gen) load_geodata() (in module nomad.map_utils) localize_from_offset() (in module nomad.io.base)

M

mercator_to_blocks() (in module nomad.map_utils) mercator_to_blocks_gdf() (in module nomad.map_utils) merge_stops() (in module nomad.stop_detection.postprocessing) module nomad.agg nomad.agg.privacy nomad.aggregation nomad.city_gen nomad.constants nomad.contact_estimation nomad.displacement nomad.filters nomad.filters_spark nomad.generation nomad.generation.viz nomad.home_attribution nomad.io nomad.io.base nomad.io.snowflake nomad.io.spark nomad.map_utils nomad.metrics nomad.metrics.metrics nomad.metrics.spark nomad.stop_detection.density_algs nomad.stop_detection.postprocessing nomad.stop_detection.preprocessing nomad.stop_detection.sequential_algs nomad.stop_detection.utils nomad.stop_detection.validation nomad.stop_detection.viz nomad.traj_gen nomad.visit_attribution nomad.visit_attribution.home_attribution nomad.visit_attribution.visit_attribution nomad.visit_attribution.viz

N

naive_datetime_from_unix_and_offset() (in module nomad.io.base) night_stops() (in module nomad.visit_attribution.visit_attribution) nocturnal_stops() (in module nomad.home_attribution) (in module nomad.visit_attribution.home_attribution) nomad.agg module nomad.agg.privacy module nomad.aggregation module nomad.city_gen module nomad.constants module nomad.contact_estimation module nomad.displacement module nomad.filters module nomad.filters_spark module nomad.generation module nomad.generation.viz module nomad.home_attribution module nomad.io module nomad.io.base module nomad.io.snowflake module nomad.io.spark module

nomad.map_utils module nomad.metrics module nomad.metrics.metrics module nomad.metrics.spark module nomad.stop_detection.density_algs module nomad.stop_detection.postprocessing module nomad.stop_detection.preprocessing module nomad.stop_detection.sequential_algs module nomad.stop_detection.utils module nomad.stop_detection.validation module nomad.stop_detection.viz module nomad.traj_gen module nomad.visit_attribution module nomad.visit_attribution.home_attribution module nomad.visit_attribution.visit_attribution module nomad.visit_attribution.viz module normalize_od() (in module nomad.displacement) normalized_moved() (in module nomad.displacement) normalized_remained() (in module nomad.displacement)

O

oracle_map() (in module nomad.visit_attribution.visit_attribution)

overlapping_visits() (in module nomad.contact_estimation)

P

pad_short_stops() (in module nomad.stop_detection.utils) parse_agent_attr() (in module nomad.traj_gen) place_buildings_in_blocks() (nomad.city_gen.RandomCityGenerator method) plot_circles() (in module nomad.stop_detection.viz) plot_city() (nomad.city_gen.City method) plot_family_timing() (in module nomad.stop_detection.validation) plot_hexagons() (in module nomad.stop_detection.viz) plot_metric_boxplots() (in module nomad.stop_detection.validation) plot_metric_intervals() (in module nomad.stop_detection.validation) plot_metric_vs_param() (in module nomad.stop_detection.validation)

plot_od_map() (in module nomad.visit_attribution.viz) plot_pings() (in module nomad.stop_detection.viz) plot_sparse_clusters() (in module nomad.generation.viz) plot_stops() (in module nomad.stop_detection.viz) plot_stops_barcode() (in module nomad.stop_detection.viz) plot_time_barcode() (in module nomad.stop_detection.viz) plot_traj() (nomad.traj_gen.Agent method) poi_map() (in module nomad.visit_attribution.visit_attribution) point_in_polygon() (in module nomad.visit_attribution.visit_attribution) Population (class in nomad.traj_gen) precision_recall_f1_from_minutes() (in module nomad.contact_estimation)

Q

q_filter() (in module nomad.filters)

