diff --git a/.gitignore b/.gitignore index 894a44c..3d13035 100644 --- a/.gitignore +++ b/.gitignore @@ -102,3 +102,10 @@ venv.bak/ # mypy .mypy_cache/ +test.py +tmp.py + +# Tin's notes +pilates_conda_env_setup4hima.txt + +*.DS_Store \ No newline at end of file diff --git a/clean_beam_data.sh b/clean_beam_data.sh new file mode 100755 index 0000000..cd76efd --- /dev/null +++ b/clean_beam_data.sh @@ -0,0 +1,23 @@ +#!/bin/sh + +echo "Deleting beam outputs" +for d in pilates/beam/beam_output/*/ ; do + echo "deleting $d"; + sudo rm -rf "$d"* +done +sudo rm pilates/beam/beam_output/*.omx + +echo "Deleting activitysim output" + +sudo rm pilates/activitysim/output/* +sudo rm -r pilates/activitysim/output/year* + +echo "Deleting interim activitysim inputs" +sudo rm pilates/activitysim/data/* + +echo "Deleting interim urbansim data" +sudo rm pilates/urbansim/data/input* +sudo rm pilates/urbansim/data/model* + +echo "Deleting inexus output data" +sudo rm pilates/postprocessing/output/* diff --git a/clean-data.sh b/clean_polaris_data.sh similarity index 100% rename from clean-data.sh rename to clean_polaris_data.sh diff --git a/pilates/activitysim/output/trip_mode_choice/.gitignore b/pilates/activitysim/output/trip_mode_choice/.gitignore new file mode 100644 index 0000000..d6b7ef3 --- /dev/null +++ b/pilates/activitysim/output/trip_mode_choice/.gitignore @@ -0,0 +1,2 @@ +* +!.gitignore diff --git a/pilates/activitysim/postprocessor.py b/pilates/activitysim/postprocessor.py index 670ec6a..29b7d70 100644 --- a/pilates/activitysim/postprocessor.py +++ b/pilates/activitysim/postprocessor.py @@ -2,6 +2,7 @@ import pandas as pd import zipfile import os + logger = logging.getLogger(__name__) @@ -33,8 +34,7 @@ def _load_asim_outputs(settings): return asim_output_dict -def _get_usim_datastore_fname(settings, io, year=None): - +def get_usim_datastore_fname(settings, io, year=None): if io == 'output': datastore_name = settings['usim_formattable_output_file_name'].format( year=year) @@ -58,7 +58,7 @@ def _prepare_updated_tables( data_dir = settings['usim_local_data_folder'] # e.g. model_data_2012.h5 - usim_output_store_name = _get_usim_datastore_fname( + usim_output_store_name = get_usim_datastore_fname( settings, io='output', year=forecast_year) usim_output_store_path = os.path.join(data_dir, usim_output_store_name) if not os.path.exists(usim_output_store_path): @@ -127,8 +127,8 @@ def _prepare_updated_tables( # make sure all required columns are present if not all([ - col in asim_output_dict[table_name].columns - for col in required_cols[table_name]]): + col in asim_output_dict[table_name].columns + for col in required_cols[table_name]]): raise KeyError( "Not all required columns are in the {0} table!".format( table_name)) @@ -151,7 +151,6 @@ def _prepare_updated_tables( def create_beam_input_data(settings, forecast_year, asim_output_dict): - asim_output_data_dir = settings['asim_local_output_folder'] archive_name = 'asim_outputs_{0}.zip'.format(forecast_year) outpath = os.path.join(asim_output_data_dir, archive_name) @@ -159,7 +158,6 @@ def create_beam_input_data(settings, forecast_year, asim_output_dict): 'Merging results back into UrbanSim format and storing as .zip!') with zipfile.ZipFile(outpath, 'w') as csv_zip: - # copy asim outputs into archive for table_name in asim_output_dict.keys(): logger.info( @@ -190,7 +188,7 @@ def create_usim_input_data( # Move UrbanSim input store (e.g. custom_mpo_193482435_model_data.h5) # to archive (e.g. input_data_for_2015_outputs.h5) because otherwise # it will be overwritten in the next step. - input_datastore_name = _get_usim_datastore_fname(settings, io='input') + input_datastore_name = get_usim_datastore_fname(settings, io='input') input_store_path = os.path.join(data_dir, input_datastore_name) archive_fname = 'input_data_for_{0}_outputs.h5'.format(forecast_year) archive_path = input_store_path.replace( @@ -208,7 +206,7 @@ def create_usim_input_data( og_input_store = pd.HDFStore(archive_path) # load last iter UrbanSim output data - usim_output_datastore_name = _get_usim_datastore_fname( + usim_output_datastore_name = get_usim_datastore_fname( settings, 'output', forecast_year) usim_output_store_path = os.path.join(data_dir, usim_output_datastore_name) if not os.path.exists(usim_output_store_path): @@ -246,8 +244,8 @@ def create_usim_input_data( # 3. copy USIM INPUTS into new input data store if not present already logger.info(( - "Passing static UrbanSim inputs through to the new Urbansim " - "input store!").format(table_name)) + "Passing static UrbanSim inputs through to the new Urbansim " + "input store!").format(table_name)) for h5_key in og_input_store.keys(): table_name = h5_key.split('/')[-1] if table_name not in updated_tables: @@ -261,7 +259,6 @@ def create_usim_input_data( def create_next_iter_inputs(settings, year, forecast_year): - tables_updated_by_asim = ['households', 'persons'] asim_output_dict = _load_asim_outputs(settings) asim_output_dict = _prepare_updated_tables( @@ -286,7 +283,7 @@ def update_usim_inputs_after_warm_start( # load usim data if not usim_data_dir: usim_data_dir = settings['usim_local_data_folder'] - datastore_name = _get_usim_datastore_fname(settings, io='input') + datastore_name = get_usim_datastore_fname(settings, io='input') input_store_path = os.path.join(usim_data_dir, datastore_name) if not os.path.exists(input_store_path): raise ValueError('No input data found at {0}'.format(input_store_path)) diff --git a/pilates/activitysim/preprocessor.py b/pilates/activitysim/preprocessor.py index 832ef3e..bf80016 100644 --- a/pilates/activitysim/preprocessor.py +++ b/pilates/activitysim/preprocessor.py @@ -1,24 +1,24 @@ -import os import glob +import logging +import os +import shutil +import time +from multiprocessing import Pool, cpu_count +from typing import Optional + +import geopandas as gpd +import matplotlib.pyplot as plt +import numpy as np import openmatrix as omx import pandas as pd +import requests from pandas.api.types import is_string_dtype -from pandas.api.types import is_numeric_dtype -import geopandas as gpd from shapely import wkt -import numpy as np -import logging -import requests from tqdm import tqdm -import time -import yaml -import matplotlib.pyplot as plt -from multiprocessing import Pool - -from pilates.utils.geog import get_block_geoms,\ - map_block_to_taz, get_zone_from_points, \ - get_taz_geoms, get_county_block_geoms, geoid_to_zone_map +from pilates.utils.geog import get_block_geoms, \ + get_zone_from_points, \ + get_taz_geoms, geoid_to_zone_map from pilates.utils.io import read_datastore logger = logging.getLogger(__name__) @@ -27,21 +27,48 @@ 'pathType': str, 'origin': str, 'destination': str, - 'TIME_minutes': float, - 'TOTIVT_IVT_minutes': float, - 'VTOLL_FAR': float, - 'DIST_meters': float, - 'WACC_minutes': float, - 'WAUX_minutes': float, - 'WEGR_minutes': float, - 'DTIM_minutes': float, - 'DDIST_meters': float, - 'KEYIVT_minutes': float, - 'FERRYIVT_minutes': float, - 'BOARDS': float, + 'TIME_minutes': np.float32, + 'TOTIVT_IVT_minutes': np.float32, + 'VTOLL_FAR': np.float32, + 'DIST_meters': np.float32, + 'WACC_minutes': np.float32, + 'WAUX_minutes': np.float32, + 'WEGR_minutes': np.float32, + 'DTIM_minutes': np.float32, + 'DDIST_meters': np.float32, + 'KEYIVT_minutes': np.float32, + 'FERRYIVT_minutes': np.float32, + 'BOARDS': np.float32, 'DEBUG_TEXT': str } +beam_origin_skims_types = {"origin": str, + "timePeriod": str, + "reservationType": str, + "waitTimeInMinutes": np.float32, + "costPerMile": np.float32, + "unmatchedRequestPortion": np.float32, + "observations": int + } + +default_speed_mph = { + "COM": 25.0, + "HVY": 20.0, + "LRF": 15.0, + "LOC": 15.0, + "EXP": 17.0, + "TRN": 15.0 +} +default_fare_dollars = { + "COM": 10.0, + "HVY": 4.0, + "LRF": 2.5, + "LOC": 2.5, + "EXP": 4.0, + "TRN": 15.0 +} + + ######################### #### Common functions ### ######################### @@ -61,11 +88,12 @@ def zone_order(settings, year): num_taz = len(set(mapping.values())) order = np.array(range(1, num_taz + 1)).astype(str) else: - order = pd.DataFrame.from_dict(mapping, orient = 'index', columns = ['zone_id']).astype(int) + order = pd.DataFrame.from_dict(mapping, orient='index', columns=['zone_id']).astype(int) order = np.array(order.sort_values('zone_id').index) return order -def read_skims(settings, mode='a', data_dir=None): + +def read_skims(settings, mode='a', data_dir=None, file_name='skims.omx'): """ Opens skims OMX file. Parameters: @@ -78,27 +106,28 @@ def read_skims(settings, mode='a', data_dir=None): """ if data_dir is None: data_dir = settings['asim_local_input_folder'] - path = os.path.join(data_dir, 'skims.omx') - skims = omx.open_file(path, mode = mode) + path = os.path.join(data_dir, file_name) + skims = omx.open_file(path, mode=mode) return skims -def zone_id_to_taz(zones, asim_zone_id_col='TAZ', + +def zone_id_to_taz(zones, asim_zone_id_col='TAZ', default_zone_id_col='zone_id'): - if zones.index.name != asim_zone_id_col: if asim_zone_id_col in zones.columns: - zones.set_index(asim_zone_id_col, inplace = True) + zones.set_index(asim_zone_id_col, inplace=True) elif zones.index.name == default_zone_id_col: zones.index.name = asim_zone_id_col elif asim_zone_id_col not in zones.columns: - zones.rename(columns = {default_zone_id_col: asim_zone_id_col}) + zones.rename(columns={default_zone_id_col: asim_zone_id_col}) else: logger.error( "Not sure what column in the zones table is the zone ID!") return zones -def read_zone_geoms(settings, year, - asim_zone_id_col='TAZ', + +def read_zone_geoms(settings, year, + asim_zone_id_col='TAZ', default_zone_id_col='zone_id'): """ Returns a GeoPandas dataframe with the zones geometries. @@ -106,13 +135,13 @@ def read_zone_geoms(settings, year, store, table_prefix_year = read_datastore(settings, year) zone_type = settings['skims_zone_type'] zone_key = '/{0}_zone_geoms'.format(zone_type) - + if zone_key in store.keys(): logger.info( "Loading {0} zone geometries from .h5 datastore!".format( zone_type)) zones = store[zone_key] - + if 'geometry' in zones.columns: zones['geometry'] = zones['geometry'].apply(wkt.loads) zones = gpd.GeoDataFrame( @@ -120,7 +149,7 @@ def read_zone_geoms(settings, year, else: raise KeyError( "Table 'zone_geoms' exists in the .h5 datastore but " - "no geometry column was found!") + "no geometry column was found!") else: logger.info("Downloading zone geometries on the fly!") region = settings['region'] @@ -130,15 +159,16 @@ def read_zone_geoms(settings, year, else: mapping = geoid_to_zone_map(settings, year) zones = get_block_geoms(settings) + # zones['GEOID'] = zones['GEOID'].astype(str) assert is_string_dtype(zones['GEOID']), "GEOID dtype should be str" - zones[default_zone_id_col] = zones['GEOID'].replace(mapping) - zones.set_index(default_zone_id_col, inplace = True) + zones[default_zone_id_col] = zones['GEOID'].replace(mapping) + zones.set_index(default_zone_id_col, inplace=True) assert zones.index.inferred_type == 'string', "zone_id dtype should be str" # save zone geoms in .h5 datastore so we don't # have to do this again out_zones = pd.DataFrame(zones.copy()) - out_zones['geometry'] = out_zones['geometry'].apply( lambda x: x.wkt) + out_zones['geometry'] = out_zones['geometry'].apply(lambda x: x.wkt) logger.info("Storing zone geometries to .h5 datastore!") store[zone_key] = out_zones @@ -152,7 +182,8 @@ def read_zone_geoms(settings, year, zones = zones.sort_index() zones.index = zones.index.astype(str) return zone_id_to_taz(zones, asim_zone_id_col, default_zone_id_col) - + + #################################### #### RAW BEAM SKIMS TO SKIMS.OMX ### #################################### @@ -161,7 +192,8 @@ def read_skim(filename): df = pd.read_csv(filename, index_col=None, header=0, dtype=beam_skims_types) return df -def _load_raw_beam_skims(settings): + +def _load_raw_beam_skims(settings, convertFromCsv=True, blank=False): """ Read BEAM skims (csv format) from local storage. Parameters: ------------ @@ -175,24 +207,51 @@ def _load_raw_beam_skims(settings): skims_fname = settings.get('skims_fname', False) path_to_beam_skims = os.path.join( settings['beam_local_output_folder'], skims_fname) - + + if (not os.path.exists(path_to_beam_skims)) & (not convertFromCsv): + return None + if blank: + return None + try: - if '.csv' in path_to_beam_skims: + if '.csv' in path_to_beam_skims: skims = read_skim(path_to_beam_skims) - else: # path is a folder with multiple files + elif path_to_beam_skims.endswith('.omx'): + # We've gotten a head start + skims = omx.open_file(path_to_beam_skims, mode='a') + else: # path is a folder with multiple files all_files = glob.glob(path_to_beam_skims + "/*") agents = len(all_files) - pool = Pool(processes=agents) + pool = Pool(processes=agents) result = pool.map(read_skim, all_files) skims = pd.concat(result, axis=0, ignore_index=True) except KeyError: raise KeyError( "Couldn't find input skims at {0}".format(path_to_beam_skims)) - return skims + return skims + + +def _load_raw_beam_origin_skims(settings): + """ Read BEAM skims (csv format) from local storage. + Parameters: + ------------ + - settings: + + Return: + -------- + - pandas DataFrame. + """ + + origin_skims_fname = settings.get('origin_skims_fname', False) + path_to_beam_skims = os.path.join( + settings['beam_local_output_folder'], origin_skims_fname) + skims = pd.read_csv(path_to_beam_skims, dtype=beam_origin_skims_types) + return skims def _create_skim_object(settings, overwrite=True, output_dir=None): - """ Creates OMX file to store skim matrices + """ Creates mutable OMX file to store skim matrices in the beam_output directory. + This later needs to be copied over to the asim input directory Parameters: ----------- - settings: @@ -206,20 +265,38 @@ def _create_skim_object(settings, overwrite=True, output_dir=None): if output_dir is None: output_dir = settings['asim_local_input_folder'] skims_path = os.path.join(output_dir, 'skims.omx') - skims_exist = os.path.exists(skims_path) + final_skims_exist = os.path.exists(skims_path) - if skims_exist: - if (overwrite): + skims_fname = settings.get('skims_fname', False) + omx_skim_output = skims_fname.endswith('.omx') + beam_output_dir = settings['beam_local_output_folder'] + mutable_skims_location = os.path.join(beam_output_dir, skims_fname) + mutable_skims_exist = os.path.exists(mutable_skims_location) + should_use_csv_input_skims = mutable_skims_exist & (not omx_skim_output) + + if final_skims_exist: + if overwrite: logger.info("Found existing skims, removing.") os.remove(skims_path) + return True, should_use_csv_input_skims, False else: + if not mutable_skims_exist: + shutil.copyfile(skims_path, mutable_skims_location) logger.info("Found existing skims, no need to re-create.") - return False + return False, False, False + + if (~final_skims_exist | overwrite) & omx_skim_output: + if mutable_skims_exist: + return True, should_use_csv_input_skims, False + else: + logger.info("Creating skims.omx") + skims = omx.open_file(mutable_skims_location, 'w') + skims.close() + return True, should_use_csv_input_skims, True + + logger.exception("We should not be here") + return False, False, False - logger.info("Creating skims.omx from BEAM skims") - skims = omx.open_file(skims_path, 'w') - skims.close() - return True def _raw_beam_skims_preprocess(settings, year, skims_df): """ @@ -237,30 +314,58 @@ def _raw_beam_skims_preprocess(settings, year, skims_df): """ # Validations: origin_taz = skims_df.origin.unique() - destination_taz = skims_df.origin.unique() + destination_taz = skims_df.destination.unique() assert len(origin_taz) == len(destination_taz) - + order = zone_order(settings, year) - + test_1 = set(origin_taz).issubset(set(order)) test_2 = set(destination_taz).issubset(set(order)) test_3 = len(set(order) - set(origin_taz)) test_4 = len(set(order) - set(destination_taz)) assert test_1, 'There are {} missing origin zone ids in BEAM skims'.format(test_3) assert test_2, 'There are {} missing destination zone ids in BEAM skims'.format(test_4) - # Preprocess skims: - df_clean = skims_df.copy() - df_clean['DIST_miles'] = df_clean['DIST_meters'] * (0.621371 / 1000) - df_clean['DDIST_miles'] = df_clean['DDIST_meters'] * (0.621371 / 1000) - df_clean = df_clean.replace({np.inf : np.nan, 0: np.nan}) ## TEMPORARY FIX - - inf = np.isinf(df_clean['DDIST_miles']).values.sum() > 0 - zeros = (df_clean['DDIST_miles'] == 0).sum() > 0 - if (inf) or (zeros): + skims_df.set_index(['timePeriod', 'pathType', 'origin', 'destination'], inplace=True) + skims_df.loc[:, 'DIST_miles'] = skims_df['DIST_meters'] * (0.621371 / 1000) + skims_df.loc[:, 'DDIST_miles'] = skims_df['DDIST_meters'] * (0.621371 / 1000) + skims_df.replace({np.inf: np.nan, 0: np.nan}, inplace=True) ## TEMPORARY FIX + + inf = np.isinf(skims_df['DDIST_miles']).values.sum() > 0 + zeros = (skims_df['DDIST_miles'] == 0).sum() > 0 + if inf or zeros: raise ValueError('Origin-Destination distances contains inf or zero values.') - - return df_clean + + return skims_df + + +def _raw_beam_origin_skims_preprocess(settings, year, origin_skims_df): + """ + Validates and preprocess raw beam skims. + + parameter + ---------- + - settings: + - year: + - skims_df: pandas Dataframe. Raw beam skims dataframe + + return + -------- + Pandas dataFrame. Skims + """ + # Validations: + origin_taz = origin_skims_df.origin.unique() + + order = zone_order(settings, year) + + # test_1 = set(origin_taz).issubset(set(order)) + # test_2 = set(destination_taz).issubset(set(order)) + test_3 = len(set(order) - set(origin_taz)) + assert test_3 == 0, 'There are {} missing origin zone ids in BEAM skims'.format(test_3) + return origin_skims_df.loc[origin_skims_df['origin'].isin(order)].set_index(['timePeriod', + 'reservationType', 'serviceName', + 'origin']) + def _create_skims_by_mode(settings, skims_df): """ @@ -276,23 +381,36 @@ def _create_skims_by_mode(settings, skims_df): 2 pandas dataframe for auto and transit respectively. """ logger.info("Splitting BEAM skims by mode.") - - #Settings - hwy_paths = settings['hwy_paths'] + + # Settings + hwy_paths = settings['beam_simulated_hwy_paths'] transit_paths = settings['transit_paths'] logger.info('Splitting out auto skims.') - auto_df = skims_df[skims_df['pathType'].isin(hwy_paths)] - assert len(auto_df) > 0 , 'No auto skims' - + # auto_df = skims_df[skims_df['pathType'].isin(hwy_paths)] + auto_df = skims_df.loc[pd.IndexSlice[:, hwy_paths, :, :], :] + assert len(auto_df) > 0, 'No auto skims' + logger.info('Splitting out transit skims.') - transit_df = skims_df[skims_df['pathType'].isin(transit_paths)] + # transit_df = skims_df[skims_df['pathType'].isin(transit_paths)] + transit_df = skims_df.loc[pd.IndexSlice[:, transit_paths, :, :], :] assert len(transit_df) > 0, 'No transit skims' - + del skims_df return auto_df, transit_df -def _build_od_matrix(df, origin, destination, metric, order, fill_na=0): + +def _build_square_matrix(series, num_taz, source="origin", fill_na=0): + out = np.tile(series.fillna(fill_na).values, (num_taz, 1)) + if source == "origin": + return out.transpose() + elif source == "destination": + return out + else: + logger.error("1-d skims must be associated with either 'origin' or 'destination'") + + +def _build_od_matrix(df, metric, order, fill_na=0.0): """ Tranform skims from pandas dataframe to numpy square matrix (O-D matrix format) Parameters: ----------- @@ -313,39 +431,54 @@ def _build_od_matrix(df, origin, destination, metric, order, fill_na=0): --------- - numpy square 0-D matrix """ - vals = df.pivot(index = origin, - columns = destination, - values = metric) - + out = pd.DataFrame(np.nan, index=order, columns=order, dtype=np.float32).rename_axis(index="origin", + columns="destination") + if metric in df.columns: + pivot = df[metric].unstack() + out.loc[pivot.index, pivot.columns] = pivot.fillna(np.nan) + useDefaults = False + infs = np.isinf(out) + if np.any(infs): + logger.warning("Replacing {0} infs in skim {1}".format(infs.sum().sum(), metric)) + out[infs] = fill_na + else: + useDefaults = True + + # vals = df.pivot(index=origin, + # columns=destination, + # values=metric, + # aggfunc='first') + num_zones = len(order) - - if (num_zones,num_zones) != vals.shape: - - missing_rows = list(set(order) - set(vals.index)) #Missing origins - missing_cols = list(set(order) - set(vals.columns)) #Missing destinations - axis = 0 - - if len(missing_rows) == 0: - missing_rows = vals.index - - if len(missing_cols) == 0: - missing_cols = vals.columns - - else: - axis = 1 - - array = np.empty((len(missing_rows), len(missing_cols))) - array[:] = np.nan - empty_df = pd.DataFrame(array, index = missing_rows, columns = missing_cols) - vals = pd.concat((vals,empty_df), axis = axis) - - assert vals.index.isin(order).all(), 'There are missing origins' - assert vals.columns.isin(order).all(), 'There are missing destinations' - assert (num_zones, num_zones) == vals.shape, 'Origin-Destination matrix is not square' - - return vals.loc[order, order].fillna(fill_na).values -def impute_distances(zones, origin, destination): + # if (num_zones, num_zones) != vals.shape: + # + # missing_rows = list(set(order) - set(vals.index)) # Missing origins + # missing_cols = list(set(order) - set(vals.columns)) # Missing destinations + # axis = 0 + # + # if len(missing_rows) == 0: + # missing_rows = vals.index + # + # if len(missing_cols) == 0: + # missing_cols = vals.columns + # + # else: + # axis = 1 + # + # array = np.empty((len(missing_rows), len(missing_cols))) + # array[:] = np.nan + # empty_df = pd.DataFrame(array, index=missing_rows, columns=missing_cols) + # vals = pd.concat((vals, empty_df), axis=axis) + + assert out.index.isin(order).all(), 'There are missing origins' + assert out.columns.isin(order).all(), 'There are missing destinations' + assert (num_zones, num_zones) == out.shape, 'Origin-Destination matrix is not square' + + return out.fillna(fill_na).values, useDefaults + + +def impute_distances(zones, origin=None, destination=None): """ impute distances in miles for missing OD pairs by calculating the cartesian distance between origin and destination zone. @@ -355,38 +488,49 @@ def impute_distances(zones, origin, destination): - zones: geoPandas or Pandas DataFrame, Dataframe with the zones information. If Pandas DataFrame, it expects a geometry column for which wkt.loads can be read. - - origin: list, array-like. + - origin: list, array-like (Optional). list of origins. Origins should correspond to the zone identifier in zones. Origin should be the same lenght as destination. - - destination: list, array-like, + - destination: list, array-like (Optional), list of destination. Destinations should correspond to the zone identifier in zones Returns -------- numpy array of shape (len(origin),). Imputed distance for all OD pairs """ - assert len(origin) == len(destination), 'parameters "origin" and "destination" should have the same lenght' - origin = (origin + 1).astype(str) - destination = (destination + 1).astype(str) - if isinstance(zones, pd.core.frame.DataFrame): zones.geometry = zones.geometry.astype(str).apply(wkt.loads) zones = gpd.GeoDataFrame(zones, geometry='geometry', crs='EPSG:4326') assert isinstance(zones, gpd.geodataframe.GeoDataFrame), "Zones needs to be a GeoPandas dataframe" - + gdf = zones.copy() - - #Tranform gdf to CRS in meters + + # Tranform gdf to CRS in meters gdf = gdf.to_crs('EPSG:3857') - - # Select origin and destination pairs - orig = gdf.loc[origin].reset_index(drop = True).geometry.centroid - dest = gdf.loc[destination].reset_index(drop = True).geometry.centroid - - return orig.distance(dest).replace({0:100}).values * (0.621371 / 1000) - -def _distance_skims(settings, year, auto_df, order, data_dir=None): + + if (origin is None) and (destination is None): + gdf = gdf.reset_index(drop=True).geometry.centroid + x, y = gdf.geometry.x.values, gdf.geometry.y.values + distInMeters = np.linalg.norm([x[:, None] - x[None, :], y[:, None] - y[None, :]], axis=0) + np.fill_diagonal(distInMeters, 400) + return distInMeters * (0.621371 / 1000) + + else: + assert len(origin) == len(destination), 'parameters "origin" and "destination" should have the same lenght' + origin = (origin + 1).astype(str) + destination = (destination + 1).astype(str) + + # Select origin and destination pairs + orig = gdf.loc[origin].reset_index(drop=True).geometry.centroid + dest = gdf.loc[destination].reset_index(drop=True).geometry.centroid + + # Distance in Miles + + return orig.distance(dest).replace({0: 100}).values * (0.621371 / 1000) + + +def _distance_skims(settings, year, input_skims, order, data_dir=None): """ Generates distance matrices for drive, walk and bike modes. Parameters: @@ -398,105 +542,457 @@ def _distance_skims(settings, year, auto_df, order, data_dir=None): zone_id order to create the num_zones x num_zones skim matrix. """ logger.info("Creating distance skims.") - skims = read_skims(settings, mode='a', data_dir=data_dir) + + skims_fname = settings.get('skims_fname', False) + beam_output_dir = settings['beam_local_output_folder'] + mutable_skims_location = os.path.join(beam_output_dir, skims_fname) + needToClose = True + if input_skims is not None: + output_skims = input_skims + needToClose = False + else: + output_skims = omx.open_file(mutable_skims_location, mode='a') # TO DO: Include walk and bike distances, # for now walk and bike are the same as drive. dist_column = settings['beam_asim_hwy_measure_map']['DIST'] - dist_auto = auto_df.drop_duplicates(['origin', 'destination'], keep='last') - mx_dist = _build_od_matrix(dist_auto, 'origin', 'destination', - dist_column, order, fill_na = np.nan) + if isinstance(input_skims, pd.DataFrame): + dist_df = input_skims[[dist_column]].groupby(level=[2, 3]).agg('first') + mx_dist, useDefaults = _build_od_matrix(dist_df, dist_column, order, fill_na=np.nan) + if useDefaults: + logger.warning( + "Filling in default skim values for measure {0} because they're not in BEAM outputs".format( + dist_column)) + elif isinstance(input_skims, omx.File): + if 'DIST' in input_skims.list_matrices(): + mx_dist = np.array(input_skims['DIST'], dtype=np.float32) + else: + mx_dist = np.full((len(order), len(order)), np.nan, dtype=np.float32) + else: + mx_dist = np.full((len(order), len(order)), np.nan, dtype=np.float32) # Impute missing distances missing = np.isnan(mx_dist) - if missing.any(): + if missing.all(): + logger.info("Imputing all missing distance skims.") + zones = read_zone_geoms(settings, year) + mx_dist = impute_distances(zones) + output_skims['DIST'] = mx_dist + elif missing.any(): orig, dest = np.where(missing == True) logger.info("Imputing {} missing distance skims.".format(len(orig))) zones = read_zone_geoms(settings, year) imputed_dist = impute_distances(zones, orig, dest) mx_dist[orig, dest] = imputed_dist - assert not np.isnan(mx_dist).any() - + output_skims['DIST'] = mx_dist + else: + logger.info("No need to impute missing distance skims.") + mx_dist = np.array(input_skims['DIST']) + # Distance matrices - skims['DIST'] = mx_dist - skims['DISTBIKE'] = mx_dist - skims['DISTWALK'] = mx_dist - skims.close() - + if 'DISTBIKE' not in output_skims.list_matrices(): + output_skims['DISTBIKE'] = mx_dist + if 'DISTWALK' not in output_skims.list_matrices(): + output_skims['DISTWALK'] = mx_dist + if 'BIKE_TRIPS' not in output_skims.list_matrices(): + output_skims['BIKE_TRIPS'] = np.zeros_like(mx_dist) + if 'WALK_TRIPS' not in output_skims.list_matrices(): + output_skims['WALK_TRIPS'] = np.zeros_like(mx_dist) + + if needToClose: + output_skims.close() + + +def _build_od_matrix_parallel(tup): + df, measure_map, num_taz, order, fill_na = tup + out = dict() + for measure in measure_map.keys(): + if len(df.index) == 0: + mtx = np.zeros((num_taz, num_taz), dtype=np.float32) + useDefaults = True + elif (measure == 'FAR') or (measure == 'BOARDS'): + mtx, useDefaults = _build_od_matrix(df, measure_map[measure], order, fill_na) + elif measure_map[measure] in df.columns: + # activitysim estimated its models using transit skims from Cube + # which store time values as scaled integers (e.g. x100), so their + # models also divide transit skim values by 100. Since our skims + # aren't coming out of Cube, we multiply by 100 to negate the division. + # This only applies for travel times. + mtx, useDefaults = _build_od_matrix(df, measure_map[measure], order, fill_na) + + else: + mtx = np.zeros((num_taz, num_taz), dtype=np.float32) + out[measure] = mtx + return out + + def _transit_skims(settings, transit_df, order, data_dir=None): """ Generate transit OMX skims""" - + logger.info("Creating transit skims.") transit_paths = settings['transit_paths'] periods = settings['periods'] measure_map = settings['beam_asim_transit_measure_map'] skims = read_skims(settings, mode='a', data_dir=data_dir) num_taz = len(order) - df = transit_df.copy() + fill_na = 0.0 + + groupBy = transit_df.groupby(level=[0, 1]) + + with Pool(cpu_count() - 1) as p: + ret_list = p.map(_build_od_matrix_parallel, + [(group.loc[name], measure_map, num_taz, order, fill_na) for name, group in groupBy]) + + resultsDict = dict() + + for (period, path), processedDict in zip(groupBy.groups.keys(), ret_list): + for measure, mtx in processedDict.items(): + name = '{0}_{1}__{2}'.format(path, measure, period) + resultsDict[name] = mtx for path in transit_paths: - path_ = path.replace('EXP', 'LOC') - path_ = path_.replace('TRN', 'LOC') for period in periods: - df_ = df[(df.pathType == path_) & (df.timePeriod == period)] for measure in measure_map.keys(): name = '{0}_{1}__{2}'.format(path, measure, period) + if name in resultsDict: + mtx = resultsDict[name] + else: + logger.warning( + "Filling in default skim values for measure {0} because they're not in BEAM outputs".format( + name)) + mtx = np.zeros((num_taz, num_taz), dtype=np.float32) + if np.any(np.isinf(mtx)): + logger.warning("Replacing {0} infs in skim {1}".format(np.isinf(mtx).sum().sum(), name)) + mtx[np.isinf(mtx)] = np.nan if (measure == 'FAR') or (measure == 'BOARDS'): - mtx = _build_od_matrix(df_, 'origin', 'destination', - measure_map[measure], order, - fill_na = 0) - elif measure_map[measure]: + skims[name] = mtx + else: + skims[name] = mtx * 100 + skims.close() + + +def _ridehail_skims(settings, ridehail_df, order, data_dir=None): + """ Generate transit OMX skims""" + + logger.info("Creating ridehail skims.") + ridehail_path_map = settings['ridehail_path_map'] + periods = settings['periods'] + measure_map = settings['beam_asim_ridehail_measure_map'] + skims = read_skims(settings, mode='a', data_dir=data_dir) + num_taz = len(order) + df = ridehail_df.copy() + + for path, skimPath in ridehail_path_map.items(): + for period in periods: + df_ = df.loc[(period, skimPath['reservationType'], skimPath['serviceName']), :].loc[order, :] + for measure, skimMeasure in measure_map.items(): + name = '{0}_{1}__{2}'.format(path, measure, period) + if measure == 'REJECTIONPROB': + mtx = _build_square_matrix(df_[skimMeasure], num_taz, 'origin', 0.0) + elif measure_map[measure] in df_.columns: # activitysim estimated its models using transit skims from Cube # which store time values as scaled integers (e.g. x100), so their # models also divide transit skim values by 100. Since our skims # aren't coming out of Cube, we multiply by 100 to negate the division. # This only applies for travel times. - mtx = _build_od_matrix(df_, 'origin', 'destination', - measure_map[measure], order) * 100 - + # EDIT: I don't think this is true for wait time + mtx = _build_square_matrix(df_[skimMeasure], num_taz, 'origin', 0.0) + else: - mtx = np.zeros((num_taz, num_taz)) + mtx = np.zeros((num_taz, num_taz), dtype=np.float32) skims[name] = mtx skims.close() del df, df_ - + + +def _get_field_or_else_empty(skims: Optional[omx.File], field: str, num_taz: int): + if skims is None: + return np.full((num_taz, num_taz), np.nan, dtype=np.float32), True + if field in skims.list_matrices(): + return np.array(skims[field], dtype=np.float32), False + else: + return np.full((num_taz, num_taz), np.nan, dtype=np.float32), True + + +def _fill_ridehail_skims(settings, input_skims, order, data_dir=None): + logger.info("Merging transit omx skims.") + + ridehail_path_map = settings['ridehail_path_map'] + periods = settings['periods'] + measure_map = settings['beam_asim_ridehail_measure_map'] + + num_taz = len(order) + + skims_fname = settings.get('skims_fname', False) + beam_output_dir = settings['beam_local_output_folder'] + mutable_skims_location = os.path.join(beam_output_dir, skims_fname) + needToClose = True + if input_skims is not None: + output_skims = input_skims + needToClose = False + else: + output_skims = omx.open_file(mutable_skims_location, mode='a') + + output_skim_tables = output_skims.list_matrices() + + # NOTE: time is in units of minutes + for path, skimPath in ridehail_path_map.items(): + logger.info("Writing tables for path type {0}".format(path)) + for period in periods: + completed_measure = '{0}_{1}__{2}'.format(path, "TRIPS", period) + failed_measure = '{0}_{1}__{2}'.format(path, "FAILURES", period) + + temp_completed, createdTemp = _get_field_or_else_empty(output_skims, completed_measure, num_taz) + temp_failed, createdTemp = _get_field_or_else_empty(output_skims, failed_measure, num_taz) + + if createdTemp: + output_skims[completed_measure] = np.nan_to_num(np.array(temp_completed)) + output_skims[failed_measure] = np.nan_to_num(np.array(temp_failed)) + output_skims[completed_measure].attrs.mode = path + output_skims[failed_measure].attrs.mode = path + output_skims[completed_measure].attrs.measure = "TRIPS" + output_skims[failed_measure].attrs.measure = "FAILURES" + output_skims[completed_measure].attrs.timePeriod = period + output_skims[failed_measure].attrs.timePeriod = period + + for measure in measure_map.keys(): + name = '{0}_{1}__{2}'.format(path, measure, period) + inOutputSkims = name in output_skim_tables + if not inOutputSkims: + temp, createdTemp = _get_field_or_else_empty(input_skims, name, num_taz) + missing_values = np.isnan(temp) + if measure == "WAIT": + temp[missing_values] = 6.0 + elif measure == "REJECTIONPROB": + temp[missing_values] = 0.2 + + if not inOutputSkims: + output_skims[name] = temp + output_skims[name].attrs.mode = path + output_skims[name].attrs.measure = measure + output_skims[name].attrs.timePeriod = period + else: + if np.any(missing_values): + output_skims[name][:] = temp + if needToClose: + output_skims.close() + + +def _fill_transit_skims(settings, input_skims, order, data_dir=None): + logger.info("Merging transit omx skims.") + + transit_paths = settings['transit_paths'] + periods = settings['periods'] + measure_map = settings['beam_asim_transit_measure_map'] + + num_taz = len(order) + + skims_fname = settings.get('skims_fname', False) + beam_output_dir = settings['beam_local_output_folder'] + mutable_skims_location = os.path.join(beam_output_dir, skims_fname) + needToClose = True + if input_skims is not None: + output_skims = input_skims + needToClose = False + else: + output_skims = omx.open_file(mutable_skims_location, mode='a') + + distance_miles = np.array(output_skims['DIST'], dtype=np.float32) + output_skim_tables = output_skims.list_matrices() + + # NOTE: time is in units of minutes + + for path in transit_paths: + logger.info("Writing tables for path type {0}".format(path)) + for period in periods: + completed_measure = '{0}_{1}__{2}'.format(path, "TRIPS", period) + failed_measure = '{0}_{1}__{2}'.format(path, "FAILURES", period) + + temp_completed, createdTemp = _get_field_or_else_empty(output_skims, completed_measure, num_taz) + temp_failed, createdTemp = _get_field_or_else_empty(output_skims, failed_measure, num_taz) + + if createdTemp: + output_skims[completed_measure] = np.nan_to_num(np.array(temp_completed)) + output_skims[failed_measure] = np.nan_to_num(np.array(temp_failed)) + output_skims[completed_measure].attrs.mode = path + output_skims[failed_measure].attrs.mode = path + output_skims[completed_measure].attrs.measure = "TRIPS" + output_skims[failed_measure].attrs.measure = "FAILURES" + output_skims[completed_measure].attrs.timePeriod = period + output_skims[failed_measure].attrs.timePeriod = period + + # tooManyFailures = temp_failed > temp_completed + for measure in measure_map.keys(): + name = '{0}_{1}__{2}'.format(path, measure, period) + inOutputSkims = name in output_skim_tables + if not inOutputSkims: + temp, createdTemp = _get_field_or_else_empty(input_skims, name, num_taz) + missing_values = np.isnan(temp) + if np.any(missing_values): + if (measure == "IVT") | (measure == "TOTIVT") | (measure == "KEYIVT"): + temp[missing_values] = distance_miles[ + missing_values] / default_speed_mph.get( + path.split("_")[1], 10.0) * 60 * 100 # Assume 20 mph average, with 100x multiplier + # temp[tooManyFailures] = 0 + elif measure == "DIST": + temp[missing_values] = distance_miles[missing_values] + elif (measure == "WAIT") | (measure == "WACC") | (measure == "WEGR") | (measure == "IWAIT"): + temp[missing_values] = 500.0 + elif measure == "FAR": + temp[missing_values] = default_fare_dollars.get(path.split("_")[1], 4.0) + elif measure == "BOARDS": + temp[missing_values] = 1.0 + elif (measure == "DDIST") & (path.endswith("DRV") | path.startswith("DRV")): + temp[missing_values] = 2.0 + elif (measure == "DTIME") & (path.endswith("DRV") | path.startswith("DRV")): + temp[missing_values] = 500.0 + else: + temp[missing_values] = 0.0 + + output_skims[name] = temp + output_skims[name].attrs.mode = path + output_skims[name].attrs.measure = measure + output_skims[name].attrs.timePeriod = period + + if needToClose: + output_skims.close() + + +def _fill_auto_skims(settings, input_skims, order, data_dir=None): + logger.info("Merging drive omx skims.") + + # Open skims object + periods = settings['periods'] + paths = settings['hwy_paths'] + measure_map = settings['beam_asim_hwy_measure_map'] + + num_taz = len(order) + + skims_fname = settings.get('skims_fname', False) + beam_output_dir = settings['beam_local_output_folder'] + mutable_skims_location = os.path.join(beam_output_dir, skims_fname) + needToClose = True + if input_skims is not None: + output_skims = input_skims + needToClose = False + else: + output_skims = omx.open_file(mutable_skims_location, mode='a') + + distance_miles = np.array(output_skims['DIST']) + output_skim_tables = output_skims.list_matrices() + nSkimsCreated = 0 + + # NOTE: time is in units of minutes + + for path in paths: + logger.info("Writing tables for path type {0}".format(path)) + for period in periods: + completed_measure = '{0}_{1}__{2}'.format(path, "TRIPS", period) + failed_measure = '{0}_{1}__{2}'.format(path, "FAILURES", period) + + temp_completed, createdTemp = _get_field_or_else_empty(output_skims, completed_measure, num_taz) + temp_failed, createdTemp = _get_field_or_else_empty(output_skims, failed_measure, num_taz) + + if createdTemp: + nSkimsCreated += 1 + output_skims[completed_measure] = np.nan_to_num(np.array(temp_completed)) + output_skims[failed_measure] = np.nan_to_num(np.array(temp_failed)) + output_skims[completed_measure].attrs.mode = path + output_skims[failed_measure].attrs.mode = path + output_skims[completed_measure].attrs.measure = "TRIPS" + output_skims[failed_measure].attrs.measure = "FAILURES" + output_skims[completed_measure].attrs.timePeriod = period + output_skims[failed_measure].attrs.timePeriod = period + for measure in measure_map.keys(): + name = '{0}_{1}__{2}'.format(path, measure, period) + inOutputSkims = name in output_skim_tables + if not inOutputSkims: + nSkimsCreated += 1 + temp, createdTemp = _get_field_or_else_empty(input_skims, name, num_taz) + missing_values = np.isnan(temp) + if np.any(missing_values): + if measure == "TIME": + temp[missing_values] = distance_miles[missing_values] / 35 * 60 # Assume 35 mph average + elif measure == "DIST": + temp[missing_values] = distance_miles[missing_values] + elif measure == "BTOLL": + temp[missing_values] = 0.0 + elif measure == "VTOLL": + if path.endswith('TOLL'): + toll = 5.0 + else: + toll = 0.0 + temp[missing_values] = toll + else: + logger.error("Trying to read unknown measure {0} from BEAM skims".format(measure)) + + output_skims[name] = temp + output_skims[name].attrs.mode = path + output_skims[name].attrs.measure = measure + output_skims[name].attrs.timePeriod = period + logger.info("Created {0} new skims in the omx object") + if needToClose: + output_skims.close() + + def _auto_skims(settings, auto_df, order, data_dir=None): logger.info("Creating drive skims.") - + # Open skims object periods = settings['periods'] paths = settings['hwy_paths'] measure_map = settings['beam_asim_hwy_measure_map'] skims = read_skims(settings, mode='a', data_dir=data_dir) num_taz = len(order) - - df = auto_df.copy() + beam_hwy_paths = settings['beam_simulated_hwy_paths'] + fill_na = np.nan + + groupBy = auto_df.groupby(level=[0, 1]) + + with Pool(cpu_count() - 1) as p: + ret_list = p.map(_build_od_matrix_parallel, + [(group.loc[name], measure_map, num_taz, order, fill_na) for name, group in groupBy]) + + resultsDict = dict() + + for (period, path), processedDict in zip(groupBy.groups.keys(), ret_list): + if path == "SOV": + for measure, mtx in processedDict.items(): + for path_ in paths: + name = '{0}_{1}__{2}'.format(path_, measure, period) + resultsDict[name] = mtx + for period in periods: - df_ = df[df['timePeriod'] == period] for path in paths: for measure in measure_map.keys(): name = '{0}_{1}__{2}'.format(path, measure, period) - if measure_map[measure]: - mtx = _build_od_matrix(df_, 'origin', 'destination', - measure_map[measure], order, - fill_na = np.nan) + if name in resultsDict: + mtx = resultsDict[name] missing = np.isnan(mtx) - + if missing.any(): - distances = np.array(skims['DIST']) + distances = np.array(skims['DIST']) orig, dest = np.where(missing == True) missing_measure = distances[orig, dest] - + if measure == 'DIST': mtx[orig, dest] = missing_measure elif measure == 'TIME': - mtx[orig, dest] = missing_measure * (60/40) # Assumes average speed of 40 miles/hour - else: - mtx[orig, dest] = 0 ## Assumes no toll or payment + mtx[orig, dest] = missing_measure * (60 / 40) # Assumes average speed of 40 miles/hour + else: + mtx[orig, dest] = 0 ## Assumes no toll or payment else: - mtx = np.zeros((num_taz, num_taz)) + mtx = np.zeros((num_taz, num_taz), dtype=np.float32) + logger.warning( + "Filling in default skim values for measure {0} because they're not in BEAM outputs".format( + name)) + # if ('TOLL' in path) & ('TOLL' in measure): + # # For now penalize toll routes because we don't simulate them + # mtx.fill(1.0e7) + if np.any(np.isinf(mtx)): + logger.warning("Replacing {0} infs in skim {1}".format(np.isinf(mtx).sum().sum(), name)) + mtx[np.isinf(mtx)] = np.nan skims[name] = mtx skims.close() - del df, df_ def _create_offset(settings, order, data_dir=None): @@ -507,14 +1003,13 @@ def _create_offset(settings, order, data_dir=None): zone_id = np.arange(1, len(order) + 1) # Generint offset - skims.create_mapping('zone_id', zone_id) + skims.create_mapping('zone_id', zone_id, overwrite=True) skims.close() def create_skims_from_beam(settings, year, output_dir=None, overwrite=True): - if not output_dir: output_dir = settings['asim_local_input_folder'] @@ -524,33 +1019,54 @@ def create_skims_from_beam(settings, year, if static_skims: overwrite = False - new = _create_skim_object(settings, overwrite, output_dir=output_dir) + new, convertFromCsv, blankSkims = _create_skim_object(settings, overwrite, output_dir=output_dir) validation = settings.get('asim_validation', False) + order = zone_order(settings, year) if new: - order = zone_order(settings, year) - skims_df = _load_raw_beam_skims(settings) - skims_df = _raw_beam_skims_preprocess(settings, year, skims_df) - auto_df, transit_df = _create_skims_by_mode(settings, skims_df) - - # Create skims - _distance_skims(settings, year, auto_df, order, data_dir=output_dir) - _auto_skims(settings, auto_df, order, data_dir=output_dir) - _transit_skims(settings, transit_df, order, data_dir=output_dir) - - # Create offset + tempSkims = _load_raw_beam_skims(settings, convertFromCsv, blankSkims) + if isinstance(tempSkims, pd.DataFrame): + skims = tempSkims.loc[skims.origin.isin(order) & tempSkims.destination.isin(order), :] + skims = _raw_beam_skims_preprocess(settings, year, skims) + auto_df, transit_df = _create_skims_by_mode(settings, skims) + ridehail_df = _load_raw_beam_origin_skims(settings) + ridehail_df = _raw_beam_origin_skims_preprocess(settings, year, ridehail_df) + + # Create skims + _distance_skims(settings, year, auto_df, order, data_dir=output_dir) + _auto_skims(settings, auto_df, order, data_dir=output_dir) + _transit_skims(settings, transit_df, order, data_dir=output_dir) + _ridehail_skims(settings, ridehail_df, order, data_dir=output_dir) + + # Create offset + _create_offset(settings, order, data_dir=output_dir) + del auto_df, transit_df + else: + _distance_skims(settings, year, tempSkims, order, data_dir=output_dir) + _fill_auto_skims(settings, tempSkims, order, data_dir=output_dir) + _fill_transit_skims(settings, tempSkims, order, data_dir=output_dir) + _fill_ridehail_skims(settings, tempSkims, order, data_dir=output_dir) + if isinstance(tempSkims, omx.File): + tempSkims.close() + _create_offset(settings, order, data_dir=output_dir) + final_skims_path = os.path.join(settings['asim_local_input_folder'], 'skims.omx') + skims_fname = settings.get('skims_fname', False) + beam_output_dir = settings['beam_local_output_folder'] + mutable_skims_location = os.path.join(beam_output_dir, skims_fname) + shutil.copyfile(mutable_skims_location, final_skims_path) + else: _create_offset(settings, order, data_dir=output_dir) - del auto_df, transit_df if validation: order = zone_order(settings, year) skim_validations(settings, year, order, data_dir=output_dir) -def plot_skims(settings, zones, + +def plot_skims(settings, zones, skims, order, - random_sample=6, - cols=2, name='DIST', - units='in miles'): + random_sample=6, + cols=2, name='DIST', + units='in miles'): """ Plot a map of skims for a random set zones to all other zones. For validation/debugging purposes. @@ -571,65 +1087,67 @@ def plot_skims(settings, zones, """ random_sample = random_sample cols = cols - rows = int(random_sample/cols) + rows = int(random_sample / cols) zone_ids = list(zones.sample(random_sample).index.astype(int)) - fig, axs = plt.subplots(rows, cols, figsize = (15,20)) + fig, axs = plt.subplots(rows, cols, figsize=(15, 20)) counter = 0 for row in range(rows): for col in range(cols): zone_id = int(zone_ids[counter]) - name_ = name + '_zone_id_' + str(zone_id) - zone_measure = skims[zone_id - 1,:] + name_ = name + '_zone_id_' + str(zone_id) + zone_measure = skims[zone_id - 1, :] empty = zone_measure.sum() == 0 while empty: zone_id = int(list(zones.sample(1).index)[0]) - name_ = name + '_zone_id_' + str(zone_id) - zone_measure = skims[zone_id - 1,:] + name_ = name + '_zone_id_' + str(zone_id) + zone_measure = skims[zone_id - 1, :] empty = zone_measure.sum() == 0 zones[name_] = zone_measure - zones[name_] = zones[name_].replace({999:np.nan, 0:np.nan}) + zones[name_] = zones[name_].replace({999: np.nan, 0: np.nan}) counter += 1 bg_id = order[zone_id - 1] - - zones.plot(column = name_, legend = True, ax = axs[row][col]) - axs[row][col].set_title('{0} ({1}) from zone {2} \n block_group {3} '.format(name, units, zone_id, bg_id )) - - #Saving plots to files. + + zones.plot(column=name_, legend=True, ax=axs[row][col]) + axs[row][col].set_title('{0} ({1}) from zone {2} \n block_group {3} '.format(name, units, zone_id, bg_id)) + + # Saving plots to files. asim_validation = settings['asim_validation_folder'] if not os.path.isdir(asim_validation): os.mkdir(asim_validation) save_path = os.path.join(asim_validation, 'skims_validation_' + name + '.pdf') fig.savefig(save_path) - + + def skim_validations(settings, year, order, data_dir=None): logger.info("Generating skims validation plots.") skims = read_skims(settings, mode='r', data_dir=data_dir) - zone = read_zone_geoms(settings, year, - asim_zone_id_col='TAZ', - default_zone_id_col='zone_id') + zone = read_zone_geoms(settings, year, + asim_zone_id_col='TAZ', + default_zone_id_col='zone_id') # Skims matrices num_zones = len(order) distances = np.array(skims['DIST']) sov_time = np.array(skims['SOV_TIME__AM']) loc_time_list = ['WLK_LOC_WLK_TOTIVT__AM', 'WLK_LOC_WLK_IWAIT__AM', - 'WLK_LOC_WLK_WAIT__AM', 'WLK_LOC_WLK_WAUX__AM', - 'WLK_LOC_WLK_WEGR__AM', 'WLK_LOC_WLK_XWAIT__AM', - 'WLK_LOC_WLK_WACC__AM'] - PuT_time = np.zeros((num_zones,num_zones)) + 'WLK_LOC_WLK_WAIT__AM', 'WLK_LOC_WLK_WAUX__AM', + 'WLK_LOC_WLK_WEGR__AM', 'WLK_LOC_WLK_XWAIT__AM', + 'WLK_LOC_WLK_WACC__AM'] + PuT_time = np.zeros((num_zones, num_zones), dtype=np.float32) for measure in loc_time_list: - time = np.array(skims[measure])/100 - PuT_time = PuT_time + time - - #Plots - plot_skims(settings, zone, distances, order, 6, 2, 'DIST', 'in miles') + time = np.array(skims[measure]) / 100 + PuT_time = PuT_time + time + + # Plots + plot_skims(settings, zone, distances, order, 6, 2, 'DIST', 'in miles') plot_skims(settings, zone, sov_time, order, 6, 2, 'SOV_TIME', 'in minutes') plot_skims(settings, zone, PuT_time, order, 6, 2, 'WLK_LOC_WLK_TIME', 'in minutes') + ####################################### #### UrbanSim to ActivitySim tables ### ####################################### @@ -658,6 +1176,7 @@ def _get_full_time_enrollment(state_fips, year): assert s.index.name == 'unitid' return s + def _get_part_time_enrollment(state_fips): base_url = ( 'https://educationdata.urban.org/api/v1/' @@ -685,8 +1204,8 @@ def _get_part_time_enrollment(state_fips): assert s.index.name == 'unitid' return s -def _update_persons_table(persons, households, blocks, asim_zone_id_col='TAZ'): +def _update_persons_table(persons, households, blocks, asim_zone_id_col='TAZ'): # assign zones persons[asim_zone_id_col] = blocks[asim_zone_id_col].reindex( households['block_id'].reindex(persons['household_id']).values).values @@ -741,8 +1260,8 @@ def _update_persons_table(persons, households, blocks, asim_zone_id_col='TAZ'): # clean up dataframe structure # TODO: move this to annotate_persons.yaml in asim settings -# p_names_dict = {'member_id': 'PNUM'} -# persons = persons.rename(columns=p_names_dict) + # p_names_dict = {'member_id': 'PNUM'} + # persons = persons.rename(columns=p_names_dict) p_null_taz = persons[asim_zone_id_col].isnull() logger.info("Dropping {0} persons without TAZs".format( @@ -750,6 +1269,7 @@ def _update_persons_table(persons, households, blocks, asim_zone_id_col='TAZ'): persons = persons[~p_null_taz] return persons + def _update_households_table(households, blocks, asim_zone_id_col='TAZ'): # assign zones households[asim_zone_id_col] = blocks[asim_zone_id_col].reindex( @@ -767,10 +1287,10 @@ def _update_households_table(households, blocks, asim_zone_id_col='TAZ'): # clean up dataframe structure # TODO: move this to annotate_households.yaml in asim settings -# hh_names_dict = { -# 'persons': 'PERSONS', -# 'cars': 'VEHICL'} -# households = households.rename(columns=hh_names_dict) + # hh_names_dict = { + # 'persons': 'PERSONS', + # 'cars': 'VEHICL'} + # households = households.rename(columns=hh_names_dict) if 'household_id' in households.columns: households.set_index('household_id', inplace=True) else: @@ -778,14 +1298,14 @@ def _update_households_table(households, blocks, asim_zone_id_col='TAZ'): return households + def _update_jobs_table( jobs, blocks, state_fips, county_codes, local_crs, asim_zone_id_col='TAZ'): - # assign zones jobs[asim_zone_id_col] = blocks[asim_zone_id_col].reindex( jobs['block_id']).values - + jobs[asim_zone_id_col] = jobs[asim_zone_id_col].astype(str) # make sure jobs are only assigned to blocks with land area > 0 @@ -809,10 +1329,9 @@ def _update_jobs_table( for block_id in tqdm( blocks_to_reassign, desc="Redistributing jobs from blocks:"): - candidate_mask = ( - blocks_gdf.index.values != block_id) & ( - blocks_gdf['square_meters_land'] > 0) + blocks_gdf.index.values != block_id) & ( + blocks_gdf['square_meters_land'] > 0) new_block_id = blocks_gdf[candidate_mask].distance( blocks_gdf.loc[block_id, 'geometry']).idxmin() @@ -827,7 +1346,6 @@ def _update_jobs_table( def _update_blocks_table(settings, year, blocks, households, jobs, zone_id_col): - blocks['TOTEMP'] = jobs[['block_id', 'sector_id']].groupby( 'block_id')['sector_id'].count().reindex(blocks.index).fillna(0) @@ -839,7 +1357,7 @@ def _update_blocks_table(settings, year, blocks, # update blocks (should only have to be run if asim is loading # raw urbansim data that has yet to be touched by pilates) geoid_to_zone_mapping_updated = False - + zone_type = settings['skims_zone_type'] zone_id_col = "{}_{}".format(zone_type, zone_id_col) @@ -872,12 +1390,12 @@ def _update_blocks_table(settings, year, blocks, return geoid_to_zone_mapping_updated, blocks -def _get_school_enrollment(state_fips, county_codes): +def _get_school_enrollment(state_fips, county_codes): logger.info( "Downloading school enrollment data from educationdata.urban.org!") base_url = 'https://educationdata.urban.org/api/v1/' + \ - '{topic}/{source}/{endpoint}/{year}/?{filters}' + '{topic}/{source}/{endpoint}/{year}/?{filters}' # at the moment you can't seem to filter results by county enroll_filters = 'fips={0}'.format(state_fips) @@ -913,11 +1431,12 @@ def _get_school_enrollment(state_fips, county_codes): return enrollment + def _get_college_enrollment(state_fips, county_codes): year = '2015' logger.info("Downloading college data from educationdata.urban.org!") base_url = 'https://educationdata.urban.org/api/v1/' + \ - '{topic}/{source}/{endpoint}/{year}/?{filters}' + '{topic}/{source}/{endpoint}/{year}/?{filters}' colleges_list = [] total_count = 0 @@ -955,12 +1474,14 @@ def _get_college_enrollment(state_fips, county_codes): colleges['part_time_enrollment'] = pte.reindex(colleges.index) return colleges + def _get_park_cost(zones, weights, index_cols, output_cols): params = pd.Series(weights, index=index_cols) cols = zones[output_cols] s = cols @ params return s.where(s > 0, 0) + def _compute_area_type_metric(zones): """ Because of the modifiable areal unit problem, it is probably a good @@ -980,11 +1501,12 @@ def _compute_area_type_metric(zones): zones_df = zones[['TOTPOP', 'TOTEMP', 'TOTACRE']].copy() metric_vals = (( - 1 * zones_df['TOTPOP']) + ( - 2.5 * zones_df['TOTEMP'])) / zones_df['TOTACRE'] + 1 * zones_df['TOTPOP']) + ( + 2.5 * zones_df['TOTEMP'])) / zones_df['TOTACRE'] return metric_vals.fillna(0) + def _compute_area_type(zones): # Integer, 0=regional core, 1=central business district, # 2=urban business, 3=urban, 4=suburban, 5=rural @@ -995,22 +1517,21 @@ def _compute_area_type(zones): include_lowest=True).astype(str) return area_types -def enrollment_tables(settings, zones, - enrollment_type='schools', + +def enrollment_tables(settings, zones, + enrollment_type='schools', asim_zone_id_col='TAZ'): - region = settings['region'] FIPS = settings['FIPS'][region] state_fips = FIPS['state'] county_codes = FIPS['counties'] local_crs = settings['local_crs'][region] + zone_type = settings['skims_zone_type'] - path_to_schools_data = \ "pilates/utils/data/{0}/{1}_{2}.csv".format(region, zone_type, enrollment_type) - assert enrollment_type in ['schools', 'colleges'], "enrollemnt type one of ['schools', 'colleges']" - + if not os.path.exists(path_to_schools_data): if enrollment_type == 'schools': enrollment = _get_school_enrollment(state_fips, county_codes) @@ -1022,76 +1543,119 @@ def enrollment_tables(settings, zones, logger.info("Reading school enrollment data from disk!") enrollment = pd.read_csv(path_to_schools_data, dtype={ asim_zone_id_col: str}) - + if asim_zone_id_col not in enrollment.columns: enrollment_df = enrollment[['x', 'y']].copy() enrollment_df.index.name = 'school_id' enrollment[asim_zone_id_col] = get_zone_from_points( enrollment_df, zones, local_crs) - - enrollment = enrollment.dropna(subset = [asim_zone_id_col]) + + enrollment = enrollment.dropna(subset=[asim_zone_id_col]) enrollment[asim_zone_id_col] = enrollment[asim_zone_id_col].astype(str) del enrollment_df logger.info("Saving {} enrollment data to disk!".format(enrollment_type)) enrollment.to_csv(path_to_schools_data) - + return enrollment + def _create_land_use_table( settings, region, zones, state_fips, county_codes, local_crs, households, persons, jobs, blocks, asim_zone_id_col='TAZ'): - logger.info('Creating land use table.') zone_type = settings['skims_zone_type'] - - schools = enrollment_tables(settings, zones, - enrollment_type = 'schools', - asim_zone_id_col = asim_zone_id_col) - colleges = enrollment_tables(settings, zones, - enrollment_type = 'colleges', - asim_zone_id_col = asim_zone_id_col) + + schools = enrollment_tables(settings, zones, + enrollment_type='schools', + asim_zone_id_col=asim_zone_id_col) + colleges = enrollment_tables(settings, zones, + enrollment_type='colleges', + asim_zone_id_col=asim_zone_id_col) assert zones.index.name == 'TAZ' assert zones.index.inferred_type == 'string', "zone_id dtype should be str" for table in [households, persons, jobs, blocks, schools, colleges]: assert pd.api.types.is_string_dtype(table[asim_zone_id_col]), \ - "zone_id dtype in should be str" - + "zone_id dtype in should be str" + # create new column variables logger.info("Creating new columns in the land use table.") if zone_type != 'taz': - zones['STATE'] = zones['STATE'].astype(str) - zones['COUNTY'] = zones['COUNTY'].astype(str) - zones['TRACT'] = zones['TRACT'].astype(str) - zones['BLKGRP'] = zones['BLKGRP'].astype(str) - - zones['TOTHH'] = households[asim_zone_id_col].groupby(households[asim_zone_id_col]).count().reindex(zones.index).fillna(0) - zones['TOTPOP'] = persons[asim_zone_id_col].groupby(persons[asim_zone_id_col]).count().reindex(zones.index).fillna(0) - zones['EMPRES'] = households[[asim_zone_id_col,'workers']].groupby(asim_zone_id_col)['workers'].sum().reindex(zones.index).fillna(0) - zones['HHINCQ1'] = households.loc[households['income'] < 30000, [asim_zone_id_col,'income']].groupby(asim_zone_id_col)['income'].count().reindex(zones.index).fillna(0) - zones['HHINCQ2'] = households.loc[households['income'].between(30000, 59999), [asim_zone_id_col,'income']].groupby(asim_zone_id_col)['income'].count().reindex(zones.index).fillna(0) - zones['HHINCQ3'] = households.loc[households['income'].between(60000, 99999), [asim_zone_id_col,'income']].groupby(asim_zone_id_col)['income'].count().reindex(zones.index).fillna(0) - zones['HHINCQ4'] = households.loc[households['income'] >= 100000, [asim_zone_id_col,'income']].groupby(asim_zone_id_col)['income'].count().reindex(zones.index).fillna(0) - zones['AGE0004'] = persons.loc[persons['age'].between(0,4), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)['age'].count().reindex(zones.index).fillna(0) - zones['AGE0519'] = persons.loc[persons['age'].between(5,19), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)['age'].count().reindex(zones.index).fillna(0) - zones['AGE2044'] = persons.loc[persons['age'].between(20,44), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)['age'].count().reindex(zones.index).fillna(0) - zones['AGE4564'] = persons.loc[persons['age'].between(45,64), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)['age'].count().reindex(zones.index).fillna(0) - zones['AGE64P'] = persons.loc[persons['age'] >= 65, [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)['age'].count().reindex(zones.index).fillna(0) - zones['AGE62P'] = persons.loc[persons['age'] >= 62, [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)['age'].count().reindex(zones.index).fillna(0) + if 'STATE' in zones.columns: + zones['STATE'] = zones['STATE'].astype(str) + else: + zones['STATE'] = settings['FIPS'][settings['region']]['state'] + zones['COUNTY'] = '1' + try: + zones['TRACT'] = zones['TRACT'].astype(str) + except: + print("Skipping TRACT") + try: + zones['BLKGRP'] = zones['BLKGRP'].astype(str) + except: + print("Skipping BLKGRP") + + zones['TOTHH'] = households[asim_zone_id_col].groupby(households[asim_zone_id_col]).count().reindex( + zones.index).fillna(0) + zones['TOTPOP'] = persons[asim_zone_id_col].groupby(persons[asim_zone_id_col]).count().reindex(zones.index).fillna( + 0) + zones['EMPRES'] = households[[asim_zone_id_col, 'workers']].groupby(asim_zone_id_col)['workers'].sum().reindex( + zones.index).fillna(0) + zones['HHINCQ1'] = \ + households.loc[households['income'] < 30000, [asim_zone_id_col, 'income']].groupby(asim_zone_id_col)[ + 'income'].count().reindex(zones.index).fillna(0) + zones['HHINCQ2'] = \ + households.loc[households['income'].between(30000, 59999), [asim_zone_id_col, 'income']].groupby( + asim_zone_id_col)[ + 'income'].count().reindex(zones.index).fillna(0) + zones['HHINCQ3'] = \ + households.loc[households['income'].between(60000, 99999), [asim_zone_id_col, 'income']].groupby( + asim_zone_id_col)[ + 'income'].count().reindex(zones.index).fillna(0) + zones['HHINCQ4'] = \ + households.loc[households['income'] >= 100000, [asim_zone_id_col, 'income']].groupby(asim_zone_id_col)[ + 'income'].count().reindex(zones.index).fillna(0) + zones['AGE0004'] = persons.loc[persons['age'].between(0, 4), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)[ + 'age'].count().reindex(zones.index).fillna(0) + zones['AGE0519'] = persons.loc[persons['age'].between(5, 19), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)[ + 'age'].count().reindex(zones.index).fillna(0) + zones['AGE2044'] = persons.loc[persons['age'].between(20, 44), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)[ + 'age'].count().reindex(zones.index).fillna(0) + zones['AGE4564'] = persons.loc[persons['age'].between(45, 64), [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)[ + 'age'].count().reindex(zones.index).fillna(0) + zones['AGE64P'] = persons.loc[persons['age'] >= 65, [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)[ + 'age'].count().reindex(zones.index).fillna(0) + zones['AGE62P'] = persons.loc[persons['age'] >= 62, [asim_zone_id_col, 'age']].groupby(asim_zone_id_col)[ + 'age'].count().reindex(zones.index).fillna(0) zones['SHPOP62P'] = (zones.AGE62P / zones.TOTPOP).reindex(zones.index).fillna(0) zones['TOTEMP'] = jobs[asim_zone_id_col].groupby(jobs[asim_zone_id_col]).count().reindex(zones.index).fillna(0) - zones['RETEMPN'] = jobs.loc[jobs['sector_id'].isin(['44-45']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna(0) - zones['FPSEMPN'] = jobs.loc[jobs['sector_id'].isin(['52', '54']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna(0) - zones['HEREMPN'] = jobs.loc[jobs['sector_id'].isin(['61', '62', '71']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna(0) - zones['AGREMPN'] = jobs.loc[jobs['sector_id'].isin(['11']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna(0) - zones['MWTEMPN'] = jobs.loc[jobs['sector_id'].isin(['42', '31-33', '32', '48-49']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna(0) - zones['OTHEMPN'] = jobs.loc[~jobs['sector_id'].isin(['44-45', '52', '54', '61', '62', '71', '11', '42', '31-33', '32', '48-49']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna(0) - zones['TOTACRE'] = blocks[['TOTACRE', asim_zone_id_col]].groupby(asim_zone_id_col)['TOTACRE'].sum().reindex(zones.index).fillna(0) - zones['HSENROLL'] = schools[['enrollment', asim_zone_id_col]].groupby(asim_zone_id_col)['enrollment'].sum().reindex(zones.index).fillna(0) - zones['TOPOLOGY'] = 1 # FIXME - zones['employment_density'] = zones.TOTEMP / zones.TOTACRE - zones['pop_density'] = zones.TOTPOP / zones.TOTACRE - zones['hh_density'] = zones.TOTHH / zones.TOTACRE - zones['hq1_density'] = zones.HHINCQ1 / zones.TOTACRE + zones['RETEMPN'] = \ + jobs.loc[jobs['sector_id'].isin(['44-45']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)[ + 'sector_id'].count().reindex(zones.index).fillna(0) + zones['FPSEMPN'] = \ + jobs.loc[jobs['sector_id'].isin(['52', '54']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)[ + 'sector_id'].count().reindex(zones.index).fillna(0) + zones['HEREMPN'] = \ + jobs.loc[jobs['sector_id'].isin(['61', '62', '71']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)[ + 'sector_id'].count().reindex(zones.index).fillna(0) + zones['AGREMPN'] = \ + jobs.loc[jobs['sector_id'].isin(['11']), [asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)[ + 'sector_id'].count().reindex(zones.index).fillna(0) + zones['MWTEMPN'] = \ + jobs.loc[jobs['sector_id'].isin(['42', '31-33', '32', '48-49']), [asim_zone_id_col, 'sector_id']].groupby( + asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna(0) + zones['OTHEMPN'] = jobs.loc[ + ~jobs['sector_id'].isin(['44-45', '52', '54', '61', '62', '71', '11', '42', '31-33', '32', '48-49']), [ + asim_zone_id_col, 'sector_id']].groupby(asim_zone_id_col)['sector_id'].count().reindex(zones.index).fillna( + 0) + zones['TOTACRE'] = blocks[['TOTACRE', asim_zone_id_col]].groupby(asim_zone_id_col)['TOTACRE'].sum().reindex( + zones.index).fillna(0) + zones['HSENROLL'] = schools[['enrollment', asim_zone_id_col]].groupby(asim_zone_id_col)['enrollment'].sum().reindex( + zones.index).fillna(0) + zones['TOPOLOGY'] = 1 # FIXME + zones['employment_density'] = (zones.TOTEMP / zones.TOTACRE).fillna(0.0) + zones['pop_density'] = (zones.TOTPOP / zones.TOTACRE).fillna(0.0) + zones['hh_density'] = (zones.TOTHH / zones.TOTACRE).fillna(0.0) + zones['hq1_density'] = (zones.HHINCQ1 / zones.TOTACRE).fillna(0.0) zones['PRKCST'] = _get_park_cost( zones, [-1.92168743, 4.89511403, 4.2772001, 0.65784643], ['pop_density', 'hh_density', 'hq1_density', 'employment_density'], @@ -1117,6 +1681,27 @@ def _create_land_use_table( return zones +def copy_beam_geoms(settings, beam_geoms_location, asim_geoms_location): + zone_type_column = {'block_group': 'BLKGRP', 'taz': 'TAZ', 'block': 'BLK'} + beam_geoms_file = pd.read_csv(beam_geoms_location) + zone_type = settings['skims_zone_type'] + zone_id_col = zone_type_column[zone_type] + + if 'TAZ' not in beam_geoms_file.columns: + + mapping = geoid_to_zone_map(settings, settings['start_year']) + + if zone_type == 'block': + logger.info("Mapping block IDs") + beam_geoms_file['TAZ'] = beam_geoms_file['GEOID'].astype(str).replace(mapping) + + elif zone_type == 'block_group': + logger.info("Mapping block group IDs to TAZ ids") + beam_geoms_file['TAZ'] = beam_geoms_file['GEOID'].astype(str).replace(mapping) + + beam_geoms_file.to_csv(asim_geoms_location) + + def create_asim_data_from_h5( settings, year, warm_start=False, output_dir=None): # warm start: year = start_year @@ -1158,10 +1743,10 @@ def create_asim_data_from_h5( blocks_cols = blocks.columns.tolist() blocks_to_taz_mapping_updated, blocks = _update_blocks_table( settings, year, blocks, households, jobs, input_zone_id_col) + input_zone_id_col = "{0}_zone_id".format(zone_type) if blocks_to_taz_mapping_updated: logger.info( "Storing blocks table with {} zone IDs to disk in .h5 datastore!".format(zone_type)) - input_zone_id_col = "{0}_zone_id".format(zone_type) blocks_cols += [input_zone_id_col] store[os.path.join(table_prefix_yr, 'blocks')] = blocks[blocks_cols] blocks.rename( diff --git a/pilates/atlas/atlas_input/ReadMe.txt b/pilates/atlas/atlas_input/ReadMe.txt new file mode 100644 index 0000000..166a251 --- /dev/null +++ b/pilates/atlas/atlas_input/ReadMe.txt @@ -0,0 +1,12 @@ + + +At run time, input data for atlas expected to be found in this dir. + +Expected files: + +(1) accessbility.RData is #of jobs accessible within 30min public transit. data source: 2015 transit access by UM. +this file will be replaced by beam processed accessiblity metrics later. + +(2) modeaccessibility.csv includes indicators of avaiability of bus and rail stations, derived from the FHWA project. contact Qianmiao for more details. this file is only used for years <=2014. + +In the time of running, atlas preprocessor.py will extract data from urbansim h5 datastore and write as csv files in subfolders (e.g., year2010/*), including households.csv, persons.csv, jobs.csv, residential.csv, and blocks.csv. diff --git a/pilates/atlas/atlas_input/accessbility_2015.RData b/pilates/atlas/atlas_input/accessbility_2015.RData new file mode 100644 index 0000000..ee595f4 Binary files /dev/null and b/pilates/atlas/atlas_input/accessbility_2015.RData differ diff --git a/pilates/atlas/atlas_input/modeaccessibility.csv 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diff --git a/pilates/atlas/atlas_output/.gitignore b/pilates/atlas/atlas_output/.gitignore new file mode 100644 index 0000000..d6b7ef3 --- /dev/null +++ b/pilates/atlas/atlas_output/.gitignore @@ -0,0 +1,2 @@ +* +!.gitignore diff --git a/pilates/atlas/atlas_output/ReadMe.txt b/pilates/atlas/atlas_output/ReadMe.txt new file mode 100644 index 0000000..16e58a2 --- /dev/null +++ b/pilates/atlas/atlas_output/ReadMe.txt @@ -0,0 +1,9 @@ + +At run time, output data for atlas expected to be placed in this dir. + +Atlas outputs include: + +1) vehicle level prediction: vehicles_{$year}.csv -> postprocessor will process it to vehicles2_{$year}.csv for BEAM to read +2) household level prediction: householdv_{$year}.csv + + diff --git a/pilates/atlas/postprocessor.py b/pilates/atlas/postprocessor.py new file mode 100644 index 0000000..a4ee85e --- /dev/null +++ b/pilates/atlas/postprocessor.py @@ -0,0 +1,104 @@ +import h5py +import numpy as np +import pandas as pd +from pandas import HDFStore +import os +import logging + +# # Commented commands for only for debugging +# import yaml +# import argparse +# with open('settings.yaml') as file: +# settings = yaml.load(file, Loader=yaml.FullLoader) + + +logger = logging.getLogger(__name__) + + +def _get_usim_datastore_fname(settings, io, year=None): + # reference: asim postprocessor + if io == 'output': + datastore_name = settings['usim_formattable_output_file_name'].format( + year=year) + elif io == 'input': + region = settings['region'] + region_id = settings['region_to_region_id'][region] + usim_base_fname = settings['usim_formattable_input_file_name'] + datastore_name = usim_base_fname.format(region_id=region_id) + return datastore_name + + + +def atlas_update_h5_vehicle(settings, output_year, warm_start=False): + # use atlas outputs in year provided and update "cars" & "hh_cars" + # columns in urbansim h5 files + logger.info('ATLAS is updating urbansim outputs for