Index

_

__str__() (_RegionNode method) __version__ (in module unsprawl) (in module unsprawl.utils) _api_get_download_url() (in module unsprawl.providers.data.sg.govsg) _apply_filters() (ReportGenerator method), [1] _assets_from_resale_prices() (SGAdapter method) _build_tools() (SentinelAgent method) _cache_dir (TransportScorer attribute), [1] _cache_name (SolverAgent attribute) _cache_paths() (TransportScorer method), [1] _cached_files (SolverAgent attribute) _compute_growth_potential() (ValuationEngine method), [1] _data (UnsprawlApp attribute), [1] _default_data_root() (in module unsprawl.providers.data.sg.govsg) (in module unsprawl.providers.data.us.ca.sf.datasf) (in module unsprawl.providers.data.us.ca.sf.datasf_provider) _default_optimize_traffic() (in module unsprawl.sentinel) _download_file() (in module unsprawl.providers.data.sg.govsg) _ensure_cache() (DataSFProvider method) _exclude_lrt() (TransportScorer static method), [1] _functions (SentinelAgent attribute) _generate_synthetic_mrt_geojson() (in module unsprawl.providers.data.sg.govsg) _generate_synthetic_resale_csv() (in module unsprawl.providers.data.sg.govsg)

_groupwise_zscore() (ValuationEngine method), [1] _handle_tool_call() (SentinelAgent method) _haversine_meters() (TransportScorer static method), [1] _infer_remaining_lease_from_commence() (FeatureEngineer method), [1] _LEASE_MONTHS_RE (FeatureEngineer attribute), [1] _LEASE_YEARS_RE (FeatureEngineer attribute), [1] _parse_lease_text() (FeatureEngineer method), [1] _parse_remaining_lease_years() (in module unsprawl.adapters.sg) _parse_storey_range() (ReportGenerator static method), [1] _parts (_RegionNode attribute) _RegionNamespace (class in unsprawl.core.regions) _RegionNamespace.US (class in unsprawl.core.regions) _RegionNamespace.US.CA (class in unsprawl.core.regions) _RegionNode (class in unsprawl.core.regions) _save_cache() (TransportScorer method), [1] _schema_to_prompt() (RefineryAgent method) _stations (TransportScorer attribute), [1] _synthetic_roads() (DataSFProvider method) _toml (in module unsprawl.utils) _tree (TransportScorer attribute), [1] _try_load_cache() (TransportScorer method), [1] _TY_APP (in module unsprawl.cli) _validate_location_lat_lon() (Entity class method), [1], [2]

A

active_connections (ConnectionManager attribute) adjust_price_efficiency() (LeaseDepreciationModel method), [1] advect module advect_agents() (in module advect) advect_endpoint() (in module unsprawl.api) AdvectEngine (class in advect) Agent (class in unsprawl) (class in unsprawl.core) (class in unsprawl.core.schemas)

api_get_download_url() (in module unsprawl.fetch) app (in module unsprawl.api) (in module unsprawl.cli) Asset (class in unsprawl) (class in unsprawl.core) (class in unsprawl.core.schemas) asset_type (Asset attribute), [1], [2]

B

BBox (in module unsprawl.providers.data.us.ca.sf.datasf_provider) bounds_max (AdvectEngine attribute)

bounds_min (AdvectEngine attribute) broadcast() (ConnectionManager method)

C

cache_dir (DataSFProvider property) cache_model (SolverAgent attribute) cache_name (SolverAgent property) calculate_accessibility_score() (TransportScorer method), [1] clear_cache() (TransportScorer method), [1] client (RefineryAgent attribute) (SentinelAgent attribute) (SolverAgent attribute) cmd_advect() (in module unsprawl.cli) cmd_advect_replay() (in module unsprawl.cli) cmd_cache() (in module unsprawl.cli) cmd_docs() (in module unsprawl.cli) cmd_fetch() (in module unsprawl.cli)

cmd_valuate() (in module unsprawl.cli) CODE (_RegionNamespace.US attribute) (_RegionNamespace.US.CA attribute) (_RegionNode property) compute_depreciation_factor() (LeaseDepreciationModel method), [1] compute_price_efficiency() (FeatureEngineer method), [1] configure_logging() (in module unsprawl) (in module unsprawl.utils) connect() (ConnectionManager method) ConnectionManager (class in unsprawl.api) console (in module unsprawl.cli) convert_cityjson_to_deckgl() (RefineryAgent method) CountryAdapter (class in unsprawl.adapters.base)