R

RandomCityGenerator (class in nomad.city_gen) RasterCity (class in nomad.city_gen) record_timing() (nomad.stop_detection.validation.AlgorithmRegistry method) remove_overlaps() (in module nomad.map_utils) reproject_to_mercator() (nomad.traj_gen.Population method)

reset_trajectory() (nomad.traj_gen.Agent method) rog() (in module nomad.metrics.metrics) rog_spark() (in module nomad.metrics.spark) roster (nomad.traj_gen.Population attribute) rotate() (in module nomad.map_utils) rotate_streets_to_align() (in module nomad.map_utils)

S

sample_from_file() (in module nomad.io.base) sample_from_intervals() (nomad.traj_gen.Population static method) sample_trajectory() (nomad.traj_gen.Agent method) sample_users() (in module nomad.io.base) (in module nomad.io.spark) save() (in module nomad.city_gen) (nomad.city_gen.City method) save_geodata() (in module nomad.map_utils) save_geopackage() (nomad.city_gen.City method) save_pop() (nomad.traj_gen.Population method) select_home() (in module nomad.home_attribution) (in module nomad.visit_attribution.home_attribution) select_workplace() (in module nomad.visit_attribution.home_attribution) self_containment() (in module nomad.metrics.metrics) seqscan() (in module nomad.stop_detection.density_algs) seqscan_labels() (in module nomad.stop_detection.density_algs) seqscan_labels_per_user() (in module nomad.stop_detection.density_algs)

seqscan_per_user() (in module nomad.stop_detection.density_algs) set_beta_params() (nomad.traj_gen.Agent method) shortest_paths (nomad.city_gen.City attribute) slice_datetimes_interval_fast() (in module nomad.visit_attribution.visit_attribution) social_interaction_potential() (in module nomad.metrics.metrics) sparse_traj (nomad.traj_gen.Agent attribute) sparsity_params (nomad.traj_gen.Agent attribute) speeds (nomad.traj_gen.Agent attribute) st_hdbscan() (in module nomad.stop_detection.density_algs) st_hdbscan_per_user() (in module nomad.stop_detection.density_algs) still_probs (nomad.traj_gen.Agent attribute) Street (class in nomad.city_gen) street_graph (nomad.city_gen.City attribute) streets (nomad.city_gen.City attribute) streets_df (nomad.city_gen.City property) summarize_stop() (in module nomad.stop_detection.utils) summarize_stop_grid() (in module nomad.stop_detection.utils) summarize_stops() (in module nomad.stop_detection.utils)

T

ta_dbscan() (in module nomad.stop_detection.density_algs) ta_dbscan_labels() (in module nomad.stop_detection.density_algs) ta_dbscan_labels_per_user() (in module nomad.stop_detection.density_algs) ta_dbscan_per_user() (in module nomad.stop_detection.density_algs) table_column_filtered() (in module nomad.io.snowflake) table_column_unique() (in module nomad.io.snowflake) table_columns() (in module nomad.io.base) (in module nomad.io.snowflake) (in module nomad.io.spark) thin_traj_by_times() (in module nomad.traj_gen) time_call() (nomad.stop_detection.validation.AlgorithmRegistry method)

timing_frame() (nomad.stop_detection.validation.AlgorithmRegistry method) to_file() (in module nomad.io.base) (nomad.city_gen.City method) to_mercator() (nomad.city_gen.City method) to_projection() (in module nomad.filters) (in module nomad.filters_spark) to_rgba() (in module nomad.visit_attribution.viz) to_tessellation() (in module nomad.filters) to_timestamp() (in module nomad.filters) to_yyyymmdd() (in module nomad.filters) to_zoned_datetime() (in module nomad.filters) trajectory (nomad.traj_gen.Agent attribute)

V

verify_street_connectivity() (in module nomad.city_gen)

W

window_graph() (in module nomad.stop_detection.density_algs) within() (in module nomad.filters)

workday_stops() (in module nomad.visit_attribution.home_attribution) workplace (nomad.traj_gen.Agent attribute) workplace_centroid (nomad.traj_gen.Agent attribute)

Z

zoned_datetime_from_ts_and_offset() (in module nomad.io.base)