Year {}'.format(output_year)) + + # read and format atlas vehicle ownership output + atlas_output_path = settings['atlas_host_output_folder'] # 'pilates/atlas/atlas_output' # + fname = 'householdv_{}.csv'.format(output_year) + df = pd.read_csv(os.path.join(atlas_output_path, fname)) + df = df.rename(columns={'nvehicles':'cars'}).set_index('household_id')['cars'].sort_index(ascending=True) + df_hh = pd.cut(df, bins=[-0.5, 0.5, 1.5, np.inf], labels=['none', 'one', 'two or more']) + + # set which h5 file to update + h5path = settings['usim_local_data_folder'] + if warm_start: + h5fname = _get_usim_datastore_fname(settings, io = 'input') + else: + h5fname = _get_usim_datastore_fname(settings, io = 'output', year = output_year) + + # read original h5 files + with pd.HDFStore(os.path.join(h5path, h5fname), mode='r+') as h5: + + # if in main loop, update "model_data_*.h5", which has three layers ({$year}/households/cars) + if not warm_start: + olddf = h5['/{}/households'.format(output_year)]['cars'] + if olddf.shape != df.shape: + logger.error('ATLAS household_id mismatch found - NOT update h5 datastore') + else: + h5['/{}/households'.format(output_year)]['cars'] = df + h5['/{}/households'.format(output_year)]['hh_cars'] = df_hh + logger.info('ATLAS update h5 datastore - done') + del df, df_hh, olddf + + # if in warm start, update "custom_mpo_***.h5", which has two layers (households/cars) + else: + olddf = h5['households']['cars'] + if olddf.shape != df.shape: + logger.error('ATLAS household_id mismatch found - NOT update h5 datastore') + else: + h5['households']['cars'] = df + h5['households']['hh_cars'] = df_hh + logger.info('ATLAS update h5 datastore - done') + del df, df_hh, olddf + + + +def atlas_add_vehileTypeId(settings, output_year): + # add a "vehicleTypeId" column in atlas output vehicles_{$year}.csv, + # write as vehicles2_{$year}.csv + # which will be read by beam preprocessor + # vehicleTypeId = conc "bodytype"-"vintage_category"-"pred_power" + + atlas_output_path = settings['atlas_host_output_folder'] + fname = 'vehicles_{}.csv'.format(output_year) + + # read original atlas output "vehicles_*.csv" as dataframe + df = pd.read_csv(os.path.join(atlas_output_path, fname)) + + # atlas:v1.0.6 can generate continuous modelyear + df['modelyear'] = df['modelyear'].astype(int) + + # add "vehicleTypeId" column in dataframe for BEAM + # for prior-2015-model vehicles, vehicleTypeId is *_*_2015 + df['vehicleTypeId']=df[['bodytype', 'pred_power', 'modelyear']].astype(str).agg('_'.join, axis=1) + df.loc[df['modelyear']<2015, 'vehicleTypeId'] = df.loc[df['modelyear']<2015, ['bodytype', 'pred_power']].astype(str).agg('_'.join, axis=1) + '_2015' + + # write to a new file vehicles2_*.csv + # because original file cannot be overwritten (root-owned) + # may revise later + df.to_csv(os.path.join(atlas_output_path, 'vehicles2_{}.csv'.format(output_year)), index=False) + + + diff --git a/pilates/atlas/preprocessor.py b/pilates/atlas/preprocessor.py new file mode 100644 index 0000000..3ec1a85 --- /dev/null +++ b/pilates/atlas/preprocessor.py @@ -0,0 +1,217 @@ +import h5py +from dataclasses import dataclass +from operator import index +import numpy as np +import pandas as pd +from pandas import HDFStore +import os +import logging +import openmatrix as omx +import yaml +import argparse + +with open('settings.yaml') as file: + settings = yaml.load(file, Loader=yaml.FullLoader) + + +logger = logging.getLogger(__name__) + + +def _get_usim_datastore_fname(settings, io, year=None): + # reference: asim postprocessor + if io == 'output': + datastore_name = settings['usim_formattable_output_file_name'].format( + year=year) + elif io == 'input': + region = settings['region'] + region_id = settings['region_to_region_id'][region] + usim_base_fname = settings['usim_formattable_input_file_name'] + datastore_name = usim_base_fname.format(region_id=region_id) + + return datastore_name + + +def prepare_atlas_inputs(settings, year, warm_start=False): + # set where to find urbansim output + urbansim_output_path = settings['usim_local_data_folder'] + if warm_start: + # if warm start, read custom_mpo h5 + urbansim_output_fname = _get_usim_datastore_fname(settings, io = 'input') + else: + # if in main loop, read urbansim-generated h5 + urbansim_output_fname = _get_usim_datastore_fname(settings, io = 'output', year = year) + urbansim_output = os.path.join(urbansim_output_path,urbansim_output_fname) + + # set where to put atlas csv inputs (processed from urbansim outputs) + atlas_input_path = settings['atlas_host_input_folder'] + "/year{}".format(year) + + # if atlas input path does not exist, create one + if not os.path.exists(atlas_input_path): + os.makedirs(atlas_input_path) + logger.info('ATLAS Input Path Created for Year {}'.format(year)) + + # read urbansim h5 outputs + with pd.HDFStore(urbansim_output,mode='r') as data: + if not warm_start: + try: + # prepare households atlas input + households = data['/{}/households'.format(year)] + households.to_csv('{}/households.csv'.format(atlas_input_path)) + + # prepare blocks atlas input + blocks = data['/{}/blocks'.format(year)] + blocks.to_csv('{}/blocks.csv'.format(atlas_input_path)) + + # prepare persons atlas input + persons = data['/{}/persons'.format(year)] + persons.to_csv('{}/persons.csv'.format(atlas_input_path)) + + # prepare residential unit atlas input + residential_units = data['/{}/residential_units'.format(year)] + residential_units.to_csv('{}/residential.csv'.format(atlas_input_path)) + + # prepare jobs atlas input + jobs = data['/{}/jobs'.format(year)] + jobs.to_csv('{}/jobs.csv'.format(atlas_input_path)) + + logger.info('Preparing ATLAS Year {} Input from Urbansim Output'.format(year)) + + except: + logger.error('Urbansim Year {} Output Was Not Loaded Correctly by ATLAS'.format(year)) + + else: + try: + # prepare households atlas input + households = data['/households'] + households.to_csv('{}/households.csv'.format(atlas_input_path)) + + # prepare blocks atlas input + blocks = data['/blocks'] + blocks.to_csv('{}/blocks.csv'.format(atlas_input_path)) + + # prepare persons atlas input + persons = data['/persons'] + persons.to_csv('{}/persons.csv'.format(atlas_input_path)) + + # prepare residential unit atlas input + residential_units = data['/residential_units'] + residential_units.to_csv('{}/residential.csv'.format(atlas_input_path)) + + # prepare jobs atlas input + jobs = data['/jobs'] + jobs.to_csv('{}/jobs.csv'.format(atlas_input_path)) + + logger.info('Preparing ATLAS Year {} Input from Urbansim Output'.format(year)) + + except: + logger.error('Urbansim Year {} Output Was Not Loaded Correctly by ATLAS'.format(year)) + + + +logger = logging.getLogger(__name__) + +def compute_accessibility(path_list, measure_list, settings, year, threshold=500): + # set where to put atlas csv inputs (processed from urbansim outputs) + atlas_input_path = settings['atlas_host_input_folder'] + "/year{}".format(year) + + # for each OD, compute minimum time taken by public transit + # inf means no public transit available; unit = minute + ODmatrix = _get_time_ODmatrix(settings, path_list, measure_list, threshold) + + # assign values = 1 if time taken by public transit <= 30min; 0 if not + ODmatrix = ODmatrix<=30 + + # read and format geoid_to_zoneid mapping list + mapping = pd.read_csv('pilates/utils/data/{}/beam/geoid_to_zone.csv'.format(settings['region'])) + mapping.index = mapping['GEOID'] + mapping = mapping['zone_id'].to_dict() + + # read OD matrix size (i.e., range of zone_id) + zone_count = ODmatrix.shape[0] + + # read in jobs data (keep low_memory=False to solve dtypeerror) + jobs = pd.read_csv("{}/year{}/jobs.csv".format(settings['atlas_host_input_folder'], year), low_memory=False) + + # map jobs geoid to zone id in OD matrix + jobs['zone_id'] = jobs['block_id'].map(mapping) + + # count number of jobs for each block_id + jobs_vector = jobs.groupby('block_id').agg({'job_id':'size','zone_id':'max'}).rename(columns={'job_id':'access_sum'}) + + # average # of jobs per block for each taz + jobs_vector = jobs_vector.groupby('zone_id').agg({'access_sum':'mean'}) + + # make sure every zone id has a row in jobs_vector + jobs_vector = jobs_vector.reindex(list(range(1,zone_count+1)), fill_value=0) + + # multiply OD matrix (o*d) with jobs vector (d*1) + # to get number of jobs accessible by public transit within 30min + accessibility = np.matmul(ODmatrix, jobs_vector) + accessibility.index.name = 'zone_id' + accessibility.index = accessibility.index + 1 + + # # calculate taz-level zscore + # accessibility['access_zscore'] = (accessibility['access_sum'] - accessibility['access_sum'].mean())/accessibility['access_sum'].std() + + # # write taz-level accessibility data + # accessibility.to_csv('{}/accessibility_{}_taz.csv'.format(atlas_input_path, year)) + + # read in taz_to_tract conversion matrix (1454*1588) + taz_to_tract = pd.read_csv('{}/taz_to_tract_{}.csv'.format(settings['atlas_host_input_folder'], settings['region']), index_col=0) + + # convert taz- to tract-level accessibility data + accessibility_tract = np.matmul(np.transpose(accessibility), np.array(taz_to_tract.values)) + accessibility_tract.columns = taz_to_tract.columns + accessibility_tract = accessibility_tract.transpose() + + # calculate tract-level zscore + accessibility_tract['access_zscore'] = (accessibility_tract['access_sum'] - accessibility_tract['access_sum'].mean())/accessibility_tract['access_sum'].std() + + # format before writing + accessibility_tract.index.name = 'tract' + accessibility_tract['urban_cbsa'] = 1 ## all sfbay tracts belong to cbsa + + # write tract-level accessibility data + accessibility_tract.to_csv('{}/accessibility_{}_tract.csv'.format(atlas_input_path, year)) + + +def _get_time_ODmatrix(settings, path_list, measure_list, threshold): + # open skims file + skims_dir = settings['asim_local_input_folder'] + skims = omx.open_file(os.path.join(skims_dir, 'skims.omx'), mode = 'r') + + # find the path with minimum time for each o-d + ODmatrix = np.ones(skims.shape()) * np.inf + + for path in path_list: + tmp_path = np.zeros(skims.shape()) + + # sum total time taken for each specific path + for measure in measure_list: + tmp_measure = np.zeros(skims.shape()) + + # extract data from skims.omx + key = '{}_{}__AM'.format(path, measure) + try: + tmp_measure = np.array(skims[key]) + except: + tmp_measure = np.zeros(skims.shape()) + # logger.error('{} not found in skims'.format(key)) + + # sum up time taken for each path + tmp_path = tmp_path + tmp_measure + + # filter out paths with unreasonable TOTIVT (no available transit) + tmp_path[tmp_path<=threshold] = 1E6 + + # find the path with minimum total time taken + ODmatrix = np.minimum(ODmatrix, tmp_path) + + # divide by 100 to get minute values before returning + ODmatrix = ODmatrix / 100 + + return ODmatrix + + + + diff --git a/pilates/beam/postprocessor.py b/pilates/beam/postprocessor.py index 48720e3..f237ea8 100644 --- a/pilates/beam/postprocessor.py +++ b/pilates/beam/postprocessor.py @@ -1,13 +1,36 @@ import pandas as pd import os +import logging +import openmatrix as omx +import numpy as np +# import pickle +# import cloudpickle +# import dill +# +# np.seterr(divide='ignore') +# +# dill.settings['recurse'] = True +# +# pickle.ForkingPickler = cloudpickle.Pickler +# +# import multiprocessing as mp + +# mp.set_start_method('spawn', True) +# from multiprocessing import Pool, cpu_count +from joblib import Parallel, delayed + +logger = logging.getLogger(__name__) + def find_latest_beam_iteration(beam_output_dir): - iter_dirs = [os.path.join(root, dir) for root, dirs, files in os.walk(beam_output_dir) for dir in dirs if - dir == "ITERS"] + iter_dirs = [os.path.join(root, dir) for root, dirs, files in os.walk(beam_output_dir) if + not root.startswith('.') for dir in dirs if dir == "ITERS"] + logger.info("Looking in directories {0}".format(iter_dirs)) if not iter_dirs: return None, None last_iters_dir = max(iter_dirs, key=os.path.getmtime) - all_iteration_dir = [it for it in os.listdir(last_iters_dir)] + all_iteration_dir = [it for it in os.listdir(last_iters_dir) if not it.startswith('.')] + logger.info("Looking in directories {0}".format(all_iteration_dir)) if not all_iteration_dir: return None, None it_prefix = "it." @@ -15,21 +38,230 @@ def find_latest_beam_iteration(beam_output_dir): return os.path.join(last_iters_dir, it_prefix + str(max_it_num)), max_it_num -def find_produced_skims(beam_output_dir): +def rename_beam_output_directory(settings, year, replanning_iteration_number=0): + beam_output_dir = settings['beam_local_output_folder'] + iteration_output_directory, _ = find_latest_beam_iteration(beam_output_dir) + beam_run_output_dir = os.path.join(*iteration_output_directory.split(os.sep)[:-2]) + new_iteration_output_directory = os.path.join(beam_output_dir, settings['region'], + "year-{0}-iteration-{1}".format(year, replanning_iteration_number)) + os.rename(beam_run_output_dir, new_iteration_output_directory) + + +def find_produced_od_skims(beam_output_dir, suffix="csv.gz"): iteration_dir, it_num = find_latest_beam_iteration(beam_output_dir) if iteration_dir is None: return None - skims_path = os.path.join(iteration_dir, f"{it_num}.activitySimODSkims_current.csv.gz") - if os.path.exists(skims_path): - return skims_path + od_skims_path = os.path.join(iteration_dir, "{0}.activitySimODSkims_current.{1}".format(it_num, suffix)) + logger.info("expecting skims at {0}".format(od_skims_path)) + return od_skims_path + + +def reorder(path): + split = path.split('_') + if len(split) == 6: + split[3], split[5] = split[5], split[3] + return '_'.join(split) + elif len(split) == 4: + split[1], split[3] = split[3], split[1] + return '_'.join(split) + elif len(split) == 5: + split[2], split[4] = split[4], split[2] + return '_'.join(split) else: + print('STOP ', path) + + +def find_produced_origin_skims(beam_output_dir): + iteration_dir, it_num = find_latest_beam_iteration(beam_output_dir) + if iteration_dir is None: return None + ridehail_skims_path = os.path.join(iteration_dir, f"{it_num}.skimsRidehail.csv.gz") + logger.info("expecting skims at {0}".format(ridehail_skims_path)) + return ridehail_skims_path + + +def _merge_skim(inputMats, outputMats, path, timePeriod, measures): + complete_key = '_'.join([path, 'TRIPS', '', timePeriod]) + failed_key = '_'.join([path, 'FAILURES', '', timePeriod]) + completed, failed = None, None + if complete_key in inputMats.keys(): + completed = np.array(inputMats[complete_key]) + failed = np.array(inputMats[failed_key]) + logger.info("Adding {0} valid trips and {1} impossible trips to skim {2}, where {3} had existed before".format( + np.nan_to_num(completed).sum(), + np.nan_to_num(failed).sum(), + complete_key, + np.nan_to_num(np.array(outputMats[complete_key])).sum())) + toPenalize = np.array([0]) + for measure in measures: + inputKey = '_'.join([path, measure, '', timePeriod]) + if path in ["WALK", "BIKE"]: + if measure == "DIST": + outputKey = path + "DIST" + else: + outputKey = '_'.join([path, measure]) + else: + outputKey = inputKey + if (outputKey in outputMats) and (inputKey in inputMats): + if measure == "TRIPS": + outputMats[outputKey][completed > 0] += inputMats[inputKey][completed > 0] + elif measure == "FAILURES": + outputMats[outputKey][failed > 0] += inputMats[inputKey][failed > 0] + elif measure == "DIST": + outputMats[outputKey][completed > 0] = 0.5 * ( + outputMats[outputKey][completed > 0] + inputMats[inputKey][completed > 0]) + elif measure in ["IWAIT", "XWAIT", "WACC", "WAUX", "WEGR", "DTIM", "DDIST", "FERRYIVT"]: + # NOTE: remember the mtc asim implementation has scaled units for these variables + outputMats[outputKey][completed > 0] = inputMats[inputKey][completed > 0] * 100.0 + elif measure == "TOTIVT": + inputKeyKEYIVT = '_'.join([path, 'KEYIVT', '', timePeriod]) + outputKeyKEYIVT = inputKeyKEYIVT + if (inputKeyKEYIVT in inputMats.keys()) & (outputKeyKEYIVT in outputMats.keys()): + additionalFilter = (outputMats[outputKeyKEYIVT][:] > 0) + else: + additionalFilter = False + + toCancel = (failed > 10) & (failed > 2 * completed) & ( + (outputMats[outputKey][:] > 0) | additionalFilter) + # save this for later so it doesn't get overwritten + toPenalize = (failed > completed) & ~toCancel & ( + (outputMats[outputKey][:] > 0) | additionalFilter) + if toCancel.sum() > 0: + logger.info( + "Marking {0} {1} trips completely impossible in {2}. There were {3} completed trips but {4}" + " failed trips in these ODs".format( + toCancel.sum(), path, completed[toCancel].sum(), failed[toCancel].sum(), timePeriod)) + toAllow = ~toCancel & ~toPenalize + outputMats[outputKey][toCancel] = 0.0 + outputMats[outputKey][toAllow] = inputMats[inputKey][toAllow] * 100 + if (inputKeyKEYIVT in inputMats.keys()) & (outputKeyKEYIVT in outputMats.keys()): + outputMats[outputKeyKEYIVT][toCancel] = 0.0 + outputMats[outputKeyKEYIVT][toAllow] = inputMats[inputKeyKEYIVT][toAllow] * 100 + elif ~measure.endswith("TOLL"): # hack to avoid overwriting initial tolls + outputMats[outputKey][completed > 0] = inputMats[inputKey][completed > 0] + if path.startswith('SOV_'): + for sub in ['SOVTOLL_', 'HOV2_', 'HOV2TOLL_', 'HOV3_', 'HOV3TOLL_']: + newKey = '_'.join([path, measure.replace('SOV_', sub), '', timePeriod]) + outputMats[newKey][completed > 0] = inputMats[inputKey][completed > 0] + logger.info("Adding {0} valid trips and {1} impossible trips to skim {2}".format( + np.nan_to_num(completed).sum(), + np.nan_to_num(failed).sum(), + newKey)) + elif outputKey in outputMats: + logger.warning("Target skims are missing key {0}".format(outputKey)) + else: + logger.warning("BEAM skims are missing key {0}".format(outputKey)) + + if ("TOTIVT" in measures) & ("IWAIT" in measures) & ("KEYIVT" in measures): + if toPenalize.sum() > 0: + inputKey = '_'.join([path, 'IWAIT', '', timePeriod]) + outputMats[inputKey][toPenalize] = inputMats[inputKey][toPenalize] * (failed[toPenalize] + 1) / ( + completed[toPenalize] + 1) + # outputSkim.close() + # inputSkim.close() + else: + logger.info( + "No input skim for mode {0} and time period {1}, with key {2}".format(path, timePeriod, complete_key)) + return (path, timePeriod), (completed, failed) + + +def simplify(input, timePeriod, mode, utf=False, expand=False): + # TODO: This is a hack + hdf_utf = input[{"mode": mode.encode('utf-8'), "timePeriod": timePeriod.encode('utf-8')}] + hdf = input[{"mode": mode, "timePeriod": timePeriod}] + originalDictUtf = {sk.name: sk for sk in hdf} + originalDict = {sk.name: sk for sk in hdf_utf} + bruteForceDict = {name: input[name] for name in input.list_matrices() if + (name.startswith(mode) & name.endswith(timePeriod))} + if originalDict is None: + if originalDictUtf is None: + originalDict = bruteForceDict + else: + originalDict = originalDictUtf.update(originalDictUtf) + else: + originalDict.update(bruteForceDict) + if originalDictUtf is not None: + originalDict.update(originalDictUtf) + newDict = dict() + if expand: + for key, item in originalDict.items(): + if key.startswith('SOV_'): + newKey = key.replace('SOV_', 'SOVTOLL_') + newDict[newKey] = item + newKey = key.replace('SOV_', 'HOV2_') + newDict[newKey] = item + newKey = key.replace('SOV_', 'HOV2TOLL_') + newDict[newKey] = item + newKey = key.replace('SOV_', 'HOV3_') + newDict[newKey] = item + newKey = key.replace('SOV_', 'HOV3TOLL_') + newDict[newKey] = item + originalDict.update(newDict) + return originalDict + + +def copy_skims_for_unobserved_modes(mapping, skims): + for fromMode, toModes in mapping.items(): + relevantSkimKeys = [key for key in skims.list_matrices() if key.startswith(fromMode + "_") & ~("TOLL" in key)] + for skimKey in relevantSkimKeys: + for toMode in toModes: + toKey = skimKey.replace(fromMode + "_", toMode + "_") + skims[toKey][:] = skims[skimKey][:] + print("Copying values from {0} to {1}".format(skimKey, toKey)) + + +def merge_current_omx_od_skims(all_skims_path, previous_skims_path, beam_output_dir): + skims = omx.open_file(all_skims_path, 'a') + current_skims_path = find_produced_od_skims(beam_output_dir, "omx") + partialSkims = omx.open_file(current_skims_path, mode='r') + iterable = [( + path, timePeriod, vals[1].to_list()) for (path, timePeriod), vals + in + pd.Series(partialSkims.listMatrices()).str.rsplit('_', n=3, expand=True).groupby([0, 3])] + + # GIVING UP ON PARALLELIZING THIS FOR NOW. see below for attempts that didn't work for some reason or another + + # results = Parallel(n_jobs=-1)(delayed(_merge_skim)(x) for x in iterable) + # p = mp.Pool(4) + # result = [p.apply_async(_merge_skim, args=((simplify(partialSkims, timePeriod, path, True), + # simplify(skims, timePeriod, path, False), path, + # timePeriod, vals))) for (path, timePeriod, vals) in iterable] + result = [_merge_skim(simplify(partialSkims, timePeriod, path, True), + simplify(skims, timePeriod, path, False), path, + timePeriod, vals) for (path, timePeriod, vals) in iterable] + + discover_impossible_ods(result, skims) + mapping = {"SOV": ["SOVTOLL", "HOV2", "HOV2TOLL", "HOV3", "HOV3TOLL"]} + copy_skims_for_unobserved_modes(mapping, skims) + skims.close() + partialSkims.close() + return current_skims_path + +def discover_impossible_ods(result, skims): + timePeriods = np.unique([b for (a, b), _ in result]) + # WALK TRANSIT: + for tp in timePeriods: + completed = {(a, b): c for (a, b), (c, d) in result if a.startswith('WLK') & a.endswith('WLK') & (b == tp)} + failed = {(a, b): c for (a, b), (c, d) in result if a.startswith('WLK') & a.endswith('WLK') & (b == tp)} + totalCompleted = np.nansum(list(completed.values()), axis=0) + totalFailed = np.nansum(list(failed.values()), axis=0) + for (path, _), mat in completed.items(): + name = '_'.join([path, 'TOTIVT', '', tp]) + toDelete = (mat == 0) & (totalCompleted > 50) & (totalFailed > 50) & (skims[name][:] > 0) + if np.any(toDelete): + print( + "Deleting {0} ODs for {1} in the {2} because after 50 transit trips " + "there no one has chosen it".format( + toDelete.sum(), path, tp)) + skims[name][toDelete] = 0 -def merge_current_skims(all_skims_path, previous_skims_path, beam_output_dir): - current_skims_path = find_produced_skims(beam_output_dir) + +def merge_current_od_skims(all_skims_path, previous_skims_path, beam_output_dir): + current_skims_path = find_produced_od_skims(beam_output_dir) if (current_skims_path is None) | (previous_skims_path == current_skims_path): # this means beam has not produced the skims + logger.error("No skims found in directory {0}, defaulting to {1}".format(beam_output_dir, current_skims_path)) return previous_skims_path schema = { @@ -39,10 +271,143 @@ def merge_current_skims(all_skims_path, previous_skims_path, beam_output_dir): } index_columns = ['timePeriod', 'pathType', 'origin', 'destination'] - all_skims = pd.read_csv(all_skims_path, dtype=schema, index_col=index_columns) - cur_skims = pd.read_csv(current_skims_path, dtype=schema, index_col=index_columns) - all_skims.loc[cur_skims.index.intersection(all_skims.index)] = cur_skims - all_skims = pd.concat([all_skims, cur_skims.loc[cur_skims.index.difference(all_skims.index)]]) + all_skims = pd.read_csv(all_skims_path, dtype=schema, index_col=index_columns, na_values=["∞"]) + cur_skims = pd.read_csv(current_skims_path, dtype=schema, index_col=index_columns, na_values=["∞"]) + for col in cur_skims.columns: # Handle new skim columns + if col not in all_skims.columns: + all_skims[col] = 0.0 + all_skims = pd.concat([cur_skims, all_skims.loc[all_skims.index.difference(cur_skims.index, sort=False)]]) all_skims = all_skims.reset_index() all_skims.to_csv(all_skims_path, index=False) return current_skims_path + + +def hourToTimeBin(hour: int): + if hour < 3: + return 'EV' + elif hour < 6: + return 'EA' + elif hour < 10: + return 'AM' + elif hour < 15: + return 'MD' + elif hour < 19: + return 'PM' + else: + return 'EV' + + +def aggregateInTimePeriod(df): + if df['completedRequests'].sum() > 0: + totalCompletedRequests = df['completedRequests'].sum() + waitTime = (df['waitTime'] * df['completedRequests']).sum() / totalCompletedRequests / 60. + costPerMile = (df['costPerMile'] * df['completedRequests']).sum() / totalCompletedRequests + observations = df['observations'].sum() + unmatchedRequestPortion = 1. - totalCompletedRequests / observations + return pd.Series({"waitTimeInMinutes": waitTime, "costPerMile": costPerMile, + "unmatchedRequestPortion": unmatchedRequestPortion, "observations": observations, + "completedRequests": totalCompletedRequests}) + else: + observations = df['observations'].sum() + return pd.Series({"waitTimeInMinutes": 6.0, "costPerMile": 5.0, + "unmatchedRequestPortion": 1.0, "observations": observations, + "completedRequests": 0}) + + +def merge_current_omx_origin_skims(all_skims_path, previous_skims_path, beam_output_dir, measure_map): + current_skims_path = find_produced_origin_skims(beam_output_dir) + + rawInputSchema = { + "tazId": str, + "hour": int, + "reservationType": str, + "waitTime": float, + "costPerMile": float, + "unmatchedRequestsPercent": float, + "observations": int, + "iterations": int + } + + cur_skims = pd.read_csv(current_skims_path, dtype=rawInputSchema, na_values=["∞"]) + cur_skims['timePeriod'] = cur_skims['hour'].apply(hourToTimeBin) + cur_skims.rename(columns={'tazId': 'origin'}, inplace=True) + cur_skims['completedRequests'] = cur_skims['observations'] * (1. - cur_skims['unmatchedRequestsPercent'] / 100.) + cur_skims = cur_skims.groupby(['timePeriod', 'reservationType', 'serviceName', 'origin']).apply(aggregateInTimePeriod) + cur_skims['failures'] = cur_skims['observations'] - cur_skims['completedRequests'] + skims = omx.open_file(all_skims_path, 'a') + idx = pd.Index(np.array(list(skims.mapping("zone_id").keys()), dtype=str).copy()) + for (timePeriod, reservationType, serviceName), _df in cur_skims.groupby(level=[0, 1, 2]): + df = _df.loc[(timePeriod, reservationType, serviceName)].reindex(idx, fill_value=0.0) + + trips = "RH_{0}_{1}_{2}__{3}".format(serviceName.upper(), reservationType.upper(), 'TRIPS', timePeriod.upper()) + failures = "RH_{0}_{1}_{2}__{3}".format(serviceName.upper(), reservationType.upper(), 'FAILURES', timePeriod.upper()) + rejectionprob = "RH_{0}_{1}_{2}__{3}".format(serviceName.upper(), reservationType.upper(), 'REJECTIONPROB', timePeriod.upper()) + + logger.info( + "Adding {0} complete trips and {1} failed trips to skim {2}".format(int(df['completedRequests'].sum()), + int(df['failures'].sum()), + trips)) + + skims[trips][:] = skims[trips][:] * 0.5 + df.loc[:, 'completedRequests'].values[:, None] + skims[failures][:] = skims[trips][:] * 0.5 + df.loc[:, 'failures'].values[:, None] + skims[rejectionprob][:] = np.nan_to_num(skims[failures][:] / (skims[trips][:] + skims[failures][:])) + + wait = "RH_{0}_{1}_{2}__{3}".format(serviceName.upper(), reservationType.upper(), 'WAIT', timePeriod.upper()) + originalWaitTime = np.array( + skims[wait]) # Hack due to pytables issue https://github.com/PyTables/PyTables/issues/310 + originalWaitTime[df['completedRequests'] > 0, :] = df.loc[ + df['completedRequests'] > 0, measure_map['WAIT']].values[ + :, + None] + skims[wait][:] = originalWaitTime + + +def merge_current_origin_skims(all_skims_path, previous_skims_path, beam_output_dir): + current_skims_path = find_produced_origin_skims(beam_output_dir) + if (current_skims_path is None) | (previous_skims_path == current_skims_path): + # this means beam has not produced the skims + logger.error("no skims produced from path {0}".format(current_skims_path)) + return previous_skims_path + + rawInputSchema = { + "tazId": str, + "hour": int, + "reservationType": str, + "waitTime": float, + "costPerMile": float, + "unmatchedRequestsPercent": float, + "observations": int, + "iterations": int + } + + aggregatedInput = { + "origin": str, + "timePeriod": str, + "reservationType": str, + "waitTimeInMinutes": float, + "costPerMile": float, + "unmatchedRequestPortion": float, + "observations": int + } + + index_columns = ['timePeriod', 'reservationType', 'origin'] + + all_skims = pd.read_csv(all_skims_path, dtype=aggregatedInput, na_values=["∞"]) + all_skims.set_index(index_columns, drop=True, inplace=True) + cur_skims = pd.read_csv(current_skims_path, dtype=rawInputSchema, na_values=["∞"]) + cur_skims['timePeriod'] = cur_skims['hour'].apply(hourToTimeBin) + cur_skims.rename(columns={'tazId': 'origin'}, inplace=True) + cur_skims['completedRequests'] = cur_skims['observations'] * (1. - cur_skims['unmatchedRequestsPercent'] / 100.) + cur_skims = cur_skims.groupby(['timePeriod', 'reservationType', 'serviceName', 'origin']).apply(aggregateInTimePeriod) + all_skims = pd.concat([cur_skims, all_skims.loc[all_skims.index.difference(cur_skims.index, sort=False)]]) + if all_skims.index.duplicated().sum() > 0: + logger.warning("Duplicated values in index: \n {0}".format(all_skims.loc[all_skims.duplicated()])) + all_skims.drop_duplicates(inplace=True) + all_skims.to_csv(all_skims_path, index=True) + cur_skims['totalWaitTimeInMinutes'] = cur_skims['waitTimeInMinutes'] * cur_skims['completedRequests'] + totals = cur_skims.groupby(['timePeriod', 'reservationType', 'serviceName']).sum() + totals['matchedPercent'] = totals['completedRequests'] / totals['observations'] + totals['meanWaitTimeInMinutes'] = totals['totalWaitTimeInMinutes'] / totals['completedRequests'] + logger.info("Ridehail matching summary: \n {0}".format(totals[['meanWaitTimeInMinutes', 'matchedPercent']])) + logger.info("Total requests: \n {0}".format(totals['observations'].sum())) + logger.info("Total completed requests: \n {0}".format(totals['completedRequests'].sum())) diff --git a/pilates/beam/preprocessor.py b/pilates/beam/preprocessor.py index 5120892..064ce5b 100644 --- a/pilates/beam/preprocessor.py +++ b/pilates/beam/preprocessor.py @@ -3,9 +3,56 @@ import gzip import shutil import pandas as pd +import numpy as np logger = logging.getLogger(__name__) +beam_param_map = {'beam_sample': 'beam.agentsim.agentSampleSizeAsFractionOfPopulation', + 'beam_replanning_portion': 'beam.agentsim.agents.plans.merge.fraction', + 'max_plans_memory': 'beam.replanning.maxAgentPlanMemorySize' + } + + +def update_beam_config(settings, param, valueOverride=None): + if param in settings: + config_header = beam_param_map[param] + if valueOverride is None: + config_value = settings[param] + else: + config_value = valueOverride + beam_config_path = os.path.join( + settings['beam_local_input_folder'], + settings['region'], + settings['beam_config']) + modified = False + with open(beam_config_path, 'r') as file: + data = file.readlines() + with open(beam_config_path, 'w') as file: + for line in data: + if config_header in line: + if ~modified: + file.writelines(config_header + " = " + str(config_value) + "\n") + modified = True + else: + file.writelines(line) + if not modified: + file.writelines("\n" + config_header + " = " + str(config_value) + "\n") + else: + logger.warn("Tried to modify parameter {0} but couldn't find it in settings.yaml".format(param)) + + +def make_archive(source, destination): + """ + From https://stackoverflow.com/questions/32640053/compressing-directory-using-shutil-make-archive-while-preserving-directory-str + """ + base = os.path.basename(destination) + name = base.split('.')[0] + fmt = base.split('.')[1] + archive_from = os.path.dirname(source) + archive_to = os.path.basename(source.strip(os.sep)) + shutil.make_archive(name, fmt, archive_from, archive_to) + shutil.move('%s.%s' % (name, fmt), destination) + def copy_plans_from_asim(settings, year, replanning_iteration_number=0): asim_output_data_dir = settings['asim_local_output_folder'] @@ -19,27 +66,102 @@ def copy_with_compression_asim_file_to_beam(asim_file_name, beam_file_name): beam_file_path = os.path.join(beam_scenario_folder, beam_file_name) logger.info("Copying asim file %s to beam input scenario file %s", asim_file_path, beam_file_path) - with open(asim_file_path, 'rb') as f_in, gzip.open( - beam_file_path, 'wb') as f_out: - f_out.writelines(f_in) + if os.path.exists(asim_file_path): + with open(asim_file_path, 'rb') as f_in, gzip.open( + beam_file_path, 'wb') as f_out: + f_out.writelines(f_in) + + def copy_with_compression_asim_file_to_asim_archive(file_path, file_name, year, replanning_iteration_number): + iteration_folder_name = "year-{0}-iteration-{1}".format(year, replanning_iteration_number) + iteration_folder_path = os.path.join(asim_output_data_dir, iteration_folder_name) + if ~os.path.exists(os.path.abspath(iteration_folder_path)): + os.makedirs(iteration_folder_path, exist_ok=True) + input_file_path = os.path.join(file_path, file_name) + target_file_path = os.path.join(iteration_folder_path, file_name) + if target_file_path.endswith('.csv'): + target_file_path += '.gz' + if os.path.exists(file_path): + with open(input_file_path, 'rb') as f_in, gzip.open( + target_file_path, 'wb') as f_out: + f_out.writelines(f_in) + elif os.path.isdir(os.path.abspath(input_file_path)): + make_archive(input_file_path, target_file_path + ".zip") + else: + shutil.copy(input_file_path, target_file_path) - def merge_only_updated_households(asim_file_path, beam_file_path): - original = pd.read_csv(beam_file_path) - updated = pd.read_csv(asim_file_path) - unchanged = original.loc[~original.household_id.isin(updated.household_id.unique()), :] - final = pd.concat([updated, unchanged]) - final.to_csv(beam_file_path, compression='gzip') + def merge_only_updated_households(): + asim_plans_path = os.path.join(asim_output_data_dir, 'final_plans.csv') + asim_households_path = os.path.join(asim_output_data_dir, 'final_households.csv') + asim_persons_path = os.path.join(asim_output_data_dir, 'final_persons.csv') + beam_plans_path = os.path.join(beam_scenario_folder, 'plans.csv.gz') + beam_households_path = os.path.join(beam_scenario_folder, 'households.csv.gz') + beam_persons_path = os.path.join(beam_scenario_folder, 'persons.csv.gz') + if os.path.exists(beam_plans_path): + logger.info("Merging asim outputs with existing beam input scenario files") + original_households = pd.read_csv(beam_households_path) + updated_households = pd.read_csv(asim_households_path) + original_persons = pd.read_csv(beam_persons_path) + updated_persons = pd.read_csv(asim_persons_path) - merge_only_updated_households('final_plans.csv', 'plans.csv.gz') - if replanning_iteration_number == 0: + per_o = original_persons.person_id.unique() + per_u = updated_persons.person_id.unique() + overlap = np.in1d(per_u, per_o).sum() + logger.info("There were %s persons replanned out of %s originally, and %s of them existed before", + len(per_u), len(per_o), overlap) + + hh_o = (original_persons.household_id.unique()) + hh_u = (updated_persons.household_id.unique()) + overlap = np.in1d(hh_u, hh_o).sum() + logger.info("There were %s households replanned out of %s originally, and %s of them existed before", + len(hh_u), len(hh_o), overlap) + + persons_final = pd.concat([updated_persons, original_persons.loc[ + ~original_persons.person_id.isin(per_u), :]]) + persons_final.to_csv(beam_persons_path, index=False, compression='gzip') + households_final = pd.concat([updated_households, original_households.loc[ + ~original_households.household_id.isin(hh_u), :]]) + households_final.to_csv(beam_households_path, index=False, compression='gzip') + + original_plans = pd.read_csv(beam_plans_path).rename(columns={'tripId': 'trip_id'}) + updated_plans = pd.read_csv(asim_plans_path) + unchanged_plans = original_plans.loc[~original_plans.person_id.isin(per_u), :] + logger.info("Adding %s new plan elements after and keeping %s from previous iteration", + len(updated_plans), len(unchanged_plans)) + plans_final = pd.concat([updated_plans, unchanged_plans]) + persons_with_plans = np.in1d(persons_final.person_id.unique(), plans_final.person_id.unique()).sum() + logger.info("Of %s persons, %s of them have plans", len(persons_final), persons_with_plans) + plans_final.to_csv(beam_plans_path, compression='gzip', index=False) + else: + logger.info("No plans existed already so copying them directly. THIS IS BAD") + pd.read_csv(asim_plans_path).to_csv(beam_plans_path, compression='gzip') + + if replanning_iteration_number < 0: + copy_with_compression_asim_file_to_beam('final_plans.csv', 'plans.csv.gz') copy_with_compression_asim_file_to_beam('final_households.csv', 'households.csv.gz') copy_with_compression_asim_file_to_beam('final_persons.csv', 'persons.csv.gz') + copy_with_compression_asim_file_to_beam('final_land_use.csv', 'land_use.csv.gz') + copy_with_compression_asim_file_to_beam('final_tours.csv', 'tours.csv.gz') + copy_with_compression_asim_file_to_beam('final_trips.csv', 'trips.csv.gz') + copy_with_compression_asim_file_to_beam('final_joint_tour_participants.csv', 'joint_tour_participants.csv.gz') + else: + merge_only_updated_households() if settings.get('final_asim_plans_folder', False): - beam_local_plans = os.path.join(beam_scenario_folder, 'plans.csv.gz') - final_plans_name = f"final_plans_{year}_{replanning_iteration_number:02d}.csv.gz" - final_plans_location = os.path.join(settings['final_asim_plans_folder'], final_plans_name) - logger.info("Copying asim plans %s to final asim folder %s", beam_local_plans, final_plans_location) - shutil.copyfile(beam_local_plans, final_plans_location) - + # This first one not currently necessary when asim-lite is replanning all households + # copy_with_compression_asim_file_to_asim_archive(asim_output_data_dir, 'final_plans.csv', year, + # replanning_iteration_number) + copy_with_compression_asim_file_to_asim_archive(beam_scenario_folder, 'plans.csv.gz', year, + replanning_iteration_number) + copy_with_compression_asim_file_to_asim_archive(beam_scenario_folder, 'households.csv.gz', year, + replanning_iteration_number) + copy_with_compression_asim_file_to_asim_archive(beam_scenario_folder, 'persons.csv.gz', year, + replanning_iteration_number) + copy_with_compression_asim_file_to_asim_archive(asim_output_data_dir, 'final_land_use.csv', year, + replanning_iteration_number) + copy_with_compression_asim_file_to_asim_archive(asim_output_data_dir, 'final_tours.csv', year, + replanning_iteration_number) + copy_with_compression_asim_file_to_asim_archive(asim_output_data_dir, 'final_trips.csv', year, + replanning_iteration_number) + copy_with_compression_asim_file_to_asim_archive(asim_output_data_dir, 'trip_mode_choice', year, + replanning_iteration_number) return diff --git a/pilates/beam/production/common/akka-router.conf b/pilates/beam/production/common/akka-router.conf new file mode 100644 index 0000000..500f082 --- /dev/null +++ b/pilates/beam/production/common/akka-router.conf @@ -0,0 +1,27 @@ +router-dispatcher { + # Dispatcher is the name of the event-based dispatcher + type = Dispatcher + # What kind of ExecutionService to use + executor = "fork-join-executor" + # Configuration for the fork join pool + fork-join-executor { + # Min number of threads to cap factor-based parallelism number to + parallelism-min = 2 + # Parallelism (threads) ... ceil(available processors * factor) + parallelism-factor = 1.0 + # Max number of threads to cap factor-based parallelism number to + parallelism-max = 16 + } + # Throughput defines the maximum number of messages to be + # processed per actor before the thread jumps to the next actor. + # Set to 1 for as fair as possible. + throughput = 100 +} + +akka { + deployment { + /router/router-worker { + dispatcher = router-dispatcher + } + } +} \ No newline at end of file diff --git a/pilates/beam/production/common/akka.conf b/pilates/beam/production/common/akka.conf new file mode 100644 index 0000000..b132adf --- /dev/null +++ b/pilates/beam/production/common/akka.conf @@ -0,0 +1,258 @@ +################################################################## +# Akka +################################################################## +my-custom-mailbox { + mailbox-type = "akka.dispatch.UnboundedDequeBasedMailbox" +} + +beam-agent-scheduler-pinned-dispatcher { + executor = "thread-pool-executor" + type = PinnedDispatcher + thread-pool-executor.allow-core-timeout=off +} + +parking-network-manager-pinned-dispatcher { + executor = "thread-pool-executor" + type = PinnedDispatcher + thread-pool-executor { + keep-alive-time = 120s + core-pool-size-max = 64 + allow-core-timeout = off + } +} + +charging-network-manager-pinned-dispatcher { + executor = "thread-pool-executor" + type = PinnedDispatcher + thread-pool-executor.allow-core-timeout=off +} + +ride-hail-manager-pinned-dispatcher { + executor = "thread-pool-executor" + type = PinnedDispatcher + thread-pool-executor.allow-core-timeout=off +} + +akka { + extensions = ["com.romix.akka.serialization.kryo.KryoSerializationExtension$"] + + loggers = ["akka.event.slf4j.Slf4jLogger"] + # , "akka.testkit.TestEventListener" + logging-filter = "akka.event.slf4j.Slf4jLoggingFilter" + loglevel = "debug" + stdout-loglevel = "OFF" + + actor { + serializers { + kryo = "com.romix.akka.serialization.kryo.KryoSerializer" + } + serialization-bindings { + "java.io.Serializable" = kryo + } + debug { + lifecycle = on + # enable DEBUG logging of unhandled messages + unhandled = on + fsm = off + } + + remote { + log-remote-lifecycle-events = off + log-received-messages = on + # netty.tcp { + # hostname = ${node.host} + # port = ${node.port} + # } + # artery { + # enabled = on + # canonical.hostname = ${node.host} + # canonical.port = ${node.port} + # advanced { + # maximum-frame-size = 1256KiB + # buffer-pool-size = 128 + # maximum-large-frame-size = 18MiB + # large-buffer-pool-size = 32 + # client-liveness-timeout = 200 seconds + # driver-timeout = 200 seconds + # } + # } + # If this is "on", Akka will log all outbound messages at DEBUG level, + # if off then they are not logged + log-sent-messages = on + } + + #provider = "akka.cluster.ClusterActorRefProvider" + + #cluster { + # seed-nodes = [ + # "akka://ClusterSystem@"${seed.address} + # ] + #} + + kryo { + # Possibles values for type are: graph or nograph + # graph supports serialization of object graphs with shared nodes + # and cyclic references, but this comes at the expense of a small + # overhead nograph does not support object grpahs with shared nodes, + # but is usually faster + type = "graph" + # Possible values for idstrategy are: + # default, explicit, incremental, automatic + # + # default - slowest and produces bigger serialized representation. + # Contains fully-qualified class names (FQCNs) for each class. Note + # that selecting this strategy does not work in version 0.3.2, but + # is available from 0.3.3 onward. + # + # explicit - fast and produces compact serialized representation. + # Requires that all classes that will be serialized are pre-registered + # using the "mappings" and "classes" sections. To guarantee that both + # sender and receiver use the same numeric ids for the same classes it + # is advised to provide exactly the same entries in the "mappings" + # section. + # + # incremental - fast and produces compact serialized representation. + # Support optional pre-registering of classes using the "mappings" + # and "classes" sections. If class is not pre-registered, it will be + # registered dynamically by picking a next available id To guarantee + # that both sender and receiver use the same numeric ids for the same + # classes it is advised to pre-register them using at least the "classes" section. + # + # automatic - use the pre-registered classes with fallback to FQCNs + # Contains fully-qualified class names (FQCNs) for each non pre-registered + # class in the "mappings" and "classes" sections. This strategy was + # added in version 0.4.1 and will not work with the previous versions + idstrategy = "default" + # Define a default queue builder, by default ConcurrentLinkedQueue is used. + # Create your own queue builder by implementing the trait QueueBuilder, + # useful for paranoid GC users that want to use JCtools MpmcArrayQueue for example. + # + # If you pass a bounded queue make sure its capacity is equal or greater than the + # maximum concurrent remote dispatcher threads your application will ever have + # running; failing to do this will have a negative performance impact: + # + # custom-queue-builder = "a.b.c.KryoQueueBuilder" + # Define a default size for byte buffers used during serialization + buffer-size = 65536 + # The serialization byte buffers are doubled as needed until they + # exceed max-buffer-size and an exception is thrown. Can be -1 + # for no maximum. + max-buffer-size = -1 + # If set, akka uses manifests to put a class name + # of the top-level object into each message + use-manifests = false + # If set it will use the UnsafeInput and UnsafeOutput + # Kyro IO instances. Please note that there is no guarantee + # for backward/forward compatibility of unsafe serialization. + # It is also not compatible with the safe-serialized values. + # The unsafe IO usually creates bugger payloads but is faster + # for some types, e.g. native arrays. + use-unsafe = false + # The transformations that have be done while serialization + # Supported transformations: compression and encryption + # accepted values(comma separated if multiple): off | lz4 | deflate | aes + # Transformations occur in the order they are specified + post-serialization-transformations = "off" + # Settings for aes encryption, if included in transformations AES + # algo mode, key and custom key class can be specified AES algo mode + # defaults to 'AES/CBC/PKCS5Padding' and key to 'ThisIsASecretKey'. + # If custom key class is provided, Kryo will use the class specified + # by a fully qualified class name to get custom AES key. Such a + # class should define the method 'kryoAESKey'. This key overrides 'key'. + # If class doesn't contain 'kryoAESKey' method, specified key is used. + # If this is not present, default key is used + # Log implicitly registered classes. Useful, if you want to know all + # classes which are serialized. You can then use this information in + # the mappings and/or classes sections + implicit-registration-logging = false + # If enabled, Kryo logs a lot of information about serialization process. + # Useful for debugging and lowl-level tweaking + kryo-trace = false + # If proviced, Kryo uses the class specified by a fully qualified + # class name to perform a custom initialization of Kryo instances in + # addition to what is done automatically based on the config file. + # If enabled, allows Kryo to resolve subclasses of registered Types. + # + # This is primarily useful when idstrategy is set to "explicit". In this + # case, all classes to be serialized must be explicitly registered. The + # problem is that a large number of common Scala and Akka types (such as + # Map and ActorRef) are actually traits that mask a large number of + # specialized classes that deal with various situations and optimizations. + # It isn't straightforward to register all of these, so you can instead + # register a single supertype, with a serializer that can handle *all* of + # the subclasses, and the subclasses get serialized with that. + # + # Use this with care: you should only rely on this when you are confident + # that the superclass serializer covers all of the special cases properly. + resolve-subclasses = false + # Define mappings from a fully qualified class name to a numeric id. + # Smaller ids lead to smaller sizes of serialized representations. + # + # This section is: + # - mandatory for idstrategy="explicit" + # - ignored for idstrategy="default" + # - optional for incremental and automatic + # + # The smallest possible id should start at 20 (or even higher), because + # ids below it are used by Kryo internally e.g. for built-in Java and + # Scala types + mappings { + "package1.name1.className1" = 20, + "package2.name2.className2" = 21 + } + # Define a set of fully qualified class names for + # classes to be used for serialization. + # The ids for those classes will be assigned automatically, + # but respecting the order of declaration in this section + # + # This section is ignored for idstrategy="default" and optional for + # all other. + classes = [ + "package3.name3.className3", + "package4.name4.className4" + ] + } + } + remote { + log-remote-lifecycle-events = off + log-received-messages = on + log-sent-messages = on + artery { + transport = tcp + enabled = on + + # Next configurations will be set at runtime by BeamHelper + # canonical.hostname = ${node.host} + # canonical.port = ${node.port} + + advanced { + maximum-frame-size = 512MiB + buffer-pool-size = 128 + maximum-large-frame-size = 1024MiB + large-buffer-pool-size = 32 + client-liveness-timeout = 400 seconds + driver-timeout = 400 seconds + } + } + } + cluster { + debug.verbose-heartbeat-logging = on + debug.verbose-gossip-logging = on + # This configuration will be set at runtime by BeamHelper + # seed-nodes = [ "akka://ClusterSystem@"${seed.address}] + + # how often should the node send out gossip information? + gossip-interval = 1s + # discard incoming gossip messages if not handled within this duration + gossip-time-to-live = 20s + failure-detector { + heartbeat-interval = 1s + acceptable-heartbeat-pause = 140s + } + } +} + +################################################################## +# Non-common Akka +################################################################## +akka.log-dead-letters = 1 diff --git a/pilates/beam/production/common/matsim.conf b/pilates/beam/production/common/matsim.conf new file mode 100644 index 0000000..c24e1dd --- /dev/null +++ b/pilates/beam/production/common/matsim.conf @@ -0,0 +1,252 @@ +################################################################## +# MATSim Conversion +################################################################## + +matsim.conversion { + scenarioDirectory = "test/intput/siouxfalls" + populationFile = "Siouxfalls_population.xml" + matsimNetworkFile = "Siouxfalls_network_PT.xml" + generateVehicles = true + vehiclesFile = "Siouxfalls_vehicles.xml" + defaultHouseholdIncome { + currency = "usd" + period = "year" + value = 50000 + } + osmFile = "south-dakota-latest.osm.pbf" + shapeConfig { + shapeFile = "tz46_d00.shp" + tazIdFieldName = "TZ46_D00_I" + } +} + +################################################################## +# MATSim Modules +################################################################## + +matsim.modules { + global { + randomSeed = 1234 + coordinateSystem = ${beam.spatial.localCRS} + } + network { + inputNetworkFile = ${beam.physsim.inputNetworkFilePath} + } + plans { + inputPlansFile = ${beam.agentsim.agents.plans.inputPlansFilePath} + inputPersonAttributesFile = ${beam.agentsim.agents.plans.inputPersonAttributesFilePath} + } + households { + inputFile = ${beam.agentsim.agents.households.inputFilePath} + inputHouseholdAttributesFile = ${beam.agentsim.agents.households.inputHouseholdAttributesFilePath} + } + strategy { + maxAgentPlanMemorySize = ${beam.replanning.maxAgentPlanMemorySize} + planSelectorForRemoval = ${?beam.replanning.planSelectorForRemoval} + + ModuleProbability_1 = ${?beam.replanning.ModuleProbability_1} + Module_1 = ${?beam.replanning.Module_1} + #ModuleDisableAfterIteration_1 = 75 + + ModuleProbability_2 = ${?beam.replanning.ModuleProbability_2} + Module_2 = ${?beam.replanning.Module_2} + #ModuleDisableAfterIteration_2 = 75 + + ModuleProbability_3 = ${?beam.replanning.ModuleProbability_3} + Module_3 = ${?beam.replanning.Module_3} + #ModuleDisableAfterIteration_3 = 75 + + ModuleProbability_4 = ${?beam.replanning.ModuleProbability_4} + Module_4 = ${?beam.replanning.Module_4} + #ModuleDisableAfterIteration_4 = 75 + + fractionOfIterationsToDisableInnovation = ${?beam.replanning.fractionOfIterationsToDisableInnovation} + + #due to parameterset is an array type order of params should be maintain + parameterset = [ + { + type = "strategysettings" + disableAfterIteration = -1 + strategyName = ${?beam.replanning.Module_2} + weight = ${?beam.replanning.ModuleProbability_2} + }, + { + type = "strategysettings" + disableAfterIteration = -1 + strategyName = ${?beam.replanning.Module_3} + weight = ${?beam.replanning.ModuleProbability_3} + }, + { + type = "strategysettings" + disableAfterIteration = -1 + strategyName = ${?beam.replanning.Module_4} + weight = ${?beam.replanning.ModuleProbability_4} + }, + { + type = "strategysettings" + disableAfterIteration = -1 + strategyName = ${?beam.replanning.Module_1} + weight = ${?beam.replanning.ModuleProbability_1} + } + ] + } + counts { + countsScaleFactor = ${beam.calibration.counts.countsScaleFactor} + averageCountsOverIterations = ${beam.calibration.counts.averageCountsOverIterations} + writeCountsInterval = ${beam.calibration.counts.writeCountsInterval} + inputCountsFile = ${?beam.calibration.counts.inputCountsFile} + outputformat = "all" + } + + parallelEventHandling { + #Estimated number of events during mobsim run. An optional optimization hint for the framework. + estimatedNumberOfEvents = 10000 + #Number of threads for parallel events handler. 0 or null means the framework decides by itself. + numberOfThreads= 1 + #If enabled, each event handler is assigned to its own thread. Note that enabling this feature disabled the numberOfThreads option! This feature is still experimental! + oneThreadPerHandler = false + # If enabled, it is ensured that all events that are created during a time step of the mobility simulation are processed before the next time step is simulated. E.g. neccessary when within-day replanning is used. + synchronizeOnSimSteps = false + } + controler { + firstIteration = ${beam.agentsim.firstIteration} + lastIteration = ${beam.agentsim.lastIteration} + eventsFileFormat = "xml" + overwriteFiles = "overwriteExistingFiles" + mobsim = "metasim" + outputDirectory = "" + } + qsim { + #"start/endTime" of MobSim (00:00:00 == take earliest activity time/ run as long as active vehicles exist) --> + startTime="00:00:00" + endTime=${beam.agentsim.endTime} + #00:00:00 means NO snapshot writing + snapshotperiod = "00:00:00" + } + transit { + useTransit = false + transitModes = "pt" + } + changeMode { + modes="car,pt" + } + planCalcScore { + writeExperiencedPlans = true + learningRate = "1.0" + BrainExpBeta= "2.0" + lateArrival= "-18" + earlyDeparture = "-0" + performing = "6.0" + traveling="-6.0" + waiting="-0" + + parameterset = [ + { + type = "activityParams" + activityType = "Home" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "01:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "Work" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "9:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "Shopping" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "9:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "Social" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "4:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "Eatout" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "2:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "School" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "8:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "Escort" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "00:30:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "University" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "08:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "activityParams" + activityType = "Other" + priority = 1.0 + scoringThisActivityAtAll = true + typicalDuration = "02:00:00" + typicalDurationScoreComputation = "uniform" + }, { + type = "modeParams" + mode = "car" + constant = 0.0 + marginalUtilityOfDistance_util_m = 0.0 + marginalUtilityOfTraveling_util_hr = -6.0 + monetaryDistanceRate = 0.0 + }, { + type = "modeParams" + mode = "walk" + constant = 0.0 + marginalUtilityOfDistance_util_m = 0.0 + marginalUtilityOfTraveling_util_hr = -6.0 + monetaryDistanceRate = 0.0 + }, { + type = "modeParams" + mode = "bike" + constant = 0.0 + marginalUtilityOfDistance_util_m = 0.0 + marginalUtilityOfTraveling_util_hr = -6.0 + monetaryDistanceRate = 0.0 + }, { + type = "modeParams" + mode = "ride_hail" + constant = 0.0 + marginalUtilityOfDistance_util_m = 0.0 + marginalUtilityOfTraveling_util_hr = -6.0 + monetaryDistanceRate = 0.0 + }, { + type = "modeParams" + mode = "drive_transit" + constant = 0.0 + marginalUtilityOfDistance_util_m = 0.0 + marginalUtilityOfTraveling_util_hr = -6.0 + monetaryDistanceRate = 0.0 + }, { + type = "modeParams" + mode = "walk_transit" + constant = 0.0 + marginalUtilityOfDistance_util_m = 0.0 + marginalUtilityOfTraveling_util_hr = -6.0 + monetaryDistanceRate = 0.0 + } + ] + } +} diff --git a/pilates/beam/production/common/metrics.conf b/pilates/beam/production/common/metrics.conf new file mode 100644 index 0000000..9695129 --- /dev/null +++ b/pilates/beam/production/common/metrics.conf @@ -0,0 +1,49 @@ +################################################################## +# Metrics +################################################################## +beam.metrics.level = "off" + +beam.sim.metric.collector { + influxDbSimulationMetricCollector { + database = "beam" + connectionString = "http://localhost:8086" + } + + ################################################################## + # + # - writing a run name, an iteration number, a map envelope + # - necessary for displaying all metrics + # beam-run, beam-iteration, beam-map-envelope, + # + # - writing a single number with a count of households, population size, charging stalls count e.t.c + # beam-run-households, beam-run-population-size, beam-run-private-fleet-size, beam-run-charging-depots-cnt, + # beam-run-charging-depots-stalls-cnt, beam-run-public-fast-charge-cnt, beam-run-public-fast-charge-stalls-cnt, + # + # - writing a single number with a count of different RH vehicles + # beam-run-RH-ev-cav, beam-run-RH-non-ev-cav, beam-run-RH-ev-non-cav, beam-run-RH-non-ev-non-cav, + # + # - RH EV CAV metrics for 8 graphs. + # - 4 graphs for count of RH vehicles, 4 graphs for trip distances + # rh-ev-cav-count, rh-ev-cav-distance, rh-ev-nocav-count, rh-ev-nocav-distance, + # rh-noev-cav-count, rh-noev-cav-distance, rh-noev-nocav-count, rh-noev-nocav-distance, + # + # - various graphs + # parking, chargingPower, mode-choices, average-travel-time, + # + # - various graphs for RH + # ride-hail-inquiry-served, ride-hail-allocation-reserved, ride-hail-waiting-time, ride-hail-waiting-time-map, ride-hail-trip-distance + # + ################################################################## + metrics = """ + beam-run, beam-iteration, beam-map-envelope, + + beam-run-households, beam-run-population-size, beam-run-private-fleet-size, beam-run-charging-depots-cnt, + beam-run-charging-depots-stalls-cnt, beam-run-public-fast-charge-cnt, beam-run-public-fast-charge-stalls-cnt, + + beam-run-RH-ev-cav, beam-run-RH-non-ev-cav, beam-run-RH-ev-non-cav, beam-run-RH-non-ev-non-cav, + + parking, chargingPower, mode-choices, average-travel-time, + + ride-hail-waiting-time, ride-hail-waiting-time-map, ride-hail-trip-distance + """ +} \ No newline at end of file diff --git a/pilates/polaris/skim_file_reader.py b/pilates/polaris/skim_file_reader.py index 969a98c..ebf4be3 100644 --- a/pilates/polaris/skim_file_reader.py +++ b/pilates/polaris/skim_file_reader.py @@ -15,1176 +15,1176 @@ ###################################################################################### def Main(skims, highway_skim_file='', transit_skim_file='', write_bin=False, write_csv=False, write_tab=False, write_HDF5=False, origin_list=None, dest_list=None, limit_modes_list=None, limit_values_list=None): - do_highway = GetHighwaySkims(highway_skim_file, skims) - - if not skims.silent: - skims.print_header_info() - - do_transit = GetTransitSkims(transit_skim_file, do_highway, skims) - - if origin_list is not None: skims = ReduceTransitSkims(skims,origin_list) - - if do_highway and write_bin: WriteHighwaySkimsV1(highway_skim_file, skims) - if do_transit and write_bin: WriteTransitSkimsV1(transit_skim_file, skims) - - if do_highway and write_csv: WriteHighwaySkimsV1_CSV(highway_skim_file, skims, origin_list, dest_list, limit_values_list) - if do_transit and write_csv: WriteTransitSkimsV1_CSV(transit_skim_file, skims, origin_list, dest_list, limit_modes_list, limit_values_list) - - if do_highway and write_tab: WriteHighwaySkimsV1_TEXT(highway_skim_file, skims, origin_list, dest_list) - #if do_transit and write_tab: WriteTransitSkimsV1_TEXT(ransit_skim_file, skims, origin_list, dest_list) - - if write_HDF5: WriteSkimsHDF5('test.hdf5',skims, do_transit) - + do_highway = GetHighwaySkims(highway_skim_file, skims) + + if not skims.silent: + skims.print_header_info() + + do_transit = GetTransitSkims(transit_skim_file, do_highway, skims) + + if origin_list is not None: skims = ReduceTransitSkims(skims,origin_list) + + if do_highway and write_bin: WriteHighwaySkimsV1(highway_skim_file, skims) + if do_transit and write_bin: WriteTransitSkimsV1(transit_skim_file, skims) + + if do_highway and write_csv: WriteHighwaySkimsV1_CSV(highway_skim_file, skims, origin_list, dest_list, limit_values_list) + if do_transit and write_csv: WriteTransitSkimsV1_CSV(transit_skim_file, skims, origin_list, dest_list, limit_modes_list, limit_values_list) + + if do_highway and write_tab: WriteHighwaySkimsV1_TEXT(highway_skim_file, skims, origin_list, dest_list) + #if do_transit and write_tab: WriteTransitSkimsV1_TEXT(ransit_skim_file, skims, origin_list, dest_list) + + if write_HDF5: WriteSkimsHDF5('test.hdf5',skims, do_transit) + def MEP(skims, highway_skim_file, transit_skim_file,): - do_highway = GetHighwaySkims(highway_skim_file, skims) - - skims.print_header_info() - - do_transit = GetTransitSkims(transit_skim_file, do_highway, skims) - - - t = skims.intervals[skims.get_interval_idx(540)] - a_cost = skims.auto_cost_skims[t] - t_cost = skims.transit_fare['BUS'][t] - t_ivtt = skims.transit_ttime['BUS'][t] - dist = skims.auto_distance_skims[t] - - mep_file = open('mep_cost_file.csv', 'w') - - # loop through all zones - mep_file.write('taz,auto_costpermile,tran_costpermile\n') - for kvp in skims.zone_id_to_index_map.items(): - i = kvp[0] - idx = kvp[1] - - acost = 0.0 - adist = 0.0 - - tcost = 0.0 - tdist = 0.0 - - for kvp2 in skims.zone_id_to_index_map.items(): - j = kvp2[0] - jdx = kvp2[1] - - acost += a_cost[idx,jdx] - adist += dist[idx,jdx] - - if t_ivtt[idx,jdx] < 86400 and t_ivtt[idx,jdx] > 0 and idx != jdx: - tcost += t_cost[idx,jdx] - tdist += dist[idx,jdx] - - - #print(tcost, tdist) - if tdist == 0: - tcost = 99999.0 - tdist = 1.0 - - mep_file.write(str(i) + "," + str(acost/adist) + "," + str(tcost/tdist) + '\n') - - + do_highway = GetHighwaySkims(highway_skim_file, skims) + + skims.print_header_info() + + do_transit = GetTransitSkims(transit_skim_file, do_highway, skims) + + + t = skims.intervals[skims.get_interval_idx(540)] + a_cost = skims.auto_cost_skims[t] + t_cost = skims.transit_fare['BUS'][t] + t_ivtt = skims.transit_ttime['BUS'][t] + dist = skims.auto_distance_skims[t] + + mep_file = open('mep_cost_file.csv', 'w') + + # loop through all zones + mep_file.write('taz,auto_costpermile,tran_costpermile\n') + for kvp in skims.zone_id_to_index_map.items(): + i = kvp[0] + idx = kvp[1] + + acost = 0.0 + adist = 0.0 + + tcost = 0.0 + tdist = 0.0 + + for kvp2 in skims.zone_id_to_index_map.items(): + j = kvp2[0] + jdx = kvp2[1] + + acost += a_cost[idx,jdx] + adist += dist[idx,jdx] + + if t_ivtt[idx,jdx] < 86400 and t_ivtt[idx,jdx] > 0 and idx != jdx: + tcost += t_cost[idx,jdx] + tdist += dist[idx,jdx] + + + #print(tcost, tdist) + if tdist == 0: + tcost = 99999.0 + tdist = 1.0 + + mep_file.write(str(i) + "," + str(acost/adist) + "," + str(tcost/tdist) + '\n') + + ###################################################################################### # Skim Functions - do not modify anything below this section ###################################################################################### def GetHighwaySkims(highway_skim_file, skims): - if highway_skim_file == '': - return False - - infile = open(highway_skim_file, 'rb') - - version1 = True; - version2 = True; - version3 = True; - - # check version tag - if not Check_Tag(infile,"SKIM:V01"): - version1 = False - infile.seek(-8,1) - else: - skims.version = 1 - - if not Check_Tag(infile,"SKIM:V02"): - version2 = False - infile.seek(-8,1) - else: - version1 = True - version2 = True - skims.version = 2 - - if not Check_Tag(infile,"SKIM:V03"): - version3 = False - infile.seek(-8,1) - else: - version1 = True - version2 = True - version3 = True - skims.version = 3 - - # check for the new MODES count tag. - if version3: - if not Check_Tag(infile,"MODE"): - infile.seek(-4,1) - else: - version3 = True - tmodes = struct.unpack("i",infile.read(4))[0] - skims.version = 3 - - - # check to see if tag is in the file, if not read old version header information (modes,num_zones) - if not Check_Tag(infile,"BZON"): - infile.seek(-4,1) - # get zones - modes, zones = struct.unpack("ii",infile.read(8)) - # if zone tag is there, read in numzones, then the zone id-index pairs - else: - zones = struct.unpack("i",infile.read(4))[0] - for i in range(zones): - id, index = struct.unpack("ii",infile.read(8)) - if id not in skims.zone_id_to_index_map.keys(): - skims.zone_id_to_index_map[id] = index - skims.zone_index_to_id_map[index] = id - else: - print("Error, zone id was found more than once in zone map.") - Check_Tag(infile,"EZON",exit=True) - - # read intervals - if version1: - Check_Tag(infile,"BINT",True) - num_intervals = struct.unpack("i",infile.read(4))[0] - for i in range(num_intervals): - skims.intervals.append(struct.unpack("i",infile.read(4))[0]) - Check_Tag(infile,"EINT",True) - else: - increment = struct.unpack("i",infile.read(4))[0] / 60 - interval = increment - num_intervals = 0 - while interval < 1441: - skims.intervals.append(interval) - interval = interval + increment - num_intervals = num_intervals + 1 - size = zones*zones - skims.num_zones=zones - - # for each interval, check tags and read in matrix - for i in range(num_intervals): - if version1: Check_Tag(infile,"BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = size)) - if data.size < size: - print("Error: matrix not read properly for interval " + str(i) + ", copying from previous") - skims.auto_ttime_skims[skims.intervals[i]] = skims.auto_ttime_skims[skims.intervals[i-1]] - else: - skims.auto_ttime_skims[skims.intervals[i]] = data.reshape(zones,zones) - if version1: Check_Tag(infile,"EMAT",True) - - # if reading a version 2 skim, also read in the distance and cost matrices for each interval - if version2: - Check_Tag(infile,"BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = size)) - if data.size < size: - print("Error: matrix not read properly for interval " + str(i) + ", copying from previous") - skims.auto_distance_skims[skims.intervals[i]] = skims.auto_distance_skims[skims.intervals[i-1]] - else: - skims.auto_distance_skims[skims.intervals[i]] = data.reshape(zones,zones) - Check_Tag(infile,"EMAT",True) - Check_Tag(infile,"BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = size)) - if data.size < size: - print( "Error: matrix not read properly for interval " + str(i) + ", copying from previous") - skims.auto_cost_skims[skims.intervals[i]] = skims.auto_cost_skims[skims.intervals[i-1]] - else: - skims.auto_cost_skims[skims.intervals[i]] = data.reshape(zones,zones) - Check_Tag(infile,"EMAT",True) - - return True + if highway_skim_file == '': + return False + + infile = open(highway_skim_file, 'rb') + + version1 = True; + version2 = True; + version3 = True; + + # check version tag + if not Check_Tag(infile,"SKIM:V01"): + version1 = False + infile.seek(-8,1) + else: + skims.version = 1 + + if not Check_Tag(infile,"SKIM:V02"): + version2 = False + infile.seek(-8,1) + else: + version1 = True + version2 = True + skims.version = 2 + + if not Check_Tag(infile,"SKIM:V03"): + version3 = False + infile.seek(-8,1) + else: + version1 = True + version2 = True + version3 = True + skims.version = 3 + + # check for the new MODES count tag. + if version3: + if not Check_Tag(infile,"MODE"): + infile.seek(-4,1) + else: + version3 = True + tmodes = struct.unpack("i",infile.read(4))[0] + skims.version = 3 + + + # check to see if tag is in the file, if not read old version header information (modes,num_zones) + if not Check_Tag(infile,"BZON"): + infile.seek(-4,1) + # get zones + modes, zones = struct.unpack("ii",infile.read(8)) + # if zone tag is there, read in numzones, then the zone id-index pairs + else: + zones = struct.unpack("i",infile.read(4))[0] + for i in range(zones): + id, index = struct.unpack("ii",infile.read(8)) + if id not in skims.zone_id_to_index_map.keys(): + skims.zone_id_to_index_map[id] = index + skims.zone_index_to_id_map[index] = id + else: + print("Error, zone id was found more than once in zone map.") + Check_Tag(infile,"EZON",exit=True) + + # read intervals + if version1: + Check_Tag(infile,"BINT",True) + num_intervals = struct.unpack("i",infile.read(4))[0] + for i in range(num_intervals): + skims.intervals.append(struct.unpack("i",infile.read(4))[0]) + Check_Tag(infile,"EINT",True) + else: + increment = struct.unpack("i",infile.read(4))[0] / 60 + interval = increment + num_intervals = 0 + while interval < 1441: + skims.intervals.append(interval) + interval = interval + increment + num_intervals = num_intervals + 1 + size = zones*zones + skims.num_zones=zones + + # for each interval, check tags and read in matrix + for i in range(num_intervals): + if version1: Check_Tag(infile,"BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = size)) + if data.size < size: + print("Error: matrix not read properly for interval " + str(i) + ", copying from previous") + skims.auto_ttime_skims[skims.intervals[i]] = skims.auto_ttime_skims[skims.intervals[i-1]] + else: + skims.auto_ttime_skims[skims.intervals[i]] = data.reshape(zones,zones) + if version1: Check_Tag(infile,"EMAT",True) + + # if reading a version 2 skim, also read in the distance and cost matrices for each interval + if version2: + Check_Tag(infile,"BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = size)) + if data.size < size: + print("Error: matrix not read properly for interval " + str(i) + ", copying from previous") + skims.auto_distance_skims[skims.intervals[i]] = skims.auto_distance_skims[skims.intervals[i-1]] + else: + skims.auto_distance_skims[skims.intervals[i]] = data.reshape(zones,zones) + Check_Tag(infile,"EMAT",True) + Check_Tag(infile,"BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = size)) + if data.size < size: + print( "Error: matrix not read properly for interval " + str(i) + ", copying from previous") + skims.auto_cost_skims[skims.intervals[i]] = skims.auto_cost_skims[skims.intervals[i-1]] + else: + skims.auto_cost_skims[skims.intervals[i]] = data.reshape(zones,zones) + Check_Tag(infile,"EMAT",True) + + return True def GetTransitSkims(transit_skim_file, validate_against_highway, skims, zone_list=None): - if transit_skim_file == '': - return False - - infile = open(transit_skim_file, 'rb') - - version1 = True; - version2 = True; - version3 = False; - - # check version tag - if not Check_Tag(infile,"SKIM:V01"): - version1 = False - infile.seek(-8,1) - else: - skims.version = 1 - - if not Check_Tag(infile,"SKIM:V02"): - version2 = False - infile.seek(-8,1) - else: - version1 = True - version2 = True - skims.version = 2 - - if not Check_Tag(infile,"SKIM:V03"): - version3 = False - infile.seek(-8,1) - else: - version1 = True - version2 = True - version3 = True - skims.version = 3 - - # check for the new MODES count tag. - if version3: - if not Check_Tag(infile,"MODE"): - infile.seek(-4,1) - else: - version3 = True - tmodes = struct.unpack("i",infile.read(4))[0] - skims.version = 3 - if tmodes == len(skims.transit_modes)+2: - skims.transit_modes.append('UNPNR') - else: - print("SOMETHING IS WRONG HERE...") - - # check to see if tag is in the file, if not read old version header information (modes,num_zones) - if not Check_Tag(infile,"BZON"): - infile.seek(-4,1) - # get zones - tzones = struct.unpack("i",infile.read(4))[0] - # if zone tag is there, read in numzones, then the zone id-index pairs - else: - tzones = struct.unpack("i",infile.read(4))[0] - if not skims.silent: - print( "Number of zones = " + str(tzones)) - for i in range(tzones): - id, index = struct.unpack("ii",infile.read(8)) - if validate_against_highway: - if id not in skims.zone_id_to_index_map.keys(): - print( "Error: zone id " + str(id) + " found in transit file that does not exist in highway file") - else: - if skims.zone_id_to_index_map[id] != index: - print( "Error: zone id has a different index in transit file from that found in highway file") - else: - if id not in skims.zone_id_to_index_map.keys(): - skims.zone_id_to_index_map[id] = index - skims.zone_index_to_id_map[index] = id - else: - print( "Error, zone id was found more than once in zone map.") - #tag = struct.unpack("<4s",infile.read(4))[0] - Check_Tag(infile,"EZON",exit=True) - - # read intervals - if version2: - if not skims.silent: - print( "version 1 is true") - Check_Tag(infile,"BINT",True) - num_intervals = struct.unpack("i",infile.read(4))[0] - if not skims.silent: - print (num_intervals, '************************************************') - for i in range(num_intervals): - skims.transit_intervals.append(struct.unpack("i",infile.read(4))[0]) - Check_Tag(infile,"EINT",True) - - tsize = tzones*tzones - skims.num_tzones=tzones - - if not skims.silent: print( "Reading information for " + str(tzones) + " zones. Version 1=" + str(version1) + "....") - - # for each interval, check tags and read in matrix - for i in range(num_intervals): - for mode in skims.transit_modes: - if version1: Check_Tag(infile, "BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: - if data.size < tsize: print( "Error: transit ttime matrix not read properly: " + str(data.size) + ", " + str(i) + ", " + mode) - else: skims.transit_ttime[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) - if version1: Check_Tag(infile, "EMAT",True) - - if version1: Check_Tag(infile, "BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: - if data.size < tsize: print( "Error: transit walk time matrix not read properly") - else: skims.transit_walk_access_time[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) - if version1: Check_Tag(infile, "EMAT",True) - - if version1: Check_Tag(infile, "BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: - if data.size < tsize: print( "Error: transit auto access time matrix not read properly") - else: skims.transit_auto_access_time[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) - if version1: Check_Tag(infile, "EMAT",True) - - if version1: Check_Tag(infile, "BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: - if data.size < tsize: print( "Error: transit_wait_time matrix not read properly") - else: skims.transit_wait_time[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) - if version1: Check_Tag(infile, "EMAT",True) - - if version1: Check_Tag(infile, "BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: - if data.size < tsize: print( "Error: transit_transfers matrix not read properly") - else: skims.transit_transfers[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) - if version1: Check_Tag(infile, "EMAT",True) - - if version1: Check_Tag(infile, "BMAT",True) - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: - if data.size < tsize: print( "Error: transit_fare matrix not read properly") - else: skims.transit_fare[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) - if version1: Check_Tag(infile, "EMAT",True) - - if not skims.silent: print( "Done.") - return True - + if transit_skim_file == '': + return False + + infile = open(transit_skim_file, 'rb') + + version1 = True; + version2 = True; + version3 = False; + + # check version tag + if not Check_Tag(infile,"SKIM:V01"): + version1 = False + infile.seek(-8,1) + else: + skims.version = 1 + + if not Check_Tag(infile,"SKIM:V02"): + version2 = False + infile.seek(-8,1) + else: + version1 = True + version2 = True + skims.version = 2 + + if not Check_Tag(infile,"SKIM:V03"): + version3 = False + infile.seek(-8,1) + else: + version1 = True + version2 = True + version3 = True + skims.version = 3 + + # check for the new MODES count tag. + if version3: + if not Check_Tag(infile,"MODE"): + infile.seek(-4,1) + else: + version3 = True + tmodes = struct.unpack("i",infile.read(4))[0] + skims.version = 3 + if tmodes == len(skims.transit_modes)+2: + skims.transit_modes.append('UNPNR') + else: + print("SOMETHING IS WRONG HERE...") + + # check to see if tag is in the file, if not read old version header information (modes,num_zones) + if not Check_Tag(infile,"BZON"): + infile.seek(-4,1) + # get zones + tzones = struct.unpack("i",infile.read(4))[0] + # if zone tag is there, read in numzones, then the zone id-index pairs + else: + tzones = struct.unpack("i",infile.read(4))[0] + if not skims.silent: + print( "Number of zones = " + str(tzones)) + for i in range(tzones): + id, index = struct.unpack("ii",infile.read(8)) + if validate_against_highway: + if id not in skims.zone_id_to_index_map.keys(): + print( "Error: zone id " + str(id) + " found in transit file that does not exist in highway file") + else: + if skims.zone_id_to_index_map[id] != index: + print( "Error: zone id has a different index in transit file from that found in highway file") + else: + if id not in skims.zone_id_to_index_map.keys(): + skims.zone_id_to_index_map[id] = index + skims.zone_index_to_id_map[index] = id + else: + print( "Error, zone id was found more than once in zone map.") + #tag = struct.unpack("<4s",infile.read(4))[0] + Check_Tag(infile,"EZON",exit=True) + + # read intervals + if version2: + if not skims.silent: + print( "version 1 is true") + Check_Tag(infile,"BINT",True) + num_intervals = struct.unpack("i",infile.read(4))[0] + if not skims.silent: + print (num_intervals, '************************************************') + for i in range(num_intervals): + skims.transit_intervals.append(struct.unpack("i",infile.read(4))[0]) + Check_Tag(infile,"EINT",True) + + tsize = tzones*tzones + skims.num_tzones=tzones + + if not skims.silent: print( "Reading information for " + str(tzones) + " zones. Version 1=" + str(version1) + "....") + + # for each interval, check tags and read in matrix + for i in range(num_intervals): + for mode in skims.transit_modes: + if version1: Check_Tag(infile, "BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: + if data.size < tsize: print( "Error: transit ttime matrix not read properly: " + str(data.size) + ", " + str(i) + ", " + mode) + else: skims.transit_ttime[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) + if version1: Check_Tag(infile, "EMAT",True) + + if version1: Check_Tag(infile, "BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: + if data.size < tsize: print( "Error: transit walk time matrix not read properly") + else: skims.transit_walk_access_time[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) + if version1: Check_Tag(infile, "EMAT",True) + + if version1: Check_Tag(infile, "BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: + if data.size < tsize: print( "Error: transit auto access time matrix not read properly") + else: skims.transit_auto_access_time[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) + if version1: Check_Tag(infile, "EMAT",True) + + if version1: Check_Tag(infile, "BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: + if data.size < tsize: print( "Error: transit_wait_time matrix not read properly") + else: skims.transit_wait_time[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) + if version1: Check_Tag(infile, "EMAT",True) + + if version1: Check_Tag(infile, "BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: + if data.size < tsize: print( "Error: transit_transfers matrix not read properly") + else: skims.transit_transfers[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) + if version1: Check_Tag(infile, "EMAT",True) + + if version1: Check_Tag(infile, "BMAT",True) + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if (mode == 'BUS' and skims.bus_only) or not skims.bus_only: + if data.size < tsize: print( "Error: transit_fare matrix not read properly") + else: skims.transit_fare[mode][skims.transit_intervals[i]] = data.reshape(tzones,tzones) + if version1: Check_Tag(infile, "EMAT",True) + + if not skims.silent: print( "Done.") + return True + def ReduceTransitSkims(skim, zone_list): - new_skim = Skim_Results() - - index = 0 - for zoneid in zone_list: - if zoneid in skim.zone_id_to_index_map: - new_skim.zone_id_to_index_map[zoneid] = index - index += 1 - else: print( "ERROR: " + str(zoneid) + " from reduced zone list is not in original list of zones.") - - new_skim.num_tzones = len(zone_list) - new_skim.resize_arrays(len(zone_list)) - - for ozoneid in zone_list: - for dzoneid in zone_list: - if ozoneid not in skim.zone_id_to_index_map or dzoneid not in skim.zone_id_to_index_map or ozoneid not in new_skim.zone_id_to_index_map or dzoneid not in new_skim.zone_id_to_index_map: - print( "ERROR: " + str(zoneid) + " from reduced zone list is not in original list of zones.") - sys.exit() - - o_idx_orig = skim.zone_id_to_index_map[ozoneid] - d_idx_orig = skim.zone_id_to_index_map[dzoneid] - o_idx = new_skim.zone_id_to_index_map[ozoneid] - d_idx = new_skim.zone_id_to_index_map[dzoneid] - - new_skim.transit_ttime[o_idx,d_idx] = skim.transit_ttime[o_idx_orig,d_idx_orig] - new_skim.transit_walk_access_time[o_idx,d_idx] = skim.transit_walk_access_time[o_idx_orig,d_idx_orig] - new_skim.transit_wait_time[o_idx,d_idx] = skim.transit_wait_time[o_idx_orig,d_idx_orig] - new_skim.transit_fare[o_idx,d_idx] = skim.transit_fare[o_idx_orig,d_idx_orig] - new_skim.auto_distance[o_idx,d_idx] = skim.auto_distance[o_idx_orig,d_idx_orig] - - return new_skim + new_skim = Skim_Results() + + index = 0 + for zoneid in zone_list: + if zoneid in skim.zone_id_to_index_map: + new_skim.zone_id_to_index_map[zoneid] = index + index += 1 + else: print( "ERROR: " + str(zoneid) + " from reduced zone list is not in original list of zones.") + + new_skim.num_tzones = len(zone_list) + new_skim.resize_arrays(len(zone_list)) + + for ozoneid in zone_list: + for dzoneid in zone_list: + if ozoneid not in skim.zone_id_to_index_map or dzoneid not in skim.zone_id_to_index_map or ozoneid not in new_skim.zone_id_to_index_map or dzoneid not in new_skim.zone_id_to_index_map: + print( "ERROR: " + str(zoneid) + " from reduced zone list is not in original list of zones.") + sys.exit() + + o_idx_orig = skim.zone_id_to_index_map[ozoneid] + d_idx_orig = skim.zone_id_to_index_map[dzoneid] + o_idx = new_skim.zone_id_to_index_map[ozoneid] + d_idx = new_skim.zone_id_to_index_map[dzoneid] + + new_skim.transit_ttime[o_idx,d_idx] = skim.transit_ttime[o_idx_orig,d_idx_orig] + new_skim.transit_walk_access_time[o_idx,d_idx] = skim.transit_walk_access_time[o_idx_orig,d_idx_orig] + new_skim.transit_wait_time[o_idx,d_idx] = skim.transit_wait_time[o_idx_orig,d_idx_orig] + new_skim.transit_fare[o_idx,d_idx] = skim.transit_fare[o_idx_orig,d_idx_orig] + new_skim.auto_distance[o_idx,d_idx] = skim.auto_distance[o_idx_orig,d_idx_orig] + + return new_skim def Check_Tag(file, check_val, exit=False): - size = len(check_val) - read_val = file.read(size) - - # check if at end of file - if len(read_val) != size: return False - - # if not, read in tag - tag = struct.unpack("<" + str(size) + "s",read_val)[0] - - # check against expected value and exit if requested - if tag.decode("utf-8") != check_val: - if exit: - print( "Error: " + check_val + " tag missing. Read as: " + tag.decode("utf-8")) - sys.exit() - else: - print( "Warning: tag '" + check_val + " was missing. Read as: " + tag.decode("utf-8")) - return False - else: - return True - + size = len(check_val) + read_val = file.read(size) + + # check if at end of file + if len(read_val) != size: return False + + # if not, read in tag + tag = struct.unpack("<" + str(size) + "s",read_val)[0] + + # check against expected value and exit if requested + if tag.decode("utf-8") != check_val: + if exit: + print( "Error: " + check_val + " tag missing. Read as: " + tag.decode("utf-8")) + sys.exit() + else: + print( "Warning: tag '" + check_val + " was missing. Read as: " + tag.decode("utf-8")) + return False + else: + return True + def WriteHighwaySkimsV1(highway_skim_file, skims): - outfile = open(highway_skim_file, 'wb') - - # Write version info - outfile.write(struct.pack("<8s","SKIM:V01")) - - # Write zone identification info if available, othwerise write old-style zone info - if len(skims.zone_id_to_index_map) > 0: - outfile.write(struct.pack("<4s","BZON")) - outfile.write(struct.pack("i",skims.num_zones)) - for kvp in skims.zone_id_to_index_map.items(): - outfile.write(struct.pack("ii",kvp[0], kvp[1])) - outfile.write(struct.pack("<4s","EZON")) - else: - outfile.write(struct.pack("ii",1, skims.num_zones)) - - # Write intervals - outfile.write(struct.pack("<4s","BINT")) - outfile.write(struct.pack("i",len(skims.auto_ttime_skims))) - for interval in sorted(skims.auto_ttime_skims.keys()): - outfile.write(struct.pack("i",interval)) - outfile.write(struct.pack("<4s","EINT")) - - # Write skim matrix for each interval - for interval in sorted(skims.auto_ttime_skims.keys()): - outfile.write(struct.pack("<4s","BMAT")) - skims.auto_ttime_skims[interval].tofile(outfile) - outfile.write(struct.pack("<4s","EMAT")) - + outfile = open(highway_skim_file, 'wb') + + # Write version info + outfile.write(struct.pack("<8s","SKIM:V01")) + + # Write zone identification info if available, othwerise write old-style zone info + if len(skims.zone_id_to_index_map) > 0: + outfile.write(struct.pack("<4s","BZON")) + outfile.write(struct.pack("i",skims.num_zones)) + for kvp in skims.zone_id_to_index_map.items(): + outfile.write(struct.pack("ii",kvp[0], kvp[1])) + outfile.write(struct.pack("<4s","EZON")) + else: + outfile.write(struct.pack("ii",1, skims.num_zones)) + + # Write intervals + outfile.write(struct.pack("<4s","BINT")) + outfile.write(struct.pack("i",len(skims.auto_ttime_skims))) + for interval in sorted(skims.auto_ttime_skims.keys()): + outfile.write(struct.pack("i",interval)) + outfile.write(struct.pack("<4s","EINT")) + + # Write skim matrix for each interval + for interval in sorted(skims.auto_ttime_skims.keys()): + outfile.write(struct.pack("<4s","BMAT")) + skims.auto_ttime_skims[interval].tofile(outfile) + outfile.write(struct.pack("<4s","EMAT")) + def WriteTransitSkimsV1(transit_skim_file, skims): - outfile = open(transit_skim_file, 'wb') - - vtag = struct.pack("<8s","SKIM:V01") - outfile.write(vtag) - - # Write zone identification info if available, othwerise write old-style zone info - if len(skims.zone_id_to_index_map) > 0: - outfile.write(struct.pack("<4s","BZON")) - outfile.write(struct.pack("i",skims.num_tzones)) - if not skims.silent: print( "Transit zones = " + str(skims.num_tzones)) - for kvp in skims.zone_id_to_index_map.items(): - outfile.write(struct.pack("ii",kvp[0], kvp[1])) - outfile.write(struct.pack("<4s","EZON")) - else: - outfile.write(struct.pack("ii",1, skims.num_tzones)) - - btag = struct.pack("<4s","BMAT") - etag = struct.pack("<4s","EMAT") - - outfile.write(btag) - skims.transit_ttime.tofile(outfile) - outfile.write(etag) - - outfile.write(btag) - skims.transit_walk_access_time.tofile(outfile) - outfile.write(etag) - - outfile.write(btag) - skims.auto_distance.tofile(outfile) - outfile.write(etag) - - outfile.write(btag) - skims.transit_wait_time.tofile(outfile) - outfile.write(etag) - - outfile.write(btag) - skims.transit_fare.tofile(outfile) - outfile.write(etag) + outfile = open(transit_skim_file, 'wb') + + vtag = struct.pack("<8s","SKIM:V01") + outfile.write(vtag) + + # Write zone identification info if available, othwerise write old-style zone info + if len(skims.zone_id_to_index_map) > 0: + outfile.write(struct.pack("<4s","BZON")) + outfile.write(struct.pack("i",skims.num_tzones)) + if not skims.silent: print( "Transit zones = " + str(skims.num_tzones)) + for kvp in skims.zone_id_to_index_map.items(): + outfile.write(struct.pack("ii",kvp[0], kvp[1])) + outfile.write(struct.pack("<4s","EZON")) + else: + outfile.write(struct.pack("ii",1, skims.num_tzones)) + + btag = struct.pack("<4s","BMAT") + etag = struct.pack("<4s","EMAT") + + outfile.write(btag) + skims.transit_ttime.tofile(outfile) + outfile.write(etag) + + outfile.write(btag) + skims.transit_walk_access_time.tofile(outfile) + outfile.write(etag) + + outfile.write(btag) + skims.auto_distance.tofile(outfile) + outfile.write(etag) + + outfile.write(btag) + skims.transit_wait_time.tofile(outfile) + outfile.write(etag) + + outfile.write(btag) + skims.transit_fare.tofile(outfile) + outfile.write(etag) def WriteHighwaySkimsV1_CSV(highway_skim_file, skims, origin_list=None, dest_list=None, limit_values_list=None): - with open(highway_skim_file + '.csv', 'w') as outfile: - - # Update the origin and destination lists - if origin_list is None: origin_list = sorted(skims.zone_id_to_index_map.keys()) - if dest_list is None: dest_list = sorted(skims.zone_id_to_index_map.keys()) - - # Write intervals - for interval in sorted(skims.auto_ttime_skims.keys()): - outfile.write("Auto TTime for interval" + str(interval) + '\n') - # Write skim matrix for each interval - outfile.write(',') - - # write destination zone headers (if in dest list) - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.auto_ttime_skims[interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - - # output the distance and cost if it is version 2... - if skims.version == 2: - outfile.write("Auto Distance (m) for interval" + str(interval) + '\n') - outfile.write(',') - # write destination zone headers (if in dest list) - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.auto_distance_skims[interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - - outfile.write("Auto Cost ($) for interval" + str(interval) + '\n') - outfile.write(',') - # write destination zone headers (if in dest list) - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.auto_cost_skims[interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - outfile.write('\n') - + with open(highway_skim_file + '.csv', 'w') as outfile: + + # Update the origin and destination lists + if origin_list is None: origin_list = sorted(skims.zone_id_to_index_map.keys()) + if dest_list is None: dest_list = sorted(skims.zone_id_to_index_map.keys()) + + # Write intervals + for interval in sorted(skims.auto_ttime_skims.keys()): + outfile.write("Auto TTime for interval" + str(interval) + '\n') + # Write skim matrix for each interval + outfile.write(',') + + # write destination zone headers (if in dest list) + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.auto_ttime_skims[interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + + # output the distance and cost if it is version 2... + if skims.version == 2: + outfile.write("Auto Distance (m) for interval" + str(interval) + '\n') + outfile.write(',') + # write destination zone headers (if in dest list) + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.auto_distance_skims[interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + + outfile.write("Auto Cost ($) for interval" + str(interval) + '\n') + outfile.write(',') + # write destination zone headers (if in dest list) + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.auto_cost_skims[interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + outfile.write('\n') + def WriteHighwaySkimsV1_TEXT(highway_skim_file, skims, origin_list=None, dest_list=None): - with open(highway_skim_file + '.csv', 'w') as outfile: - - # Update the origin and destination lists - if origin_list is None: origin_list = sorted(skims.zone_id_to_index_map.keys()) - if dest_list is None: dest_list = sorted(skims.zone_id_to_index_map.keys()) - - # Write intervals - outfile.write('O,D,') - for interval in sorted(skims.auto_ttime_skims.keys()): - outfile.write(str(interval) + ',') - # Write skim matrix for each interval - outfile.write('\n') - - - for i in origin_list: - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(i) + ',' + str(j) + ',') - for interval in sorted(skims.auto_ttime_skims.keys()): - outfile.write(str(skims.auto_ttime_skims[interval][i_id,j_id]) + ',') - outfile.write('\n') + with open(highway_skim_file + '.csv', 'w') as outfile: + + # Update the origin and destination lists + if origin_list is None: origin_list = sorted(skims.zone_id_to_index_map.keys()) + if dest_list is None: dest_list = sorted(skims.zone_id_to_index_map.keys()) + + # Write intervals + outfile.write('O,D,') + for interval in sorted(skims.auto_ttime_skims.keys()): + outfile.write(str(interval) + ',') + # Write skim matrix for each interval + outfile.write('\n') + + + for i in origin_list: + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(i) + ',' + str(j) + ',') + for interval in sorted(skims.auto_ttime_skims.keys()): + outfile.write(str(skims.auto_ttime_skims[interval][i_id,j_id]) + ',') + outfile.write('\n') def ConvertTransitToV1(transit_skim_file, skims,zone_id_to_index): - if transit_skim_file == '': - return False - - # get the zone map - with open(zone_id_to_index, 'r') as infile: - cr = csv.reader(infile,delimiter =',') - for row in cr: - skims.zone_id_to_index_map[int(row[0])] = int(row[1]) - skims.zone_index_to_id_map[int(row[1])] = int(row[0]) - - infile = open(transit_skim_file, 'rb') - - tzones = struct.unpack("i",infile.read(4))[0] - - tsize = tzones*tzones - skims.num_tzones=tzones - - if not skims.silent: print( "Reading information for " + str(tzones) + " zones....") - - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if data.size < tsize: print( "Error: transit ttime matrix not read properly") - else: skims.transit_ttime = data.reshape(tzones,tzones) - - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if data.size < tsize: print( "Error: transit walk time matrix not read properly") - else: skims.transit_walk_access_time = data.reshape(tzones,tzones) - - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if data.size < tsize: print( "Error: auto distance matrix not read properly") - else: skims.auto_distance = data.reshape(tzones,tzones) - - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if data.size < tsize: print( "Error: transit_wait_time matrix not read properly") - else: skims.transit_wait_time = data.reshape(tzones,tzones) - - data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) - if data.size < tsize: print( "Error: transit_fare matrix not read properly") - else: skims.transit_fare = data.reshape(tzones,tzones) - - if not skims.silent: print( "Done.") - return True + if transit_skim_file == '': + return False + + # get the zone map + with open(zone_id_to_index, 'r') as infile: + cr = csv.reader(infile,delimiter =',') + for row in cr: + skims.zone_id_to_index_map[int(row[0])] = int(row[1]) + skims.zone_index_to_id_map[int(row[1])] = int(row[0]) + + infile = open(transit_skim_file, 'rb') + + tzones = struct.unpack("i",infile.read(4))[0] + + tsize = tzones*tzones + skims.num_tzones=tzones + + if not skims.silent: print( "Reading information for " + str(tzones) + " zones....") + + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if data.size < tsize: print( "Error: transit ttime matrix not read properly") + else: skims.transit_ttime = data.reshape(tzones,tzones) + + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if data.size < tsize: print( "Error: transit walk time matrix not read properly") + else: skims.transit_walk_access_time = data.reshape(tzones,tzones) + + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if data.size < tsize: print( "Error: auto distance matrix not read properly") + else: skims.auto_distance = data.reshape(tzones,tzones) + + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if data.size < tsize: print( "Error: transit_wait_time matrix not read properly") + else: skims.transit_wait_time = data.reshape(tzones,tzones) + + data = numpy.matrix(numpy.fromfile(infile, dtype='f',count = tsize)) + if data.size < tsize: print( "Error: transit_fare matrix not read properly") + else: skims.transit_fare = data.reshape(tzones,tzones) + + if not skims.silent: print( "Done.") + return True def WriteTransitSkimsV1_CSV(transit_skim_file, skims, origin_list=None, dest_list=None, limit_modes_list=None, limit_values_list=None): - outfile = open(transit_skim_file + '.csv', 'w') - - # Update the origin and destination lists - if origin_list is None: origin_list = sorted(skims.zone_id_to_index_map.keys()) - if dest_list is None: dest_list = sorted(skims.zone_id_to_index_map.keys()) - - # Write intervals - for interval in sorted(skims.transit_intervals): - #outfile.write("Skim for interval" + str(interval) + '\n') - - for mode in skims.transit_modes: - if limit_modes_list and mode not in limit_modes_list : continue - - # Write TTime - if not limit_values_list or 'IVTT' in limit_values_list: - outfile.write(mode) - outfile.write(" Transit IVTTime Skim @") - outfile.write(str(interval) + '\n') - outfile.write(',') - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.transit_ttime[mode][interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - - # Write walk time - if not limit_values_list or 'WALK_OVTT' in limit_values_list: - outfile.write(mode + " Transit Walk Access Time Skim @" + str(interval) + '\n') - outfile.write(',') - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.transit_walk_access_time[mode][interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - - # Write auto access time - if not limit_values_list or 'AUTO_OVTT' in limit_values_list: - outfile.write(mode + " Transit Auto Access Time Skim @" + str(interval) + '\n') - outfile.write(',') - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.transit_auto_access_time[mode][interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - - # Write wait time - if not limit_values_list or 'WAIT' in limit_values_list: - outfile.write(mode + " Transit Wait Time Skim @" + str(interval) + '\n') - outfile.write(',') - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.transit_wait_time[mode][interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - - # Write transfers - if not limit_values_list or 'TRANSFERS' in limit_values_list: - outfile.write(mode + " Transit Transfers Skim @" + str(interval) + '\n') - outfile.write(',') - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.transit_transfers[mode][interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - - # Write Fare - if not limit_values_list or 'COST' in limit_values_list: - outfile.write(mode + " Transit Fare Skim @" + str(interval) + '\n') - outfile.write(',') - for i in dest_list: - outfile.write(str(i) + ',') - outfile.write('\n') - for i in origin_list: - outfile.write(str(i) + ',') - for j in dest_list: - i_id = skims.zone_id_to_index_map[i] - j_id = skims.zone_id_to_index_map[j] - outfile.write(str(skims.transit_fare[mode][interval][i_id,j_id]) + ',') - outfile.write('\n') - outfile.write('\n') - + outfile = open(transit_skim_file + '.csv', 'w') + + # Update the origin and destination lists + if origin_list is None: origin_list = sorted(skims.zone_id_to_index_map.keys()) + if dest_list is None: dest_list = sorted(skims.zone_id_to_index_map.keys()) + + # Write intervals + for interval in sorted(skims.transit_intervals): + #outfile.write("Skim for interval" + str(interval) + '\n') + + for mode in skims.transit_modes: + if limit_modes_list and mode not in limit_modes_list : continue + + # Write TTime + if not limit_values_list or 'IVTT' in limit_values_list: + outfile.write(mode) + outfile.write(" Transit IVTTime Skim @") + outfile.write(str(interval) + '\n') + outfile.write(',') + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.transit_ttime[mode][interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + + # Write walk time + if not limit_values_list or 'WALK_OVTT' in limit_values_list: + outfile.write(mode + " Transit Walk Access Time Skim @" + str(interval) + '\n') + outfile.write(',') + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.transit_walk_access_time[mode][interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + + # Write auto access time + if not limit_values_list or 'AUTO_OVTT' in limit_values_list: + outfile.write(mode + " Transit Auto Access Time Skim @" + str(interval) + '\n') + outfile.write(',') + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.transit_auto_access_time[mode][interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + + # Write wait time + if not limit_values_list or 'WAIT' in limit_values_list: + outfile.write(mode + " Transit Wait Time Skim @" + str(interval) + '\n') + outfile.write(',') + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.transit_wait_time[mode][interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + + # Write transfers + if not limit_values_list or 'TRANSFERS' in limit_values_list: + outfile.write(mode + " Transit Transfers Skim @" + str(interval) + '\n') + outfile.write(',') + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.transit_transfers[mode][interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + + # Write Fare + if not limit_values_list or 'COST' in limit_values_list: + outfile.write(mode + " Transit Fare Skim @" + str(interval) + '\n') + outfile.write(',') + for i in dest_list: + outfile.write(str(i) + ',') + outfile.write('\n') + for i in origin_list: + outfile.write(str(i) + ',') + for j in dest_list: + i_id = skims.zone_id_to_index_map[i] + j_id = skims.zone_id_to_index_map[j] + outfile.write(str(skims.transit_fare[mode][interval][i_id,j_id]) + ',') + outfile.write('\n') + outfile.write('\n') + def WriteSkimsHDF5(filename, skims, do_transit): - f = h5.File(filename, 'w') - - # get zone ids in order and convert to numpy array - ids = numpy.array([]) - for i in range(0,skims.num_zones-1): - ids = numpy.append(ids, skims.zone_index_to_id_map[i]) - zones = f.create_dataset("zone_ids", data = ids) - - # get interval start times and convert to numpy array - ints = numpy.array([]) - for i in sorted(skims.intervals): - ints = numpy.append(ints, i) - intervals = f.create_dataset("interval_end_minutes", data = ints) - - # create the auto and transit groups - auto_group = f.create_group('auto_skims') - transit_groups = {} - if do_transit: - for s in skims.transit_modes: - transit_groups[s] = f.create_group(s.lower() + '_skims') - - j = 0 - for i in sorted(skims.intervals): - ai = auto_group.create_group('t' + str(j)) - aii = ai.create_dataset('ivtt',data=skims.auto_ttime_skims[i]) - aic = ai.create_dataset('cost',data=skims.auto_cost_skims[i]) - aid = ai.create_dataset('distance',data=skims.auto_distance_skims[i]) - - if do_transit: - for m in skims.transit_modes: - ti = transit_groups[m].create_group('t' + str(j)) - tii = ti.create_dataset('ivtt',data=skims.transit_ttime[m][i]) - tio = ti.create_dataset('walk_ovtt',data=skims.transit_walk_access_time[m][i]) - tia = ti.create_dataset('auto_ovtt',data=skims.transit_auto_access_time[m][i]) - tiw = ti.create_dataset('wait',data=skims.transit_wait_time[m][i]) - tit = ti.create_dataset('transfers',data=skims.transit_transfers[m][i]) - tif = ti.create_dataset('fare',data=skims.transit_fare[m][i]) - - j += 1 - - + f = h5.File(filename, 'w') + + # get zone ids in order and convert to numpy array + ids = numpy.array([]) + for i in range(0,skims.num_zones-1): + ids = numpy.append(ids, skims.zone_index_to_id_map[i]) + zones = f.create_dataset("zone_ids", data = ids) + + # get interval start times and convert to numpy array + ints = numpy.array([]) + for i in sorted(skims.intervals): + ints = numpy.append(ints, i) + intervals = f.create_dataset("interval_end_minutes", data = ints) + + # create the auto and transit groups + auto_group = f.create_group('auto_skims') + transit_groups = {} + if do_transit: + for s in skims.transit_modes: + transit_groups[s] = f.create_group(s.lower() + '_skims') + + j = 0 + for i in sorted(skims.intervals): + ai = auto_group.create_group('t' + str(j)) + aii = ai.create_dataset('ivtt',data=skims.auto_ttime_skims[i]) + aic = ai.create_dataset('cost',data=skims.auto_cost_skims[i]) + aid = ai.create_dataset('distance',data=skims.auto_distance_skims[i]) + + if do_transit: + for m in skims.transit_modes: + ti = transit_groups[m].create_group('t' + str(j)) + tii = ti.create_dataset('ivtt',data=skims.transit_ttime[m][i]) + tio = ti.create_dataset('walk_ovtt',data=skims.transit_walk_access_time[m][i]) + tia = ti.create_dataset('auto_ovtt',data=skims.transit_auto_access_time[m][i]) + tiw = ti.create_dataset('wait',data=skims.transit_wait_time[m][i]) + tit = ti.create_dataset('transfers',data=skims.transit_transfers[m][i]) + tif = ti.create_dataset('fare',data=skims.transit_fare[m][i]) + + j += 1 + + #note transit_walk_files and transit_wait_files are lists - as there may be multiple wait/walk input files which are aggregated to one value def ReadTransitSkims_CSV(transit_ttime_file, transit_walk_files, transit_wait_files, transit_fare_file, auto_distance_file, zone_id_to_index, skims): - # get the zone map - with open(zone_id_to_index, 'r') as infile: - cr = csv.reader(infile,delimiter =',') - for row in cr: - skims.zone_id_to_index_map[int(row[0])] = int(row[1]) - skims.zone_index_to_id_map[int(row[1])] = int(row[0]) - - nzone = len(skims.zone_id_to_index_map) - skims.num_tzones = nzone - - # resize the matrices according to number of zones - skims.resize_arrays(nzone) - - ignored_zones = [] - - # read in each individual matrix and store_const - delim = ',' - if '.txt' in transit_ttime_file: delim = '\t' - else: delim = ',' - - with open(transit_ttime_file, 'r') as infile: - cr = csv.reader(infile,delimiter =delim) - try: - for row in cr: - if len(row) > 2: - if int(row[0]) not in skims.zone_id_to_index_map: - if row[0] not in ignored_zones: ignored_zones.append(row[0]) - elif int(row[1]) not in skims.zone_id_to_index_map: - if row[1] not in ignored_zones: ignored_zones.append(row[1]) - else: - o = skims.zone_id_to_index_map[int(row[0])] - d = skims.zone_id_to_index_map[int(row[1])] - skims.transit_ttime[o,d] = float(row[2]) - except ValueError: - print( row[2]) - - for transit_walk_file in transit_walk_files: - if '.txt' in transit_walk_file: delim = '\t' - else: delim = ',' - with open(transit_walk_file, 'r') as infile: - cr = csv.reader(infile,delimiter =delim) - try: - for row in cr: - if len(row) > 2: - if int(row[0]) not in skims.zone_id_to_index_map: - if row[0] not in ignored_zones: ignored_zones.append(row[0]) - elif int(row[1]) not in skims.zone_id_to_index_map: - if row[1] not in ignored_zones: ignored_zones.append(row[1]) - else: - o = skims.zone_id_to_index_map[int(row[0])] - d = skims.zone_id_to_index_map[int(row[1])] - skims.transit_walk_access_time[o,d] += float(row[2]) - except ValueError: - print( row[2]) - - for transit_wait_file in transit_wait_files: - if '.txt' in transit_wait_file: delim = '\t' - else: delim = ',' - with open(transit_wait_file, 'r') as infile: - try: - cr = csv.reader(infile,delimiter =delim) - for row in cr: - if len(row) > 2: - if int(row[0]) not in skims.zone_id_to_index_map: - if row[0] not in ignored_zones: ignored_zones.append(row[0]) - elif int(row[1]) not in skims.zone_id_to_index_map: - if row[1] not in ignored_zones: ignored_zones.append(row[1]) - else: - o = skims.zone_id_to_index_map[int(row[0])] - d = skims.zone_id_to_index_map[int(row[1])] - skims.transit_wait_time[o,d] += float(row[2]) - except ValueError: - print( row[2]) - - if '.txt' in transit_wait_file: delim = '\t' - else: delim = ',' - with open(transit_fare_file, 'r') as infile: - cr = csv.reader(infile,delimiter =delim) - try: - for row in cr: - if len(row) > 2: - if int(row[0]) not in skims.zone_id_to_index_map: - if row[0] not in ignored_zones: ignored_zones.append(row[0]) - elif int(row[1]) not in skims.zone_id_to_index_map: - if row[1] not in ignored_zones: ignored_zones.append(row[1]) - else: - o = skims.zone_id_to_index_map[int(row[0])] - d = skims.zone_id_to_index_map[int(row[1])] - skims.transit_fare[o,d] = float(row[2]) - except ValueError: - print( row[2]) - - if '.txt' in transit_wait_file: delim = '\t' - else: delim = ',' - with open(auto_distance_file, 'r') as infile: - cr = csv.reader(infile,delimiter =delim) - try: - for row in cr: - if len(row) > 2: - if int(row[0]) not in skims.zone_id_to_index_map: - if row[0] not in ignored_zones: ignored_zones.append(row[0]) - elif int(row[1]) not in skims.zone_id_to_index_map: - if row[1] not in ignored_zones: ignored_zones.append(row[1]) - else: - o = skims.zone_id_to_index_map[int(row[0])] - d = skims.zone_id_to_index_map[int(row[1])] - skims.auto_distance[o,d] = float(row[2]) - except ValueError: - print( row[2]) - - print( "Warning, the following tazs from skim .csv input were ignored as they are not in the skim_id_to_index_file:") - for id in ignored_zones: print( str(id)) - + # get the zone map + with open(zone_id_to_index, 'r') as infile: + cr = csv.reader(infile,delimiter =',') + for row in cr: + skims.zone_id_to_index_map[int(row[0])] = int(row[1]) + skims.zone_index_to_id_map[int(row[1])] = int(row[0]) + + nzone = len(skims.zone_id_to_index_map) + skims.num_tzones = nzone + + # resize the matrices according to number of zones + skims.resize_arrays(nzone) + + ignored_zones = [] + + # read in each individual matrix and store_const + delim = ',' + if '.txt' in transit_ttime_file: delim = '\t' + else: delim = ',' + + with open(transit_ttime_file, 'r') as infile: + cr = csv.reader(infile,delimiter =delim) + try: + for row in cr: + if len(row) > 2: + if int(row[0]) not in skims.zone_id_to_index_map: + if row[0] not in ignored_zones: ignored_zones.append(row[0]) + elif int(row[1]) not in skims.zone_id_to_index_map: + if row[1] not in ignored_zones: ignored_zones.append(row[1]) + else: + o = skims.zone_id_to_index_map[int(row[0])] + d = skims.zone_id_to_index_map[int(row[1])] + skims.transit_ttime[o,d] = float(row[2]) + except ValueError: + print( row[2]) + + for transit_walk_file in transit_walk_files: + if '.txt' in transit_walk_file: delim = '\t' + else: delim = ',' + with open(transit_walk_file, 'r') as infile: + cr = csv.reader(infile,delimiter =delim) + try: + for row in cr: + if len(row) > 2: + if int(row[0]) not in skims.zone_id_to_index_map: + if row[0] not in ignored_zones: ignored_zones.append(row[0]) + elif int(row[1]) not in skims.zone_id_to_index_map: + if row[1] not in ignored_zones: ignored_zones.append(row[1]) + else: + o = skims.zone_id_to_index_map[int(row[0])] + d = skims.zone_id_to_index_map[int(row[1])] + skims.transit_walk_access_time[o,d] += float(row[2]) + except ValueError: + print( row[2]) + + for transit_wait_file in transit_wait_files: + if '.txt' in transit_wait_file: delim = '\t' + else: delim = ',' + with open(transit_wait_file, 'r') as infile: + try: + cr = csv.reader(infile,delimiter =delim) + for row in cr: + if len(row) > 2: + if int(row[0]) not in skims.zone_id_to_index_map: + if row[0] not in ignored_zones: ignored_zones.append(row[0]) + elif int(row[1]) not in skims.zone_id_to_index_map: + if row[1] not in ignored_zones: ignored_zones.append(row[1]) + else: + o = skims.zone_id_to_index_map[int(row[0])] + d = skims.zone_id_to_index_map[int(row[1])] + skims.transit_wait_time[o,d] += float(row[2]) + except ValueError: + print( row[2]) + + if '.txt' in transit_wait_file: delim = '\t' + else: delim = ',' + with open(transit_fare_file, 'r') as infile: + cr = csv.reader(infile,delimiter =delim) + try: + for row in cr: + if len(row) > 2: + if int(row[0]) not in skims.zone_id_to_index_map: + if row[0] not in ignored_zones: ignored_zones.append(row[0]) + elif int(row[1]) not in skims.zone_id_to_index_map: + if row[1] not in ignored_zones: ignored_zones.append(row[1]) + else: + o = skims.zone_id_to_index_map[int(row[0])] + d = skims.zone_id_to_index_map[int(row[1])] + skims.transit_fare[o,d] = float(row[2]) + except ValueError: + print( row[2]) + + if '.txt' in transit_wait_file: delim = '\t' + else: delim = ',' + with open(auto_distance_file, 'r') as infile: + cr = csv.reader(infile,delimiter =delim) + try: + for row in cr: + if len(row) > 2: + if int(row[0]) not in skims.zone_id_to_index_map: + if row[0] not in ignored_zones: ignored_zones.append(row[0]) + elif int(row[1]) not in skims.zone_id_to_index_map: + if row[1] not in ignored_zones: ignored_zones.append(row[1]) + else: + o = skims.zone_id_to_index_map[int(row[0])] + d = skims.zone_id_to_index_map[int(row[1])] + skims.auto_distance[o,d] = float(row[2]) + except ValueError: + print( row[2]) + + print( "Warning, the following tazs from skim .csv input were ignored as they are not in the skim_id_to_index_file:") + for id in ignored_zones: print( str(id)) + #note highway travel time files and intervals are lists def ReadHighwaySkims_CSV(highway_ttime_files, intervals, zone_id_to_index, skims): - print( "Reading highway skims from csv files...") - - # get the zone map - with open(zone_id_to_index, 'r') as infile: - cr = csv.reader(infile,delimiter =',') - for row in cr: - skims.zone_id_to_index_map[int(row[0])] = int(row[1]) - skims.zone_index_to_id_map[int(row[1])] = int(row[0]) - - nzone = len(skims.zone_id_to_index_map) - skims.num_zones = nzone - skims.num_tzones = nzone - - # get the intervals - for interval in intervals: skims.intervals.append(interval) - print( "Time intervals: " + str(intervals)) - - # resize the matrices according to number of zones and add for each interval - print( "Resizing matrice...") - skims.resize_arrays(nzone) - - ignored_zones = [] - - interval_count = 0 - for highway_ttime_file in highway_ttime_files: - interval = skims.intervals[interval_count] - read_count = 0 - print( "Reading data for interval ending in " + str(interval)) - with open(highway_ttime_file, 'r') as infile: - cr = csv.reader(infile,delimiter =',') - try: - for row in cr: - if len(row) > 2: - if int(row[0]) not in skims.zone_id_to_index_map: - if row[0] not in ignored_zones: ignored_zones.append(row[0]) - elif int(row[1]) not in skims.zone_id_to_index_map: - if row[1] not in ignored_zones: ignored_zones.append(row[1]) - else: - o = skims.zone_id_to_index_map[int(row[0])] - d = skims.zone_id_to_index_map[int(row[1])] - skims.auto_ttime_skims[interval][o,d] += float(row[2]) - read_count = read_count + 1 - if read_count % (nzone*50) == 0: - print( str("Reading for interval {} is {:.2%} complete.").format(interval, float(read_count) / float(nzone) / float(nzone) )) - except ValueError: - print( row[2]) - interval_count = interval_count + 1 - print( "Warning, the following tazs from skim .csv input were ignored as they are not in the skim_id_to_index_file:") - for id in ignored_zones: print( str(id)) + print( "Reading highway skims from csv files...") + + # get the zone map + with open(zone_id_to_index, 'r') as infile: + cr = csv.reader(infile,delimiter =',') + for row in cr: + skims.zone_id_to_index_map[int(row[0])] = int(row[1]) + skims.zone_index_to_id_map[int(row[1])] = int(row[0]) + + nzone = len(skims.zone_id_to_index_map) + skims.num_zones = nzone + skims.num_tzones = nzone + + # get the intervals + for interval in intervals: skims.intervals.append(interval) + print( "Time intervals: " + str(intervals)) + + # resize the matrices according to number of zones and add for each interval + print( "Resizing matrice...") + skims.resize_arrays(nzone) + + ignored_zones = [] + + interval_count = 0 + for highway_ttime_file in highway_ttime_files: + interval = skims.intervals[interval_count] + read_count = 0 + print( "Reading data for interval ending in " + str(interval)) + with open(highway_ttime_file, 'r') as infile: + cr = csv.reader(infile,delimiter =',') + try: + for row in cr: + if len(row) > 2: + if int(row[0]) not in skims.zone_id_to_index_map: + if row[0] not in ignored_zones: ignored_zones.append(row[0]) + elif int(row[1]) not in skims.zone_id_to_index_map: + if row[1] not in ignored_zones: ignored_zones.append(row[1]) + else: + o = skims.zone_id_to_index_map[int(row[0])] + d = skims.zone_id_to_index_map[int(row[1])] + skims.auto_ttime_skims[interval][o,d] += float(row[2]) + read_count = read_count + 1 + if read_count % (nzone*50) == 0: + print( str("Reading for interval {} is {:.2%} complete.").format(interval, float(read_count) / float(nzone) / float(nzone) )) + except ValueError: + print( row[2]) + interval_count = interval_count + 1 + print( "Warning, the following tazs from skim .csv input were ignored as they are not in the skim_id_to_index_file:") + for id in ignored_zones: print( str(id)) class Skim_Results: - def __init__(self, silent=False): - self.version = 0 - self.auto_ttime_skims = {} - self.auto_cost_skims = {} - self.auto_distance_skims = {} - self.zone_id_to_index_map = {} - self.zone_index_to_id_map = {} - self.transit_ttime = {} - self.transit_walk_access_time = {} - self.transit_auto_access_time = {} - self.transit_wait_time = {} - self.transit_transfers = {} - self.transit_fare = {} - self.num_zones=0 - self.num_tzones=0 - self.transit_modes = ['BUS', 'RAIL', 'PNR', 'PNRAIL', 'UNPNR'] - self.bus_only=False - self.intervals=[] - self.transit_intervals=[] - self.silent = silent - for mode in self.transit_modes: - self.transit_ttime[mode]={} - self.transit_walk_access_time[mode] = {} - self.transit_auto_access_time[mode] = {} - self.transit_wait_time[mode] = {} - self.transit_transfers[mode] = {} - self.transit_fare[mode] = {} - def get_interval_idx(self, time): - idx = 0 - for i in self.intervals: - if time < i: return idx - else: idx += 1 - return len(self.intervals) - 1 - def get_transit_interval_idx(self, time): - idx = 0 - for i in self.transit_intervals: - if time < i: return idx - else: idx += 1 - return len(self.transit_intervals) - 1 - def print_header_info(self): - if self.silent: - return - print( "Zone info (id, index):") - for kvp in self.zone_id_to_index_map.items(): - print( kvp[0], kvp[1]) - print( "\r\nInterval info:") - print( "Number of intervals = " + str(len(self.auto_ttime_skims.keys())) + ":") - for interval in sorted(self.auto_ttime_skims.keys()): - print( interval) - print( "\r\n") - def print_OD_info(self, o_idx, d_idx, time, do_auto, do_transit, header=True): - i = self.get_interval_idx(time) - j = self.get_transit_interval_idx(time) - - #print( i, o_idx, d_idx) - if o_idx < len(self.zone_id_to_index_map) and d_idx < len(self.zone_id_to_index_map): - if header: s = "Time, Mode, IVTT, Walk_OVTT, Auto_OVTT, Wait_Time, Transfer, Fare\r\n" - else: s="" - if do_auto: s += str(time) + ", Auto," + str(self.auto_ttime_skims[self.intervals[i]][o_idx,d_idx]) + "," - else: s += "Auto, NA," - if do_transit: - interval = self.transit_intervals[j] - for mode in self.transit_modes: - if (mode == 'BUS' and self.bus_only) or not self.bus_only: - s += (mode + "," + str(self.transit_ttime[mode][interval][o_idx,d_idx]) + - "," + str(self.transit_walk_access_time[mode][interval][o_idx,d_idx]) + - "," + str(self.transit_auto_access_time[mode][interval][o_idx,d_idx]) + - "," + str(self.transit_wait_time[mode][interval][o_idx,d_idx]) + - "," + str(self.transit_transfers[mode][interval][o_idx,d_idx]) + - "," + str(self.transit_fare[mode][interval][o_idx,d_idx]) + ",") - else: s += "TRANSIT,NA,NA,NA,NA,NA,NA" - return s - def print_skims(self): - for interval in sorted(self.auto_ttime_skims.keys()): - print( 'Skim end=' + str(interval)) - if len(self.auto_ttime_skims[interval])>0: print( self.auto_ttime_skims[interval]) - print( '') - - print( 'transit_ttime') - if self.transit_ttime.size>0: print( self.transit_ttime) - print( '') - print( 'transit_walk_access_time') - if self.transit_walk_access_time.size>0: print( self.transit_walk_access_time) - print( '') - print( 'auto_distance') - if self.auto_distance.size>0: print( self.auto_distance) - print( '') - print( 'transit_wait_time') - if self.transit_wait_time.size>0: print( self.transit_wait_time) - print( '') - print( 'transit_fare') - if self.transit_fare.size>0: print( self.transit_fare) - def resize_arrays(self, nzone): - self.transit_ttime = numpy.resize(self.transit_ttime,(nzone,nzone)) - self.transit_walk_access_time = numpy.resize(self.transit_walk_access_time,(nzone,nzone)) - self.transit_wait_time = numpy.resize(self.transit_wait_time,(nzone,nzone)) - self.transit_fare = numpy.resize(self.transit_fare,(nzone,nzone)) - self.auto_distance = numpy.resize(self.auto_distance,(nzone,nzone)) - - for interval in self.intervals: - m = numpy.matrix(0,dtype='f') - m = numpy.resize(m,(nzone,nzone)) - self.auto_ttime_skims[interval] = m + def __init__(self, silent=False): + self.version = 0 + self.auto_ttime_skims = {} + self.auto_cost_skims = {} + self.auto_distance_skims = {} + self.zone_id_to_index_map = {} + self.zone_index_to_id_map = {} + self.transit_ttime = {} + self.transit_walk_access_time = {} + self.transit_auto_access_time = {} + self.transit_wait_time = {} + self.transit_transfers = {} + self.transit_fare = {} + self.num_zones=0 + self.num_tzones=0 + self.transit_modes = ['BUS', 'RAIL', 'PNR', 'PNRAIL', 'UNPNR'] + self.bus_only=False + self.intervals=[] + self.transit_intervals=[] + self.silent = silent + for mode in self.transit_modes: + self.transit_ttime[mode]={} + self.transit_walk_access_time[mode] = {} + self.transit_auto_access_time[mode] = {} + self.transit_wait_time[mode] = {} + self.transit_transfers[mode] = {} + self.transit_fare[mode] = {} + def get_interval_idx(self, time): + idx = 0 + for i in self.intervals: + if time < i: return idx + else: idx += 1 + return len(self.intervals) - 1 + def get_transit_interval_idx(self, time): + idx = 0 + for i in self.transit_intervals: + if time < i: return idx + else: idx += 1 + return len(self.transit_intervals) - 1 + def print_header_info(self): + if self.silent: + return + print( "Zone info (id, index):") + for kvp in self.zone_id_to_index_map.items(): + print( kvp[0], kvp[1]) + print( "\r\nInterval info:") + print( "Number of intervals = " + str(len(self.auto_ttime_skims.keys())) + ":") + for interval in sorted(self.auto_ttime_skims.keys()): + print( interval) + print( "\r\n") + def print_OD_info(self, o_idx, d_idx, time, do_auto, do_transit, header=True): + i = self.get_interval_idx(time) + j = self.get_transit_interval_idx(time) + + #print( i, o_idx, d_idx) + if o_idx < len(self.zone_id_to_index_map) and d_idx < len(self.zone_id_to_index_map): + if header: s = "Time, Mode, IVTT, Walk_OVTT, Auto_OVTT, Wait_Time, Transfer, Fare\r\n" + else: s="" + if do_auto: s += str(time) + ", Auto," + str(self.auto_ttime_skims[self.intervals[i]][o_idx,d_idx]) + "," + else: s += "Auto, NA," + if do_transit: + interval = self.transit_intervals[j] + for mode in self.transit_modes: + if (mode == 'BUS' and self.bus_only) or not self.bus_only: + s += (mode + "," + str(self.transit_ttime[mode][interval][o_idx,d_idx]) + + "," + str(self.transit_walk_access_time[mode][interval][o_idx,d_idx]) + + "," + str(self.transit_auto_access_time[mode][interval][o_idx,d_idx]) + + "," + str(self.transit_wait_time[mode][interval][o_idx,d_idx]) + + "," + str(self.transit_transfers[mode][interval][o_idx,d_idx]) + + "," + str(self.transit_fare[mode][interval][o_idx,d_idx]) + ",") + else: s += "TRANSIT,NA,NA,NA,NA,NA,NA" + return s + def print_skims(self): + for interval in sorted(self.auto_ttime_skims.keys()): + print( 'Skim end=' + str(interval)) + if len(self.auto_ttime_skims[interval])>0: print( self.auto_ttime_skims[interval]) + print( '') + + print( 'transit_ttime') + if self.transit_ttime.size>0: print( self.transit_ttime) + print( '') + print( 'transit_walk_access_time') + if self.transit_walk_access_time.size>0: print( self.transit_walk_access_time) + print( '') + print( 'auto_distance') + if self.auto_distance.size>0: print( self.auto_distance) + print( '') + print( 'transit_wait_time') + if self.transit_wait_time.size>0: print( self.transit_wait_time) + print( '') + print( 'transit_fare') + if self.transit_fare.size>0: print( self.transit_fare) + def resize_arrays(self, nzone): + self.transit_ttime = numpy.resize(self.transit_ttime,(nzone,nzone)) + self.transit_walk_access_time = numpy.resize(self.transit_walk_access_time,(nzone,nzone)) + self.transit_wait_time = numpy.resize(self.transit_wait_time,(nzone,nzone)) + self.transit_fare = numpy.resize(self.transit_fare,(nzone,nzone)) + self.auto_distance = numpy.resize(self.auto_distance,(nzone,nzone)) + + for interval in self.intervals: + m = numpy.matrix(0,dtype='f') + m = numpy.resize(m,(nzone,nzone)) + self.auto_ttime_skims[interval] = m if __name__ == "__main__": - - skims = Skim_Results() - - # parse the command line args - parser = argparse.ArgumentParser(description='Process the skim data') - parser.add_argument('-auto_skim_file', default='', help='An input auto mode skim file to read, in polaris .bin V0 or V1 format') - parser.add_argument('-transit_skim_file', default='', help='An input transit mode skim file to read, in polaris .bin V0 or V1 format') - parser.add_argument('-csv', action='store_const', const=1, help='Write CSV output flag') - parser.add_argument('-tab', action='store_const', const=1, help='Write tab-delimited output flag') - parser.add_argument('-bin', action='store_const', const=1, help='Write binary output flag') - parser.add_argument('-hdf5', action='store_const', const=1, help='Write HDF5 output flag') - parser.add_argument('-origin_list', type=int, nargs='*', help='A list of origin zone IDs used to generate a sub-skim file for only those zones') - parser.add_argument('-destination_list', type=int, nargs='*', help='A list of destination zone IDs used to generate a sub-skim file for only those zones') - parser.add_argument('-read_from_csv', action='store_true', help='Flag to indicate that skims will be read and created from CSV input files, rather than from Polaris format. Automatically sets -bin and -csv to true. Requires -auto_skim_file and/or transit_skim_file to be provided as output') - parser.add_argument('-convert_to_v1', action='store_true', help='Flag to indicate input skims are in V0 and need to convert to V1') - parser.add_argument('-interactive', action='store_true', help='Flag to start interactive mode allowing for travel time requests between OD pairs') - parser.add_argument('-batch', action='store_true', help='Flag to start batch mode allowing for travel time requests between multiple OD pairs, defined in trip_file') - parser.add_argument('-trip_file', default='', help='CSV file of O,D,departure_times for use in batch mode.') - parser.add_argument('-i1_transit_ttime_file', default = '', help='Input transit skim csv file. One file describing the transit in-vehicle time for trip from O-D.') - parser.add_argument('-i2_transit_walk_files', nargs='*', help='Input transit skim csv file. One or more files describing the walking time components for trip from O-D.') - parser.add_argument('-i3_transit_wait_files', nargs='*', help='Input transit skim csv file. One or more files describing the waiting time components for trip from O-D.') - parser.add_argument('-i4_transit_fare_file', default = '', help='Input transit skim csv file. One ofile describing the fare for trip from O-D.') - parser.add_argument('-i5_auto_distance_file',default='', help='Input transit skim csv file. One file describing the auto distance for trip from O-D.') - parser.add_argument('-zone_id_to_index_file', default = '', help='Map of zone ids to zone indexes. Required for skim file creation from csv files.') - parser.add_argument('-i6_highway_ttime_files',nargs='*', help='Input csv file, required if read_from_csv to be true and no i*_transit files are specified. One csv file for each skim time interval, with each row in "O,D,ttime" format.') - parser.add_argument('-i7_highway_intervals',nargs='*',type=int, help='Defines the end times of the skim intervals for which the -i6_highway_ttime_files were created, one interval per file required.') - parser.add_argument('-define_intervals',action='store_true', help='Flag to indicate that the intervals defined in auto_skim_fil will be altered to those defined in i7_highway_intervals.') - parser.add_argument('-bus_only',action='store_true', help='flag to read only the bus+rail skims in order to save memory...') - parser.add_argument('-limit_modes',nargs='*', help='Limit output to the specified modes - list of RAIL, BUS, PNR, PNRAIL') - parser.add_argument('-limit_values',nargs='*', help='Limit output to the specified values - list of IVTT, WALK_OVTT, AUTO_OVTT, COST, TRANSFERS, WAIT, DISTANCE') - parser.add_argument('-mep', action='store_true', help='Dump MEP information.') - - - args = parser.parse_args() - - write_csv=False - if args.csv==1: write_csv=True - write_hdf5=False - if args.hdf5==1: write_hdf5=True - write_bin=False - if args.bin==1: write_bin=True - write_tab=False - if args.tab==1: write_tab=True - if write_csv==False and write_tab==False and write_hdf5==False: write_bin=True - skims.bus_only = args.bus_only - - if (args.read_from_csv): - write_bin = True - write_csv = True - if args.zone_id_to_index_file == '': raise NameError("Error: missing zone_id_to_index file") - - if args.i6_highway_ttime_files is not None: - ReadHighwaySkims_CSV(args.i6_highway_ttime_files,args.i7_highway_intervals,args.zone_id_to_index_file,skims) - WriteHighwaySkimsV1(args.auto_skim_file,skims) - WriteHighwaySkimsV1_CSV(args.auto_skim_file,skims) - - if args.i1_transit_ttime_file != '': - ReadTransitSkims_CSV(args.i1_transit_ttime_file,args.i2_transit_walk_files,args.i3_transit_wait_files,args.i4_transit_fare_file,args.i5_auto_distance_file, args.zone_id_to_index_file,skims) - WriteTransitSkimsV1(args.transit_skim_file,skims) - WriteTransitSkimsV1_CSV(args.transit_skim_file,skims) - - elif (args.convert_to_v1): - write_bin = True - write_csv = True - if args.zone_id_to_index_file == '': raise NameError("Error: missing zone_id_to_index file") - if args.auto_skim_file != '': raise NameError("Error: v0 to v1 converter not implemented for auto skims") - if args.transit_skim_file != '': - do_transit = ConvertTransitToV1(args.transit_skim_file,skims, args.zone_id_to_index_file) - if do_transit: WriteTransitSkimsV1(args.transit_skim_file+"_v1", skims) - if do_transit: WriteTransitSkimsV1_CSV(args.transit_skim_file+"_v1", skims) - - elif (args.interactive): - - Main(skims, args.auto_skim_file, args.transit_skim_file, False, False, False, False, None, None) - - do_auto = args.auto_skim_file != '' - do_transit = args.transit_skim_file != '' - - s = '' - while (s != 'q'): - multiple_times = False - s = input('Enter an O,D,time tuple (or q to exit): ') - OD_s = s.split(',') - if len(OD_s) == 2: - try: - O = int(OD_s[0]) - D = int(OD_s[1]) - multiple_times = True - except ValueError: - print( "Error: enter a valid OD pair seperated by a comma") - continue - elif len(OD_s) == 3: - try: - O = int(OD_s[0]) - D = int(OD_s[1]) - T = int(OD_s[2]) - except ValueError: - print( "Error: enter a valid OD pair seperated by a comma") - continue - else: - print( "Error: enter an OD pair and time seperated by a comma") - continue - if O not in skims.zone_id_to_index_map: - print( "Origin ID '" + str(O) + "' not found.") - continue - if D not in skims.zone_id_to_index_map: - print( "Destination ID '" + str(D) + "' not found.") - continue - O_idx = skims.zone_id_to_index_map[int(O)] - D_idx = skims.zone_id_to_index_map[int(D)] - if O_idx is None: raise NameError("Error: Origin zone id '" + O + "' not found.") - if D_idx is None: raise NameError("Error: Destination zone id '" + D + "' not found.") - - if multiple_times: - for t in skims.intervals: - print( skims.print_OD_info(O_idx, D_idx, t, do_auto, do_transit,False)) - else: - print( skims.print_OD_info(O_idx, D_idx, T, do_auto, do_transit)) - - elif (args.batch): - Main(skims, args.auto_skim_file, args.transit_skim_file, False, False, False, False, None, None) - do_auto = args.auto_skim_file != '' - do_transit = args.transit_skim_file != '' - - with open(args.trip_file[:-4] + '_out.csv', 'wb') as outfile: - outfile.write('ID,O,D,Time,AutoTime,TransitTime,walk_time,wait_time,fare,dist\r\n') - with open(args.trip_file, 'r') as infile: - cr = csv.reader(infile,delimiter =',') - cr.next() - try: - for row in cr: - if len(row) == 3: - id_offset = 0 - ID = '1' - if len(row) != 4: - print( "Error: input must be in 'ID,O,D,departure_time' format.") - continue - else: - id_offset = 1 - ID = row[0] - try: - O = int(row[0+id_offset]) - D = int(row[1+id_offset]) - T = int(row[2+id_offset]) - - if O not in skims.zone_id_to_index_map: - print( "Origin ID '" + str(O) + "' not found.") - continue - if D not in skims.zone_id_to_index_map: - print( "Destination ID '" + str(D) + "' not found.") - continue - O_idx = skims.zone_id_to_index_map[int(O)] - D_idx = skims.zone_id_to_index_map[int(D)] - if O_idx is None: raise NameError("Error: Origin zone id '" + O + "' not found.") - if D_idx is None: raise NameError("Error: Destination zone id '" + D + "' not found.") - outfile.write(ID + ',' + row[0+id_offset] + ',' + row[1+id_offset] + ',' + row[2+id_offset] + ',' + skims.print_OD_info(O_idx, D_idx, T, do_auto, do_transit,False) + '\r\n' ) - except ValueError: - print( "Error: enter a valid OD pair seperated by a comma: " + str(row)) - continue - - except ValueError: - print( row) - - elif (args.mep): - MEP(skims, args.auto_skim_file, args.transit_skim_file) - - else: - Main(skims, args.auto_skim_file, args.transit_skim_file, write_bin, write_csv, write_tab, write_hdf5, args.origin_list, args.destination_list, args.limit_modes, args.limit_values) + + skims = Skim_Results() + + # parse the command line args + parser = argparse.ArgumentParser(description='Process the skim data') + parser.add_argument('-auto_skim_file', default='', help='An input auto mode skim file to read, in polaris .bin V0 or V1 format') + parser.add_argument('-transit_skim_file', default='', help='An input transit mode skim file to read, in polaris .bin V0 or V1 format') + parser.add_argument('-csv', action='store_const', const=1, help='Write CSV output flag') + parser.add_argument('-tab', action='store_const', const=1, help='Write tab-delimited output flag') + parser.add_argument('-bin', action='store_const', const=1, help='Write binary output flag') + parser.add_argument('-hdf5', action='store_const', const=1, help='Write HDF5 output flag') + parser.add_argument('-origin_list', type=int, nargs='*', help='A list of origin zone IDs used to generate a sub-skim file for only those zones') + parser.add_argument('-destination_list', type=int, nargs='*', help='A list of destination zone IDs used to generate a sub-skim file for only those zones') + parser.add_argument('-read_from_csv', action='store_true', help='Flag to indicate that skims will be read and created from CSV input files, rather than from Polaris format. Automatically sets -bin and -csv to true. Requires -auto_skim_file and/or transit_skim_file to be provided as output') + parser.add_argument('-convert_to_v1', action='store_true', help='Flag to indicate input skims are in V0 and need to convert to V1') + parser.add_argument('-interactive', action='store_true', help='Flag to start interactive mode allowing for travel time requests between OD pairs') + parser.add_argument('-batch', action='store_true', help='Flag to start batch mode allowing for travel time requests between multiple OD pairs, defined in trip_file') + parser.add_argument('-trip_file', default='', help='CSV file of O,D,departure_times for use in batch mode.') + parser.add_argument('-i1_transit_ttime_file', default = '', help='Input transit skim csv file. One file describing the transit in-vehicle time for trip from O-D.') + parser.add_argument('-i2_transit_walk_files', nargs='*', help='Input transit skim csv file. One or more files describing the walking time components for trip from O-D.') + parser.add_argument('-i3_transit_wait_files', nargs='*', help='Input transit skim csv file. One or more files describing the waiting time components for trip from O-D.') + parser.add_argument('-i4_transit_fare_file', default = '', help='Input transit skim csv file. One ofile describing the fare for trip from O-D.') + parser.add_argument('-i5_auto_distance_file',default='', help='Input transit skim csv file. One file describing the auto distance for trip from O-D.') + parser.add_argument('-zone_id_to_index_file', default = '', help='Map of zone ids to zone indexes. Required for skim file creation from csv files.') + parser.add_argument('-i6_highway_ttime_files',nargs='*', help='Input csv file, required if read_from_csv to be true and no i*_transit files are specified. One csv file for each skim time interval, with each row in "O,D,ttime" format.') + parser.add_argument('-i7_highway_intervals',nargs='*',type=int, help='Defines the end times of the skim intervals for which the -i6_highway_ttime_files were created, one interval per file required.') + parser.add_argument('-define_intervals',action='store_true', help='Flag to indicate that the intervals defined in auto_skim_fil will be altered to those defined in i7_highway_intervals.') + parser.add_argument('-bus_only',action='store_true', help='flag to read only the bus+rail skims in order to save memory...') + parser.add_argument('-limit_modes',nargs='*', help='Limit output to the specified modes - list of RAIL, BUS, PNR, PNRAIL') + parser.add_argument('-limit_values',nargs='*', help='Limit output to the specified values - list of IVTT, WALK_OVTT, AUTO_OVTT, COST, TRANSFERS, WAIT, DISTANCE') + parser.add_argument('-mep', action='store_true', help='Dump MEP information.') + + + args = parser.parse_args() + + write_csv=False + if args.csv==1: write_csv=True + write_hdf5=False + if args.hdf5==1: write_hdf5=True + write_bin=False + if args.bin==1: write_bin=True + write_tab=False + if args.tab==1: write_tab=True + if write_csv==False and write_tab==False and write_hdf5==False: write_bin=True + skims.bus_only = args.bus_only + + if (args.read_from_csv): + write_bin = True + write_csv = True + if args.zone_id_to_index_file == '': raise NameError("Error: missing zone_id_to_index file") + + if args.i6_highway_ttime_files is not None: + ReadHighwaySkims_CSV(args.i6_highway_ttime_files,args.i7_highway_intervals,args.zone_id_to_index_file,skims) + WriteHighwaySkimsV1(args.auto_skim_file,skims) + WriteHighwaySkimsV1_CSV(args.auto_skim_file,skims) + + if args.i1_transit_ttime_file != '': + ReadTransitSkims_CSV(args.i1_transit_ttime_file,args.i2_transit_walk_files,args.i3_transit_wait_files,args.i4_transit_fare_file,args.i5_auto_distance_file, args.zone_id_to_index_file,skims) + WriteTransitSkimsV1(args.transit_skim_file,skims) + WriteTransitSkimsV1_CSV(args.transit_skim_file,skims) + + elif (args.convert_to_v1): + write_bin = True + write_csv = True + if args.zone_id_to_index_file == '': raise NameError("Error: missing zone_id_to_index file") + if args.auto_skim_file != '': raise NameError("Error: v0 to v1 converter not implemented for auto skims") + if args.transit_skim_file != '': + do_transit = ConvertTransitToV1(args.transit_skim_file,skims, args.zone_id_to_index_file) + if do_transit: WriteTransitSkimsV1(args.transit_skim_file+"_v1", skims) + if do_transit: WriteTransitSkimsV1_CSV(args.transit_skim_file+"_v1", skims) + + elif (args.interactive): + + Main(skims, args.auto_skim_file, args.transit_skim_file, False, False, False, False, None, None) + + do_auto = args.auto_skim_file != '' + do_transit = args.transit_skim_file != '' + + s = '' + while (s != 'q'): + multiple_times = False + s = input('Enter an O,D,time tuple (or q to exit): ') + OD_s = s.split(',') + if len(OD_s) == 2: + try: + O = int(OD_s[0]) + D = int(OD_s[1]) + multiple_times = True + except ValueError: + print( "Error: enter a valid OD pair seperated by a comma") + continue + elif len(OD_s) == 3: + try: + O = int(OD_s[0]) + D = int(OD_s[1]) + T = int(OD_s[2]) + except ValueError: + print( "Error: enter a valid OD pair seperated by a comma") + continue + else: + print( "Error: enter an OD pair and time seperated by a comma") + continue + if O not in skims.zone_id_to_index_map: + print( "Origin ID '" + str(O) + "' not found.") + continue + if D not in skims.zone_id_to_index_map: + print( "Destination ID '" + str(D) + "' not found.") + continue + O_idx = skims.zone_id_to_index_map[int(O)] + D_idx = skims.zone_id_to_index_map[int(D)] + if O_idx is None: raise NameError("Error: Origin zone id '" + O + "' not found.") + if D_idx is None: raise NameError("Error: Destination zone id '" + D + "' not found.") + + if multiple_times: + for t in skims.intervals: + print( skims.print_OD_info(O_idx, D_idx, t, do_auto, do_transit,False)) + else: + print( skims.print_OD_info(O_idx, D_idx, T, do_auto, do_transit)) + + elif (args.batch): + Main(skims, args.auto_skim_file, args.transit_skim_file, False, False, False, False, None, None) + do_auto = args.auto_skim_file != '' + do_transit = args.transit_skim_file != '' + + with open(args.trip_file[:-4] + '_out.csv', 'wb') as outfile: + outfile.write('ID,O,D,Time,AutoTime,TransitTime,walk_time,wait_time,fare,dist\r\n') + with open(args.trip_file, 'r') as infile: + cr = csv.reader(infile,delimiter =',') + cr.next() + try: + for row in cr: + if len(row) == 3: + id_offset = 0 + ID = '1' + if len(row) != 4: + print( "Error: input must be in 'ID,O,D,departure_time' format.") + continue + else: + id_offset = 1 + ID = row[0] + try: + O = int(row[0+id_offset]) + D = int(row[1+id_offset]) + T = int(row[2+id_offset]) + + if O not in skims.zone_id_to_index_map: + print( "Origin ID '" + str(O) + "' not found.") + continue + if D not in skims.zone_id_to_index_map: + print( "Destination ID '" + str(D) + "' not found.") + continue + O_idx = skims.zone_id_to_index_map[int(O)] + D_idx = skims.zone_id_to_index_map[int(D)] + if O_idx is None: raise NameError("Error: Origin zone id '" + O + "' not found.") + if D_idx is None: raise NameError("Error: Destination zone id '" + D + "' not found.") + outfile.write(ID + ',' + row[0+id_offset] + ',' + row[1+id_offset] + ',' + row[2+id_offset] + ',' + skims.print_OD_info(O_idx, D_idx, T, do_auto, do_transit,False) + '\r\n' ) + except ValueError: + print( "Error: enter a valid OD pair seperated by a comma: " + str(row)) + continue + + except ValueError: + print( row) + + elif (args.mep): + MEP(skims, args.auto_skim_file, args.transit_skim_file) + + else: + Main(skims, args.auto_skim_file, args.transit_skim_file, write_bin, write_csv, write_tab, write_hdf5, args.origin_list, args.destination_list, args.limit_modes, args.limit_values) diff --git a/pilates/postprocessing/.DS_Store b/pilates/postprocessing/.DS_Store new file mode 100644 index 0000000..fe9903b Binary files /dev/null and b/pilates/postprocessing/.DS_Store differ diff --git a/pilates/postprocessing/MEP/.gitignore b/pilates/postprocessing/MEP/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/pilates/postprocessing/__init__.py b/pilates/postprocessing/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pilates/postprocessing/data/taz_sfbay.cpg b/pilates/postprocessing/data/taz_sfbay.cpg new file mode 100644 index 0000000..3ad133c --- /dev/null +++ b/pilates/postprocessing/data/taz_sfbay.cpg @@ -0,0 +1 @@ +UTF-8 \ No newline at end of file diff --git a/pilates/postprocessing/data/taz_sfbay.dbf b/pilates/postprocessing/data/taz_sfbay.dbf new file mode 100644 index 0000000..9be4424 Binary files /dev/null and b/pilates/postprocessing/data/taz_sfbay.dbf differ diff --git a/pilates/postprocessing/data/taz_sfbay.prj b/pilates/postprocessing/data/taz_sfbay.prj new file mode 100644 index 0000000..8f73f48 --- /dev/null +++ b/pilates/postprocessing/data/taz_sfbay.prj @@ -0,0 +1 @@ +GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]] diff --git a/pilates/postprocessing/data/taz_sfbay.shp b/pilates/postprocessing/data/taz_sfbay.shp new file mode 100644 index 0000000..ad286c4 Binary files /dev/null and b/pilates/postprocessing/data/taz_sfbay.shp differ diff --git a/pilates/postprocessing/data/taz_sfbay.shx b/pilates/postprocessing/data/taz_sfbay.shx new file mode 100644 index 0000000..fed1413 Binary files /dev/null and b/pilates/postprocessing/data/taz_sfbay.shx differ diff --git a/pilates/postprocessing/data/taz_sfbay_labels.csv b/pilates/postprocessing/data/taz_sfbay_labels.csv new file mode 100644 index 0000000..3122525 --- /dev/null +++ b/pilates/postprocessing/data/taz_sfbay_labels.csv @@ -0,0 +1,4751 @@ +bgid,tractid,juris_name,county_name,mpo +60014001001,6001400100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60855044171,6085504417,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60750228032,6075022803,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750228033,6075022803,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750229011,6075022901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750229012,6075022901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750229013,6075022901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750229021,6075022902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014034003,6001403400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014054012,6001405401,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750229031,6075022903,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014044001,6001404400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750328011,6075032801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014046004,6001404600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750328022,6075032802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750328023,6075032802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750329011,6075032901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014062014,6001406201,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750103001,6075010300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750104001,6075010400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750104002,6075010400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750329012,6075032901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014075001,6001407500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750329013,6075032901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014081002,6001408100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014081004,6001408100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014090002,6001409000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014096001,6001409600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750329022,6075032902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750330002,6075033000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750351007,6075035100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750353006,6075035300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014220001,6001422000,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750402004,6075040200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750426011,6075042601,San Francisco,San Francisco County,San Francisco Bay 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County,San Francisco Bay Area (MTC) +60014507013,6001450701,,Alameda County,San Francisco Bay Area (MTC) +60750125012,6075012501,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750124023,6075012402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014507521,6001450752,,Alameda County,San Francisco Bay Area (MTC) +60014511013,6001451101,,Alameda County,San Francisco Bay Area (MTC) +60014511011,6001451101,,Alameda County,San Francisco Bay Area (MTC) +60014511015,6001451101,,Alameda County,San Francisco Bay Area (MTC) +60750126021,6075012602,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014512021,6001451202,,Alameda County,San Francisco Bay Area (MTC) +60750131011,6075013101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750130004,6075013000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750132002,6075013200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) 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Francisco Bay Area (MTC) +60133040011,6013304001,,Contra Costa County,San Francisco Bay Area (MTC) +60750153002,6075015300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133040021,6013304002,,Contra Costa County,San Francisco Bay Area (MTC) +60133090002,6013309000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133131031,6013313103,,Contra Costa County,San Francisco Bay Area (MTC) +60750154002,6075015400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133180002,6013318000,,Contra Costa County,San Francisco Bay Area (MTC) +60133132042,6013313204,,Contra Costa County,San Francisco Bay Area (MTC) +60133200011,6013320001,,Contra Costa County,San Francisco Bay Area (MTC) +60133150001,6013315000,,Contra Costa County,San Francisco Bay Area (MTC) +60750158013,6075015801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750158011,6075015801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750158022,6075015802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750158021,6075015802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750161001,6075016100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750162002,6075016200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750161003,6075016100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750162003,6075016200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133361023,6013336102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750163002,6075016300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750165001,6075016500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750165002,6075016500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750164002,6075016400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750165004,6075016500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750166003,6075016600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750167001,6075016700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750167004,6075016700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750168013,6075016801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750168022,6075016802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133580005,6013358000,,Contra Costa County,San Francisco Bay Area (MTC) +60133400024,6013340002,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133451121,6013345112,,Contra Costa County,San Francisco Bay Area (MTC) +60133430022,6013343002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133451111,6013345111,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133462043,6013346204,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133451151,6013345115,,Contra Costa County,San Francisco Bay Area (MTC) +60133452042,6013345204,,Contra Costa County,San Francisco Bay Area (MTC) +60750171022,6075017102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133452031,6013345203,,Contra Costa County,San Francisco Bay Area (MTC) +60133461012,6013346101,,Contra Costa County,San Francisco Bay Area (MTC) +60133461022,6013346102,,Contra Costa County,San Francisco Bay Area (MTC) +60133461023,6013346102,,Contra Costa County,San Francisco Bay Area (MTC) +60133462014,6013346201,,Contra Costa County,San Francisco Bay Area (MTC) +60133462041,6013346204,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60750171023,6075017102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750176014,6075017601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133470002,6013347000,,Contra Costa County,San Francisco Bay Area (MTC) +60133480003,6013348000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133521023,6013352102,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133521024,6013352102,,Contra Costa County,San Francisco Bay Area (MTC) +60133522013,6013352201,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133522021,6013352202,,Contra Costa County,San Francisco Bay Area (MTC) +60133530012,6013353001,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60750176015,6075017601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133540011,6013354001,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133601012,6013360101,,Contra Costa County,San Francisco Bay Area (MTC) +60133540021,6013354002,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133551071,6013355107,,Contra Costa County,San Francisco Bay Area (MTC) +60133551083,6013355108,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133551161,6013355116,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133540023,6013354002,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133551121,6013355112,,Contra Costa County,San Francisco Bay Area (MTC) +60133552001,6013355200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133551123,6013355112,,Contra Costa County,San Francisco Bay Area (MTC) +60133560013,6013356001,,Contra Costa County,San Francisco Bay Area (MTC) +60133553061,6013355306,,Contra Costa County,San Francisco Bay Area (MTC) +60133553023,6013355302,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133560022,6013356002,,Contra Costa County,San Francisco Bay Area (MTC) +60133560024,6013356002,,Contra Costa County,San Francisco Bay Area (MTC) +60133570002,6013357000,,Contra Costa County,San Francisco Bay Area (MTC) +60750263021,6075026302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133592022,6013359202,,Contra Costa County,San Francisco Bay Area (MTC) +60133610002,6013361000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133610003,6013361000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133601021,6013360102,,Contra Costa County,San Francisco Bay Area (MTC) +60750301014,6075030101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133601022,6013360102,,Contra Costa County,San Francisco Bay Area (MTC) +60133800001,6013380000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750178011,6075017801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133922002,6013392200,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60411011001,6041101100,,Marin County,San Francisco Bay Area (MTC) +60750201003,6075020100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750178022,6075017802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750202002,6075020200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411021001,6041102100,Novato,Marin County,San Francisco Bay Area (MTC) +60411230002,6041123000,Belvedere,Marin County,San Francisco Bay Area (MTC) +60411102002,6041110200,,Marin County,San Francisco Bay Area (MTC) +60411042003,6041104200,Novato,Marin County,San Francisco Bay Area (MTC) +60411101002,6041110100,,Marin County,San Francisco Bay Area (MTC) +60411060023,6041106002,,Marin County,San Francisco Bay Area (MTC) +60411070004,6041107000,,Marin County,San Francisco Bay Area (MTC) +60411060021,6041106002,,Marin County,San Francisco Bay Area (MTC) +60411130001,6041113000,,Marin County,San Francisco Bay Area (MTC) +60411130003,6041113000,,Marin County,San Francisco Bay Area (MTC) +60411130004,6041113000,,Marin County,San Francisco Bay Area (MTC) +60411142002,6041114200,,Marin County,San Francisco Bay Area (MTC) +60411141001,6041114100,,Marin County,San Francisco Bay Area (MTC) +60411141002,6041114100,Fairfax,Marin County,San Francisco Bay Area (MTC) +60411150002,6041115000,,Marin County,San Francisco Bay Area (MTC) +60411141003,6041114100,Fairfax,Marin County,San Francisco Bay Area (MTC) +60411261001,6041126100,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60750312021,6075031202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750312014,6075031201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750313012,6075031301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750313011,6075031301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411242001,6041124200,Tiburon,Marin County,San Francisco Bay Area (MTC) +60411220001,6041122000,,Marin County,San Francisco Bay Area (MTC) +60411242005,6041124200,Tiburon,Marin County,San Francisco Bay Area (MTC) +60750208004,6075020800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750209001,6075020900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411242003,6041124200,,Marin County,San Francisco Bay Area (MTC) +60750210001,6075021000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750210002,6075021000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411270004,6041127000,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60750209003,6075020900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411281003,6041128100,,Marin County,San Francisco Bay Area (MTC) +60750211001,6075021100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411311001,6041131100,,Marin County,San Francisco Bay Area (MTC) +60411311002,6041131100,,Marin County,San Francisco Bay Area (MTC) +60411302021,6041130202,Sausalito,Marin County,San Francisco Bay Area (MTC) +60411330003,6041133000,,Marin County,San Francisco Bay Area (MTC) +60750212001,6075021200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411311003,6041131100,,Marin County,San Francisco Bay Area (MTC) +60411321001,6041132100,,Marin County,San Francisco Bay Area (MTC) +60411321002,6041132100,,Marin County,San Francisco Bay Area (MTC) +60411322003,6041132200,,Marin County,San Francisco Bay Area (MTC) +60411330001,6041133000,,Marin County,San Francisco Bay Area (MTC) +60750214003,6075021400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750214001,6075021400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750215001,6075021500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750215003,6075021500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750215004,6075021500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552010031,6055201003,,Napa County,San Francisco Bay Area (MTC) +60552011021,6055201102,,Napa County,San Francisco Bay Area (MTC) +60552011022,6055201102,,Napa County,San Francisco Bay Area (MTC) +60552012001,6055201200,,Napa County,San Francisco Bay Area (MTC) +60552017006,6055201700,,Napa County,San Francisco Bay Area (MTC) +60552013002,6055201300,Yountville,Napa County,San Francisco Bay Area (MTC) +60552018001,6055201800,,Napa County,San Francisco Bay Area (MTC) +60552018002,6055201800,,Napa County,San Francisco Bay Area (MTC) +60750228021,6075022802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552017001,6055201700,,Napa County,San Francisco Bay Area (MTC) +60552019001,6055201900,,Napa County,San Francisco Bay Area (MTC) +60552019002,6055201900,,Napa County,San Francisco Bay Area (MTC) +60552017004,6055201700,,Napa County,San Francisco Bay Area (MTC) +60750228031,6075022803,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750106001,6075010600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750101001,6075010100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750106002,6075010600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750127001,6075012700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750127002,6075012700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750205001,6075020500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750127003,6075012700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750128002,6075012800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750232001,6075023200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750234001,6075023400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750252003,6075025200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750257013,6075025701,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750255003,6075025500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750257023,6075025702,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750301023,6075030102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750263031,6075026303,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750327003,6075032700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750327004,6075032700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750309005,6075030900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750314001,6075031400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750311002,6075031100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750314003,6075031400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750332032,6075033203,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750330005,6075033000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750354002,6075035400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750354003,6075035400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750352013,6075035201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750428003,6075042800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750352014,6075035201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750451001,6075045100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750605021,6075060502,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750479013,6075047901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750607001,6075060700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750479015,6075047901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750614003,6075061400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60759806001,6075980600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60816007003,6081600700,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816001001,6081600100,,San Mateo County,San Francisco Bay Area (MTC) +60816013001,6081601300,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816023001,6081602300,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816032004,6081603200,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816052001,6081605200,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816054001,6081605400,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816056004,6081605600,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816080041,6081608004,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816063001,6081606300,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816109002,6081610900,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816081001,6081608100,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816097001,6081609700,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816096011,6081609601,,San Mateo County,San Francisco Bay Area (MTC) +60816097002,6081609700,,San Mateo County,San Francisco Bay Area (MTC) +60816117004,6081611700,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816103021,6081610302,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816135012,6081613501,,San Mateo County,San Francisco Bay Area (MTC) +60816121002,6081612100,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816132003,6081613200,,San Mateo County,San Francisco Bay Area (MTC) +60816132004,6081613200,Portola Valley,San Mateo County,San Francisco Bay Area (MTC) +60816135021,6081613502,,San Mateo County,San Francisco Bay Area (MTC) +60855009021,6085500902,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816133001,6081613300,Woodside,San Mateo County,San Francisco Bay Area (MTC) +60816136001,6081613600,,San Mateo County,San Francisco Bay Area (MTC) +60816134002,6081613400,,San Mateo County,San Francisco Bay Area (MTC) +60816137001,6081613700,,San Mateo County,San Francisco Bay Area (MTC) +60816134003,6081613400,Woodside,San Mateo County,San Francisco Bay Area (MTC) +60816138001,6081613800,,San Mateo County,San Francisco Bay Area (MTC) +60816138002,6081613800,,San Mateo County,San Francisco Bay Area (MTC) +60816138003,6081613800,,San Mateo County,San Francisco Bay Area (MTC) +60816138004,6081613800,,San Mateo County,San Francisco Bay Area (MTC) +60816137002,6081613700,,San Mateo County,San Francisco Bay Area (MTC) +60855011012,6085501101,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816137003,6081613700,,San Mateo County,San Francisco Bay Area (MTC) +60855031131,6085503113,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855016001,6085501600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033122,6085503312,,Santa Clara County,San Francisco Bay Area (MTC) +60855033303,6085503330,,Santa Clara County,San Francisco Bay Area (MTC) +60952527053,6095252705,Suisun City,Solano County,San Francisco Bay Area (MTC) +60855033341,6085503334,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035071,6085503507,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033324,6085503332,,Santa Clara County,San Francisco Bay Area (MTC) +60855042022,6085504202,,Santa Clara County,San Francisco Bay Area (MTC) +60855043081,6085504308,,Santa Clara County,San Francisco Bay Area (MTC) +60855043082,6085504308,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044203,6085504420,,Santa Clara County,San Francisco Bay Area (MTC) +60855037131,6085503713,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855048062,6085504806,Sunnyvale,Santa Clara County,San Francisco Bay Area (MTC) +60855046011,6085504601,,Santa Clara County,San Francisco Bay Area (MTC) +60855046021,6085504602,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855054015,6085505401,Santa Clara,Santa Clara County,San Francisco Bay Area (MTC) +60855063012,6085506301,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855069003,6085506900,Los Gatos,Santa Clara County,San Francisco Bay Area (MTC) +60855070012,6085507001,,Santa Clara County,San Francisco Bay Area (MTC) +60855050092,6085505009,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855070022,6085507002,Los Gatos,Santa Clara County,San Francisco Bay Area (MTC) +60855078082,6085507808,Cupertino,Santa Clara County,San Francisco Bay Area (MTC) +60855076001,6085507600,Saratoga,Santa Clara County,San Francisco Bay Area (MTC) +60855077023,6085507702,Cupertino,Santa Clara County,San Francisco Bay Area (MTC) +60855126021,6085512602,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855073021,6085507302,,Santa Clara County,San Francisco Bay Area (MTC) +60855126022,6085512602,,Santa Clara County,San Francisco Bay Area (MTC) +60855119091,6085511909,,Santa Clara County,San Francisco Bay Area (MTC) +60855119092,6085511909,,Santa Clara County,San Francisco Bay Area (MTC) +60855117041,6085511704,Los Altos Hills,Santa Clara County,San Francisco Bay Area (MTC) +60855117051,6085511705,,Santa Clara County,San Francisco Bay Area (MTC) +60855118003,6085511800,,Santa Clara County,San Francisco Bay Area (MTC) +60855119112,6085511911,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855117071,6085511707,,Santa Clara County,San Francisco Bay Area (MTC) +60855119113,6085511911,,Santa Clara County,San Francisco Bay Area (MTC) +60855120011,6085512001,,Santa Clara County,San Francisco Bay Area (MTC) +60855121001,6085512100,,Santa Clara County,San Francisco Bay Area (MTC) +60855122001,6085512200,,Santa Clara County,San Francisco Bay Area (MTC) +60855122002,6085512200,,Santa Clara County,San Francisco Bay Area (MTC) +60855123051,6085512305,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855118001,6085511800,,Santa Clara County,San Francisco Bay Area (MTC) +60855124012,6085512401,,Santa Clara County,San Francisco Bay Area (MTC) +60855123052,6085512305,,Santa Clara County,San Francisco Bay Area (MTC) +60855124023,6085512402,,Santa Clara County,San Francisco Bay Area (MTC) +60855125101,6085512510,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125031,6085512503,,Santa Clara County,San Francisco Bay Area (MTC) +60952508011,6095250801,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855135001,6085513500,,Santa Clara County,San Francisco Bay Area (MTC) +60952515001,6095251500,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952511002,6095251100,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952521021,6095252102,,Solano County,San Francisco Bay Area (MTC) +60952519021,6095251902,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952523131,6095252313,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952522024,6095252202,,Solano County,San Francisco Bay Area (MTC) +60952523051,6095252305,,Solano County,San Francisco Bay Area (MTC) +60952521022,6095252102,Benicia,Solano County,San Francisco Bay Area (MTC) +60952524023,6095252402,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523161,6095252316,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523171,6095252317,,Solano County,San Francisco Bay Area (MTC) +60952523172,6095252317,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952526053,6095252605,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952527026,6095252702,,Solano County,San Francisco Bay Area (MTC) +60952526111,6095252611,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952527042,6095252704,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952528014,6095252801,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952529031,6095252903,,Solano County,San Francisco Bay Area (MTC) +60952529032,6095252903,,Solano County,San Francisco Bay Area (MTC) +60952529083,6095252908,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529102,6095252910,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529104,6095252910,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529034,6095252903,,Solano County,San Francisco Bay Area (MTC) +60952531074,6095253107,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532012,6095253201,,Solano County,San Francisco Bay Area (MTC) +60952533002,6095253300,,Solano County,San Francisco Bay Area (MTC) +60952533001,6095253300,,Solano County,San Francisco Bay Area (MTC) +60952535001,6095253500,,Solano County,San Francisco Bay Area (MTC) +60952535004,6095253500,,Solano County,San Francisco Bay Area (MTC) +60971501001,6097150100,,Sonoma County,San Francisco Bay Area (MTC) +60952531054,6095253105,Vacaville,Solano County,San Francisco Bay Area (MTC) +60971501002,6097150100,,Sonoma County,San Francisco Bay Area (MTC) +60971502023,6097150202,,Sonoma County,San Francisco Bay Area (MTC) +60971502024,6097150202,,Sonoma County,San Francisco Bay Area (MTC) +60971501003,6097150100,,Sonoma County,San Francisco Bay Area (MTC) +60971503031,6097150303,,Sonoma County,San Francisco Bay Area (MTC) +60971503032,6097150303,,Sonoma County,San Francisco Bay Area (MTC) +60971503063,6097150306,,Sonoma County,San Francisco Bay Area (MTC) +60971503034,6097150303,,Sonoma County,San Francisco Bay Area (MTC) +60971506122,6097150612,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971505003,6097150500,,Sonoma County,San Francisco Bay Area (MTC) +60971505004,6097150500,,Sonoma County,San Francisco Bay Area (MTC) +60971508004,6097150800,,Sonoma County,San Francisco Bay Area (MTC) +60971507021,6097150702,,Sonoma County,San Francisco Bay Area (MTC) +60971505006,6097150500,,Sonoma County,San Francisco Bay Area (MTC) +60971509024,6097150902,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971507023,6097150702,,Sonoma County,San Francisco Bay Area (MTC) +60971513063,6097151306,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971511001,6097151100,,Sonoma County,San Francisco Bay Area (MTC) +60971511002,6097151100,,Sonoma County,San Francisco Bay Area (MTC) +60971511003,6097151100,,Sonoma County,San Francisco Bay Area (MTC) +60971513091,6097151309,,Sonoma County,San Francisco Bay Area (MTC) +60971513082,6097151308,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971514011,6097151401,,Sonoma County,San Francisco Bay Area (MTC) +60971514013,6097151401,,Sonoma County,San Francisco Bay Area (MTC) +60971515022,6097151502,,Sonoma County,San Francisco Bay Area (MTC) +60971515023,6097151502,,Sonoma County,San Francisco Bay Area (MTC) +60971516012,6097151601,,Sonoma County,San Francisco Bay Area (MTC) +60971516021,6097151602,,Sonoma County,San Francisco Bay Area (MTC) +60971516023,6097151602,,Sonoma County,San Francisco Bay Area (MTC) +60971515031,6097151503,,Sonoma County,San Francisco Bay Area (MTC) +60971522014,6097152201,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971521003,6097152100,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971526001,6097152600,,Sonoma County,San Francisco Bay Area (MTC) +60971524002,6097152400,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971524003,6097152400,,Sonoma County,San Francisco Bay Area (MTC) +60971524005,6097152400,,Sonoma County,San Francisco Bay Area (MTC) +60971526005,6097152600,,Sonoma County,San Francisco Bay Area (MTC) +60971526002,6097152600,,Sonoma County,San Francisco Bay Area (MTC) +60971528025,6097152802,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971527011,6097152701,,Sonoma County,San Francisco Bay Area (MTC) +60971530031,6097153003,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971531024,6097153102,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971535023,6097153502,,Sonoma County,San Francisco Bay Area (MTC) +60971535024,6097153502,,Sonoma County,San Francisco Bay Area (MTC) +60971537035,6097153703,,Sonoma County,San Francisco Bay Area (MTC) +60971533003,6097153300,,Sonoma County,San Francisco Bay Area (MTC) +60971537041,6097153704,,Sonoma County,San Francisco Bay Area (MTC) +60971536002,6097153600,,Sonoma County,San Francisco Bay Area (MTC) +60971535014,6097153501,,Sonoma County,San Francisco Bay Area (MTC) +60971536004,6097153600,,Sonoma County,San Francisco Bay Area (MTC) +60971535021,6097153502,,Sonoma County,San Francisco Bay Area (MTC) +60971535022,6097153502,,Sonoma County,San Francisco Bay Area (MTC) +60971537033,6097153703,,Sonoma County,San Francisco Bay Area (MTC) +60971536005,6097153600,,Sonoma County,San Francisco Bay Area (MTC) +60971537034,6097153703,,Sonoma County,San Francisco Bay Area (MTC) +60971537031,6097153703,,Sonoma County,San Francisco Bay Area (MTC) +60971537043,6097153704,,Sonoma County,San Francisco Bay Area (MTC) +60971542012,6097154201,,Sonoma County,San Francisco Bay Area (MTC) +60971537044,6097153704,,Sonoma County,San Francisco Bay Area (MTC) +60971542013,6097154201,Cloverdale,Sonoma County,San Francisco Bay Area (MTC) +60971537051,6097153705,,Sonoma County,San Francisco Bay Area (MTC) +60971543043,6097154304,,Sonoma County,San Francisco Bay Area (MTC) +60971538072,6097153807,,Sonoma County,San Francisco Bay Area (MTC) +60971537054,6097153705,,Sonoma County,San Francisco Bay Area (MTC) +60971537063,6097153706,,Sonoma County,San Francisco Bay Area (MTC) +60971539011,6097153901,,Sonoma County,San Francisco Bay Area (MTC) +60971537064,6097153706,,Sonoma County,San Francisco Bay Area (MTC) +60971539032,6097153903,Healdsburg,Sonoma County,San Francisco Bay Area (MTC) +60971540001,6097154000,,Sonoma County,San Francisco Bay Area (MTC) +60971538011,6097153801,,Sonoma County,San Francisco Bay Area (MTC) +60971540002,6097154000,,Sonoma County,San Francisco Bay Area (MTC) +60971540003,6097154000,,Sonoma County,San Francisco Bay Area (MTC) +60014058004,6001405800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60971541001,6097154100,,Sonoma County,San Francisco Bay Area (MTC) +60014002001,6001400200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014002002,6001400200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014003001,6001400300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60971541002,6097154100,,Sonoma County,San Francisco Bay Area (MTC) +60014003002,6001400300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60971541003,6097154100,,Sonoma County,San Francisco Bay Area (MTC) +60014008003,6001400800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014003003,6001400300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750260012,6075026001,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014005001,6001400500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014005002,6001400500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014005003,6001400500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014003004,6001400300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014004001,6001400400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014006001,6001400600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014006002,6001400600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014007001,6001400700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014004002,6001400400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60952534022,6095253402,Dixon,Solano County,San Francisco Bay Area (MTC) +60014007002,6001400700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014004003,6001400400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014007003,6001400700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750102002,6075010200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014007004,6001400700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014008001,6001400800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014008002,6001400800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014024002,6001402400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014010005,6001401000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014009001,6001400900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014010006,6001401000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014011001,6001401100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014009002,6001400900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014011002,6001401100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014011003,6001401100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014010001,6001401000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014018001,6001401800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014010002,6001401000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014015002,6001401500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014010003,6001401000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014011004,6001401100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014010004,6001401000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014012001,6001401200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014013002,6001401300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014012002,6001401200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014013003,6001401300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014012003,6001401200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014014001,6001401400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014013001,6001401300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014014002,6001401400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014018002,6001401800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014014003,6001401400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014015003,6001401500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014015001,6001401500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014016001,6001401600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014017001,6001401700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014016002,6001401600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014022001,6001402200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014017002,6001401700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014024001,6001402400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014022002,6001402200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014017003,6001401700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014022003,6001402200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014025001,6001402500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014025002,6001402500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014035013,6001403501,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014026001,6001402600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014028002,6001402800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014027001,6001402700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014029001,6001402900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014027002,6001402700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014030001,6001403000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014028001,6001402800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014030002,6001403000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014033001,6001403300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014031001,6001403100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014034001,6001403400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014034002,6001403400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014033002,6001403300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014034004,6001403400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014035011,6001403501,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014035012,6001403501,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014035021,6001403502,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014059011,6001405901,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014035022,6001403502,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014036001,6001403600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014036002,6001403600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014036003,6001403600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014054011,6001405401,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014038003,6001403800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014037011,6001403701,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014037012,6001403701,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014037021,6001403702,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014037022,6001403702,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750229022,6075022902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014038001,6001403800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014087004,6001408700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014038002,6001403800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014038004,6001403800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014040001,6001404000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014040002,6001404000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014039001,6001403900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014039002,6001403900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014054013,6001405401,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014041011,6001404101,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014041012,6001404101,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014039003,6001403900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014041022,6001404102,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014042001,6001404200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014041021,6001404102,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014074003,6001407400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014042002,6001404200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014049002,6001404900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014054021,6001405402,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750229032,6075022903,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014050001,6001405000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014043001,6001404300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014042003,6001404200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014045011,6001404501,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014044002,6001404400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014054022,6001405402,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014055001,6001405500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014048002,6001404800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014043002,6001404300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014043003,6001404300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014045021,6001404502,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014044003,6001404400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014049003,6001404900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014055002,6001405500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750327006,6075032700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014045022,6001404502,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014055003,6001405500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750327007,6075032700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014045023,6001404502,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014049004,6001404900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750229033,6075022903,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014045024,6001404502,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750328012,6075032801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014046001,6001404600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014046003,6001404600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750328021,6075032802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014046002,6001404600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014049001,6001404900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014047001,6001404700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014052004,6001405200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750328013,6075032801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014047002,6001404700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750615003,6075061500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014048001,6001404800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014053011,6001405301,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014050002,6001405000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014053012,6001405301,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014051005,6001405100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014050003,6001405000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014051002,6001405100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014051003,6001405100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014051001,6001405100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014053021,6001405302,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014051004,6001405100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014056001,6001405600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014058002,6001405800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014056002,6001405600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014052001,6001405200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014052002,6001405200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014056003,6001405600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014052003,6001405200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014057001,6001405700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014053022,6001405302,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014057002,6001405700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014055004,6001405500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014057003,6001405700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014058003,6001405800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014059012,6001405901,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014059013,6001405901,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014058001,6001405800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014059021,6001405902,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014059022,6001405902,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014060002,6001406000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014060003,6001406000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014061004,6001406100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014061001,6001406100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014072004,6001407200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014061002,6001406100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014060001,6001406000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014062011,6001406201,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014063001,6001406300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014061003,6001406100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014062012,6001406201,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014065004,6001406500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014063002,6001406300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014063003,6001406300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014063004,6001406300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014064001,6001406400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014066022,6001406602,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014064002,6001406400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014065001,6001406500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014065003,6001406500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750102003,6075010200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014066011,6001406601,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014062013,6001406201,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014066012,6001406601,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014066013,6001406601,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014062021,6001406202,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014066014,6001406601,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014062022,6001406202,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014066021,6001406602,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014067001,6001406700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014062023,6001406202,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014069003,6001406900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014067002,6001406700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014070003,6001407000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750103002,6075010300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014065002,6001406500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014068001,6001406800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014071023,6001407102,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014068002,6001406800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014068003,6001406800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014070001,6001407000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014068004,6001406800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014069001,6001406900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014067003,6001406700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014067004,6001406700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014067005,6001406700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014070002,6001407000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014070004,6001407000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014070005,6001407000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014071011,6001407101,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014071012,6001407101,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750103003,6075010300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014074002,6001407400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014069002,6001406900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014071021,6001407102,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014071022,6001407102,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014071024,6001407102,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014072001,6001407200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014075002,6001407500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014072002,6001407200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014073001,6001407300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014072003,6001407200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014073002,6001407300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014075003,6001407500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014074001,6001407400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014077003,6001407700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014076001,6001407600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014077004,6001407700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014076002,6001407600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014082003,6001408200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014076003,6001407600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014078001,6001407800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014076004,6001407600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014087005,6001408700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014076005,6001407600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014078002,6001407800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014077001,6001407700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014078003,6001407800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014077002,6001407700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014085002,6001408500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014079001,6001407900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014081003,6001408100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014079002,6001407900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014080001,6001408000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014083001,6001408300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014079003,6001407900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014080002,6001408000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014085003,6001408500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750104003,6075010400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750329014,6075032901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014081001,6001408100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014082001,6001408200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014082002,6001408200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014083002,6001408300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750104004,6075010400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014083005,6001408300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014083003,6001408300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014084001,6001408400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014084002,6001408400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014084003,6001408400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014085001,6001408500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014085004,6001408500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014085005,6001408500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014083004,6001408300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014087006,6001408700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014087002,6001408700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014086001,6001408600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014088001,6001408800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014094003,6001409400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014086002,6001408600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014086003,6001408600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014088002,6001408800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014088003,6001408800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014086004,6001408600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014091002,6001409100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014087001,6001408700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014088004,6001408800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014089001,6001408900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014089002,6001408900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014090001,6001409000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014090003,6001409000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014223003,6001422300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750611002,6075061100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014092001,6001409200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014087003,6001408700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014090004,6001409000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014092002,6001409200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014091001,6001409100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014093001,6001409300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014096005,6001409600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014093002,6001409300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014094002,6001409400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014093003,6001409300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014095001,6001409500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014095002,6001409500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014095003,6001409500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014096002,6001409600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014093004,6001409300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014096003,6001409600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014096004,6001409600,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014094001,6001409400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014098003,6001409800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750329021,6075032902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014097001,6001409700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014098001,6001409800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014098002,6001409800,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014097002,6001409700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014097003,6001409700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750329023,6075032902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014097004,6001409700,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014102003,6001410200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014099001,6001409900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014103001,6001410300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014100002,6001410000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014103002,6001410300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014100003,6001410000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014099002,6001409900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014099003,6001409900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014101001,6001410100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014099004,6001409900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014102001,6001410200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014100001,6001410000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014103003,6001410300,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014101002,6001410100,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014102002,6001410200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014104001,6001410400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750330001,6075033000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014203001,6001420300,Albany,Alameda County,San Francisco Bay Area (MTC) +60014104002,6001410400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014201001,6001420100,Albany,Alameda County,San Francisco Bay Area (MTC) +60014104003,6001410400,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014201002,6001420100,Albany,Alameda County,San Francisco Bay Area (MTC) +60014201003,6001420100,Albany,Alameda County,San Francisco Bay Area (MTC) +60014105001,6001410500,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014202001,6001420200,Albany,Alameda County,San Francisco Bay Area (MTC) +60014202003,6001420200,Albany,Alameda County,San Francisco Bay Area (MTC) +60014203002,6001420300,Albany,Alameda County,San Francisco Bay Area (MTC) +60014202002,6001420200,Albany,Alameda County,San Francisco Bay Area (MTC) +60014203003,6001420300,Albany,Alameda County,San Francisco Bay Area (MTC) +60014213002,6001421300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014218002,6001421800,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014204001,6001420400,Albany,Alameda County,San Francisco Bay Area (MTC) +60014205001,6001420500,Albany,Alameda County,San Francisco Bay Area (MTC) +60014206001,6001420600,Albany,Alameda County,San Francisco Bay Area (MTC) +60014205002,6001420500,Albany,Alameda County,San Francisco Bay Area (MTC) +60014206002,6001420600,Albany,Alameda County,San Francisco Bay Area (MTC) +60014212001,6001421200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014206003,6001420600,Albany,Alameda County,San Francisco Bay Area (MTC) +60014211001,6001421100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014213004,6001421300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014217002,6001421700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014211002,6001421100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014280002,6001428000,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014212002,6001421200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014213003,6001421300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014212003,6001421200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014217003,6001421700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014214001,6001421400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750352011,6075035201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014212004,6001421200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014214002,6001421400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014213001,6001421300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014216001,6001421600,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60952524011,6095252401,Fairfield,Solano County,San Francisco Bay Area (MTC) +60014230002,6001423000,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014215002,6001421500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014215001,6001421500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014216004,6001421600,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014219001,6001421900,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014215003,6001421500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014218001,6001421800,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014217001,6001421700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750402003,6075040200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014216002,6001421600,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014221001,6001422100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014216003,6001421600,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014240013,6001424001,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014219002,6001421900,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014219003,6001421900,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014219004,6001421900,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014222003,6001422200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014220002,6001422000,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014221002,6001422100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750251002,6075025100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014223001,6001422300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014222001,6001422200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014222002,6001422200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014223002,6001422300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750230011,6075023001,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014224001,6001422400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014224002,6001422400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014224003,6001422400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014225001,6001422500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014225002,6001422500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014225003,6001422500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014226001,6001422600,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014227001,6001422700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014230001,6001423000,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014227002,6001422700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750426021,6075042602,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014227003,6001422700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014230003,6001423000,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750426012,6075042601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014228001,6001422800,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014231001,6001423100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014228003,6001422800,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014231002,6001423100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014229001,6001422900,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014231003,6001423100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750254012,6075025401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014229002,6001422900,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014231004,6001423100,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014232001,6001423200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014232002,6001423200,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014233001,6001423300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014233002,6001423300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014233003,6001423300,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014234001,6001423400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014234002,6001423400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014234003,6001423400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014234004,6001423400,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014235001,6001423500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014235002,6001423500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750254013,6075025401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014278003,6001427800,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014235003,6001423500,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014237002,6001423700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014306004,6001430600,,Alameda County,San Francisco Bay Area (MTC) +60014236011,6001423601,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014237003,6001423700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014236012,6001423601,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014238001,6001423800,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014236021,6001423602,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014240014,6001424001,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014236022,6001423602,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014238002,6001423800,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014236023,6001423602,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014238003,6001423800,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014237001,6001423700,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014239012,6001423901,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014239011,6001423901,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750230012,6075023001,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014239021,6001423902,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014239022,6001423902,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014240011,6001424001,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014240012,6001424001,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60750611003,6075061100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750230013,6075023001,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014240021,6001424002,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014240022,6001424002,Berkeley,Alameda County,San Francisco Bay Area (MTC) +60014251011,6001425101,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014251012,6001425101,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014251021,6001425102,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014251022,6001425102,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014251023,6001425102,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60552005012,6055200501,Napa,Napa County,San Francisco Bay Area (MTC) +60014251031,6001425103,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014251032,6001425103,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014251033,6001425103,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014251041,6001425104,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60750230032,6075023003,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750230031,6075023003,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014251042,6001425104,Emeryville,Alameda County,San Francisco Bay Area (MTC) +60014261001,6001426100,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014271002,6001427100,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014261002,6001426100,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014261003,6001426100,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014278004,6001427800,Alameda,Alameda County,San Francisco Bay Area (MTC) +60750254022,6075025402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750615004,6075061500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014261004,6001426100,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014262001,6001426200,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014261005,6001426100,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014261006,6001426100,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014262002,6001426200,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014262003,6001426200,Piedmont,Alameda County,San Francisco Bay Area (MTC) +60014271001,6001427100,Alameda,Alameda County,San Francisco Bay Area (MTC) +60750427003,6075042700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014271003,6001427100,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014272001,6001427200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014272002,6001427200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014272003,6001427200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60750615005,6075061500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014272004,6001427200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014277002,6001427700,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014272005,6001427200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014273002,6001427300,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014273001,6001427300,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014273003,6001427300,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014273005,6001427300,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014273004,6001427300,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014276001,6001427600,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014277003,6001427700,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014276002,6001427600,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014277004,6001427700,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014278001,6001427800,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014276003,6001427600,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014278002,6001427800,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014278005,6001427800,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014279001,6001427900,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014277001,6001427700,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014279002,6001427900,Alameda,Alameda County,San Francisco Bay Area (MTC) +60750428001,6075042800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014279003,6001427900,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014281001,6001428100,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014279004,6001427900,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014281002,6001428100,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014279005,6001427900,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014281003,6001428100,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014281004,6001428100,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014280001,6001428000,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014282001,6001428200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60952524012,6095252401,Fairfield,Solano County,San Francisco Bay Area (MTC) +60014282002,6001428200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014282003,6001428200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60952524013,6095252401,Fairfield,Solano County,San Francisco Bay Area (MTC) +60014282005,6001428200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014282004,6001428200,Alameda,Alameda County,San Francisco Bay Area (MTC) +60952524014,6095252401,Fairfield,Solano County,San Francisco Bay Area (MTC) +60014283011,6001428301,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014283014,6001428301,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014283012,6001428301,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014285001,6001428500,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014283013,6001428301,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014283021,6001428302,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014283022,6001428302,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014285002,6001428500,Alameda,Alameda County,San Francisco Bay Area (MTC) +60750477022,6075047702,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014283023,6001428302,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014284001,6001428400,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014284002,6001428400,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014284003,6001428400,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014286001,6001428600,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014286002,6001428600,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014286003,6001428600,Alameda,Alameda County,San Francisco Bay Area (MTC) +60750254023,6075025402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014287001,6001428700,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014287002,6001428700,Alameda,Alameda County,San Francisco Bay Area (MTC) +60014302005,6001430200,,Alameda County,San Francisco Bay Area (MTC) +60750478011,6075047801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014301012,6001430101,,Alameda County,San Francisco Bay Area (MTC) +60750478013,6075047801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014301011,6001430101,,Alameda County,San Francisco Bay Area (MTC) +60014302002,6001430200,,Alameda County,San Francisco Bay Area (MTC) +60014302003,6001430200,,Alameda County,San Francisco Bay Area (MTC) +60014302004,6001430200,,Alameda County,San Francisco Bay Area (MTC) +60014303001,6001430300,,Alameda County,San Francisco Bay Area (MTC) +60014303002,6001430300,,Alameda County,San Francisco Bay Area (MTC) +60750478023,6075047802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014303003,6001430300,,Alameda County,San Francisco Bay Area (MTC) +60014304001,6001430400,,Alameda County,San Francisco Bay Area (MTC) +60750478021,6075047802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014304002,6001430400,,Alameda County,San Francisco Bay Area (MTC) +60014306001,6001430600,,Alameda County,San Francisco Bay Area (MTC) +60014305003,6001430500,,Alameda County,San Francisco Bay Area (MTC) +60014306002,6001430600,,Alameda County,San Francisco Bay Area (MTC) +60014306003,6001430600,,Alameda County,San Francisco Bay Area (MTC) +60014330002,6001433000,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014305001,6001430500,,Alameda County,San Francisco Bay Area (MTC) +60014305002,6001430500,,Alameda County,San Francisco Bay Area (MTC) +60014308003,6001430800,,Alameda County,San Francisco Bay Area (MTC) +60014307001,6001430700,,Alameda County,San Francisco Bay Area (MTC) +60014307002,6001430700,,Alameda County,San Francisco Bay Area (MTC) +60014308004,6001430800,,Alameda County,San Francisco Bay Area (MTC) +60014307003,6001430700,,Alameda County,San Francisco Bay Area (MTC) +60750612001,6075061200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014308001,6001430800,,Alameda County,San Francisco Bay Area (MTC) +60014308002,6001430800,,Alameda County,San Francisco Bay Area (MTC) +60014309001,6001430900,,Alameda County,San Francisco Bay Area (MTC) +60014309002,6001430900,,Alameda County,San Francisco Bay Area (MTC) +60014310001,6001431000,,Alameda County,San Francisco Bay Area (MTC) +60014310002,6001431000,,Alameda County,San Francisco Bay Area (MTC) +60014311001,6001431100,,Alameda County,San Francisco Bay Area (MTC) +60552010062,6055201006,American Canyon,Napa County,San Francisco Bay Area (MTC) +60014312001,6001431200,,Alameda County,San Francisco Bay Area (MTC) +60014311002,6001431100,,Alameda County,San Francisco Bay Area (MTC) +60014323001,6001432300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014312003,6001431200,,Alameda County,San Francisco Bay Area (MTC) +60014312002,6001431200,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014321002,6001432100,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014321003,6001432100,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014321001,6001432100,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014322001,6001432200,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014322002,6001432200,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014323002,6001432300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014323003,6001432300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014322003,6001432200,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014324001,6001432400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60750612002,6075061200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750254031,6075025403,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014324002,6001432400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014325011,6001432501,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014325012,6001432501,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014325013,6001432501,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014324003,6001432400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014325021,6001432502,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014326005,6001432600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014326001,6001432600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014325022,6001432502,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014326002,6001432600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014326003,6001432600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014326004,6001432600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014327001,6001432700,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014327002,6001432700,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014327003,6001432700,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014325023,6001432502,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014328001,6001432800,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014330003,6001433000,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014330001,6001433000,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014328002,6001432800,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60133320007,6013332000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60014328003,6001432800,,Alameda County,San Francisco Bay Area (MTC) +60014330004,6001433000,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014331032,6001433103,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014331021,6001433102,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014331041,6001433104,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014331022,6001433102,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014331031,6001433103,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014331042,6001433104,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014331043,6001433104,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014332001,6001433200,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60750256004,6075025600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014332002,6001433200,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60855002002,6085500200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60014332003,6001433200,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014332004,6001433200,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014335004,6001433500,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014333004,6001433300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014333001,6001433300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014333005,6001433300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014333002,6001433300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014334001,6001433400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014334002,6001433400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014333003,6001433300,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014334004,6001433400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014338002,6001433800,,Alameda County,San Francisco Bay Area (MTC) +60014334005,6001433400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014334006,6001433400,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014338003,6001433800,,Alameda County,San Francisco Bay Area (MTC) +60014335001,6001433500,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014336001,6001433600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014335002,6001433500,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014335003,6001433500,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014336002,6001433600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014336003,6001433600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014338004,6001433800,,Alameda County,San Francisco Bay Area (MTC) +60014339001,6001433900,,Alameda County,San Francisco Bay Area (MTC) +60952531013,6095253101,Vacaville,Solano County,San Francisco Bay Area (MTC) +60014336004,6001433600,San Leandro,Alameda County,San Francisco Bay Area (MTC) +60014337001,6001433700,,Alameda County,San Francisco Bay Area (MTC) +60014337002,6001433700,,Alameda County,San Francisco Bay Area (MTC) +60014337003,6001433700,,Alameda County,San Francisco Bay Area (MTC) +60014338001,6001433800,,Alameda County,San Francisco Bay Area (MTC) +60014339003,6001433900,,Alameda County,San Francisco Bay Area (MTC) +60750257011,6075025701,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014339004,6001433900,,Alameda County,San Francisco Bay Area (MTC) +60014340001,6001434000,,Alameda County,San Francisco Bay Area (MTC) +60014351032,6001435103,,Alameda County,San Francisco Bay Area (MTC) +60014340002,6001434000,,Alameda County,San Francisco Bay Area (MTC) +60014351042,6001435104,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014340003,6001434000,,Alameda County,San Francisco Bay Area (MTC) +60014352001,6001435200,,Alameda County,San Francisco Bay Area (MTC) +60014351043,6001435104,Hayward,Alameda County,San Francisco Bay Area (MTC) +60750260021,6075026002,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014352002,6001435200,,Alameda County,San Francisco Bay Area (MTC) +60750260022,6075026002,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014353002,6001435300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014353003,6001435300,,Alameda County,San Francisco Bay Area (MTC) +60014423022,6001442302,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014353001,6001435300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014357003,6001435700,,Alameda County,San Francisco Bay Area (MTC) +60014363002,6001436300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014354001,6001435400,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014354002,6001435400,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014354003,6001435400,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014355001,6001435500,,Alameda County,San Francisco Bay Area (MTC) +60014355002,6001435500,Hayward,Alameda County,San Francisco Bay Area (MTC) +60816039005,6081603900,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60014356012,6001435601,,Alameda County,San Francisco Bay Area (MTC) +60014355003,6001435500,,Alameda County,San Francisco Bay Area (MTC) +60014356011,6001435601,,Alameda County,San Francisco Bay Area (MTC) +60133710003,6013371000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014356024,6001435602,,Alameda County,San Francisco Bay Area (MTC) +60014356021,6001435602,,Alameda County,San Francisco Bay Area (MTC) +60014357001,6001435700,,Alameda County,San Francisco Bay Area (MTC) +60014356022,6001435602,,Alameda County,San Francisco Bay Area (MTC) +60014356023,6001435602,,Alameda County,San Francisco Bay Area (MTC) +60750260032,6075026003,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014357002,6001435700,,Alameda County,San Francisco Bay Area (MTC) +60750260042,6075026004,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014357004,6001435700,,Alameda County,San Francisco Bay Area (MTC) +60014358001,6001435800,,Alameda County,San Francisco Bay Area (MTC) +60750260041,6075026004,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014359002,6001435900,,Alameda County,San Francisco Bay Area (MTC) +60014359003,6001435900,,Alameda County,San Francisco Bay Area (MTC) +60014358002,6001435800,,Alameda County,San Francisco Bay Area (MTC) +60014359004,6001435900,,Alameda County,San Francisco Bay Area (MTC) +60014360001,6001436000,,Alameda County,San Francisco Bay Area (MTC) +60014360002,6001436000,,Alameda County,San Francisco Bay Area (MTC) +60014360003,6001436000,,Alameda County,San Francisco Bay Area (MTC) +60014358003,6001435800,,Alameda County,San Francisco Bay Area (MTC) +60014361001,6001436100,,Alameda County,San Francisco Bay Area (MTC) +60014358004,6001435800,,Alameda County,San Francisco Bay Area (MTC) +60750261001,6075026100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014359001,6001435900,,Alameda County,San Francisco Bay Area (MTC) +60014361002,6001436100,,Alameda County,San Francisco Bay Area (MTC) +60014363004,6001436300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014364011,6001436401,,Alameda County,San Francisco Bay Area (MTC) +60014361003,6001436100,,Alameda County,San Francisco Bay Area (MTC) +60014362001,6001436200,,Alameda County,San Francisco Bay Area (MTC) +60014362002,6001436200,,Alameda County,San Francisco Bay Area (MTC) +60014368001,6001436800,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014363001,6001436300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014363003,6001436300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014364014,6001436401,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014364012,6001436401,,Alameda County,San Francisco Bay Area (MTC) +60014366012,6001436601,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014364013,6001436401,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014364015,6001436401,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014364021,6001436402,,Alameda County,San Francisco Bay Area (MTC) +60133551171,6013355117,,Contra Costa County,San Francisco Bay Area (MTC) +60014365001,6001436500,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014366013,6001436601,Hayward,Alameda County,San Francisco Bay Area (MTC) +60133770004,6013377000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133770003,6013377000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014365002,6001436500,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014366021,6001436602,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014366022,6001436602,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014366011,6001436601,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014368002,6001436800,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014369001,6001436900,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014369002,6001436900,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014377013,6001437701,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014367001,6001436700,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014367002,6001436700,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014369003,6001436900,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014369004,6001436900,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014370002,6001437000,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014370001,6001437000,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014377021,6001437702,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014370003,6001437000,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014377022,6001437702,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014371012,6001437101,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014381003,6001438100,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014371013,6001437101,Hayward,Alameda County,San Francisco Bay Area (MTC) +60750261002,6075026100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014371021,6001437102,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014371022,6001437102,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014371023,6001437102,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014372001,6001437200,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014372002,6001437200,Hayward,Alameda County,San Francisco Bay Area (MTC) +60133072011,6013307201,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60014372004,6001437200,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014373001,6001437300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014373002,6001437300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014372003,6001437200,Hayward,Alameda County,San Francisco Bay Area (MTC) +60133770005,6013377000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014373003,6001437300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014374001,6001437400,Hayward,Alameda County,San Francisco Bay Area (MTC) +60952526042,6095252604,Fairfield,Solano County,San Francisco Bay Area (MTC) +60014376001,6001437600,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014374002,6001437400,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014375001,6001437500,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014375002,6001437500,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014376002,6001437600,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014378001,6001437800,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014377011,6001437701,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014378002,6001437800,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014379001,6001437900,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014379002,6001437900,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014377012,6001437701,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014380002,6001438000,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014380001,6001438000,Union City,Alameda County,San Francisco Bay Area (MTC) +60014381004,6001438100,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014381005,6001438100,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014381001,6001438100,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014381006,6001438100,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014381002,6001438100,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382011,6001438201,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382012,6001438201,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382013,6001438201,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382041,6001438204,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382042,6001438204,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382031,6001438203,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382032,6001438203,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014382043,6001438204,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014383001,6001438300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014383002,6001438300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60952515003,6095251500,Vallejo,Solano County,San Francisco Bay Area (MTC) +60014403051,6001440305,Union City,Alameda County,San Francisco Bay Area (MTC) +60014383003,6001438300,Hayward,Alameda County,San Francisco Bay Area (MTC) +60750261004,6075026100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014402002,6001440200,Union City,Alameda County,San Francisco Bay Area (MTC) +60014402003,6001440200,Union City,Alameda County,San Francisco Bay Area (MTC) +60014384001,6001438400,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014384002,6001438400,Hayward,Alameda County,San Francisco Bay Area (MTC) +60014402001,6001440200,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403012,6001440301,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403013,6001440301,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403043,6001440304,Union City,Alameda County,San Francisco Bay Area (MTC) +60014402004,6001440200,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403082,6001440308,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403011,6001440301,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403014,6001440301,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403052,6001440305,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403041,6001440304,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403042,6001440304,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403053,6001440305,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403071,6001440307,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403061,6001440306,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403081,6001440308,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403062,6001440306,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403072,6001440307,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403073,6001440307,Union City,Alameda County,San Francisco Bay Area (MTC) +60750105001,6075010500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750262001,6075026200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014419212,6001441921,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014403312,6001440331,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403321,6001440332,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403083,6001440308,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403084,6001440308,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403322,6001440332,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403331,6001440333,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403311,6001440331,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403332,6001440333,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403341,6001440334,Union City,Alameda County,San Francisco Bay Area (MTC) +60750109002,6075010900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750109001,6075010900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014403342,6001440334,Union City,Alameda County,San Francisco Bay Area (MTC) +60750109003,6075010900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014403351,6001440335,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403362,6001440336,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403352,6001440335,Union City,Alameda County,San Francisco Bay Area (MTC) +60014403361,6001440336,Union City,Alameda County,San Francisco Bay Area (MTC) +60014411001,6001441100,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750110001,6075011000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133630001,6013363000,,Contra Costa County,San Francisco Bay Area (MTC) +60014412001,6001441200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014412003,6001441200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014413011,6001441301,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014413012,6001441301,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014413021,6001441302,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014413022,6001441302,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014413023,6001441302,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014412002,6001441200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415233,6001441523,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014413024,6001441302,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750110002,6075011000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014414011,6001441401,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014414012,6001441401,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750110003,6075011000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750111001,6075011100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014414013,6001441401,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014414022,6001441402,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014414014,6001441401,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014414021,6001441402,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014414023,6001441402,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014416022,6001441602,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415012,6001441501,Union City,Alameda County,San Francisco Bay Area (MTC) +60014415032,6001441503,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415011,6001441501,Union City,Alameda County,San Francisco Bay Area (MTC) +60014415211,6001441521,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750111002,6075011100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014427002,6001442700,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415212,6001441521,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415213,6001441521,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415214,6001441521,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415221,6001441522,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415222,6001441522,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415223,6001441522,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750111003,6075011100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014415241,6001441524,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415231,6001441523,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014415232,6001441523,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750303014,6075030301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014415242,6001441524,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014416011,6001441601,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750303021,6075030302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014416023,6001441602,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014416012,6001441601,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014416024,6001441602,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014416013,6001441601,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014416021,6001441602,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014417001,6001441700,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014417002,6001441700,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750112003,6075011200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014417003,6001441700,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014417004,6001441700,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419211,6001441921,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014418001,6001441800,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014418002,6001441800,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419231,6001441923,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014418003,6001441800,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014418004,6001441800,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419241,6001441924,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419232,6001441923,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419242,6001441924,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419243,6001441924,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750262002,6075026200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014419244,6001441924,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419233,6001441923,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750113001,6075011300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014419251,6001441925,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750113002,6075011300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014419271,6001441927,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419272,6001441927,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419252,6001441925,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419261,6001441926,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014419262,6001441926,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014423011,6001442301,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750117001,6075011700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014420001,6001442000,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014420002,6001442000,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014422001,6001442200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014422002,6001442200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014422003,6001442200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014422004,6001442200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014421001,6001442100,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750118001,6075011800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014421002,6001442100,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014423012,6001442301,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750117002,6075011700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014423013,6001442301,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014423021,6001442302,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014424001,6001442400,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014424002,6001442400,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750119012,6075011901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014423023,6001442302,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014444002,6001444400,Newark,Alameda County,San Francisco Bay Area (MTC) +60014424003,6001442400,Fremont,Alameda County,San Francisco Bay Area (MTC) +60952526043,6095252604,Fairfield,Solano County,San Francisco Bay Area (MTC) +60014424004,6001442400,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014425001,6001442500,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014425004,6001442500,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014426011,6001442601,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014425002,6001442500,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014425003,6001442500,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014426022,6001442602,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014427001,6001442700,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014426012,6001442601,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014444003,6001444400,Newark,Alameda County,San Francisco Bay Area (MTC) +60750119022,6075011902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014429004,6001442900,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014427003,6001442700,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014426021,6001442602,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014428001,6001442800,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014429002,6001442900,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014429001,6001442900,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014430011,6001443001,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014430021,6001443002,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014430022,6001443002,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014429003,6001442900,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014502002,6001450200,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014512023,6001451202,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014431023,6001443102,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014430023,6001443002,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431024,6001443102,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431032,6001443103,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431031,6001443103,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014433011,6001443301,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431021,6001443102,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431051,6001443105,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431022,6001443102,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431041,6001443104,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431042,6001443104,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014431043,6001443104,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014433221,6001443322,Fremont,Alameda County,San Francisco Bay Area (MTC) +60133790002,6013379000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133790001,6013379000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014431052,6001443105,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014432001,6001443200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014433222,6001443322,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014445001,6001444500,Newark,Alameda County,San Francisco Bay Area (MTC) +60014432002,6001443200,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014502001,6001450200,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014433012,6001443301,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014433211,6001443321,Fremont,Alameda County,San Francisco Bay Area (MTC) +60014441001,6001444100,Newark,Alameda County,San Francisco Bay Area (MTC) +60014441004,6001444100,Newark,Alameda County,San Francisco Bay Area (MTC) +60750121001,6075012100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014433212,6001443321,Fremont,Alameda County,San Francisco Bay Area (MTC) +60750121002,6075012100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133790003,6013379000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014441002,6001444100,Newark,Alameda County,San Francisco Bay Area (MTC) +60014442001,6001444200,Newark,Alameda County,San Francisco Bay Area (MTC) +60014441003,6001444100,Newark,Alameda County,San Francisco Bay Area (MTC) +60014442002,6001444200,Newark,Alameda County,San Francisco Bay Area (MTC) +60014443011,6001444301,Newark,Alameda County,San Francisco Bay Area (MTC) +60014443012,6001444301,Newark,Alameda County,San Francisco Bay Area (MTC) +60014443021,6001444302,Newark,Alameda County,San Francisco Bay Area (MTC) +60014444001,6001444400,Newark,Alameda County,San Francisco Bay Area (MTC) +60014442003,6001444200,Newark,Alameda County,San Francisco Bay Area (MTC) +60014445002,6001444500,Newark,Alameda County,San Francisco Bay Area (MTC) +60014445003,6001444500,Newark,Alameda County,San Francisco Bay Area (MTC) +60014445004,6001444500,Newark,Alameda County,San Francisco Bay Area (MTC) +60750122021,6075012202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014446012,6001444601,Newark,Alameda County,San Francisco Bay Area (MTC) +60014446011,6001444601,Newark,Alameda County,San Francisco Bay Area (MTC) +60014446022,6001444602,Newark,Alameda County,San Francisco Bay Area (MTC) +60014501011,6001450101,Dublin,Alameda County,San Francisco Bay Area (MTC) +60133032024,6013303202,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60014446021,6001444602,Newark,Alameda County,San Francisco Bay Area (MTC) +60014501021,6001450102,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014501022,6001450102,Dublin,Alameda County,San Francisco Bay Area (MTC) +60133710004,6013371000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014502003,6001450200,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014501023,6001450102,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014503002,6001450300,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014503001,6001450300,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014504001,6001450400,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014504002,6001450400,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014506031,6001450603,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014504003,6001450400,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014507441,6001450744,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014505012,6001450501,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014506021,6001450602,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014505011,6001450501,Dublin,Alameda County,San Francisco Bay Area (MTC) +60133032043,6013303204,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133710005,6013371000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014505021,6001450502,,Alameda County,San Francisco Bay Area (MTC) +60014505022,6001450502,,Alameda County,San Francisco Bay Area (MTC) +60014507411,6001450741,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506032,6001450603,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506023,6001450602,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506022,6001450602,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506024,6001450602,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506025,6001450602,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60133710006,6013371000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60014506033,6001450603,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506041,6001450604,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506042,6001450604,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506043,6001450604,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60750123022,6075012302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014506044,6001450604,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506051,6001450605,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60750124011,6075012401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014506052,6001450605,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60750124012,6075012401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014506053,6001450605,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60133362021,6013336202,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60014506061,6001450606,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506071,6001450607,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507432,6001450743,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506062,6001450606,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506063,6001450606,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014506072,6001450607,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507014,6001450701,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60133362022,6013336202,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750124021,6075012402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014507011,6001450701,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507412,6001450741,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507413,6001450741,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507012,6001450701,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507421,6001450742,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507422,6001450742,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60750124022,6075012402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750125011,6075012501,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014507423,6001450742,,Alameda County,San Francisco Bay Area (MTC) +60014507442,6001450744,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507451,6001450745,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507431,6001450743,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507452,6001450745,,Alameda County,San Francisco Bay Area (MTC) +60014507501,6001450750,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014507461,6001450746,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60014507462,6001450746,Pleasanton,Alameda County,San Francisco Bay Area (MTC) +60750125021,6075012502,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750125022,6075012502,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133060032,6013306003,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60014507511,6001450751,Dublin,Alameda County,San Francisco Bay Area (MTC) +60014511012,6001451101,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014511014,6001451101,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014511021,6001451102,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014513001,6001451300,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014513002,6001451300,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014511022,6001451102,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014512022,6001451202,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014512011,6001451201,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750126011,6075012601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133060033,6013306003,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60014514011,6001451401,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014514012,6001451401,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014512012,6001451201,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750130003,6075013000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014512013,6001451201,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014514013,6001451401,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014513003,6001451300,,Alameda County,San Francisco Bay Area (MTC) +60750130002,6075013000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014514031,6001451403,Livermore,Alameda County,San Francisco Bay Area (MTC) +60133072022,6013307202,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60014514032,6001451403,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014514041,6001451404,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014514043,6001451404,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014515011,6001451501,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750131012,6075013101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014514042,6001451404,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750131022,6075013102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014515012,6001451501,,Alameda County,San Francisco Bay Area (MTC) +60014515033,6001451503,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014515052,6001451505,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014515034,6001451503,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014515031,6001451503,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750132001,6075013200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014515041,6001451504,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014515032,6001451503,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014515061,6001451506,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014515062,6001451506,Livermore,Alameda County,San Francisco Bay Area (MTC) +60133120001,6013312000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60014515051,6001451505,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014516021,6001451602,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014516011,6001451601,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750303022,6075030302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014516022,6001451602,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014516012,6001451601,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014517011,6001451701,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014517012,6001451701,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014517013,6001451701,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750133003,6075013300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014516023,6001451602,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014517031,6001451703,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014517032,6001451703,Livermore,Alameda County,San Francisco Bay Area (MTC) +60750133001,6075013300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60014516024,6001451602,Livermore,Alameda County,San Francisco Bay Area (MTC) +60014517041,6001451704,Livermore,Alameda County,San Francisco Bay Area (MTC) +60133010002,6013301000,,Contra Costa County,San Francisco Bay Area (MTC) +60552014013,6055201401,,Napa County,San Francisco Bay Area (MTC) +60019819001,6001981900,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014517042,6001451704,Livermore,Alameda County,San Francisco Bay Area (MTC) +60019820001,6001982000,Oakland,Alameda County,San Francisco Bay Area (MTC) +60014517043,6001451704,Livermore,Alameda County,San Francisco Bay Area (MTC) +60019832001,6001983200,Oakland,Alameda County,San Francisco Bay Area (MTC) +60750133004,6075013300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133010001,6013301000,,Contra Costa County,San Francisco Bay Area (MTC) +60133072023,6013307202,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133362023,6013336202,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133020054,6013302005,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020051,6013302005,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020091,6013302009,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133020071,6013302007,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020052,6013302005,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020053,6013302005,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020072,6013302007,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020092,6013302009,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60750134002,6075013400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750303023,6075030302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133020081,6013302008,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60750134003,6075013400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133020082,6013302008,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020102,6013302010,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020103,6013302010,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133020101,6013302010,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133040031,6013304003,,Contra Costa County,San Francisco Bay Area (MTC) +60133031021,6013303102,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133020104,6013302010,Oakley,Contra Costa County,San Francisco Bay Area (MTC) +60133031032,6013303103,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133040032,6013304003,,Contra Costa County,San Francisco Bay Area (MTC) +60133050002,6013305000,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133031022,6013303102,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133031033,6013303103,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133031034,6013303103,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133031031,6013303103,,Contra Costa County,San Francisco Bay Area (MTC) +60133032021,6013303202,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60750151002,6075015100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133032031,6013303203,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60750151001,6075015100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133032012,6013303201,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133032011,6013303201,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60750152002,6075015200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133032022,6013303202,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133032023,6013303202,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133032013,6013303201,,Contra Costa County,San Francisco Bay Area (MTC) +60133720001,6013372000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750152001,6075015200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133032041,6013303204,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133032052,6013303205,,Contra Costa County,San Francisco Bay Area (MTC) +60133100002,6013310000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133040042,6013304004,,Contra Costa County,San Francisco Bay Area (MTC) +60952534023,6095253402,Dixon,Solano County,San Francisco Bay Area (MTC) +60133032042,6013303204,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133032051,6013303205,Brentwood,Contra Costa County,San Francisco Bay Area (MTC) +60133040033,6013304003,,Contra Costa County,San Francisco Bay Area (MTC) +60133040041,6013304004,,Contra Costa County,San Francisco Bay Area (MTC) +60855053034,6085505303,Santa Clara,Santa Clara County,San Francisco Bay Area (MTC) +60133720002,6013372000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133040051,6013304005,,Contra Costa County,San Francisco Bay Area (MTC) +60133040052,6013304005,,Contra Costa County,San Francisco Bay Area (MTC) +60133050001,6013305000,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133050004,6013305000,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60750153001,6075015300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133050005,6013305000,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133060021,6013306002,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133060031,6013306003,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133720003,6013372000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133071024,6013307102,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133060022,6013306002,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133071011,6013307101,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133060041,6013306004,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133071012,6013307101,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133060042,6013306004,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133372002,6013337200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133071013,6013307101,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133071021,6013307102,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133071022,6013307102,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133071023,6013307102,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133720004,6013372000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133072012,6013307201,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133072021,6013307202,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133580002,6013358000,,Contra Costa County,San Francisco Bay Area (MTC) +60133072041,6013307204,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133072051,6013307205,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133072042,6013307204,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133372003,6013337200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133072052,6013307205,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133132063,6013313206,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60750309004,6075030900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133072043,6013307204,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133072053,6013307205,,Contra Costa County,San Francisco Bay Area (MTC) +60133100003,6013310000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133132031,6013313203,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133072054,6013307205,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133080011,6013308001,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133080013,6013308001,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133080012,6013308001,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133080014,6013308001,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133110001,6013311000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133372004,6013337200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133080021,6013308002,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133110002,6013311000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60750309006,6075030900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750154001,6075015400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133080022,6013308002,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133110003,6013311000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133090001,6013309000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133580003,6013358000,,Contra Costa County,San Francisco Bay Area (MTC) +60133100001,6013310000,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133131011,6013313101,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133131012,6013313101,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133141044,6013314104,,Contra Costa County,San Francisco Bay Area (MTC) +60133131013,6013313101,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133131014,6013313101,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60750309007,6075030900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750154003,6075015400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133131021,6013313102,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133131032,6013313103,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133131033,6013313103,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60750327005,6075032700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133131022,6013313102,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133142001,6013314200,,Contra Costa County,San Francisco Bay Area (MTC) +60133132032,6013313203,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133132033,6013313203,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60750154004,6075015400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133132043,6013313204,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133132041,6013313204,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133132061,6013313206,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133132062,6013313206,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133720005,6013372000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750154005,6075015400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133132051,6013313205,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133141021,6013314102,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133141022,6013314102,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133141023,6013314102,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133141032,6013314103,,Contra Costa County,San Francisco Bay Area (MTC) +60133170002,6013317000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60750155001,6075015500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750155002,6075015500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133141031,6013314103,,Contra Costa County,San Francisco Bay Area (MTC) +60133141033,6013314103,,Contra Costa County,San Francisco Bay Area (MTC) +60750155003,6075015500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133141041,6013314104,,Contra Costa County,San Francisco Bay Area (MTC) +60133141042,6013314104,,Contra Costa County,San Francisco Bay Area (MTC) +60133141043,6013314104,,Contra Costa County,San Francisco Bay Area (MTC) +60750156001,6075015600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133190005,6013319000,,Contra Costa County,San Francisco Bay Area (MTC) +60133142003,6013314200,,Contra Costa County,San Francisco Bay Area (MTC) +60750157001,6075015700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750157002,6075015700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133142002,6013314200,,Contra Costa County,San Francisco Bay Area (MTC) +60133180001,6013318000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133150002,6013315000,,Contra Costa County,San Francisco Bay Area (MTC) +60750156002,6075015600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750157003,6075015700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133160001,6013316000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133170001,6013317000,,Contra Costa County,San Francisco Bay Area (MTC) +60750156003,6075015600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133190002,6013319000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133190003,6013319000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133190004,6013319000,,Contra Costa County,San Francisco Bay Area (MTC) +60133190006,6013319000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133180003,6013318000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133200043,6013320004,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133230003,6013323000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133200012,6013320001,,Contra Costa County,San Francisco Bay Area (MTC) +60133200031,6013320003,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133211033,6013321103,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133200041,6013320004,,Contra Costa County,San Francisco Bay Area (MTC) +60133200042,6013320004,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60750157004,6075015700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133190001,6013319000,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133211011,6013321101,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133211012,6013321101,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133230002,6013323000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133211013,6013321101,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133212001,6013321200,,Contra Costa County,San Francisco Bay Area (MTC) +60133211014,6013321101,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133212002,6013321200,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60750158012,6075015801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133211021,6013321102,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133211022,6013321102,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133220001,6013322000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60552005042,6055200504,Napa,Napa County,San Francisco Bay Area (MTC) +60133212003,6013321200,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133720006,6013372000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133211023,6013321102,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133211024,6013321102,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133220002,6013322000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133270001,6013327000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133211031,6013321103,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133220005,6013322000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133880001,6013388000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133211032,6013321103,Martinez,Contra Costa County,San Francisco Bay Area (MTC) +60133220003,6013322000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133220004,6013322000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133230001,6013323000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133270002,6013327000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133240013,6013324001,,Contra Costa County,San Francisco Bay Area (MTC) +60133230004,6013323000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133240014,6013324001,,Contra Costa County,San Francisco Bay Area (MTC) +60133240011,6013324001,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133270003,6013327000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133240021,6013324002,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133240012,6013324001,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133250001,6013325000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133240022,6013324002,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133250002,6013325000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133290003,6013329000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750159001,6075015900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133240023,6013324002,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133250003,6013325000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133250004,6013325000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133250005,6013325000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133260001,6013326000,,Contra Costa County,San Francisco Bay Area (MTC) +60133260002,6013326000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60750159002,6075015900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750160001,6075016000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133270005,6013327000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133270004,6013327000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133280001,6013328000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133280002,6013328000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133290001,6013329000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133290002,6013329000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133300001,6013330000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60552005043,6055200504,Napa,Napa County,San Francisco Bay Area (MTC) +60133290004,6013329000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133300002,6013330000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133381012,6013338101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133300003,6013330000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133310002,6013331000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133310003,6013331000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133300004,6013330000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133310004,6013331000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133310006,6013331000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133310001,6013331000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133320001,6013332000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133310005,6013331000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133320002,6013332000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133320003,6013332000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133332005,6013333200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133320004,6013332000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133331011,6013333101,,Contra Costa County,San Francisco Bay Area (MTC) +60133320005,6013332000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133331012,6013333101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133331013,6013333101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750313023,6075031302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133331021,6013333102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750161002,6075016100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133320006,6013332000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133361012,6013336101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133331022,6013333102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133331023,6013333102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133332002,6013333200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133332001,6013333200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133332003,6013333200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133332004,6013333200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133340011,6013334001,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750314004,6075031400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750314002,6075031400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133340012,6013334001,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133340042,6013334004,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133340043,6013334004,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133340041,6013334004,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133340044,6013334004,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133361024,6013336102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750314005,6075031400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750161004,6075016100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133340061,6013334006,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133340063,6013334006,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750162001,6075016200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552005051,6055200505,Napa,Napa County,San Francisco Bay Area (MTC) +60133350001,6013335000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133342001,6013334200,,Contra Costa County,San Francisco Bay Area (MTC) +60133342002,6013334200,,Contra Costa County,San Francisco Bay Area (MTC) +60133340062,6013334006,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133342003,6013334200,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750163001,6075016300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750326011,6075032601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133342004,6013334200,,Contra Costa County,San Francisco Bay Area (MTC) +60133342005,6013334200,,Contra Costa County,San Francisco Bay Area (MTC) +60750326013,6075032601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133350002,6013335000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750326012,6075032601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133350003,6013335000,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133361011,6013336101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133361013,6013336101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133361021,6013336102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133361022,6013336102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133362012,6013336201,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750163003,6075016300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133362011,6013336201,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133362013,6013336201,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133371001,6013337100,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750164001,6075016400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133382042,6013338204,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133371002,6013337100,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133372001,6013337200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133372005,6013337200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133372006,6013337200,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750165003,6075016500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133373001,6013337300,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133373002,6013337300,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133810003,6013381000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133373003,6013337300,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133373006,6013337300,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133381013,6013338101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133373004,6013337300,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750326021,6075032602,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133373005,6013337300,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750326022,6075032602,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133381011,6013338101,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60750166001,6075016600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750326023,6075032602,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133381021,6013338102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133381022,6013338102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133382011,6013338201,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750166002,6075016600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133382012,6013338201,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750166004,6075016600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750167002,6075016700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133382033,6013338203,,Contra