D

data_root (DataSFProvider attribute), [1], [2] (GovSGProvider attribute), [1] dataset_ids (GovSGProvider attribute), [1] DATASET_IDS (in module unsprawl.fetch) DataSFProvider (class in unsprawl.providers.data.us.ca.sf) (class in unsprawl.providers.data.us.ca.sf.datasf) (class in unsprawl.providers.data.us.ca.sf.datasf_provider) decay_rate (LeaseDepreciationModel attribute), [1] DEFAULT_HDB_PATH (in module unsprawl.fetch) DEFAULT_MRT_PATH (in module unsprawl.fetch)

default_ttl (SolverAgent attribute) delete_cache() (SolverAgent method) depreciation_model (FeatureEngineer attribute), [1] device (AdvectEngine attribute) DIRECTOR (in module unsprawl.api) disconnect() (ConnectionManager method) DOT (_RegionNamespace.US attribute) (_RegionNamespace.US.CA attribute) (_RegionNode property) download_file() (in module unsprawl.fetch)

E

engine (ScenarioDirector attribute) (UnsprawlApp attribute), [1] ensure_hdb_dataset() (in module unsprawl.fetch) ensure_lat_lon_from_town_centroids() (in module unsprawl) (in module unsprawl.geocoding) ensure_mrt_dataset() (in module unsprawl.fetch)

Entity (class in unsprawl) (class in unsprawl.core) (class in unsprawl.core.schemas) EXPECTED_HDB_COLUMNS (in module unsprawl.fetch) EXPECTED_MRT_COLUMNS (in module unsprawl.fetch) EXPECTED_RESALE_COLUMNS (in module unsprawl.providers.data.sg.govsg)

F

fe (UnsprawlApp attribute), [1] FeatureEngineer (class in unsprawl) (class in unsprawl.models) fetch() (CountryAdapter method) (SGAdapter method) (USAdapter method) fetch_hdb_data() (in module unsprawl.fetch) fetch_housing_transactions() (DataSFProvider method), [1]

fetch_mrt_data() (in module unsprawl.fetch) fetch_mrt_exits() (GovSGProvider method), [1] fetch_resale_prices() (GovSGProvider method), [1] fetch_road_vectors() (DataSFProvider method) find_open_port() (in module unsprawl.utils) flat_type (Schema attribute), [1] floor_area (Schema attribute), [1] floor_area_sqm (Asset attribute), [1], [2]

G

generate_dataframe() (ReportGenerator method), [1] generate_synthetic_hdb() (in module unsprawl.fetch) generate_synthetic_mrt() (in module unsprawl.fetch) GENESIS_SEED (in module unsprawl.core.constants) get_cache_info() (SolverAgent method)

get_project_description() (in module unsprawl.utils) get_simulation() (in module unsprawl.api) goal (Agent attribute), [1], [2] GovSGDatasetIds (class in unsprawl.providers.data.sg.govsg) GovSGProvider (class in unsprawl.providers.data.sg) (class in unsprawl.providers.data.sg.govsg)

H

hdb_resale (GovSGDatasetIds attribute)

HDBLoader (class in unsprawl) (class in unsprawl.loader)

I

id (Entity attribute), [1], [2] ingest() (RefineryAgent method)

ingest_and_validate() (RefineryAgent method) ingest_master_plan() (SolverAgent method)

K

KDTree (in module unsprawl.spatial)

L

lat (SFRaster attribute) LatLon (in module unsprawl.core.schemas) lease_remaining_years (Asset attribute), [1], [2] LeaseDepreciationModel (class in unsprawl) (class in unsprawl.models) list_caches() (SolverAgent method) load() (HDBLoader method), [1] (UniversalLoader method), [1], [2] load_data() (UnsprawlApp method), [1] load_stations() (TransportScorer method), [1] load_stations_geojson() (TransportScorer method), [1] loader (UnsprawlApp attribute), [1] local_metadata (Asset attribute), [1], [2] location (Entity attribute), [1], [2]

log (in module unsprawl.providers.data.sg.govsg) logger (FeatureEngineer attribute), [1] (HDBLoader attribute), [1] (in module unsprawl.api) (in module unsprawl.refinery) (in module unsprawl.scenarios) (in module unsprawl.sentinel) (in module unsprawl.solver) (LeaseDepreciationModel attribute), [1] (ReportGenerator attribute), [1] (TransportScorer attribute), [1] (UnsprawlApp attribute), [1] (ValuationEngine attribute), [1] lon (SFRaster attribute)

M

main() (in module unsprawl) (in module unsprawl.cli) max_lease (LeaseDepreciationModel attribute), [1] model (RefineryAgent attribute) (SentinelAgent attribute) (SolverAgent attribute) module advect unsprawl unsprawl.__main__ unsprawl.adapters unsprawl.adapters.base unsprawl.adapters.sg unsprawl.adapters.us unsprawl.api unsprawl.cli unsprawl.core unsprawl.core.constants unsprawl.core.regions unsprawl.core.schemas unsprawl.fetch unsprawl.geocoding unsprawl.loader unsprawl.loaders unsprawl.loaders.universal unsprawl.models unsprawl.providers unsprawl.providers.data unsprawl.providers.data.sg unsprawl.providers.data.sg.govsg unsprawl.providers.data.us unsprawl.providers.data.us.ca unsprawl.providers.data.us.ca.sf unsprawl.providers.data.us.ca.sf.datasf unsprawl.providers.data.us.ca.sf.datasf_provider unsprawl.refinery unsprawl.reporter unsprawl.scenarios unsprawl.sentinel unsprawl.solver unsprawl.spatial unsprawl.utils

mrt_exits (GovSGDatasetIds attribute) mrt_exits_path (GovSGProvider property), [1]

N

nexus_endpoint() (in module unsprawl.api)

nexus_manager (in module unsprawl.api) num_agents (AdvectEngine attribute)

P

parse_remaining_lease() (FeatureEngineer method), [1] pos_buffer (AdvectEngine attribute) predicted_valuation (Asset attribute), [1], [2]

price_efficiency (Schema attribute), [1] process() (UnsprawlApp method), [1] prompt_user_download() (in module unsprawl.fetch) provider (SGAdapter attribute)

Q

query_compliance() (SolverAgent method)

R

rasterize() (DataSFProvider method) RefineryAgent (class in unsprawl.refinery) Region (in module unsprawl) (in module unsprawl.core) (in module unsprawl.core.regions) RegionNode (in module unsprawl.core.regions) register_function() (SentinelAgent method) remaining_lease_raw (Schema attribute), [1] remaining_lease_years (Schema attribute), [1] render() (ReportGenerator method), [1] render_report() (UnsprawlApp method), [1]

render_rich_table() (UnsprawlApp method), [1] reporter (UnsprawlApp attribute), [1] ReportGenerator (class in unsprawl) (class in unsprawl.reporter) resale_price (Schema attribute), [1] resale_prices_path (GovSGProvider property), [1] response_modalities (SentinelAgent attribute) run_dark_data() (ScenarioDirector method) run_green_wave() (ScenarioDirector method) run_session() (SentinelAgent method) run_shockwave() (ScenarioDirector method)

S

ScenarioDirector (class in unsprawl.scenarios) Schema (class in unsprawl) (class in unsprawl.loader) schema (FeatureEngineer attribute), [1] (HDBLoader attribute), [1] (ReportGenerator attribute), [1] (UnsprawlApp attribute), [1] (ValuationEngine attribute), [1] score() (ValuationEngine method), [1] send_observation() (SentinelAgent method)

SentinelAgent (class in unsprawl.sentinel) SF (_RegionNamespace.US.CA attribute) SFRaster (class in unsprawl.providers.data.us.ca.sf.datasf_provider) SG (_RegionNamespace attribute) SGAdapter (class in unsprawl.adapters.sg) showcase() (in module unsprawl.cli) SIMULATION (in module unsprawl.api) SolverAgent (class in unsprawl.solver) state (Agent attribute), [1], [2] steepness (LeaseDepreciationModel attribute), [1]

T

T (in module unsprawl.refinery) thinking_budget (RefineryAgent attribute) tick() (AdvectEngine method) town (Schema attribute), [1]

TOWN_CENTROIDS (in module unsprawl.geocoding) transactions_path (DataSFProvider property), [1] transport (UnsprawlApp attribute), [1] TransportScorer (class in unsprawl) (class in unsprawl.spatial)

U

u (SFRaster attribute) UniversalLoader (class in unsprawl) (class in unsprawl.loaders) (class in unsprawl.loaders.universal) unsprawl module unsprawl.__main__ module unsprawl.adapters module unsprawl.adapters.base module unsprawl.adapters.sg module unsprawl.adapters.us module unsprawl.api module unsprawl.cli module unsprawl.core module unsprawl.core.constants module unsprawl.core.regions module unsprawl.core.schemas module unsprawl.fetch module unsprawl.geocoding module unsprawl.loader module unsprawl.loaders module unsprawl.loaders.universal module

unsprawl.models module unsprawl.providers module unsprawl.providers.data module unsprawl.providers.data.sg module unsprawl.providers.data.sg.govsg module unsprawl.providers.data.us module unsprawl.providers.data.us.ca module unsprawl.providers.data.us.ca.sf module unsprawl.providers.data.us.ca.sf.datasf module unsprawl.providers.data.us.ca.sf.datasf_provider module unsprawl.refinery module unsprawl.reporter module unsprawl.scenarios module unsprawl.sentinel module unsprawl.solver module unsprawl.spatial module unsprawl.utils module UnsprawlApp (class in unsprawl) (class in unsprawl.cli) upload_file() (SolverAgent method) USAdapter (class in unsprawl.adapters.us) use_lease_depreciation (FeatureEngineer attribute), [1]

V

v (SFRaster attribute) validate_hdb_schema() (in module unsprawl.fetch) validate_mrt_schema() (in module unsprawl.fetch) valuation_currency (Asset attribute), [1], [2]

valuation_score (Schema attribute), [1] ValuationEngine (class in unsprawl) (class in unsprawl.models) vel_buffer (AdvectEngine attribute) velocity (Agent attribute), [1], [2]

Z

z_price_efficiency (Schema attribute), [1]