Costa County,San Francisco Bay Area (MTC) +60750327002,6075032700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133382031,6013338203,,Contra Costa County,San Francisco Bay Area (MTC) +60133381023,6013338102,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133382032,6013338203,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750327001,6075032700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133382041,6013338204,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750167003,6075016700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133382043,6013338204,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133383011,6013338301,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133383012,6013338301,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133382044,6013338204,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133383021,6013338302,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133383023,6013338302,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750168011,6075016801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133383022,6013338302,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133390022,6013339002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133390012,6013339001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133390021,6013339002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750168012,6075016801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133390023,6013339002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133390024,6013339002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133400011,6013340001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133720007,6013372000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133390011,6013339001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133400012,6013340001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133810005,6013381000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133400013,6013340001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750168021,6075016802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133400021,6013340002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750168023,6075016802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133580004,6013358000,,Contra Costa County,San Francisco Bay Area (MTC) +60133400022,6013340002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133400023,6013340002,,Contra Costa County,San Francisco Bay Area (MTC) +60750169001,6075016900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133400014,6013340001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133400025,6013340002,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133430013,6013343001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133451013,6013345101,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60750169002,6075016900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133410002,6013341000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133400026,6013340002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133410003,6013341000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133410001,6013341000,,Contra Costa County,San Francisco Bay Area (MTC) +60133430014,6013343001,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133430011,6013343001,,Contra Costa County,San Francisco Bay Area (MTC) +60133430012,6013343001,,Contra Costa County,San Francisco Bay Area (MTC) +60133430021,6013343002,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133511022,6013351102,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60750170001,6075017000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133430031,6013343003,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133430032,6013343003,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133451011,6013345101,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60750170002,6075017000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133451012,6013345101,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451014,6013345101,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451023,6013345102,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451022,6013345102,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451052,6013345105,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133451021,6013345102,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451031,6013345103,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451032,6013345103,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133730002,6013373000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133451051,6013345105,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133730001,6013373000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750170003,6075017000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133451033,6013345103,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451054,6013345105,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133451053,6013345105,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133451081,6013345108,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451082,6013345108,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133740001,6013374000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133730003,6013373000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133500003,6013350000,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133451084,6013345108,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451083,6013345108,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451113,6013345111,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60750171011,6075017101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133451122,6013345112,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451161,6013345116,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451112,6013345111,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451131,6013345113,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451132,6013345113,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133451141,6013345114,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133462042,6013346204,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133451142,6013345114,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133490003,6013349000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133451143,6013345114,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133740002,6013374000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750171013,6075017101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133451144,6013345114,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133451162,6013345116,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133451152,6013345115,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60750171021,6075017102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133452021,6013345202,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133740003,6013374000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750171012,6075017101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133452022,6013345202,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133452032,6013345203,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133452023,6013345202,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133452033,6013345203,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133740004,6013374000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133452041,6013345204,,Contra Costa County,San Francisco Bay Area (MTC) +60133461011,6013346101,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133511011,6013351101,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133461021,6013346102,,Contra Costa County,San Francisco Bay Area (MTC) +60133452034,6013345203,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133511012,6013351101,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133500001,6013350000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60750176012,6075017601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750176011,6075017601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133462011,6013346201,,Contra Costa County,San Francisco Bay Area (MTC) +60133511013,6013351101,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133462013,6013346201,,Contra Costa County,San Francisco Bay Area (MTC) +60133462012,6013346201,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60750176013,6075017601,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133750001,6013375000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133462031,6013346203,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133470001,6013347000,,Contra Costa County,San Francisco Bay Area (MTC) +60133462032,6013346203,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133470003,6013347000,Pleasant Hill,Contra Costa County,San Francisco Bay Area (MTC) +60133750002,6013375000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133480001,6013348000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133750003,6013375000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133490002,6013349000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133480002,6013348000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133892002,6013389200,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133500002,6013350000,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133490001,6013349000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133760001,6013376000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133591021,6013359102,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133500004,6013350000,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133511021,6013351102,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60411022021,6041102202,Novato,Marin County,San Francisco Bay Area (MTC) +60133511023,6013351102,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133511031,6013351103,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133511032,6013351103,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133512002,6013351200,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60750262003,6075026200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133551082,6013355108,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133512001,6013351200,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133660022,6013366002,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60750177002,6075017700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133512003,6013351200,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133521011,6013352101,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133521022,6013352102,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133521012,6013352101,,Contra Costa County,San Francisco Bay Area (MTC) +60133551072,6013355107,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60750177001,6075017700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133521021,6013352102,,Contra Costa County,San Francisco Bay Area (MTC) +60133522011,6013352201,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133760002,6013376000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133551092,6013355109,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133530011,6013353001,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133522012,6013352201,Moraga,Contra Costa County,San Francisco Bay Area (MTC) +60133660023,6013366002,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133592033,6013359203,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133530022,6013353002,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133530021,6013353002,Lafayette,Contra Costa County,San Francisco Bay Area (MTC) +60133530024,6013353002,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133530023,6013353002,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133540022,6013354002,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133671004,6013367100,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133671003,6013367100,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133551081,6013355108,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133551091,6013355109,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60750262004,6075026200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133540024,6013354002,Orinda,Contra Costa County,San Francisco Bay Area (MTC) +60133551093,6013355109,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133551101,6013355110,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133760003,6013376000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750262005,6075026200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133551102,6013355110,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133551111,6013355111,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133551131,6013355113,,Contra Costa County,San Francisco Bay Area (MTC) +60750263011,6075026301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133551132,6013355113,,Contra Costa County,San Francisco Bay Area (MTC) +60133672003,6013367200,,Contra Costa County,San Francisco Bay Area (MTC) +60133551122,6013355112,,Contra Costa County,San Francisco Bay Area (MTC) +60133551112,6013355111,Antioch,Contra Costa County,San Francisco Bay Area (MTC) +60133680011,6013368001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133680012,6013368001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133680013,6013368001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133551133,6013355113,,Contra Costa County,San Francisco Bay Area (MTC) +60750263012,6075026301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133551141,6013355114,Danville,Contra Costa County,San Francisco Bay Area (MTC) +60133553022,6013355302,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133553012,6013355301,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133551143,6013355114,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133551142,6013355114,,Contra Costa County,San Francisco Bay Area (MTC) +60133551151,6013355115,San Ramon,Contra Costa County,San Francisco Bay Area (MTC) +60133553014,6013355301,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133553013,6013355301,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133552002,6013355200,Pittsburg,Contra Costa County,San Francisco Bay Area (MTC) +60133680021,6013368002,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133680014,6013368001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133553011,6013355301,Concord,Contra Costa County,San Francisco Bay Area (MTC) +60133553041,6013355304,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133592034,6013359203,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133553042,6013355304,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133591031,6013359103,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133553043,6013355304,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133553021,6013355302,Walnut Creek,Contra Costa County,San Francisco Bay Area (MTC) +60133560012,6013356001,,Contra Costa County,San Francisco Bay Area (MTC) +60133553044,6013355304,,Contra Costa County,San Francisco Bay Area (MTC) +60133553045,6013355304,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133591032,6013359103,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133553062,6013355306,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133560021,6013356002,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133553063,6013355306,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133560023,6013356002,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133553064,6013355306,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133570003,6013357000,,Contra Costa County,San Francisco Bay Area (MTC) +60133570001,6013357000,,Contra Costa County,San Francisco Bay Area (MTC) +60750263013,6075026301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133553065,6013355306,Clayton,Contra Costa County,San Francisco Bay Area (MTC) +60133580001,6013358000,,Contra Costa County,San Francisco Bay Area (MTC) +60750263022,6075026302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133591022,6013359102,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133560011,6013356001,,Contra Costa County,San Francisco Bay Area (MTC) +60133591023,6013359102,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133591033,6013359103,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133591041,6013359104,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133680022,6013368002,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133591051,6013359105,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133592031,6013359203,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133592021,6013359202,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133690011,6013369001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133592023,6013359202,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133592032,6013359203,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133592035,6013359203,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133760004,6013376000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750264032,6075026403,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133592043,6013359204,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133592041,6013359204,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133601011,6013360101,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133671001,6013367100,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133601013,6013360101,Pinole,Contra Costa County,San Francisco Bay Area (MTC) +60133601023,6013360102,,Contra Costa County,San Francisco Bay Area (MTC) +60133592042,6013359204,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60133602003,6013360200,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133602001,6013360200,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133610001,6013361000,,Contra Costa County,San Francisco Bay Area (MTC) +60133602002,6013360200,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750264041,6075026404,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133620001,6013362000,,Contra Costa County,San Francisco Bay Area (MTC) +60133700002,6013370000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133620002,6013362000,,Contra Costa County,San Francisco Bay Area (MTC) +60133620003,6013362000,,Contra Costa County,San Francisco Bay Area (MTC) +60133770001,6013377000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133630004,6013363000,,Contra Costa County,San Francisco Bay Area (MTC) +60133630002,6013363000,,Contra Costa County,San Francisco Bay Area (MTC) +60133630003,6013363000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133640021,6013364002,,Contra Costa County,San Francisco Bay Area (MTC) +60133640022,6013364002,,Contra Costa County,San Francisco Bay Area (MTC) +60133660013,6013366001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133640023,6013364002,,Contra Costa County,San Francisco Bay Area (MTC) +60133770002,6013377000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133650023,6013365002,,Contra Costa County,San Francisco Bay Area (MTC) +60133650021,6013365002,,Contra Costa County,San Francisco Bay Area (MTC) +60133660021,6013366002,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133650022,6013365002,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133650031,6013365003,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133650032,6013365003,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750301011,6075030101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133650033,6013365003,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133660011,6013366001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60750264042,6075026404,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133671002,6013367100,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133700003,6013370000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133660012,6013366001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133672002,6013367200,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133710001,6013371000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750301012,6075030101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133672001,6013367200,,Contra Costa County,San Francisco Bay Area (MTC) +60133690013,6013369001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133690014,6013369001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133690021,6013369002,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60750301013,6075030101,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133690022,6013369002,,Contra Costa County,San Francisco Bay Area (MTC) +60133690023,6013369002,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60133700001,6013370000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133710002,6013371000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133790004,6013379000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133810004,6013381000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133800002,6013380000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133810002,6013381000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133800003,6013380000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133810001,6013381000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133690012,6013369001,San Pablo,Contra Costa County,San Francisco Bay Area (MTC) +60750303011,6075030301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133820001,6013382000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133830001,6013383000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133830002,6013383000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133830003,6013383000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133820002,6013382000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60133820003,6013382000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750178021,6075017802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133820004,6013382000,Richmond,Contra Costa County,San Francisco Bay Area (MTC) +60750178012,6075017801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133840001,6013384000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133840003,6013384000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133840004,6013384000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133840002,6013384000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133852002,6013385200,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133870002,6013387000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60750303012,6075030301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750179021,6075017902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133851001,6013385100,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133851002,6013385100,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133852001,6013385200,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133870003,6013387000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133860001,6013386000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60750180001,6075018000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133860002,6013386000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133860003,6013386000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133860004,6013386000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133870001,6013387000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133880002,6013388000,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133901001,6013390100,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133901002,6013390100,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133891001,6013389100,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133891002,6013389100,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133892001,6013389200,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133910001,6013391000,,Contra Costa County,San Francisco Bay Area (MTC) +60133901003,6013390100,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133910002,6013391000,,Contra Costa County,San Francisco Bay Area (MTC) +60552005052,6055200505,Napa,Napa County,San Francisco Bay Area (MTC) +60133902001,6013390200,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60133920001,6013392000,,Contra Costa County,San Francisco Bay Area (MTC) +60133920002,6013392000,,Contra Costa County,San Francisco Bay Area (MTC) +60133902002,6013390200,El Cerrito,Contra Costa County,San Francisco Bay Area (MTC) +60750180002,6075018000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60133920003,6013392000,,Contra Costa County,San Francisco Bay Area (MTC) +60552002011,6055200201,Napa,Napa County,San Francisco Bay Area (MTC) +60133922001,6013392200,,Contra Costa County,San Francisco Bay Area (MTC) +60133922003,6013392200,,Contra Costa County,San Francisco Bay Area (MTC) +60133922004,6013392200,,Contra Costa County,San Francisco Bay Area (MTC) +60133923001,6013392300,Hercules,Contra Costa County,San Francisco Bay Area (MTC) +60750201001,6075020100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411012001,6041101200,Novato,Marin County,San Francisco Bay Area (MTC) +60750201002,6075020100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411021002,6041102100,Novato,Marin County,San Francisco Bay Area (MTC) +60750201004,6075020100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411022022,6041102202,Novato,Marin County,San Francisco Bay Area (MTC) +60411022023,6041102202,Novato,Marin County,San Francisco Bay Area (MTC) +60750202001,6075020200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411022032,6041102203,Novato,Marin County,San Francisco Bay Area (MTC) +60411022024,6041102202,Novato,Marin County,San Francisco Bay Area (MTC) +60411022033,6041102203,Novato,Marin County,San Francisco Bay Area (MTC) +60411031001,6041103100,Novato,Marin County,San Francisco Bay Area (MTC) +60411032001,6041103200,Novato,Marin County,San Francisco Bay Area (MTC) +60411022025,6041102202,Novato,Marin County,San Francisco Bay Area (MTC) +60411022031,6041102203,Novato,Marin County,San Francisco Bay Area (MTC) +60750202003,6075020200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411031003,6041103100,Novato,Marin County,San Francisco Bay Area (MTC) +60411031002,6041103100,,Marin County,San Francisco Bay Area (MTC) +60411031004,6041103100,Novato,Marin County,San Francisco Bay Area (MTC) +60411032002,6041103200,Novato,Marin County,San Francisco Bay Area (MTC) +60750203001,6075020300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411032003,6041103200,,Marin County,San Francisco Bay Area (MTC) +60411041011,6041104101,Novato,Marin County,San Francisco Bay Area (MTC) +60411050001,6041105000,Novato,Marin County,San Francisco Bay Area (MTC) +60411050002,6041105000,Novato,Marin County,San Francisco Bay Area (MTC) +60750203002,6075020300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411041012,6041104101,Novato,Marin County,San Francisco Bay Area (MTC) +60750203003,6075020300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411041013,6041104101,Novato,Marin County,San Francisco Bay Area (MTC) +60411070005,6041107000,,Marin County,San Francisco Bay Area (MTC) +60411230001,6041123000,Belvedere,Marin County,San Francisco Bay Area (MTC) +60411041014,6041104101,Novato,Marin County,San Francisco Bay Area (MTC) +60411090023,6041109002,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411041021,6041104102,Novato,Marin County,San Francisco Bay Area (MTC) +60411041022,6041104102,Novato,Marin County,San Francisco Bay Area (MTC) +60411042001,6041104200,,Marin County,San Francisco Bay Area (MTC) +60411042002,6041104200,Novato,Marin County,San Francisco Bay Area (MTC) +60411110001,6041111000,San Rafael,Marin County,San Francisco Bay Area (MTC) +60750304004,6075030400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750303013,6075030301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411043001,6041104300,,Marin County,San Francisco Bay Area (MTC) +60411060011,6041106001,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411060022,6041106002,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411110002,6041111000,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411060012,6041106001,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411070003,6041107000,,Marin County,San Francisco Bay Area (MTC) +60411060013,6041106001,,Marin County,San Francisco Bay Area (MTC) +60750304005,6075030400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411122021,6041112202,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411070001,6041107000,,Marin County,San Francisco Bay Area (MTC) +60411070002,6041107000,,Marin County,San Francisco Bay Area (MTC) +60411081001,6041108100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411081002,6041108100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411081003,6041108100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411081004,6041108100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60750306003,6075030600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411082001,6041108200,San Rafael,Marin County,San Francisco Bay Area (MTC) +60952529131,6095252913,Vacaville,Solano County,San Francisco Bay Area (MTC) +60411150004,6041115000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60411082002,6041108200,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411082003,6041108200,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411082004,6041108200,,Marin County,San Francisco Bay Area (MTC) +60411090011,6041109001,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411090012,6041109001,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411090013,6041109001,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411090021,6041109002,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411090022,6041109002,San Rafael,Marin County,San Francisco Bay Area (MTC) +60750204011,6075020401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552002012,6055200201,Napa,Napa County,San Francisco Bay Area (MTC) +60411101001,6041110100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411102003,6041110200,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411110003,6041111000,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411101003,6041110100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411102001,6041110200,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411121001,6041112100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411160001,6041116000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60411110004,6041111000,San Rafael,Marin County,San Francisco Bay Area (MTC) +60750308002,6075030800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552002013,6055200201,Napa,Napa County,San Francisco Bay Area (MTC) +60411121002,6041112100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411121004,6041112100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411122011,6041112201,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411121003,6041112100,San Rafael,Marin County,San Francisco Bay Area (MTC) +60411122012,6041112201,San Rafael,Marin County,San Francisco Bay Area (MTC) +60750308004,6075030800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750308003,6075030800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411122022,6041112202,San Rafael,Marin County,San Francisco Bay Area (MTC) +60750308005,6075030800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411130002,6041113000,,Marin County,San Francisco Bay Area (MTC) +60411142001,6041114200,Fairfax,Marin County,San Francisco Bay Area (MTC) +60411170002,6041117000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60750312012,6075031201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411150001,6041115000,,Marin County,San Francisco Bay Area (MTC) +60411150003,6041115000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60411250003,6041125000,,Marin County,San Francisco Bay Area (MTC) +60411160002,6041116000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60411170001,6041117000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60411261002,6041126100,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60411170003,6041117000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60411170004,6041117000,San Anselmo,Marin County,San Francisco Bay Area (MTC) +60750312013,6075031201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411191002,6041119100,,Marin County,San Francisco Bay Area (MTC) +60411181001,6041118100,Ross,Marin County,San Francisco Bay Area (MTC) +60411191003,6041119100,,Marin County,San Francisco Bay Area (MTC) +60411181002,6041118100,Ross,Marin County,San Francisco Bay Area (MTC) +60411191001,6041119100,,Marin County,San Francisco Bay Area (MTC) +60411191004,6041119100,,Marin County,San Francisco Bay Area (MTC) +60750330003,6075033000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411191005,6041119100,,Marin County,San Francisco Bay Area (MTC) +60552006011,6055200601,Napa,Napa County,San Francisco Bay Area (MTC) +60411192011,6041119201,Larkspur,Marin County,San Francisco Bay Area (MTC) +60411192012,6041119201,Larkspur,Marin County,San Francisco Bay Area (MTC) +60750312022,6075031202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411192013,6041119201,Larkspur,Marin County,San Francisco Bay Area (MTC) +60411192022,6041119202,,Marin County,San Francisco Bay Area (MTC) +60411192021,6041119202,Larkspur,Marin County,San Francisco Bay Area (MTC) +60411200001,6041120000,Larkspur,Marin County,San Francisco Bay Area (MTC) +60411200004,6041120000,Larkspur,Marin County,San Francisco Bay Area (MTC) +60552006013,6055200601,Napa,Napa County,San Francisco Bay Area (MTC) +60552006012,6055200601,Napa,Napa County,San Francisco Bay Area (MTC) +60411200002,6041120000,Larkspur,Marin County,San Francisco Bay Area (MTC) +60552006014,6055200601,Napa,Napa County,San Francisco Bay Area (MTC) +60750332041,6075033204,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411200003,6041120000,Larkspur,Marin County,San Francisco Bay Area (MTC) +60411200005,6041120000,Larkspur,Marin County,San Francisco Bay Area (MTC) +60411211001,6041121100,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60411211004,6041121100,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60750204012,6075020401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411211002,6041121100,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60750332042,6075033204,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411211003,6041121100,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60411211005,6041121100,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60552007063,6055200706,,Napa County,San Francisco Bay Area (MTC) +60411212001,6041121200,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60411212002,6041121200,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60750204013,6075020401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411212003,6041121200,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60411212004,6041121200,Corte Madera,Marin County,San Francisco Bay Area (MTC) +60552007071,6055200707,Napa,Napa County,San Francisco Bay Area (MTC) +60411241001,6041124100,Tiburon,Marin County,San Francisco Bay Area (MTC) +60552007072,6055200707,Napa,Napa County,San Francisco Bay Area (MTC) +60411261003,6041126100,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60411241002,6041124100,Tiburon,Marin County,San Francisco Bay Area (MTC) +60750332043,6075033204,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411241003,6041124100,,Marin County,San Francisco Bay Area (MTC) +60411262001,6041126200,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60552008021,6055200802,Napa,Napa County,San Francisco Bay Area (MTC) +60411241004,6041124100,Tiburon,Marin County,San Francisco Bay Area (MTC) +60552002021,6055200202,Napa,Napa County,San Francisco Bay Area (MTC) +60411242002,6041124200,Tiburon,Marin County,San Francisco Bay Area (MTC) +60750207002,6075020700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411262003,6041126200,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60750208001,6075020800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750207003,6075020700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411250001,6041125000,,Marin County,San Francisco Bay Area (MTC) +60411250002,6041125000,,Marin County,San Francisco Bay Area (MTC) +60411242004,6041124200,Tiburon,Marin County,San Francisco Bay Area (MTC) +60750208002,6075020800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411261004,6041126100,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60552002022,6055200202,Napa,Napa County,San Francisco Bay Area (MTC) +60552002023,6055200202,Napa,Napa County,San Francisco Bay Area (MTC) +60750208003,6075020800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750351001,6075035100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411261005,6041126100,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60750209002,6075020900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411262002,6041126200,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60750209004,6075020900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750351003,6075035100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750351002,6075035100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411270002,6041127000,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60411270001,6041127000,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60411290001,6041129000,,Marin County,San Francisco Bay Area (MTC) +60411281001,6041128100,,Marin County,San Francisco Bay Area (MTC) +60552002031,6055200203,Napa,Napa County,San Francisco Bay Area (MTC) +60750351004,6075035100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411270003,6041127000,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60750210004,6075021000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411270005,6041127000,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60750210003,6075021000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750351005,6075035100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411281002,6041128100,,Marin County,San Francisco Bay Area (MTC) +60750351006,6075035100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411282001,6041128200,Mill Valley,Marin County,San Francisco Bay Area (MTC) +60552008041,6055200804,Napa,Napa County,San Francisco Bay Area (MTC) +60411282002,6041128200,,Marin County,San Francisco Bay Area (MTC) +60552008044,6055200804,Napa,Napa County,San Francisco Bay Area (MTC) +60411282003,6041128200,,Marin County,San Francisco Bay Area (MTC) +60552008042,6055200804,Napa,Napa County,San Francisco Bay Area (MTC) +60552010041,6055201004,American Canyon,Napa County,San Francisco Bay Area (MTC) +60552008043,6055200804,Napa,Napa County,San Francisco Bay Area (MTC) +60750211002,6075021100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411290002,6041129000,,Marin County,San Francisco Bay Area (MTC) +60411302023,6041130202,Sausalito,Marin County,San Francisco Bay Area (MTC) +60750211003,6075021100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750211004,6075021100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411302011,6041130201,Sausalito,Marin County,San Francisco Bay Area (MTC) +60411302012,6041130201,Sausalito,Marin County,San Francisco Bay Area (MTC) +60411302024,6041130202,Sausalito,Marin County,San Francisco Bay Area (MTC) +60411302013,6041130201,Sausalito,Marin County,San Francisco Bay Area (MTC) +60411322001,6041132200,,Marin County,San Francisco Bay Area (MTC) +60411302022,6041130202,Sausalito,Marin County,San Francisco Bay Area (MTC) +60411322002,6041132200,,Marin County,San Francisco Bay Area (MTC) +60750212002,6075021200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60411330002,6041133000,,Marin County,San Francisco Bay Area (MTC) +60411330004,6041133000,,Marin County,San Francisco Bay Area (MTC) +60750213001,6075021300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750212003,6075021200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750213002,6075021300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552002032,6055200203,Napa,Napa County,San Francisco Bay Area (MTC) +60552003011,6055200301,Napa,Napa County,San Francisco Bay Area (MTC) +60552003012,6055200301,Napa,Napa County,San Francisco Bay Area (MTC) +60552003013,6055200301,Napa,Napa County,San Francisco Bay Area (MTC) +60552003021,6055200302,Napa,Napa County,San Francisco Bay Area (MTC) +60750214002,6075021400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552003022,6055200302,Napa,Napa County,San Francisco Bay Area (MTC) +60552004001,6055200400,,Napa County,San Francisco Bay Area (MTC) +60552004002,6055200400,Napa,Napa County,San Francisco Bay Area (MTC) +60552004003,6055200400,Napa,Napa County,San Francisco Bay Area (MTC) +60552005013,6055200501,Napa,Napa County,San Francisco Bay Area (MTC) +60552005031,6055200503,Napa,Napa County,San Francisco Bay Area (MTC) +60552005032,6055200503,Napa,Napa County,San Francisco Bay Area (MTC) +60552005041,6055200504,Napa,Napa County,San Francisco Bay Area (MTC) +60552006021,6055200602,Napa,Napa County,San Francisco Bay Area (MTC) +60552006022,6055200602,Napa,Napa County,San Francisco Bay Area (MTC) +60552005011,6055200501,Napa,Napa County,San Francisco Bay Area (MTC) +60552006023,6055200602,,Napa County,San Francisco Bay Area (MTC) +60750215002,6075021500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552007041,6055200704,Napa,Napa County,San Francisco Bay Area (MTC) +60552007031,6055200703,Napa,Napa County,San Francisco Bay Area (MTC) +60552007042,6055200704,,Napa County,San Francisco Bay Area (MTC) +60552007043,6055200704,,Napa County,San Francisco Bay Area (MTC) +60552007032,6055200703,Napa,Napa County,San Francisco Bay Area (MTC) +60552007051,6055200705,Napa,Napa County,San Francisco Bay Area (MTC) +60750215005,6075021500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552007052,6055200705,Napa,Napa County,San Francisco Bay Area (MTC) +60552007061,6055200706,Napa,Napa County,San Francisco Bay Area (MTC) +60552007062,6055200706,Napa,Napa County,San Francisco Bay Area (MTC) +60750254032,6075025403,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552008022,6055200802,Napa,Napa County,San Francisco Bay Area (MTC) +60552010042,6055201004,American Canyon,Napa County,San Francisco Bay Area (MTC) +60552008023,6055200802,,Napa County,San Francisco Bay Area (MTC) +60552010061,6055201006,American Canyon,Napa County,San Francisco Bay Area (MTC) +60552009001,6055200900,,Napa County,San Francisco Bay Area (MTC) +60750216001,6075021600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552008031,6055200803,Napa,Napa County,San Francisco Bay Area (MTC) +60552008032,6055200803,,Napa County,San Francisco Bay Area (MTC) +60552010032,6055201003,American Canyon,Napa County,San Francisco Bay Area (MTC) +60750218002,6075021800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750218003,6075021800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552010051,6055201005,,Napa County,San Francisco Bay Area (MTC) +60552010071,6055201007,American Canyon,Napa County,San Francisco Bay Area (MTC) +60552010052,6055201005,American Canyon,Napa County,San Francisco Bay Area (MTC) +60552010072,6055201007,American Canyon,Napa County,San Francisco Bay Area (MTC) +60552011012,6055201101,Napa,Napa County,San Francisco Bay Area (MTC) +60552011011,6055201101,Napa,Napa County,San Francisco Bay Area (MTC) +60750218004,6075021800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552012003,6055201200,,Napa County,San Francisco Bay Area (MTC) +60552012002,6055201200,,Napa County,San Francisco Bay Area (MTC) +60552012004,6055201200,,Napa County,San Francisco Bay Area (MTC) +60750228011,6075022801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750227042,6075022704,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552013001,6055201300,Yountville,Napa County,San Francisco Bay Area (MTC) +60552014021,6055201402,,Napa County,San Francisco Bay Area (MTC) +60552013003,6055201300,Yountville,Napa County,San Francisco Bay Area (MTC) +60552014011,6055201401,,Napa County,San Francisco Bay Area (MTC) +60552014012,6055201401,,Napa County,San Francisco Bay Area (MTC) +60750228012,6075022801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552014022,6055201402,,Napa County,San Francisco Bay Area (MTC) +60552015002,6055201500,,Napa County,San Francisco Bay Area (MTC) +60552014023,6055201402,,Napa County,San Francisco Bay Area (MTC) +60750101002,6075010100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552014031,6055201403,,Napa County,San Francisco Bay Area (MTC) +60552014032,6055201403,,Napa County,San Francisco Bay Area (MTC) +60552015001,6055201500,,Napa County,San Francisco Bay Area (MTC) +60750228013,6075022801,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750255001,6075025500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552016021,6055201602,St. Helena,Napa County,San Francisco Bay Area (MTC) +60552016011,6055201601,St. Helena,Napa County,San Francisco Bay Area (MTC) +60552016012,6055201601,St. Helena,Napa County,San Francisco Bay Area (MTC) +60552016024,6055201602,St. Helena,Napa County,San Francisco Bay Area (MTC) +60552016022,6055201602,St. Helena,Napa County,San Francisco Bay Area (MTC) +60552017002,6055201700,,Napa County,San Francisco Bay Area (MTC) +60552016023,6055201602,St. Helena,Napa County,San Francisco Bay Area (MTC) +60750255002,6075025500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552017003,6055201700,,Napa County,San Francisco Bay Area (MTC) +60750228022,6075022802,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552017005,6055201700,,Napa County,San Francisco Bay Area (MTC) +60552020001,6055202000,Calistoga,Napa County,San Francisco Bay Area (MTC) +60552020002,6055202000,Calistoga,Napa County,San Francisco Bay Area (MTC) +60750102001,6075010200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552020003,6055202000,Calistoga,Napa County,San Francisco Bay Area (MTC) +60750255004,6075025500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60552020004,6055202000,Calistoga,Napa County,San Francisco Bay Area (MTC) +60750126022,6075012602,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750128001,6075012800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750105002,6075010500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750106003,6075010600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750107001,6075010700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750107002,6075010700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750107003,6075010700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750107004,6075010700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750108001,6075010800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750108002,6075010800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750108003,6075010800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750128003,6075012800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750128004,6075012800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750129011,6075012901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750216002,6075021600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750204021,6075020402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750204022,6075020402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750205002,6075020500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750129012,6075012901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750205003,6075020500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750129021,6075012902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750129022,6075012902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750206001,6075020600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750206002,6075020600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750129023,6075012902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750130001,6075013000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750206003,6075020600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750206004,6075020600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750231021,6075023102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750217001,6075021700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750207001,6075020700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750217002,6075021700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750217003,6075021700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750218001,6075021800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750231022,6075023102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750255005,6075025500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750259003,6075025900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750231031,6075023103,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750233001,6075023300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750234002,6075023400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750260011,6075026001,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750226001,6075022600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750226002,6075022600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750227021,6075022702,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750227022,6075022702,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750227041,6075022704,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750231032,6075023103,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750232002,6075023200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750232003,6075023200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750251003,6075025100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750252001,6075025200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750252002,6075025200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750313013,6075031301,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750252004,6075025200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750253001,6075025300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750253002,6075025300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750253003,6075025300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750251001,6075025100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750253004,6075025300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750254011,6075025401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750263023,6075026302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750255006,6075025500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750256001,6075025600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750263032,6075026303,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750264011,6075026401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750256002,6075025600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750264012,6075026401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750257012,6075025701,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750264021,6075026402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750257021,6075025702,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750264022,6075026402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750257022,6075025702,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750264023,6075026402,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750264031,6075026403,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750258001,6075025800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750313021,6075031302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750258002,6075025800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750614001,6075061400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750259001,6075025900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750259002,6075025900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750304001,6075030400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750301021,6075030102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750301022,6075030102,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750302011,6075030201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750302012,6075030201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750302013,6075030201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750302021,6075030202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750302022,6075030202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750302023,6075030202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750313022,6075031302,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750304002,6075030400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750304003,6075030400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750305001,6075030500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750305002,6075030500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750305003,6075030500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750306001,6075030600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750614002,6075061400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750306002,6075030600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750307001,6075030700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750310001,6075031000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750310002,6075031000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750310003,6075031000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750311001,6075031100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750311003,6075031100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750311004,6075031100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750311005,6075031100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750312011,6075031201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750307002,6075030700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750330004,6075033000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750307003,6075030700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750330006,6075033000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750308001,6075030800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750331001,6075033100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750309001,6075030900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750331002,6075033100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750309002,6075030900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750331003,6075033100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750309003,6075030900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750331004,6075033100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750352012,6075035201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750332011,6075033201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750352015,6075035201,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750332031,6075033203,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750352021,6075035202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750354001,6075035400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750352022,6075035202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750354004,6075035400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750352023,6075035202,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750354005,6075035400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750353001,6075035300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750401001,6075040100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750353002,6075035300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750401002,6075040100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750353003,6075035300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750401003,6075040100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750353004,6075035300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750401004,6075040100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750353005,6075035300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750402001,6075040200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750402002,6075040200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60816060002,6081606000,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816017003,6081601700,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60750428002,6075042800,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750479012,6075047901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750479014,6075047901,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750451002,6075045100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750479021,6075047902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750451003,6075045100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750479022,6075047902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750479023,6075047902,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750452001,6075045200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750452002,6075045200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750610002,6075061000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750452003,6075045200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750615002,6075061500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750452004,6075045200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750452005,6075045200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750476001,6075047600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750476002,6075047600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750476003,6075047600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750476004,6075047600,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750601001,6075060100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750615001,6075061500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750610001,6075061000,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750611001,6075061100,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750615006,6075061500,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750604001,6075060400,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60759802001,6075980200,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750605022,6075060502,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750605023,6075060502,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60759803001,6075980300,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60750607002,6075060700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60816002002,6081600200,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60750607003,6075060700,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60759804011,6075980401,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60759805011,6075980501,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60816015013,6081601501,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816004011,6081600401,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816001003,6081600100,Brisbane,San Mateo County,San Francisco Bay Area (MTC) +60816002001,6081600200,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60759809001,6075980900,San Francisco,San Francisco County,San Francisco Bay Area (MTC) +60816004012,6081600401,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816001002,6081600100,Brisbane,San Mateo County,San Francisco Bay Area (MTC) +60816003002,6081600300,,San Mateo County,San Francisco Bay Area (MTC) +60816003001,6081600300,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816006002,6081600600,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816004021,6081600402,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816005001,6081600500,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816004022,6081600402,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816005002,6081600500,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816005003,6081600500,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816004023,6081600402,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816005004,6081600500,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816005005,6081600500,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816006001,6081600600,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816007001,6081600700,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816007002,6081600700,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816019011,6081601901,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816007004,6081600700,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816009001,6081600900,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816008001,6081600800,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816008002,6081600800,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816008003,6081600800,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816008004,6081600800,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816009002,6081600900,,San Mateo County,San Francisco Bay Area (MTC) +60816010002,6081601000,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816022003,6081602200,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816010001,6081601000,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816011003,6081601100,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816010003,6081601000,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816010004,6081601000,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816011004,6081601100,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816011005,6081601100,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816011001,6081601100,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816012001,6081601200,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816011002,6081601100,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816012002,6081601200,,San Mateo County,San Francisco Bay Area (MTC) +60816013002,6081601300,,San Mateo County,San Francisco Bay Area (MTC) +60816013003,6081601300,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816013004,6081601300,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816012003,6081601200,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816015012,6081601501,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816012004,6081601200,,San Mateo County,San Francisco Bay Area (MTC) +60816014001,6081601400,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816014002,6081601400,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816022004,6081602200,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816015021,6081601502,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816014003,6081601400,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816015022,6081601502,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816015011,6081601501,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016011,6081601601,Colma,San Mateo County,San Francisco Bay Area (MTC) +60816016031,6081601603,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016012,6081601601,,San Mateo County,San Francisco Bay Area (MTC) +60816016032,6081601603,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016033,6081601603,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016041,6081601604,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016051,6081601605,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016053,6081601605,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016052,6081601605,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816016054,6081601605,Daly City,San Mateo County,San Francisco Bay Area (MTC) +60816018001,6081601800,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816017001,6081601700,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816018002,6081601800,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816017002,6081601700,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816021003,6081602100,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60855016003,6085501600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816019012,6081601901,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816019013,6081601901,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816019021,6081601902,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816105004,6081610500,,San Mateo County,San Francisco Bay Area (MTC) +60816019022,6081601902,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816019023,6081601902,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816020001,6081602000,,San Mateo County,San Francisco Bay Area (MTC) +60952531014,6095253101,Vacaville,Solano County,San Francisco Bay Area (MTC) +60816020002,6081602000,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816020004,6081602000,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816020005,6081602000,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816021001,6081602100,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816021002,6081602100,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816020003,6081602000,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816022001,6081602200,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816024001,6081602400,,San Mateo County,San Francisco Bay Area (MTC) +60816022002,6081602200,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816041011,6081604101,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816024004,6081602400,,San Mateo County,San Francisco Bay Area (MTC) +60816024002,6081602400,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816025001,6081602500,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816024003,6081602400,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816026002,6081602600,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816025003,6081602500,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816025002,6081602500,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816026003,6081602600,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816026001,6081602600,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816026004,6081602600,South San Francisco,San Mateo County,San Francisco Bay Area (MTC) +60816032003,6081603200,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816027001,6081602700,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816039003,6081603900,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816053004,6081605300,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816027002,6081602700,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816027004,6081602700,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816027003,6081602700,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816028001,6081602800,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816039004,6081603900,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816054002,6081605400,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816028002,6081602800,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816028003,6081602800,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816029001,6081602900,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60855017004,6085501700,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816030001,6081603000,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816029002,6081602900,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816031001,6081603100,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816032001,6081603200,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816032002,6081603200,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816031002,6081603100,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816030002,6081603000,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816033001,6081603300,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816030003,6081603000,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816037001,6081603700,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816030004,6081603000,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816033002,6081603300,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816040001,6081604000,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816106021,6081610602,,San Mateo County,San Francisco Bay Area (MTC) +60816106013,6081610601,,San Mateo County,San Francisco Bay Area (MTC) +60816034002,6081603400,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816034003,6081603400,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816033003,6081603300,,San Mateo County,San Francisco Bay Area (MTC) +60816034001,6081603400,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816062002,6081606200,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816034004,6081603400,Pacifica,San Mateo County,San Francisco Bay Area (MTC) +60816040002,6081604000,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816037002,6081603700,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816038011,6081603801,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816038021,6081603802,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816038022,6081603802,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816039001,6081603900,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816039006,6081603900,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816039002,6081603900,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816040003,6081604000,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816041021,6081604102,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816044001,6081604400,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816042001,6081604200,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816041012,6081604101,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816041013,6081604101,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816042002,6081604200,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816042003,6081604200,,San Mateo County,San Francisco Bay Area (MTC) +60816121003,6081612100,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60952524021,6095252402,Fairfield,Solano County,San Francisco Bay Area (MTC) +60816045001,6081604500,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816044002,6081604400,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816044003,6081604400,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816045002,6081604500,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816046001,6081604600,,San Mateo County,San Francisco Bay Area (MTC) +60816045003,6081604500,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816048001,6081604800,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816121004,6081612100,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816106022,6081610602,,San Mateo County,San Francisco Bay Area (MTC) +60816046002,6081604600,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60952526071,6095252607,Fairfield,Solano County,San Francisco Bay Area (MTC) +60816047001,6081604700,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816049001,6081604900,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816049002,6081604900,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816047002,6081604700,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60855012003,6085501200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952526113,6095252611,Fairfield,Solano County,San Francisco Bay Area (MTC) +60816048002,6081604800,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816050001,6081605000,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816050002,6081605000,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816048003,6081604800,Millbrae,San Mateo County,San Francisco Bay Area (MTC) +60816050003,6081605000,,San Mateo County,San Francisco Bay Area (MTC) +60816050005,6081605000,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816051001,6081605100,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60952527043,6095252704,Suisun City,Solano County,San Francisco Bay Area (MTC) +60816053003,6081605300,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816050004,6081605000,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816051002,6081605100,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816054003,6081605400,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816063003,6081606300,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816052002,6081605200,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816054004,6081605400,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816054005,6081605400,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816052003,6081605200,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816055001,6081605500,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816052004,6081605200,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816055002,6081605500,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816053001,6081605300,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816061002,6081606100,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816053002,6081605300,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816055003,6081605500,Burlingame,San Mateo County,San Francisco Bay Area (MTC) +60816056001,6081605600,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816057001,6081605700,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816060001,6081606000,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816058001,6081605800,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816056003,6081605600,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816057002,6081605700,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816056002,6081605600,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816058003,6081605800,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816058002,6081605800,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60855012004,6085501200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816057003,6081605700,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816059001,6081605900,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816059002,6081605900,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816057004,6081605700,Hillsborough,San Mateo County,San Francisco Bay Area (MTC) +60816059003,6081605900,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816061001,6081606100,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816061003,6081606100,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816062001,6081606200,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816062003,6081606200,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816062004,6081606200,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816063002,6081606300,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816064001,6081606400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816064002,6081606400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816065002,6081606500,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816064003,6081606400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816065003,6081606500,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816064004,6081606400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816065004,6081606500,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816066001,6081606600,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816065001,6081606500,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816074003,6081607400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816066002,6081606600,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816066003,6081606600,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816077022,6081607702,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816067001,6081606700,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816067002,6081606700,,San Mateo County,San Francisco Bay Area (MTC) +60816069001,6081606900,,San Mateo County,San Francisco Bay Area (MTC) +60816068001,6081606800,,San Mateo County,San Francisco Bay Area (MTC) +60816069002,6081606900,,San Mateo County,San Francisco Bay Area (MTC) +60816076003,6081607600,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816068002,6081606800,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816070001,6081607000,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816070002,6081607000,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816071001,6081607100,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816071002,6081607100,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816074001,6081607400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816076004,6081607600,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816073001,6081607300,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816071003,6081607100,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816073002,6081607300,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816072001,6081607200,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816072002,6081607200,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816073003,6081607300,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816074002,6081607400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816075001,6081607500,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816077011,6081607701,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816076001,6081607600,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816076002,6081607600,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816077012,6081607701,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816078001,6081607800,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816078002,6081607800,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816077013,6081607701,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816077021,6081607702,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816079001,6081607900,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816079002,6081607900,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816079003,6081607900,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816080022,6081608002,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080011,6081608001,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080023,6081608002,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080012,6081608001,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080042,6081608004,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080043,6081608004,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080021,6081608002,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816108001,6081610800,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816119005,6081611900,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816080044,6081608004,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080131,6081608013,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080133,6081608013,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080132,6081608013,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080231,6081608023,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816083001,6081608300,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816080232,6081608023,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816082001,6081608200,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816083002,6081608300,Foster City,San Mateo County,San Francisco Bay Area (MTC) +60816119006,6081611900,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816084001,6081608400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816084002,6081608400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816084003,6081608400,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816085021,6081608502,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816108002,6081610800,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816086001,6081608600,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816085011,6081608501,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816085012,6081608501,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816086002,6081608600,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816085013,6081608501,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816109001,6081610900,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816085014,6081608501,San Mateo,San Mateo County,San Francisco Bay Area (MTC) +60816087003,6081608700,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816086003,6081608600,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816087004,6081608700,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816088003,6081608800,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816087001,6081608700,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816087005,6081608700,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816087002,6081608700,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816088001,6081608800,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816120001,6081612000,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816088002,6081608800,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816088004,6081608800,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816109003,6081610900,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816088005,6081608800,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816089001,6081608900,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816090001,6081609000,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60952505012,6095250501,,Solano County,San Francisco Bay Area (MTC) +60816090002,6081609000,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60855036012,6085503601,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816089003,6081608900,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816089002,6081608900,Belmont,San Mateo County,San Francisco Bay Area (MTC) +60816089004,6081608900,,San Mateo County,San Francisco Bay Area (MTC) +60816091001,6081609100,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60952516001,6095251600,Vallejo,Solano County,San Francisco Bay Area (MTC) +60816091002,6081609100,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816092011,6081609201,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816092013,6081609201,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816092012,6081609201,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816092021,6081609202,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816093001,6081609300,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816092022,6081609202,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816093002,6081609300,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816109004,6081610900,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816094001,6081609400,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816095001,6081609500,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816101001,6081610100,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816096033,6081609603,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816095002,6081609500,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816119001,6081611900,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816104001,6081610400,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816096031,6081609603,,San Mateo County,San Francisco Bay Area (MTC) +60816098003,6081609800,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816096032,6081609603,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816096021,6081609602,San Carlos,San Mateo County,San Francisco Bay Area (MTC) +60816098002,6081609800,,San Mateo County,San Francisco Bay Area (MTC) +60816110001,6081611000,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816096034,6081609603,,San Mateo County,San Francisco Bay Area (MTC) +60816098004,6081609800,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816098001,6081609800,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816100003,6081610000,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816099001,6081609900,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816102011,6081610201,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816099002,6081609900,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816100001,6081610000,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816102012,6081610201,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816100002,6081610000,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816102013,6081610201,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816102021,6081610202,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816102014,6081610201,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816102031,6081610203,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816110002,6081611000,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816102032,6081610203,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816103031,6081610303,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816103032,6081610303,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816103034,6081610303,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816103033,6081610303,,San Mateo County,San Francisco Bay Area (MTC) +60816103041,6081610304,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816103042,6081610304,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816103043,6081610304,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816105001,6081610500,,San Mateo County,San Francisco Bay Area (MTC) +60816105002,6081610500,,San Mateo County,San Francisco Bay Area (MTC) +60816104002,6081610400,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816105003,6081610500,,San Mateo County,San Francisco Bay Area (MTC) +60816106023,6081610602,,San Mateo County,San Francisco Bay Area (MTC) +60816107001,6081610700,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816106011,6081610601,,San Mateo County,San Francisco Bay Area (MTC) +60816107002,6081610700,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816106012,6081610601,,San Mateo County,San Francisco Bay Area (MTC) +60816111001,6081611100,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816110003,6081611000,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816110004,6081611000,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816114001,6081611400,Atherton,San Mateo County,San Francisco Bay Area (MTC) +60816111003,6081611100,,San Mateo County,San Francisco Bay Area (MTC) +60816111002,6081611100,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60952517021,6095251702,Vallejo,Solano County,San Francisco Bay Area (MTC) +60816113002,6081611300,,San Mateo County,San Francisco Bay Area (MTC) +60816112001,6081611200,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816113001,6081611300,,San Mateo County,San Francisco Bay Area (MTC) +60816114002,6081611400,Atherton,San Mateo County,San Francisco Bay Area (MTC) +60816113003,6081611300,,San Mateo County,San Francisco Bay Area (MTC) +60816114003,6081611400,Atherton,San Mateo County,San Francisco Bay Area (MTC) +60816117002,6081611700,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816113004,6081611300,Redwood City,San Mateo County,San Francisco Bay Area (MTC) +60816115002,6081611500,Atherton,San Mateo County,San Francisco Bay Area (MTC) +60816114004,6081611400,Atherton,San Mateo County,San Francisco Bay Area (MTC) +60816115001,6081611500,Atherton,San Mateo County,San Francisco Bay Area (MTC) +60816115003,6081611500,Atherton,San Mateo County,San Francisco Bay Area (MTC) +60816117003,6081611700,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816116001,6081611600,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816116002,6081611600,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816118001,6081611800,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816117001,6081611700,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816118002,6081611800,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816119002,6081611900,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60952528011,6095252801,Fairfield,Solano County,San Francisco Bay Area (MTC) +60816120002,6081612000,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816119003,6081611900,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816120003,6081612000,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816119004,6081611900,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816120004,6081612000,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816121005,6081612100,East Palo Alto,San Mateo County,San Francisco Bay Area (MTC) +60816121001,6081612100,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816125001,6081612500,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816126001,6081612600,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816125002,6081612500,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816126002,6081612600,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816126003,6081612600,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816125003,6081612500,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816126004,6081612600,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60855002003,6085500200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816127001,6081612700,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816127002,6081612700,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816128001,6081612800,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816128002,6081612800,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816129001,6081612900,,San Mateo County,San Francisco Bay Area (MTC) +60816129004,6081612900,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816129002,6081612900,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816129003,6081612900,,San Mateo County,San Francisco Bay Area (MTC) +60816130001,6081613000,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60855002004,6085500200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816130002,6081613000,,San Mateo County,San Francisco Bay Area (MTC) +60971514024,6097151402,,Sonoma County,San Francisco Bay Area (MTC) +60816135011,6081613501,Half Moon Bay,San Mateo County,San Francisco Bay Area (MTC) +60816132001,6081613200,,San Mateo County,San Francisco Bay Area (MTC) +60816139002,6081613900,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816132002,6081613200,Portola Valley,San Mateo County,San Francisco Bay Area (MTC) +60816132005,6081613200,Portola Valley,San Mateo County,San Francisco Bay Area (MTC) +60816133002,6081613300,Woodside,San Mateo County,San Francisco Bay Area (MTC) +60816139003,6081613900,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60855013001,6085501300,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855009012,6085500901,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816135022,6081613502,Half Moon Bay,San Mateo County,San Francisco Bay Area (MTC) +60816134001,6081613400,Woodside,San Mateo County,San Francisco Bay Area (MTC) +60855006002,6085500600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816135023,6081613502,,San Mateo County,San Francisco Bay Area (MTC) +60855010001,6085501000,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855009022,6085500902,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816135024,6081613502,,San Mateo County,San Francisco Bay Area (MTC) +60816136002,6081613600,,San Mateo County,San Francisco Bay Area (MTC) +60816139004,6081613900,,San Mateo County,San Francisco Bay Area (MTC) +60855006003,6085500600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816136004,6081613600,,San Mateo County,San Francisco Bay Area (MTC) +60816136003,6081613600,,San Mateo County,San Francisco Bay Area (MTC) +60816137005,6081613700,Half Moon Bay,San Mateo County,San Francisco Bay Area (MTC) +60855010002,6085501000,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816139005,6081613900,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60816137004,6081613700,Half Moon Bay,San Mateo County,San Francisco Bay Area (MTC) +60816140001,6081614000,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816140002,6081614000,San Bruno,San Mateo County,San Francisco Bay Area (MTC) +60816139001,6081613900,Menlo Park,San Mateo County,San Francisco Bay Area (MTC) +60855001002,6085500100,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855010003,6085501000,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60816140003,6081614000,,San Mateo County,San Francisco Bay Area (MTC) +60855001003,6085500100,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855017003,6085501700,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855001004,6085500100,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60819843001,6081984300,,San Mateo County,San Francisco Bay Area (MTC) +60855001001,6085500100,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855002001,6085500200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855003001,6085500300,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855004002,6085500400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855003002,6085500300,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855005001,6085500500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855004001,6085500400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855005003,6085500500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855005002,6085500500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855005004,6085500500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855009011,6085500901,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855010004,6085501000,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855008001,6085500800,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855008002,6085500800,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855010005,6085501000,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855011011,6085501101,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855011021,6085501102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855011022,6085501102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855011023,6085501102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855005005,6085500500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855012001,6085501200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855006001,6085500600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855012002,6085501200,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855014021,6085501402,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855014022,6085501402,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855016002,6085501600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855015011,6085501501,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855015012,6085501501,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855015021,6085501502,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855015022,6085501502,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855016004,6085501600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855016005,6085501600,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855017001,6085501700,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855013002,6085501300,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855017002,6085501700,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855013003,6085501300,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855018001,6085501800,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855013004,6085501300,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855018002,6085501800,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855014011,6085501401,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855018003,6085501800,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855014012,6085501401,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855018004,6085501800,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855019001,6085501900,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952529124,6095252912,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952528012,6095252801,Fairfield,Solano County,San Francisco Bay Area (MTC) +60855019002,6085501900,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855020013,6085502001,,Santa Clara County,San Francisco Bay Area (MTC) +60855020014,6085502001,,Santa Clara County,San Francisco Bay Area (MTC) +60855020011,6085502001,,Santa Clara County,San Francisco Bay Area (MTC) +60855020021,6085502002,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855020012,6085502001,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855022012,6085502201,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855020022,6085502002,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855021011,6085502101,,Santa Clara County,San Francisco Bay Area (MTC) +60855021012,6085502101,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855021013,6085502101,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855020023,6085502002,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855021021,6085502102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855059003,6085505900,Santa Clara,Santa Clara County,San Francisco Bay Area (MTC) +60855021022,6085502102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855021023,6085502102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855022021,6085502202,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855021024,6085502102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855022011,6085502201,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855022022,6085502202,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855023011,6085502301,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855023012,6085502301,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855023021,6085502302,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855023022,6085502302,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855024001,6085502400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855024002,6085502400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855025005,6085502500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855022023,6085502202,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855024004,6085502400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855024005,6085502400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855024003,6085502400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855024006,6085502400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855036021,6085503602,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855025006,6085502500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855024007,6085502400,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855025001,6085502500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855026011,6085502601,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855025002,6085502500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855025003,6085502500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855025004,6085502500,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855026013,6085502601,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855026012,6085502601,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855026031,6085502603,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855026032,6085502603,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855026033,6085502603,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855026041,6085502604,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855026042,6085502604,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855026043,6085502604,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855027011,6085502701,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855037111,6085503711,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855027021,6085502702,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855027012,6085502701,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855027013,6085502701,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855027022,6085502702,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855027023,6085502702,,Santa Clara County,San Francisco Bay Area (MTC) +60855029033,6085502903,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952503002,6095250300,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855028002,6085502800,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855027024,6085502702,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855028003,6085502800,,Santa Clara County,San Francisco Bay Area (MTC) +60855027025,6085502702,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855028001,6085502800,,Santa Clara County,San Francisco Bay Area (MTC) +60855029012,6085502901,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029013,6085502901,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029014,6085502901,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029011,6085502901,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952503003,6095250300,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855029061,6085502906,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029023,6085502902,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029021,6085502902,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029031,6085502903,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029022,6085502902,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029062,6085502906,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029063,6085502906,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029071,6085502907,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029072,6085502907,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031102,6085503110,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029081,6085502908,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029082,6085502908,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029083,6085502908,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029032,6085502903,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029101,6085502910,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029102,6085502910,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029103,6085502910,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029104,6085502910,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030011,6085503001,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030012,6085503001,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030013,6085503001,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952527044,6095252704,Suisun City,Solano County,San Francisco Bay Area (MTC) +60855029091,6085502909,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029092,6085502909,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029093,6085502909,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855029094,6085502909,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031103,6085503110,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030021,6085503002,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030022,6085503002,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030031,6085503003,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030032,6085503003,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030033,6085503003,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855030034,6085503003,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031111,6085503111,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031112,6085503111,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031051,6085503105,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031082,6085503108,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031081,6085503108,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031113,6085503111,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031083,6085503108,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031121,6085503112,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031122,6085503112,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031132,6085503113,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031182,6085503118,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032081,6085503208,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031151,6085503115,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031161,6085503116,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031183,6085503118,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031084,6085503108,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044101,6085504410,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031101,6085503110,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031211,6085503121,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031212,6085503121,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031221,6085503122,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031222,6085503122,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031231,6085503123,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031232,6085503123,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032041,6085503204,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032042,6085503204,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032043,6085503204,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031162,6085503116,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032044,6085503204,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031171,6085503117,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037112,6085503711,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031172,6085503117,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032045,6085503204,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855031181,6085503118,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032071,6085503207,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032082,6085503208,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032072,6085503207,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032101,6085503210,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032102,6085503210,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032111,6085503211,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032112,6085503211,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037113,6085503711,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032121,6085503212,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032122,6085503212,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032123,6085503212,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952527051,6095252705,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952527045,6095252704,Suisun City,Solano County,San Francisco Bay Area (MTC) +60855032131,6085503213,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032141,6085503214,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032142,6085503214,,Santa Clara County,San Francisco Bay Area (MTC) +60855032132,6085503213,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033042,6085503304,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033121,6085503312,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032172,6085503217,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032173,6085503217,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032181,6085503218,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032182,6085503218,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033041,6085503304,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033043,6085503304,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033044,6085503304,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033051,6085503305,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033052,6085503305,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855032171,6085503217,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033221,6085503322,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033053,6085503305,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033061,6085503306,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033062,6085503306,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033063,6085503306,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033123,6085503312,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033131,6085503313,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033372,6085503337,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855034023,6085503402,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952527052,6095252705,Suisun City,Solano County,San Francisco Bay Area (MTC) +60855033151,6085503315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033132,6085503313,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033152,6085503315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033153,6085503315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033211,6085503321,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033212,6085503321,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033222,6085503322,,Santa Clara County,San Francisco Bay Area (MTC) +60855033223,6085503322,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033231,6085503323,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952527054,6095252705,Suisun City,Solano County,San Francisco Bay Area (MTC) +60855033133,6085503313,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855034011,6085503401,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033232,6085503323,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033241,6085503324,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952526051,6095252605,Fairfield,Solano County,San Francisco Bay Area (MTC) +60855033251,6085503325,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033242,6085503324,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952526052,6095252605,Fairfield,Solano County,San Francisco Bay Area (MTC) +60855033252,6085503325,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855034012,6085503401,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033261,6085503326,,Santa Clara County,San Francisco Bay Area (MTC) +60855033262,6085503326,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952526061,6095252606,Fairfield,Solano County,San Francisco Bay Area (MTC) +60855033272,6085503327,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033271,6085503327,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855034013,6085503401,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952526062,6095252606,Fairfield,Solano County,San Francisco Bay Area (MTC) +60855033273,6085503327,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033291,6085503329,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044102,6085504410,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033292,6085503329,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033301,6085503330,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033302,6085503330,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855034021,6085503402,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044123,6085504412,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855033311,6085503331,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033312,6085503331,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952526063,6095252606,Fairfield,Solano County,San Francisco Bay Area (MTC) +60855033321,6085503332,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855034022,6085503402,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033322,6085503332,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033323,6085503332,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033331,6085503333,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033332,6085503333,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952504001,6095250400,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855033342,6085503334,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952532044,6095253204,Vacaville,Solano County,San Francisco Bay Area (MTC) +60855033362,6085503336,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035092,6085503509,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035041,6085503504,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033343,6085503334,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035042,6085503504,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033361,6085503336,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855033371,6085503337,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035062,6085503506,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035063,6085503506,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035072,6085503507,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035081,6085503508,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035082,6085503508,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035091,6085503509,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035093,6085503509,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037121,6085503712,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035101,6085503510,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035102,6085503510,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035103,6085503510,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035111,6085503511,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035112,6085503511,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035043,6085503504,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855036011,6085503601,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035044,6085503504,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855036022,6085503602,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035045,6085503504,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855035061,6085503506,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037122,6085503712,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037072,6085503707,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037073,6085503707,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855036023,6085503602,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037081,6085503708,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037031,6085503703,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037082,6085503708,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037032,6085503703,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037132,6085503713,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037033,6085503703,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037091,6085503709,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037071,6085503707,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037092,6085503709,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855038024,6085503802,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037093,6085503709,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855038021,6085503802,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037101,6085503710,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855038022,6085503802,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855037102,6085503710,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855038023,6085503802,,Santa Clara County,San Francisco Bay Area (MTC) +60952529132,6095252913,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529133,6095252913,Vacaville,Solano County,San Francisco Bay Area (MTC) +60855038032,6085503803,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855038031,6085503803,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044124,6085504412,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855038041,6085503804,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066063,6085506606,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855038042,6085503804,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855056002,6085505600,Santa Clara,Santa Clara County,San Francisco Bay Area (MTC) +60855039022,6085503902,,Santa Clara County,San Francisco Bay Area (MTC) +60855038043,6085503804,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044131,6085504413,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855039023,6085503902,,Santa Clara County,San Francisco Bay Area (MTC) +60855039021,6085503902,,Santa Clara County,San Francisco Bay Area (MTC) +60855039024,6085503902,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855039032,6085503903,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855040011,6085504001,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044181,6085504418,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60952529134,6095252913,Vacaville,Solano County,San Francisco Bay Area (MTC) +60855039031,6085503903,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855040022,6085504002,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855040012,6085504001,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855040013,6085504001,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855041011,6085504101,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855040021,6085504002,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855041012,6085504101,,Santa Clara County,San Francisco Bay Area (MTC) +60855059004,6085505900,Santa Clara,Santa Clara County,San Francisco Bay Area (MTC) +60855043193,6085504319,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855041021,6085504102,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855041022,6085504102,,Santa Clara County,San Francisco Bay Area (MTC) +60855043143,6085504314,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855041023,6085504102,,Santa Clara County,San Francisco Bay Area (MTC) +60855042011,6085504201,,Santa Clara County,San Francisco Bay Area (MTC) +60855042012,6085504201,,Santa Clara County,San Francisco Bay Area (MTC) +60855042013,6085504201,,Santa Clara County,San Francisco Bay Area (MTC) +60855042021,6085504202,,Santa Clara County,San Francisco Bay Area (MTC) +60855042023,6085504202,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043071,6085504307,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044182,6085504418,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60952530001,6095253000,Vacaville,Solano County,San Francisco Bay Area (MTC) +60855043072,6085504307,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043083,6085504308,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043141,6085504314,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043113,6085504311,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043142,6085504314,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043111,6085504311,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855060004,6085506000,Santa Clara,Santa Clara County,San Francisco Bay Area (MTC) +60855043144,6085504314,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043151,6085504315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043152,6085504315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044183,6085504418,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855043153,6085504315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043112,6085504311,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952531062,6095253106,Vacaville,Solano County,San Francisco Bay Area (MTC) +60855043154,6085504315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043212,6085504321,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043171,6085504317,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043172,6085504317,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043155,6085504315,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043161,6085504316,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043182,6085504318,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043162,6085504316,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043181,6085504318,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043163,6085504316,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043191,6085504319,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043183,6085504318,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043192,6085504319,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043213,6085504321,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043221,6085504322,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043222,6085504322,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043231,6085504323,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043201,6085504320,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043232,6085504323,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043202,6085504320,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043233,6085504323,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043211,6085504321,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044111,6085504411,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044112,6085504411,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855043223,6085504322,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855044121,6085504412,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044122,6085504412,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044151,6085504415,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044152,6085504415,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044141,6085504414,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044153,6085504415,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044142,6085504414,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044161,6085504416,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044143,6085504414,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044202,6085504420,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044162,6085504416,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044211,6085504421,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044212,6085504421,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044201,6085504420,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044213,6085504421,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044221,6085504422,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044231,6085504423,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855044222,6085504422,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045041,6085504504,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045042,6085504504,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045043,6085504504,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855062033,6085506203,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855045044,6085504504,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045051,6085504505,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045052,6085504505,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855048022,6085504802,Sunnyvale,Santa Clara County,San Francisco Bay Area (MTC) +60855048031,6085504803,Sunnyvale,Santa Clara County,San Francisco Bay Area (MTC) +60855045053,6085504505,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045061,6085504506,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045062,6085504506,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) +60855045063,6085504506,Milpitas,Santa Clara County,San Francisco Bay Area (MTC) 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Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066042,6085506604,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066031,6085506603,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855066043,6085506604,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066051,6085506605,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066052,6085506605,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066044,6085506604,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066061,6085506606,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855066045,6085506604,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855066062,6085506606,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855067013,6085506701,Campbell,Santa Clara County,San Francisco Bay Area (MTC) +60855067011,6085506701,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855067021,6085506702,Campbell,Santa Clara County,San 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Francisco Bay Area (MTC) +60855120192,6085512019,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120203,6085512020,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120201,6085512020,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120361,6085512036,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120202,6085512020,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120211,6085512021,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120212,6085512021,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120213,6085512021,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120214,6085512021,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120221,6085512022,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120393,6085512039,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120222,6085512022,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120231,6085512023,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120223,6085512022,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120233,6085512023,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120242,6085512024,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120241,6085512024,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120322,6085512032,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120232,6085512023,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120251,6085512025,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952507012,6095250701,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855120252,6085512025,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120261,6085512026,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120262,6085512026,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120271,6085512027,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120272,6085512027,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120421,6085512042,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120291,6085512029,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120292,6085512029,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120293,6085512029,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120294,6085512029,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120372,6085512037,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120301,6085512030,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120302,6085512030,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120312,6085512031,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120311,6085512031,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120314,6085512031,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120313,6085512031,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120321,6085512032,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952502002,6095250200,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855120334,6085512033,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120331,6085512033,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120323,6085512032,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120342,6085512034,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120371,6085512037,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120332,6085512033,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120333,6085512033,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60952505011,6095250501,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855120351,6085512035,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120352,6085512035,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120341,6085512034,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120381,6085512038,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120391,6085512039,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120392,6085512039,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120422,6085512042,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120431,6085512043,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120432,6085512043,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120451,6085512045,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120452,6085512045,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120453,6085512045,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120454,6085512045,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120531,6085512053,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120471,6085512047,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120472,6085512047,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120521,6085512052,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120473,6085512047,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120522,6085512052,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120532,6085512053,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120523,6085512052,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855120533,6085512053,San Jose,Santa Clara County,San Francisco Bay Area (MTC) +60855123071,6085512307,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123144,6085512314,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855126031,6085512603,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855123072,6085512307,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123081,6085512308,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123101,6085512310,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123073,6085512307,,Santa Clara County,San Francisco Bay Area (MTC) +60855125084,6085512508,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855123082,6085512308,,Santa Clara County,San Francisco Bay Area (MTC) +60855123083,6085512308,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123091,6085512309,,Santa Clara County,San Francisco Bay Area (MTC) +60855123111,6085512311,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123092,6085512309,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123131,6085512313,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123102,6085512310,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123143,6085512314,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123132,6085512313,,Santa Clara County,San Francisco Bay Area (MTC) +60855123121,6085512312,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855123141,6085512314,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60855124021,6085512402,,Santa Clara County,San Francisco Bay Area (MTC) +60855123142,6085512314,Morgan Hill,Santa Clara County,San Francisco Bay Area (MTC) +60952506012,6095250601,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855124011,6085512401,,Santa Clara County,San Francisco Bay Area (MTC) +60855124022,6085512402,,Santa Clara County,San Francisco Bay Area (MTC) +60855125081,6085512508,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855126032,6085512603,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125032,6085512503,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60952506013,6095250601,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855125051,6085512505,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125082,6085512508,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125061,6085512506,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125062,6085512506,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125052,6085512505,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125063,6085512506,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125083,6085512508,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125091,6085512509,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855125092,6085512509,,Santa Clara County,San Francisco Bay Area (MTC) +60855125102,6085512510,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60952523142,6095252314,Fairfield,Solano County,San Francisco Bay Area (MTC) +60855126043,6085512604,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855126033,6085512603,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855126041,6085512604,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855126042,6085512604,Gilroy,Santa Clara County,San Francisco Bay Area (MTC) +60855130003,6085513000,,Santa Clara County,San Francisco Bay Area (MTC) +60952501031,6095250103,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501042,6095250104,Vallejo,Solano County,San Francisco Bay Area (MTC) +60855130001,6085513000,,Santa Clara County,San Francisco Bay Area (MTC) +60855130002,6085513000,,Santa Clara County,San Francisco Bay Area (MTC) +60952502003,6095250200,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952503001,6095250300,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501052,6095250105,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501053,6095250105,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501062,6095250106,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501061,6095250106,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952504002,6095250400,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501032,6095250103,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501033,6095250103,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501041,6095250104,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952501051,6095250105,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952504003,6095250400,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952506011,6095250601,,Solano County,San Francisco Bay Area (MTC) +60952506041,6095250604,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952505021,6095250502,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952506042,6095250604,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952505022,6095250502,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952506043,6095250604,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952506053,6095250605,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952506051,6095250605,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952507011,6095250701,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952506052,6095250605,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952508012,6095250801,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952511001,6095251100,,Solano County,San Francisco Bay Area (MTC) +60952508013,6095250801,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952512001,6095251200,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952512002,6095251200,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952509001,6095250900,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952512003,6095251200,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952509002,6095250900,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952513001,6095251300,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952510001,6095251000,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952513002,6095251300,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952510002,6095251000,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952518042,6095251804,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952513003,6095251300,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952514001,6095251400,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952514002,6095251400,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952514003,6095251400,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952523143,6095252314,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952516002,6095251600,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952510003,6095251000,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952517011,6095251701,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952517012,6095251701,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952518021,6095251802,,Solano County,San Francisco Bay Area (MTC) +60952518031,6095251803,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952518032,6095251803,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952518033,6095251803,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952515002,6095251500,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952518034,6095251803,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952518043,6095251804,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952518041,6095251804,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519011,6095251901,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519012,6095251901,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519013,6095251901,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519022,6095251902,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519023,6095251902,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952521033,6095252103,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519031,6095251903,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519032,6095251903,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952519033,6095251903,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952520001,6095252000,Benicia,Solano County,San Francisco Bay Area (MTC) +60952520002,6095252000,Benicia,Solano County,San Francisco Bay Area (MTC) +60952520003,6095252000,Benicia,Solano County,San Francisco Bay Area (MTC) +60952520004,6095252000,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521031,6095252103,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952521032,6095252103,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952521062,6095252106,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521041,6095252104,,Solano County,San Francisco Bay Area (MTC) +60952521063,6095252106,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521042,6095252104,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521043,6095252104,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521061,6095252106,Benicia,Solano County,San Francisco Bay Area (MTC) +60952523113,6095252311,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952521071,6095252107,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521072,6095252107,Benicia,Solano County,San Francisco Bay Area (MTC) +60952523151,6095252315,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952521051,6095252105,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521052,6095252105,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521081,6095252108,Benicia,Solano County,San Francisco Bay Area (MTC) +60952521082,6095252108,Benicia,Solano County,San Francisco Bay Area (MTC) +60952523122,6095252312,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523121,6095252312,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523053,6095252305,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952522011,6095252201,,Solano County,San Francisco Bay Area (MTC) +60952523052,6095252305,,Solano County,San Francisco Bay Area (MTC) +60952523061,6095252306,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952522012,6095252201,,Solano County,San Francisco Bay Area (MTC) +60952522013,6095252201,,Solano County,San Francisco Bay Area (MTC) +60952522014,6095252201,,Solano County,San Francisco Bay Area (MTC) +60952522021,6095252202,Vallejo,Solano County,San Francisco Bay Area (MTC) +60952523111,6095252311,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952522023,6095252202,,Solano County,San Francisco Bay Area (MTC) +60952522022,6095252202,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523132,6095252313,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523101,6095252310,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523062,6095252306,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523112,6095252311,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523133,6095252313,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523141,6095252314,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523162,6095252316,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523153,6095252315,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952524022,6095252402,,Solano County,San Francisco Bay Area (MTC) +60952523102,6095252310,,Solano County,San Francisco Bay Area (MTC) +60952525011,6095252501,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952523152,6095252315,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952526072,6095252607,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952526081,6095252608,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952526082,6095252608,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952525012,6095252501,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952525021,6095252502,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952525022,6095252502,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952526101,6095252610,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952526102,6095252610,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952526041,6095252604,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952527021,6095252702,,Solano County,San Francisco Bay Area (MTC) +60952526112,6095252611,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952527022,6095252702,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952531061,6095253106,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952527023,6095252702,,Solano County,San Francisco Bay Area (MTC) +60952527025,6095252702,,Solano County,San Francisco Bay Area (MTC) +60952527024,6095252702,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952527031,6095252703,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952527073,6095252707,,Solano County,San Francisco Bay Area (MTC) +60952528013,6095252801,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952528015,6095252801,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952527032,6095252703,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952528021,6095252802,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952527033,6095252703,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952528022,6095252802,Fairfield,Solano County,San Francisco Bay Area (MTC) +60952527041,6095252704,Suisun City,Solano County,San Francisco Bay Area (MTC) +60952529033,6095252903,,Solano County,San Francisco Bay Area (MTC) +60952529091,6095252909,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529043,6095252904,,Solano County,San Francisco Bay Area (MTC) +60952529041,6095252904,,Solano County,San Francisco Bay Area (MTC) +60952529081,6095252908,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529082,6095252908,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529042,6095252904,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529092,6095252909,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529114,6095252911,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529101,6095252910,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529111,6095252911,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529103,6095252910,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529121,6095252912,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529112,6095252911,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529122,6095252912,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529123,6095252912,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529125,6095252912,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529141,6095252914,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529113,6095252911,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529142,6095252914,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529143,6095252914,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529152,6095252915,,Solano County,San Francisco Bay Area (MTC) +60952531011,6095253101,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531012,6095253101,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531015,6095253101,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531052,6095253105,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952529151,6095252915,,Solano County,San Francisco Bay Area (MTC) +60952531016,6095253101,,Solano County,San Francisco Bay Area (MTC) +60952531063,6095253106,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952534033,6095253403,,Solano County,San Francisco Bay Area (MTC) +60952531051,6095253105,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531071,6095253107,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531072,6095253107,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531073,6095253107,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952534041,6095253404,Dixon,Solano County,San Francisco Bay Area (MTC) +60952531081,6095253108,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531083,6095253108,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952531082,6095253108,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532042,6095253204,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952534042,6095253404,Dixon,Solano County,San Francisco Bay Area (MTC) +60952532011,6095253201,,Solano County,San Francisco Bay Area (MTC) +60952534021,6095253402,Dixon,Solano County,San Francisco Bay Area (MTC) +60952532013,6095253201,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532043,6095253204,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532014,6095253201,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532041,6095253204,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532053,6095253205,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532031,6095253203,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532051,6095253205,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532032,6095253203,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532052,6095253205,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532033,6095253203,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952534044,6095253404,Dixon,Solano County,San Francisco Bay Area (MTC) +60952532061,6095253206,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952532062,6095253206,Vacaville,Solano County,San Francisco Bay Area (MTC) +60952535002,6095253500,Rio Vista,Solano County,San Francisco Bay Area (MTC) +60952535003,6095253500,Rio Vista,Solano County,San Francisco Bay Area (MTC) +60959800001,6095980000,Fairfield,Solano County,San Francisco Bay Area (MTC) +60971506023,6097150602,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971502021,6097150202,,Sonoma County,San Francisco Bay Area (MTC) +60971502022,6097150202,Sonoma,Sonoma County,San Francisco Bay Area (MTC) +60971502025,6097150202,Sonoma,Sonoma County,San Francisco Bay Area (MTC) +60971502031,6097150203,,Sonoma County,San Francisco Bay Area (MTC) +60971502043,6097150204,Sonoma,Sonoma County,San Francisco Bay Area (MTC) +60971502033,6097150203,Sonoma,Sonoma County,San Francisco Bay Area (MTC) +60971502032,6097150203,,Sonoma County,San Francisco Bay Area (MTC) +60971502041,6097150204,Sonoma,Sonoma County,San Francisco Bay Area (MTC) +60971506024,6097150602,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971502042,6097150204,Sonoma,Sonoma County,San Francisco Bay Area (MTC) +60971503033,6097150303,,Sonoma County,San Francisco Bay Area (MTC) +60971503041,6097150304,,Sonoma County,San Francisco Bay Area (MTC) +60971503054,6097150305,,Sonoma County,San Francisco Bay Area (MTC) +60971503042,6097150304,,Sonoma County,San Francisco Bay Area (MTC) 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+60971506012,6097150601,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506031,6097150603,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506014,6097150601,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506032,6097150603,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506021,6097150602,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506033,6097150603,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506022,6097150602,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506093,6097150609,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506034,6097150603,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506035,6097150603,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506072,6097150607,,Sonoma County,San Francisco Bay Area (MTC) +60971506036,6097150603,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506092,6097150609,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506071,6097150607,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506073,6097150607,,Sonoma County,San Francisco Bay Area (MTC) +60971508002,6097150800,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506091,6097150609,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506103,6097150610,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506094,6097150609,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506101,6097150610,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506111,6097150611,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506102,6097150610,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506112,6097150611,,Sonoma County,San Francisco Bay Area (MTC) +60971506121,6097150612,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971507011,6097150701,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971506113,6097150611,,Sonoma County,San Francisco Bay Area (MTC) +60971508003,6097150800,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971507022,6097150702,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971507012,6097150701,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971507013,6097150701,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971507024,6097150702,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971507014,6097150701,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971508001,6097150800,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971509011,6097150901,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971509015,6097150901,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971509012,6097150901,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971509021,6097150902,,Sonoma County,San Francisco Bay Area (MTC) +60971509013,6097150901,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971509022,6097150902,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971509023,6097150902,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971509014,6097150901,Petaluma,Sonoma County,San Francisco Bay Area (MTC) +60971512033,6097151203,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971510001,6097151000,,Sonoma County,San Francisco Bay Area (MTC) +60971510002,6097151000,,Sonoma County,San Francisco Bay Area (MTC) +60971513061,6097151306,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971512011,6097151201,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971510003,6097151000,,Sonoma County,San Francisco Bay Area (MTC) +60971512032,6097151203,,Sonoma County,San Francisco Bay Area (MTC) +60971512012,6097151201,,Sonoma County,San Francisco Bay Area (MTC) +60971512013,6097151201,,Sonoma County,San Francisco Bay Area (MTC) +60971512015,6097151201,,Sonoma County,San Francisco Bay Area (MTC) +60971512014,6097151201,,Sonoma County,San Francisco Bay Area (MTC) +60971512031,6097151203,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513053,6097151305,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971512034,6097151203,Cotati,Sonoma County,San Francisco Bay Area (MTC) +60971513054,6097151305,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971512041,6097151204,,Sonoma County,San Francisco Bay Area (MTC) +60971513073,6097151307,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971512042,6097151204,Cotati,Sonoma County,San Francisco Bay Area (MTC) +60971513012,6097151301,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971512043,6097151204,Cotati,Sonoma County,San Francisco Bay Area (MTC) +60971513011,6097151301,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513062,6097151306,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513064,6097151306,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513074,6097151307,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513071,6097151307,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513072,6097151307,,Sonoma County,San Francisco Bay Area (MTC) +60971513081,6097151308,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513013,6097151301,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513051,6097151305,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513083,6097151308,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513084,6097151308,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513052,6097151305,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513104,6097151310,,Sonoma County,San Francisco Bay Area (MTC) +60971513092,6097151309,,Sonoma County,San Francisco Bay Area (MTC) +60971513093,6097151309,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513085,6097151308,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513101,6097151310,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513114,6097151311,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513103,6097151310,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513115,6097151311,,Sonoma County,San Francisco Bay Area (MTC) +60971514012,6097151401,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971513111,6097151311,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971517005,6097151700,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971513112,6097151311,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971513113,6097151311,Rohnert Park,Sonoma County,San Francisco Bay Area (MTC) +60971514021,6097151402,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971514023,6097151402,,Sonoma County,San Francisco Bay Area (MTC) +60971515025,6097151502,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971514025,6097151402,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971514022,6097151402,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971518002,6097151800,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515026,6097151502,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515021,6097151502,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515024,6097151502,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515041,6097151504,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971518003,6097151800,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971519002,6097151900,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515033,6097151503,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515032,6097151503,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971517003,6097151700,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515042,6097151504,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971515043,6097151504,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971516013,6097151601,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) 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(MTC) +60971520001,6097152000,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971520002,6097152000,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971521001,6097152100,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971521002,6097152100,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522011,6097152201,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522013,6097152201,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522021,6097152202,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522022,6097152202,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522025,6097152202,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522023,6097152202,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522024,6097152202,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522031,6097152203,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522033,6097152203,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522032,6097152203,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971522034,6097152203,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971523001,6097152300,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971525012,6097152501,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971523004,6097152300,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971523002,6097152300,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971523003,6097152300,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971525023,6097152502,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971524004,6097152400,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971524001,6097152400,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971525011,6097152501,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971526003,6097152600,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971525013,6097152501,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971528023,6097152802,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971525021,6097152502,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971525022,6097152502,,Sonoma County,San Francisco Bay Area (MTC) +60971530024,6097153002,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529032,6097152903,,Sonoma County,San Francisco Bay Area (MTC) +60971527025,6097152702,,Sonoma County,San Francisco Bay Area (MTC) +60971526004,6097152600,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971526006,6097152600,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971527012,6097152701,,Sonoma County,San Francisco Bay Area (MTC) +60971528014,6097152801,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971527013,6097152701,,Sonoma County,San Francisco Bay Area (MTC) +60971528015,6097152801,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971528013,6097152801,,Sonoma County,San Francisco Bay Area (MTC) +60971527021,6097152702,,Sonoma County,San Francisco Bay Area (MTC) +60971527014,6097152701,,Sonoma County,San Francisco Bay Area (MTC) +60971527015,6097152701,,Sonoma County,San Francisco Bay Area (MTC) +60971529033,6097152903,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971528024,6097152802,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971527023,6097152702,,Sonoma County,San Francisco Bay Area (MTC) +60971527022,6097152702,,Sonoma County,San Francisco Bay Area (MTC) +60971528021,6097152802,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529031,6097152903,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971528022,6097152802,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971528011,6097152801,,Sonoma County,San Francisco Bay Area (MTC) +60971528012,6097152801,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529052,6097152905,,Sonoma County,San Francisco Bay Area (MTC) +60971527024,6097152702,,Sonoma County,San Francisco Bay Area (MTC) +60971529041,6097152904,,Sonoma County,San Francisco Bay Area (MTC) +60971530025,6097153002,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530022,6097153002,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529043,6097152904,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529044,6097152904,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529051,6097152905,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529061,6097152906,,Sonoma County,San Francisco Bay Area (MTC) +60971529042,6097152904,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530011,6097153001,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529053,6097152905,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971529062,6097152906,,Sonoma County,San Francisco Bay Area (MTC) +60971530013,6097153001,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530012,6097153001,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530023,6097153002,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530021,6097153002,,Sonoma County,San Francisco Bay Area (MTC) +60971530032,6097153003,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530051,6097153005,,Sonoma County,San Francisco Bay Area (MTC) +60971530033,6097153003,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530062,6097153006,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530052,6097153005,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530034,6097153003,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971532003,6097153200,,Sonoma County,San Francisco Bay Area (MTC) +60971530061,6097153006,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530054,6097153005,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971530053,6097153005,,Sonoma County,San Francisco Bay Area (MTC) +60971530055,6097153005,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) 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(MTC) +60971531043,6097153104,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971532001,6097153200,,Sonoma County,San Francisco Bay Area (MTC) +60971532002,6097153200,,Sonoma County,San Francisco Bay Area (MTC) +60971532004,6097153200,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971534016,6097153401,Sebastopol,Sonoma County,San Francisco Bay Area (MTC) +60971533001,6097153300,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971533002,6097153300,,Sonoma County,San Francisco Bay Area (MTC) +60971534011,6097153401,,Sonoma County,San Francisco Bay Area (MTC) +60971533004,6097153300,Santa Rosa,Sonoma County,San Francisco Bay Area (MTC) +60971534012,6097153401,,Sonoma County,San Francisco Bay Area (MTC) +60971538014,6097153801,Windsor,Sonoma County,San Francisco Bay Area (MTC) +60971534013,6097153401,,Sonoma County,San Francisco Bay Area (MTC) +60971534015,6097153401,Sebastopol,Sonoma County,San Francisco Bay Area (MTC) +60971534014,6097153401,,Sonoma County,San 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Area (MTC) +60971543032,6097154303,,Sonoma County,San Francisco Bay Area (MTC) +60971543041,6097154304,,Sonoma County,San Francisco Bay Area (MTC) diff --git a/pilates/postprocessing/output/.gitignore b/pilates/postprocessing/output/.gitignore new file mode 100644 index 0000000..d6b7ef3 --- /dev/null +++ b/pilates/postprocessing/output/.gitignore @@ -0,0 +1,2 @@ +* +!.gitignore diff --git a/pilates/postprocessing/postprocessor.py b/pilates/postprocessing/postprocessor.py new file mode 100644 index 0000000..d41829c --- /dev/null +++ b/pilates/postprocessing/postprocessor.py @@ -0,0 +1,796 @@ +import gzip +import os +import pandas as pd +import numpy as np +import geopandas as gpd +import h5py +import glob +from zipfile import ZipFile +import shutil +import os +from pilates.utils.geog import get_taz_geoms +from pilates.utils.geog import get_taz_labels +from pilates.utils.io import parse_args_and_settings +from joblib import Parallel, delayed +from multiprocessing import cpu_count +import zipfile +from datetime import date +import logging +from pilates.activitysim.postprocessor import get_usim_datastore_fname + +logger = logging.getLogger(__name__) + +dtypes = { + "time": "float32", + "type": "category", + "legMode": "category", + "actType": "category", + "primaryFuelLevel": "float64", + "chargingPointType": "category", + "pricingModel": "category", + "parkingType": "category", + "mode": "category", + "personalVehicleAvailable": "category", + "person": "str", + "driver": "str", + "riders": "str", + 'primaryFuelType': "category", + 'secondaryFuelType': 'category', + 'currentTourMode': 'category', + 'currentActivity': 'category', + 'nextActivity': 'category', + 'tripId': 'Int64' +} + + +def copy_outputs_to_mep(settings, year, iter): + asim_output_data_dir = settings['asim_local_output_folder'] + mep_output_data_dir = os.path.join(settings['mep_local_output_folder'], str(year)) + if not os.path.exists(mep_output_data_dir): + os.makedirs(mep_output_data_dir) + beam_iter_output_dir = os.path.join(settings['beam_local_output_folder'], settings['region'], + "year-{0}-iteration-{1}".format(year, iter)) + + def copy_with_compression_asim_file_to_mep(asim_file_name, mep_file_name): + asim_file_path = os.path.join(asim_output_data_dir, asim_file_name) + mep_file_path = os.path.join(mep_output_data_dir, mep_file_name) + logger.info("Copying asim file %s to beam input scenario file %s", asim_file_path, mep_file_path) + + if os.path.exists(asim_file_path): + with open(asim_file_path, 'rb') as f_in, gzip.open( + mep_file_path, 'wb') as f_out: + f_out.writelines(f_in) + + def copy_urbansim_outputs_to_mep(): + data_dir = settings['usim_local_data_folder'] + usim_output_store_name = get_usim_datastore_fname( + settings, io='input', year=year) + usim_output_store_path = os.path.join(data_dir, usim_output_store_name) + if not os.path.exists(usim_output_store_path): + raise ValueError('No output data store found at {0}'.format( + usim_output_store_path)) + usim_output_store = pd.HDFStore(usim_output_store_path) + jobs = usim_output_store.get('jobs') + blocks = usim_output_store.get('blocks') + jobs.to_csv(os.path.join(mep_output_data_dir, "jobs.csv.gz")) + blocks.to_csv(os.path.join(mep_output_data_dir, "blocks.csv.gz")) + + def copy_asim_files_to_mep(): + ds = pd.HDFStore(os.path.join(asim_output_data_dir, "pipeline.h5")) + trips = ds.get('trips/trip_mode_choice') + trips.value_counts(["destination", "purpose"]).unstack(fill_value=0).to_csv( + os.path.join(mep_output_data_dir, "activity_frequency.csv.gz")) + copy_with_compression_asim_file_to_mep('final_plans.csv', 'plans.csv.gz') + copy_with_compression_asim_file_to_mep('final_households.csv', 'households.csv.gz') + copy_with_compression_asim_file_to_mep('final_persons.csv', 'persons.csv.gz') + copy_with_compression_asim_file_to_mep('final_land_use.csv', 'land_use.csv.gz') + + def copy_beam_files_to_mep(): + shutil.copy(os.path.join(beam_iter_output_dir, "network.csv.gz"), + os.path.join(mep_output_data_dir, "network.csv.gz")) + try: + shutil.copy(os.path.join(beam_iter_output_dir, "output_network.xml.gz"), + os.path.join(mep_output_data_dir, "output_network.xml.gz")) + except: + logger.error("Missing expected beam output file {0}".format( + os.path.join(beam_iter_output_dir, "output_network.xml.gz"))) + linkstats_path = os.path.join(beam_iter_output_dir, "ITERS", "it.0", "0.linkstats.csv.gz") + try: + shutil.copy(linkstats_path, os.path.join(mep_output_data_dir, "linkstats.csv.gz")) + except: + logger.error("Missing expected beam output file {0}".format(linkstats_path)) + parkingStats = os.path.join(beam_iter_output_dir, "ITERS", "it.0", "0.parkingStats.csv") + try: + shutil.copy(parkingStats, os.path.join(mep_output_data_dir, "parkingStats.csv")) + except: + logger.error("Missing expected beam output file {0}".format(parkingStats)) + rideHailWaitStats = os.path.join(beam_iter_output_dir, "ITERS", "it.0", "0.rideHailWaitingStats.csv") + try: + shutil.copy(rideHailWaitStats, os.path.join(mep_output_data_dir, "rideHailWaitingStats.csv")) + except: + logger.error("Missing expected beam output file {0}".format(rideHailWaitStats)) + ridehailSkims = os.path.join(beam_iter_output_dir, "ITERS", "it.0", "0.skimsRidehail.csv.gz") + try: + shutil.copy(ridehailSkims, os.path.join(mep_output_data_dir, "ridehailSkims.csv.gz")) + except: + logger.error("Missing expected beam output file {0}".format(ridehailSkims)) + odSkims = os.path.join(beam_iter_output_dir, "ITERS", "it.0", "0.skimsTAZ.csv.gz") + try: + shutil.copy(odSkims, os.path.join(mep_output_data_dir, "odSkims.csv.gz")) + except: + logger.error("Missing expected beam output file {0}".format(odSkims)) + beam_router_dir = os.path.join(settings['beam_local_input_folder'], settings['region'], + settings['beam_router_directory']) + mep_gtfs_dir = os.path.join(mep_output_data_dir, "GTFS") + if not os.path.exists(mep_gtfs_dir): + os.makedirs(mep_gtfs_dir) + for file in os.listdir(beam_router_dir): + if file.endswith(".zip"): + shutil.copy(os.path.join(beam_router_dir, file), os.path.join(mep_gtfs_dir, file)) + try: + shutil.copy(os.path.join(beam_iter_output_dir, "totalsByMode.csv"), + os.path.join(mep_gtfs_dir, "totalsByMode.csv")) + shutil.copy(os.path.join(beam_iter_output_dir, "totalsByModeAndTAZ.csv"), + os.path.join(mep_gtfs_dir, "totalsByModeAndTAZ.csv")) + except: + logger.error("Totals by mode were not generated by the postprocessor, expected at {0}".format( + os.path.join(beam_iter_output_dir, "totalsByMode.csv"))) + + if settings['region'] == 'austin': + taz_id_col_in = 'GEOID' + else: + taz_id_col_in = 'taz1454' + try: + taz = get_taz_geoms(settings, taz_id_col_in=taz_id_col_in) + taz.to_file(os.path.join(beam_iter_output_dir, "taz_geometries.shp")) + except: + logger.error("Could not write taz geometries") + + # Also add skims, ridehail and parking info + + copy_urbansim_outputs_to_mep() + copy_asim_files_to_mep() + copy_beam_files_to_mep() + + +def _load_events_file(settings, year, replanning_iteration_number, beam_iteration=0): + beam_output_dir = settings['beam_local_output_folder'] + region = settings['region'] + iteration_output_dir = "year-{0}-iteration-{1}".format(year, replanning_iteration_number) + events_dir = os.path.join("ITERS", "it.{0}".format(beam_iteration), "{0}.events.csv.gz".format(beam_iteration)) + path = os.path.join(beam_output_dir, region, iteration_output_dir, events_dir) + events = pd.read_csv(path, dtype=dtypes) + + # Adding scenario info + scenario_defs = settings['scenario_definitions'] + events['scenario'] = scenario_defs['name'] + events['scenario'] = events['scenario'].astype("category") + events['lever'] = scenario_defs['lever'] + events['lever'] = events['lever'].astype("category") + events['year'] = year + events['lever_position'] = scenario_defs['lever_position'] + + return events + + +def _reformat_events_file(events): + # Rename the "mode" column + + events.rename(columns={"mode": "modeBEAM"}, inplace=True) + + # Replace "Work" with "work" in the "actType" column + events["actType"].replace({"Work": "work"}, inplace=True) + + initialParkingEvents = (events["type"] == "ParkingEvent") & (events["time"] == 0) + events = events[~events.person.str.contains("Agent", na=False) & ~initialParkingEvents].reset_index(drop=True) + + # shift column 'person' to first position + first_column = events.pop('person') + second_column = events.pop('driver') + third_column = events.pop('riders') + + # insert column using insert(position,column_name,first_column) function + events.insert(0, 'person', first_column) + events.insert(1, 'driver', second_column) + events.insert(2, 'riders', third_column) + + # Adding the IDMerged Column + events['UniqueID'] = events['person'] # make a copy of the person column + events['personID'] = np.where(events['person'].isin(events['driver']), events['person'], np.nan) + events['driverID'] = np.where(events['driver'].isin(events['person']), events['driver'], np.nan) + + # Merging person and driver ids in one column + events['IDMerged'] = events['personID'].combine_first(events['driverID']) + events['IDMerged'] = events['UniqueID'].combine_first(events['IDMerged']) + + # Dropping unused columns + events = events.drop(['personID', 'driverID', 'UniqueID'], axis=1) + + # Shift column 'IDMerged' to first position + first_column = events.pop('IDMerged') + # Insert column using insert(position,column_name,first_column) function + events.insert(0, 'IDMerged', first_column) + + # Split the "riders' column and replicated rows for every rider + events['riders'] = events['riders'].str.split(':') + events = events.explode('riders') + + # Combine riderID with IDMerged + events['riderID'] = np.where(events['riders'].isin(events['person']), events['riders'], np.nan) + events['IDMerged'] = events['riderID'].combine_first(events['IDMerged']) + + # Dropping unused columns + events = events.drop(['riderID'], axis=1) + + # Remove driver = TransitDriver or RidehailDriver for IDMerged = NAN because there are no agent information in + # these rows + events = events[~((events.driver.str.contains("Agent", na=False)) & (events.IDMerged.isna()))].reset_index( + drop=True) + + events["chargeID"] = events.groupby('vehicle')['IDMerged'].transform(lambda x: x.ffill().bfill()) + + # Combining chargeID with IDMerged so no NANs anymore + events['IDMerged'] = events['chargeID'].combine_first(events['IDMerged']) + + # Dropping unused columns + events = events.drop(['chargeID'], axis=1) + + # Change the IDMerged column type to numeric + events["IDMerged"] = pd.to_numeric(events.IDMerged) + + # Sort by IDMerged and time columns + events = events.sort_values(['IDMerged', 'time']).reset_index(drop=True) + + # We assume that the number of passengers is 1 for ride_hail_pooled + events['modeBEAM_rh'] = np.where(events.driver.str.contains("rideHailAgent", na=False), 'ride_hail', + events['modeBEAM']) + + # Adding teleportation mode to the type = TeleportationEvent row + events["modeBEAM_rh"] = np.where(events['type'] == 'TeleportationEvent', + events.modeBEAM_rh.fillna(method='ffill'), events["modeBEAM_rh"]) + events['modeBEAM_rh_pooled'] = np.where( + (events['type'] == 'PersonCost') & (events['modeBEAM'] == 'ride_hail_pooled'), 'ride_hail_pooled', np.nan) + events['modeBEAM_rh_ride_hail_transit'] = np.where( + (events['type'] == 'PersonCost') & (events['modeBEAM'] == 'ride_hail_transit'), 'ride_hail_transit', np.nan) + events['modeBEAM_rh_pooled'] = events['modeBEAM_rh_pooled'].shift(+1) + events['modeBEAM_rh_ride_hail_transit'] = events['modeBEAM_rh_ride_hail_transit'].shift(+1) + events['modeBEAM_rh'] = np.where((events['type'] == 'PathTraversal') & (events['modeBEAM'] == 'car') & ( + events['driver'].str.contains("rideHailAgent", na=False)) & (events['modeBEAM_rh_pooled'] != 'nan'), + events['modeBEAM_rh_pooled'], events['modeBEAM_rh']) + # We don't know if ridehail_transit is ride_hail or ride_hail_pooled + events['modeBEAM_rh'] = np.where((events['type'] == 'PathTraversal') & (events['modeBEAM'] == 'car') & ( + events['driver'].str.contains("rideHailAgent", na=False)) & ( + events['modeBEAM_rh_ride_hail_transit'] != 'nan'), + events['modeBEAM_rh_ride_hail_transit'], events['modeBEAM_rh']) + + # Dropping the temporary columns + events = events.drop(['modeBEAM_rh_pooled'], axis=1) + events = events.drop(['modeBEAM_rh_ride_hail_transit'], axis=1) + return events + + +def _expand_events_file(events): + events['actEndTime'] = np.where(events['type'] == 'actend', events['time'], np.nan) + events['actStartTime'] = np.where(events['type'] == 'actstart', events['time'], np.nan) + events['duration_travelling'] = np.where( + (events['type'] == 'PathTraversal') | (events['type'] == 'TeleportationEvent'), + events['arrivalTime'] - events['departureTime'], np.nan) + events['distance_travelling'] = np.where( + (events['type'] == 'PathTraversal') | + ((events['type'] == 'ModeChoice') & ((events['modeBEAM'] == 'hov2_teleportation') | + (events['modeBEAM'] == 'hov3_teleportation'))), + events['length'], np.nan) + events['distance_mode_choice'] = np.where(events['type'] == 'ModeChoice', events['length'], np.nan) + events['duration_walking'] = np.where(events['modeBEAM'] == 'walk', events['duration_travelling'], np.nan) + events['distance_walking'] = np.where(events['modeBEAM'] == 'walk', events['distance_travelling'], np.nan) + events['duration_on_bike'] = np.where(events['modeBEAM'] == 'bike', events['duration_travelling'], np.nan) + events['distance_bike'] = np.where(events['modeBEAM'] == 'bike', events['distance_travelling'], np.nan) + events['duration_in_ridehail'] = np.where( + (events['modeBEAM_rh'] == 'ride_hail') | + (events['modeBEAM_rh'] == 'ride_hail_pooled') | + (events['modeBEAM_rh'] == 'ride_hail_transit'), events['duration_travelling'], np.nan) + events['distance_ridehail'] = np.where( + (events['modeBEAM_rh'] == 'ride_hail') | + (events['modeBEAM_rh'] == 'ride_hail_pooled') | + (events['modeBEAM_rh'] == 'ride_hail_transit'), events['distance_travelling'], np.nan) + events['duration_in_privateCar'] = np.where( + (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'car_hov2') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | + (events['modeBEAM_rh'] == 'hov3_teleportation'), events['duration_travelling'], np.nan) + events['distance_privateCar'] = np.where( + (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'car_hov2') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | + (events['modeBEAM_rh'] == 'hov3_teleportation'), events['distance_travelling'], np.nan) + events['duration_in_transit'] = np.where( + (events['modeBEAM'] == 'bike_transit') | (events['modeBEAM'] == 'drive_transit') | + (events['modeBEAM'] == 'walk_transit') | (events['modeBEAM'] == 'bus') | + (events['modeBEAM'] == 'tram') | (events['modeBEAM'] == 'subway') | + (events['modeBEAM'] == 'rail') | (events['modeBEAM'] == 'cable_car') | + (events['modeBEAM'] == 'ride_hail_transit'), events['duration_travelling'], np.nan) + events['distance_transit'] = np.where( + (events['modeBEAM'] == 'bike_transit') | (events['modeBEAM'] == 'drive_transit') | + (events['modeBEAM'] == 'walk_transit') | (events['modeBEAM'] == 'bus') | + (events['modeBEAM'] == 'tram') | (events['modeBEAM'] == 'subway') | + (events['modeBEAM'] == 'rail') | (events['modeBEAM'] == 'cable_car') | + (events['modeBEAM'] == 'ride_hail_transit'), events['distance_travelling'], np.nan) + + # Removing the extra tour index happening after replanning events + events['replanningTime'] = np.where(events['type'] == 'Replanning', events['time'], np.nan) + events['replanningTime'] = events['replanningTime'].shift(+1) + events['tourIndex_fixed'] = np.where((events['type'] == 'ModeChoice') & (events['replanningTime'].notna()), + np.nan, events['tourIndex']) + events['fuelFood'] = np.where((events['type'] == 'PathTraversal') & (events['primaryFuelType'] == 'Food'), + events['primaryFuel'], np.nan) + events['emissionFood'] = events['fuelFood'] * 8.3141841e-9 * 0 + events['fuelElectricity'] = np.where( + (events['type'] == 'PathTraversal') & (events['primaryFuelType'] == 'Electricity'), + events['primaryFuel'], np.nan) + events['emissionElectricity'] = events['fuelElectricity'] * 2.77778e-10 * 947.2 * 0.0005 + events['fuelDiesel'] = np.where((events['type'] == 'PathTraversal') & (events['primaryFuelType'] == 'Diesel'), + events['primaryFuel'], np.nan) + events['emissionDiesel'] = events['fuelDiesel'] * 8.3141841e-9 * 10.180e-3 + events['fuelBiodiesel'] = np.where( + (events['type'] == 'PathTraversal') & (events['primaryFuelType'] == 'Biodiesel'), + events['primaryFuel'], np.nan) + events['emissionBiodiesel'] = events['fuelBiodiesel'] * 8.3141841e-9 * 10.180e-3 + events['fuel_not_Food'] = np.where((events['type'] == 'PathTraversal') & (events['primaryFuelType'] != 'Food') + , events['primaryFuel'] + events['secondaryFuel'], np.nan) + events['fuelGasoline'] = np.where((events['type'] == 'PathTraversal') & ( + (events['primaryFuelType'] == 'Gasoline') | (events['secondaryFuelType'] == 'Gasoline')), + events['primaryFuel'] + events['secondaryFuel'], np.nan) + events['emissionGasoline'] = events['fuelGasoline'] * 8.3141841e-9 * 8.89e-3 + + # Marginal fuel + conditions = [(events['modeBEAM_rh'] == 'ride_hail_pooled'), + (events['modeBEAM_rh'] == 'walk_transit') | (events['modeBEAM_rh'] == 'drive_transit') | + (events['modeBEAM_rh'] == 'ride_hail_transit') | (events['modeBEAM_rh'] == 'bus') | ( + events['modeBEAM_rh'] == 'subway') | + (events['modeBEAM_rh'] == 'rail') | (events['modeBEAM_rh'] == 'tram') | ( + events['modeBEAM_rh'] == 'cable_car') | + (events['modeBEAM_rh'] == 'bike_transit'), + (events['modeBEAM_rh'] == 'walk') | (events['modeBEAM_rh'] == 'bike'), + (events['modeBEAM_rh'] == 'ride_hail') | (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov2') | (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | (events['modeBEAM_rh'] == 'hov3_teleportation')] + choices = [events['fuel_not_Food'] / events['numPassengers'], 0, events['fuelFood'], + events['fuel_not_Food']] + events['fuel_marginal'] = np.select(conditions, choices, default=np.nan) + + # Marginal emission + conditions1 = [(events['modeBEAM_rh'] == 'ride_hail_pooled') & (events['fuelElectricity'].notna() != 0), + (events['modeBEAM_rh'] == 'ride_hail_pooled') & (events['fuelGasoline'].notna() != 0), + (events['modeBEAM_rh'] == 'ride_hail_pooled') & (events['fuelBiodiesel'].notna() != 0), + (events['modeBEAM_rh'] == 'ride_hail_pooled') & (events['fuelDiesel'].notna() != 0), + (events['modeBEAM_rh'] == 'walk_transit') | (events['modeBEAM_rh'] == 'drive_transit') | + (events['modeBEAM_rh'] == 'ride_hail_transit') | (events['modeBEAM_rh'] == 'bus') | ( + events['modeBEAM_rh'] == 'subway') | + (events['modeBEAM_rh'] == 'rail') | (events['modeBEAM_rh'] == 'tram') | ( + events['modeBEAM_rh'] == 'cable_car') | + (events['modeBEAM_rh'] == 'bike_transit'), + + (events['modeBEAM_rh'] == 'walk') | (events['modeBEAM_rh'] == 'bike'), + + (events['modeBEAM_rh'] == 'ride_hail') | (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov2') | (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | ( + events['modeBEAM_rh'] == 'hov3_teleportation') & + (events['fuelElectricity'].notna() != 0), + + (events['modeBEAM_rh'] == 'ride_hail') | (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov2') | (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | ( + events['modeBEAM_rh'] == 'hov3_teleportation') & + (events['fuelGasoline'].notna() != 0), + + (events['modeBEAM_rh'] == 'ride_hail') | (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov2') | (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | ( + events['modeBEAM_rh'] == 'hov3_teleportation') & + (events['fuelBiodiesel'].notna() != 0), + + (events['modeBEAM_rh'] == 'ride_hail') | (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov2') | (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | ( + events['modeBEAM_rh'] == 'hov3_teleportation') & + (events['fuelDiesel'].notna() != 0), + + (events['modeBEAM_rh'] == 'ride_hail') | (events['modeBEAM_rh'] == 'car') | + (events['modeBEAM_rh'] == 'car_hov2') | (events['modeBEAM_rh'] == 'car_hov3') | + (events['modeBEAM_rh'] == 'hov2_teleportation') | ( + events['modeBEAM_rh'] == 'hov3_teleportation') & + (events['fuelFood'].notna() != 0)] + + choices1 = [events['emissionElectricity'] / events['numPassengers'], + events['emissionGasoline'] / events['numPassengers'], + events['emissionBiodiesel'] / events['numPassengers'], + events['emissionDiesel'] / events['numPassengers'], + 0, + events['emissionFood'], + events['emissionElectricity'], + events['emissionGasoline'], + events['emissionBiodiesel'], + events['emissionDiesel'], + events['emissionFood']] + + events['emission_marginal'] = np.select(conditions1, choices1, default=np.nan) + events['actEndType'] = np.where(events['type'] == 'actend', events['actType'], "") + events['actStartType'] = np.where(events['type'] == 'actstart', events['actType'], "") + events["tripIndex"] = events.tripId.fillna(method='ffill') + events['mode_choice_actual_BEAM'] = events.groupby(['IDMerged', 'tripId', 'type'])['modeBEAM'].transform('last') + events['mode_choice_planned_BEAM'] = events.groupby(['IDMerged', 'tripId', 'type'])['modeBEAM'].transform( + 'first') + events['mode_choice_actual_BEAM'] = np.where(events['type'] != 'ModeChoice', np.nan, + events['mode_choice_actual_BEAM']) + events['mode_choice_planned_BEAM'] = np.where(events['type'] != 'ModeChoice', np.nan, + events['mode_choice_planned_BEAM']) + + # Rename the "netCost" column + events.rename(columns={"netCost": "cost_BEAM"}, inplace=True) + # Replanning events = 1, the rest = 0 + events['replanning_status'] = np.where(events['type'] == 'Replanning', 1, 0) + events['reason'].replace('nan', np.NaN) + events['transit_bus'] = np.where(events['modeBEAM_rh'] == 'bus', 1, 0) + events['transit_subway'] = np.where(events['modeBEAM_rh'] == 'subway', 1, 0) + events['transit_tram'] = np.where(events['modeBEAM_rh'] == 'tram', 1, 0) + events['transit_rail'] = np.where(events['modeBEAM_rh'] == 'rail', 1, 0) + events['transit_cable_car'] = np.where(events['modeBEAM_rh'] == 'cable_car', 1, 0) + events['ride_hail_pooled'] = np.where(events['modeBEAM_rh'] == 'ride_hail_pooled', 1, 0) + return events + + +def _add_geometry_id_to_DataFrame(df, gdf, xcol, ycol, idColumn="geometry", df_geom='epsg:4326'): + gdf_data = gpd.GeoDataFrame(df, geometry=gpd.points_from_xy(df[xcol], df[ycol])) + gdf_data.set_crs(df_geom, inplace=True) + joined = gpd.sjoin(gdf_data.to_crs('epsg:26910'), gdf.to_crs('epsg:26910')) + gdf_data = gdf_data.merge(joined['blkgrpid'], left_index=True, right_index=True, how="left") + gdf_data.rename(columns={'blkgrpid': idColumn}, inplace=True) + df = pd.DataFrame(gdf_data.drop(columns='geometry')) + # df.drop(columns=[xcol, ycol], inplace=True) + return df.loc[~df.index.duplicated(keep='first'), :] + + +def _add_geometry_to_events(settings, events): + if settings['region'] == 'austin': + taz_id_col_in = 'GEOID' + else: + taz_id_col_in = 'taz1454' + taz = get_taz_geoms(settings, taz_id_col_in=taz_id_col_in) + processed_list = Parallel(n_jobs=cpu_count() - 1)( + delayed(_add_geometry_id_to_DataFrame)(ev, taz, "startX", "startY", "BlockGroupStart") for ev in + np.array_split(events, cpu_count() - 1)) + processed_list = Parallel(n_jobs=cpu_count() - 1)( + delayed(_add_geometry_id_to_DataFrame)(ev, taz, "endX", "endY", "BlockGroupEnd") for ev in + processed_list) + events = pd.concat(processed_list) + + # Adding the block group information + if settings['region'] == 'sfbay': + gdf_labels = get_taz_labels(settings) + # Census block groups should have 12 digits so adding 0 to the start of it to be compatible with our block group ids + gdf_labels['bgid'] = '0' + gdf_labels['bgid'].astype(str) + + events = pd.merge(events, gdf_labels, how='left', left_on=['BlockGroupEnd'], right_on='bgid', ) + events = pd.merge(events, gdf_labels, how='left', left_on=['BlockGroupStart'], right_on='bgid', ) + + events.rename(columns={"bgid_x": "bgid_end"}, inplace=True) + events.rename(columns={"bgid_y": "bgid_start"}, inplace=True) + events.rename(columns={"tractid_x": "tractid_end"}, inplace=True) + events.rename(columns={"tractid_y": "tractid_start"}, inplace=True) + events.rename(columns={"juris_name_x": "juris_name_end"}, inplace=True) + events.rename(columns={"juris_name_y": "juris_name_start"}, inplace=True) + events.rename(columns={"county_name_x": "county_name_end"}, inplace=True) + events.rename(columns={"county_name_y": "county_name_start"}, inplace=True) + events.rename(columns={"mpo_x": "mpo_end"}, inplace=True) + events.rename(columns={"mpo_y": "mpo_start"}, inplace=True) + + return events + + +def _aggregate_on_trip(df, name): + aggfunc = {'actStartTime': np.sum, + 'actEndTime': np.sum, + 'duration_travelling': np.sum, + 'cost_BEAM': np.sum, + 'actStartType': np.sum, + 'actEndType': np.sum, + 'duration_walking': np.sum, + 'duration_in_privateCar': np.sum, + 'duration_on_bike': np.sum, + 'duration_in_ridehail': np.sum, + 'distance_travelling': np.sum, + 'duration_in_transit': np.sum, + 'distance_walking': np.sum, + 'distance_bike': np.sum, + 'distance_ridehail': np.sum, + 'distance_privateCar': np.sum, + 'distance_transit': np.sum, + 'legVehicleIds': np.sum, + 'mode_choice_planned_BEAM': lambda x: ', '.join(set(x.dropna().astype(str))), + 'mode_choice_actual_BEAM': lambda x: ', '.join(set(x.dropna().astype(str))), + 'vehicle': lambda x: ', '.join(set(x.dropna().astype(str))), + 'numPassengers': lambda x: ', '.join(list(x.dropna().astype(str))), + 'distance_mode_choice': np.sum, + 'replanning_status': np.sum, + 'reason': lambda x: ', '.join(list(x.dropna().astype(str))), + 'parkingType': lambda x: ', '.join(list(x.dropna().astype(str))), + 'transit_bus': np.sum, + 'transit_subway': np.sum, + 'transit_tram': np.sum, + 'transit_cable_car': np.sum, + 'ride_hail_pooled': np.sum, + 'transit_rail': np.sum, + 'fuelFood': np.sum, + 'fuelElectricity': np.sum, + 'fuelBiodiesel': np.sum, + 'fuelDiesel': np.sum, + 'fuel_not_Food': np.sum, + 'fuelGasoline': np.sum, + 'fuel_marginal': np.sum, + 'BlockGroupStart': 'first', + 'startX': 'first', + 'startY': 'first', + 'bgid_start': 'first', + 'tractid_start': 'first', + 'juris_name_start': 'first', + 'county_name_start': 'first', + 'mpo_start': 'first', + 'BlockGroupEnd': 'last', + 'endX': 'last', + 'endY': 'last', + 'bgid_end': 'last', + 'tractid_end': 'last', + 'juris_name_end': 'last', + 'county_name_end': 'last', + 'mpo_end': 'last', + 'emissionFood': np.sum, + 'emissionElectricity': np.sum, + 'emissionDiesel': np.sum, + 'emissionGasoline': np.sum, + 'emissionBiodiesel': np.sum, + 'emission_marginal': np.sum + } + agg = df.groupby('tripIndex').agg(aggfunc) + return pd.concat({name: agg}, names=["IDMerged"]) + + +def _build_person_trip_events(events): + gb = events.groupby('IDMerged') + processed_list = Parallel(n_jobs=cpu_count() - 1)(delayed(_aggregate_on_trip)(group, name) for name, group in gb) + person_trip_events = pd.concat(processed_list) + return person_trip_events + + +def _process_person_trip_events(person_trip_events): + person_trip_events['duration_door_to_door'] = person_trip_events['actStartTime'] - person_trip_events[ + 'actEndTime'] + person_trip_events['waitTime_no_replanning'] = np.where(person_trip_events['replanning_status'] == 0, + person_trip_events['duration_door_to_door'] - + person_trip_events['duration_travelling'], 0) + person_trip_events['waitTime_replanning'] = np.where(person_trip_events['replanning_status'] > 0, + person_trip_events['duration_door_to_door'] - + person_trip_events['duration_travelling'], 0) + person_trip_events['actPurpose'] = person_trip_events['actEndType'].astype(str) + "_to_" + person_trip_events[ + 'actStartType'].astype(str) + person_trip_events.rename(columns={"legVehicleIds": "vehicleIds_estimate"}, inplace=True) + person_trip_events.rename(columns={"vehicle": "vehicleIds"}, inplace=True) + # Column with five summarized modes + conditions = [(person_trip_events['mode_choice_actual_BEAM'] == 'ride_hail') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'ride_hail_pooled'), + (person_trip_events['mode_choice_actual_BEAM'] == 'walk_transit') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'drive_transit') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'ride_hail_transit') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'bike_transit'), + (person_trip_events['mode_choice_actual_BEAM'] == 'walk'), + (person_trip_events['mode_choice_actual_BEAM'] == 'bike'), + (person_trip_events['mode_choice_actual_BEAM'] == 'car') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'car_hov2') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'car_hov3') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'hov2_teleportation') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'hov3_teleportation')] + choices = ['ride_hail', 'transit', 'walk', 'bike', 'car'] + person_trip_events['mode_choice_actual_5'] = np.select(conditions, choices, default=np.nan) + # Column with six summarized modes + conditions = [(person_trip_events['mode_choice_actual_BEAM'] == 'ride_hail') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'ride_hail_pooled'), + (person_trip_events['mode_choice_actual_BEAM'] == 'walk_transit') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'drive_transit') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'bike_transit'), + (person_trip_events['mode_choice_actual_BEAM'] == 'walk'), + (person_trip_events['mode_choice_actual_BEAM'] == 'bike'), + (person_trip_events['mode_choice_actual_BEAM'] == 'car') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'car_hov2') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'car_hov3') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'hov2_teleportation') | ( + person_trip_events['mode_choice_actual_BEAM'] == 'hov3_teleportation'), + (person_trip_events['mode_choice_actual_BEAM'] == 'ride_hail_transit')] + choices = ['ride_hail', 'transit', 'walk', 'bike', 'car', 'ride_hail_transit'] + person_trip_events['mode_choice_actual_6'] = np.select(conditions, choices, default=np.nan) + # Column with four summarized modes + person_trip_events['mode_choice_actual_4'] = np.where((person_trip_events['mode_choice_actual_5'] == 'walk') | ( + person_trip_events['mode_choice_actual_5'] == 'bike'), 'walk/bike', + person_trip_events['mode_choice_actual_5']) + return person_trip_events.sort_values(by=['IDMerged', 'tripIndex']).reset_index(drop=False) + + +def _read_asim_utilities(settings, year, iteration): + asim_output_data_dir = settings['asim_local_output_folder'] + iteration_output_dir = "year-{0}-iteration-{1}".format(year, iteration) + trip_utility_location = os.path.join(asim_output_data_dir, iteration_output_dir, "trip_mode_choice.zip") + chunks = [] + with zipfile.ZipFile(trip_utility_location) as z: + for filename in z.namelist(): + if not os.path.isdir(filename): + if filename.endswith("utilities.csv"): + chunks.append(pd.read_csv(z.open(filename))) + return pd.concat(chunks, ignore_index=True).sort_values(by=['trip_id']) + + +def _merge_trips_with_utilities(asim_trips, asim_utilities, beam_trips): + tripIdsBEAM = set(beam_trips.tripIndex) + tripIdsASIM = set(asim_trips.trip_id) + logger.info("Finding {0} BEAM trips not in ASIM plans and {1} ASIM trips not in BEAM events".format( + len(tripIdsBEAM - tripIdsASIM), len(tripIdsASIM - tripIdsBEAM))) + SFActMerged = pd.merge(left=asim_trips, right=asim_utilities, how='left', on=['trip_id']).sort_values( + by=['person_id', 'trip_id']).reset_index(drop=True) + eventsASim = pd.merge(left=beam_trips, right=SFActMerged, how='left', left_on=["IDMerged", 'tripIndex'], + right_on=['person_id', 'trip_id']) + eventsASim.rename(columns={"mode_choice_logsum_y": "logsum_tours_mode_AS_tours"}, inplace=True) + eventsASim.rename(columns={"tour_mode": "tour_mode_AS_tours"}, inplace=True) + eventsASim.rename(columns={"mode_choice_logsum_x": "logsum_trip_Potential_INEXUS"}, inplace=True) + eventsASim.rename(columns={"trip_mode": "trip_mode_AS_trips"}, inplace=True) + + # Add a column of income quartiles + quartiles = eventsASim['income'].quantile([0, .25, .5, .75, 1]).tolist() + # Add income deciles + conditions = [(eventsASim['income'] >= quartiles[0]) & (eventsASim['income'] < quartiles[1]), + (eventsASim['income'] >= quartiles[1]) & (eventsASim['income'] < quartiles[2]), + (eventsASim['income'] >= quartiles[2]) & (eventsASim['income'] < quartiles[3]), + (eventsASim['income'] >= quartiles[3]) & (eventsASim['income'] <= quartiles[4])] + + choices = ['1stQ', '2ndQ', '3rdQ', '4thD'] + eventsASim['income_quartiles'] = np.select(conditions, choices, default=None) + # Add a column of income deciles + deciles = eventsASim['income'].quantile([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1]).tolist() + # Add income deciles + conditions = [(eventsASim['income'] >= deciles[0]) & (eventsASim['income'] < deciles[1]), + (eventsASim['income'] >= deciles[1]) & (eventsASim['income'] < deciles[2]), + (eventsASim['income'] >= deciles[2]) & (eventsASim['income'] < deciles[3]), + (eventsASim['income'] >= deciles[3]) & (eventsASim['income'] < deciles[4]), + (eventsASim['income'] >= deciles[4]) & (eventsASim['income'] < deciles[5]), + (eventsASim['income'] >= deciles[5]) & (eventsASim['income'] < deciles[6]), + (eventsASim['income'] >= deciles[6]) & (eventsASim['income'] < deciles[7]), + (eventsASim['income'] >= deciles[7]) & (eventsASim['income'] < deciles[8]), + (eventsASim['income'] >= deciles[8]) & (eventsASim['income'] < deciles[9]), + (eventsASim['income'] >= deciles[9]) & (eventsASim['income'] <= deciles[10])] + + choices = ['1stD', '2ndD', '3rdD', + '4thD', '5thD', '6thD', '7thD', '8thD', '9thD', '10thD'] + + eventsASim['income_deciles'] = np.select(conditions, choices, default=None) + + return eventsASim + + +def _read_asim_plans(settings, year, iteration): + asim_output_data_dir = settings['asim_local_output_folder'] + iteration_output_dir = "year-{0}-iteration-{1}".format(year, iteration) + path = os.path.join(asim_output_data_dir, iteration_output_dir) + households = pd.read_csv(os.path.join(path, "households.csv.gz")).sort_values(by=['household_id']).reset_index( + drop=True) + persons = pd.read_csv(os.path.join(path, "persons.csv.gz")).sort_values(by=['household_id']).reset_index(drop=True) + tours = pd.read_csv(os.path.join(path, "final_tours.csv.gz")).sort_values(by=['person_id']).reset_index(drop=True) + trips = pd.read_csv(os.path.join(path, "final_trips.csv.gz")).sort_values(by=['person_id', 'tour_id']).reset_index( + drop=True) + hhpersons = pd.merge(left=persons, right=households, how='left', on='household_id') + hhperTours = pd.merge(left=tours, right=hhpersons, how='left', on='person_id').sort_values( + by=['person_id', 'tour_id']).reset_index(drop=True) + tour_trips = pd.merge(left=trips, right=hhperTours, how='left', on=['person_id', 'tour_id']).sort_values( + by=['trip_id']) + return tour_trips + + +def build_mep_summaries(trips, settings, year, iteration): + mode_map = {"car": "DRIVE", + "walk_transit": "TRANSIT", + "bike": "BIKE", + "hov2_teleportation": "DRIVE", + "car_hov2": "DRIVE", + "hov3_teleportation": "DRIVE", + "car_hov3": "DRIVE", + "walk": "WALK", + "ride_hail": "TNC", + "ride_hail_pooled": "TNC", + "drive_transit": "TRANSIT", + "bike_transit": "TRANSIT"} + trips['simplified_mode_BEAM'] = trips['mode_choice_actual_BEAM'].map(lambda x: mode_map.get(x, "OTHER")) + totalsByMode = trips.loc[:, + ['simplified_mode_BEAM', 'cost_BEAM', 'distance_mode_choice', 'fuel_marginal']].groupby( + 'simplified_mode_BEAM').agg(sum) + totalsByMode['cost_per_passenger_mile'] = totalsByMode['cost_BEAM'] / totalsByMode['distance_mode_choice'] * 1609.34 + totalsByMode['joules_per_passenger_mile'] = totalsByMode['fuel_marginal'] / totalsByMode[ + 'distance_mode_choice'] * 1609.34 + + totalsByModeAndTAZ = trips.loc[:, + ['bgid_start', 'simplified_mode_BEAM', 'cost_BEAM', 'distance_mode_choice', + 'fuel_marginal']].groupby( + ['bgid_start', 'simplified_mode_BEAM']).agg(sum) + totalsByModeAndTAZ['cost_per_passenger_mile'] = totalsByModeAndTAZ['cost_BEAM'] / totalsByModeAndTAZ[ + 'distance_mode_choice'] * 1609.34 + totalsByModeAndTAZ['joules_per_passenger_mile'] = totalsByModeAndTAZ['fuel_marginal'] / totalsByModeAndTAZ[ + 'distance_mode_choice'] * 1609.34 + + beam_output_dir = settings['beam_local_output_folder'] + region = settings['region'] + iteration_output_dir = "year-{0}-iteration-{1}".format(year, iteration) + totalsByMode.to_csv(os.path.join(beam_output_dir, region, iteration_output_dir, "totalsByMode.csv")) + totalsByModeAndTAZ.to_csv(os.path.join(beam_output_dir, region, iteration_output_dir, "totalsByModeAndTAZ.csv")) + + +def process_event_file(settings, year, iteration): + try: + logger.info("Loading utilities") + utils = _read_asim_utilities(settings, year, iteration) + logger.info("Loading events") + events = _load_events_file(settings, year, iteration) + events = _reformat_events_file(events) + # TODO: get cost and energy per passenger mile for the different modes + logger.info("Adding geoms to events") + events = _add_geometry_to_events(settings, events) + logger.info("Expanding events") + events = _expand_events_file(events) + logger.info("Building person trip events") + person_trip_events = _build_person_trip_events(events) + del events + person_trip_events = _process_person_trip_events(person_trip_events) + logger.info("Reading asim plans") + tour_trips = _read_asim_plans(settings, year, iteration) + logger.info("Merging final outputs") + try: + final_output = _merge_trips_with_utilities(tour_trips, utils, person_trip_events) + except Exception as e: + print("Error during merging: \n {0}".format(e)) + logger.error("Error during merging: \n {0}".format(e)) + scenario_defs = settings['scenario_definitions'] + post_output_folder = settings['postprocessing_output_folder'] + + filename = "{0}_{1}_{2}-{3}_{4}__{5}.csv.gz".format(settings['region'], + scenario_defs['name'], + scenario_defs['lever'], + scenario_defs['lever_position'], + year, + date.today().strftime("%Y%m%d")) + final_output.to_csv(os.path.join(post_output_folder, filename), compression="gzip") + + logger.info("Building mep summaries") + try: + build_mep_summaries(final_output, settings, year, iteration) + except Exception as e: + print("Error during mep summary: \n {0}".format(e)) + + except Exception as e: + logger.error("Did not successfully run the postproccessor, did activitysim fail? \n {0}".format(e)) + + +if __name__ == '__main__': + os.chdir("../..") + settings = parse_args_and_settings(os.path.join("settings.yaml")) + beam_output_dir = settings['beam_local_output_folder'] + region = settings['region'] + output_path = os.path.join(beam_output_dir, region, "year*") + outputDirs = glob.glob(output_path) + yearsAndIters = [(loc.split('-', 3)[-3], loc.split('-', 3)[-1]) for loc in outputDirs] + yrs = dict() + # Only do this for the latest available iteration in each year + for year, iter in yearsAndIters: + if year in yrs: + if int(iter) > int(yrs[year]): + yrs[year] = iter + else: + yrs[year] = iter + for year, iter in yrs.items(): + process_event_file(settings, year, iter) + copy_outputs_to_mep(settings, year, iter) diff --git a/pilates/utils/data/sfbay/beam/taz_geoid_to_zone.csv b/pilates/utils/data/sfbay/beam/taz_geoid_to_zone.csv new file mode 100644 index 0000000..399e48c --- /dev/null +++ b/pilates/utils/data/sfbay/beam/taz_geoid_to_zone.csv @@ -0,0 +1,109229 @@ +GEOID,zone_id +060971543043142,1403 +060971543043141,1403 +060971543043140,1403 +060971543043139,1403 +060971543043138,1403 +060971543043137,1403 +060971543043136,1403 +060971543043135,1403 +060971543043134,1403 +060971543043133,1403 +060971543043132,1403 +060971543043131,1403 +060971543043130,1403 +060971543043129,1403 +060971543043128,1403 +060971543043127,1403 +060971543043126,1403 +060971543043125,1403 +060971543043124,1403 +060971543043123,1403 +060971543043122,1403 +060971543043121,1403 +060971543043120,1403 +060971543043119,1403 +060971543043118,1403 +060971543043117,1403 +060971543043116,1403 +060971543043115,1403 +060971543043114,1403 +060971543043113,1403 +060971543043112,1403 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+060979901000004,336 +060979901000002,336 +060979901000001,336 +060979901000010,337 +060979901000006,306 diff --git a/pilates/utils/geog.py b/pilates/utils/geog.py index 9899fc7..8700b42 100644 --- a/pilates/utils/geog.py +++ b/pilates/utils/geog.py @@ -10,46 +10,81 @@ logger = logging.getLogger(__name__) -def get_taz_geoms(settings, taz_id_col_in='taz1454', zone_id_col_out='zone_id', - data_dir='./tmp/' ): - + +def get_taz_labels(settings, + data_dir='./pilates/postprocessing/data/'): + region = settings['region'] + zone_type = settings['skims_zone_type'] + + file_name = '{0}_{1}_labels.csv'.format(zone_type, region) + taz_geoms_fpath = os.path.join(data_dir, file_name) + + if os.path.exists(taz_geoms_fpath): + logger.info("Loading taz geoms labels from disk!") + gdf_labels = pd.read_csv(taz_geoms_fpath) + else: + logger.info("ERROR: there is not the taz geoms labels file on {}".format(data_dir)) + + return gdf_labels + + +def get_taz_geoms(settings, taz_id_col_in='taz1454', zone_id_col_out='zone_id', + data_dir='./pilates/postprocessing/data/'): region = settings['region'] zone_type = settings['skims_zone_type'] - file_name = '{0}_{1}.shp'.format(zone_type, region) + file_name = '{0}_{1}.shp'.format(zone_type, region) taz_geoms_fpath = os.path.join(data_dir, file_name) - + if os.path.exists(taz_geoms_fpath): logger.info("Loading taz geoms from disk!") gdf = gpd.read_file(taz_geoms_fpath) - + else: logger.info("Downloading {} geoms".format(zone_type)) if region == 'sfbay': + # url = ( + # 'https://opendata.arcgis.com/datasets/' + # '94e6e7107f0745b5b2aabd651340b739_0.geojson') + url = ( + 'https://opendata.mtc.ca.gov/datasets/MTC::san-francisco-bay-region-2020-census-block-groups/explore?location=37.862018%2C-122.497001%2C9.30/' + 'San_Francisco_Bay_Region_2020_Census_Block_Groups.geojson') + + elif region == 'austin': + url = ( + 'https://beam-outputs.s3.amazonaws.com/pilates-outputs/geometries/block_groups_austin.geojson') + elif region == 'seattle': url = ( - 'https://opendata.arcgis.com/datasets/' - '94e6e7107f0745b5b2aabd651340b739_0.geojson') - + 'https://github.com/LBNL-UCB-STI/beam-data-seattle/raw/develop/shape/block_groups_seattle_4326.geojson') + ## FIX ME: other regions taz should be here - only sfbay for now gdf = gpd.read_file(url, crs="EPSG:4326") - gdf.rename(columns={taz_id_col_in: zone_id_col_out}, inplace=True) + if region == 'austin': + mapping = geoid_to_zone_map(settings) + logger.info("Mapping block group IDs to TAZ ids") + gdf[zone_id_col_out] = gdf[taz_id_col_in].astype(str).replace(mapping) + if region == 'seattle': + mapping = geoid_to_zone_map(settings) + logger.info("Mapping block group IDs to TAZ ids") + gdf[zone_id_col_out] = gdf[taz_id_col_in].astype(str).replace(mapping) + elif region == "sfbay": + gdf.rename(columns={taz_id_col_in: zone_id_col_out}, inplace=True) # zone_id col must be str gdf[zone_id_col_out] = gdf[zone_id_col_out].astype(str) gdf.to_file(taz_geoms_fpath) - + return gdf def get_county_block_geoms( state_fips, county_fips, zone_type='block', result_size=10000): - - if (zone_type == 'block') or (zone_type == 'taz'): #to map blocks to taz. + if (zone_type == 'block') or (zone_type == 'taz'): # to map blocks to taz. base_url = ( 'https://tigerweb.geo.census.gov/arcgis/rest/services/TIGERweb/' -# 'Tracts_Blocks/MapServer/12/query?where=STATE%3D{0}+and+COUNTY%3D{1}' #2020 census - 'tigerWMS_Census2010/MapServer/18/query?where=STATE%3D{0}+and+COUNTY%3D{1}'#2010 census + # 'Tracts_Blocks/MapServer/12/query?where=STATE%3D{0}+and+COUNTY%3D{1}' #2020 census + 'tigerWMS_Census2010/MapServer/18/query?where=STATE%3D{0}+and+COUNTY%3D{1}' # 2010 census '&resultRecordCount={2}&resultOffset={3}&orderBy=GEOID' '&outFields=GEOID%2CSTATE%2CCOUNTY%2CTRACT%2CBLKGRP%2CBLOCK%2CCENTLAT' '%2CCENTLON&outSR=%7B"wkid"+%3A+4326%7D&f=json') @@ -57,8 +92,8 @@ def get_county_block_geoms( elif zone_type == 'block_group': base_url = ( 'https://tigerweb.geo.census.gov/arcgis/rest/services/TIGERweb/' -# 'Tracts_Blocks/MapServer/11/query?where=STATE%3D{0}+and+COUNTY%3D{1}' #2020 census - 'tigerWMS_Census2010/MapServer/16/query?where=STATE%3D{0}+and+COUNTY%3D{1}'#2010 census + # 'Tracts_Blocks/MapServer/11/query?where=STATE%3D{0}+and+COUNTY%3D{1}' #2020 census + 'tigerWMS_Census2010/MapServer/16/query?where=STATE%3D{0}+and+COUNTY%3D{1}' # 2010 census '&resultRecordCount={2}&resultOffset={3}&orderBy=GEOID' '&outFields=GEOID%2CSTATE%2CCOUNTY%2CTRACT%2CBLKGRP%2CCENTLAT' '%2CCENTLON&outSR=%7B"wkid"+%3A+4326%7D&f=json') @@ -98,15 +133,14 @@ def get_county_block_geoms( def get_block_geoms(settings, data_dir='./tmp/'): - - region = settings['region'] + region = settings['region'] or 'beam' FIPS = settings['FIPS'][region] state_fips = FIPS['state'] county_codes = FIPS['counties'] - + zone_type = settings['skims_zone_type'] if zone_type == 'taz': - zone_type_v1 = 'block' #triger block geometries + zone_type_v1 = 'block' # triger block geometries else: zone_type_v1 = zone_type @@ -127,12 +161,12 @@ def get_block_geoms(settings, data_dir='./tmp/'): len(county_codes))): county_gdf = get_county_block_geoms(state_fips, county, zone_type) all_block_geoms.append(county_gdf) - + blocks_gdf = gpd.GeoDataFrame( pd.concat(all_block_geoms, ignore_index=True), crs="EPSG:4326") - + # make sure geometries match with geometries in blocks table - if zone_type in ['block','block_group']: + if zone_type in ['block', 'block_group']: geoids = list(geoid_to_zone_map(settings, year=None).keys()) blocks_gdf = blocks_gdf[blocks_gdf.GEOID.isin(geoids)] @@ -146,7 +180,6 @@ def get_block_geoms(settings, data_dir='./tmp/'): def get_taz_from_block_geoms(blocks_gdf, zones_gdf, local_crs, zone_col_name): - logger.info("Assigning blocks to TAZs!") # df to store GEOID to TAZ results @@ -176,7 +209,6 @@ def get_taz_from_block_geoms(blocks_gdf, zones_gdf, local_crs, zone_col_name): unassigned_mask = ~blocks_gdf['GEOID'].isin(block_to_taz_results['GEOID']) if any(unassigned_mask): - blocks_gdf['geometry'] = blocks_gdf['geometry'].centroid zones_gdf['geometry'] = zones_gdf['geometry'].centroid @@ -227,10 +259,10 @@ def get_zone_from_points(df, zones_gdf, local_crs): ''' logger.info("Assigning zone IDs to {0}".format(df.index.name)) zone_id_col = zones_gdf.index.name - + gdf = gpd.GeoDataFrame( df, geometry=gpd.points_from_xy(df.x, df.y), crs="EPSG:4326") - + zones_gdf.geometry.crs = "EPSG:4326" # convert to meters-based local crs @@ -241,7 +273,7 @@ def get_zone_from_points(df, zones_gdf, local_crs): intx = gpd.sjoin( gdf, zones_gdf.reset_index(), how='left', op='intersects') - + assert len(intx) == len(gdf) return intx[zone_id_col] @@ -249,16 +281,16 @@ def get_zone_from_points(df, zones_gdf, local_crs): def geoid_to_zone_map(settings, year=None): """" - Maps the GEOID to a unique zone_id. + Maps the GEOID to a unique zone_id. Returns -------- - Returns a dictionary. Keys are GEOIDs and values are the - corresponding zone_id where the GEOID belongs to. + Returns a dictionary. Keys are GEOIDs and values are the + corresponding zone_id where the GEOID belongs to. """ region = settings['region'] zone_type = settings['skims_zone_type'] - travel_model = settings['travel_model'] + travel_model = settings.get('travel_model', 'beam') zone_id_col = 'zone_id' geoid_to_zone_fpath = \ @@ -291,7 +323,8 @@ def geoid_to_zone_map(settings, year=None): elif zone_type == 'block_group': store, table_prefix_yr = read_datastore(settings, year) blocks = store[os.path.join(table_prefix_yr, 'blocks')] - order = blocks.index.str[:12].unique() + bgs = store['block_group_zone_geoms'] + order = blocks.index.str[:12].unique().intersection(bgs['geoid10']) store.close() elif zone_type == 'block': @@ -307,7 +340,6 @@ def geoid_to_zone_map(settings, year=None): # zone IDs are generated on-the-fly for GEOID/FIPS-based skims if zone_type in ['block', 'block_group']: - geoid_to_zone = pd.DataFrame( {'GEOID': order, 'zone_id': range(1, len(order) + 1)}, dtype=str) diff --git a/pilates/utils/io.py b/pilates/utils/io.py index eaac787..8f56db9 100644 --- a/pilates/utils/io.py +++ b/pilates/utils/io.py @@ -1,5 +1,104 @@ +import argparse import os import pandas as pd +import yaml + + +def parse_args_and_settings(settings_file='settings.yaml'): + # parse command-line args + parser = argparse.ArgumentParser(add_help=False) + parser.add_argument( + '-v', '--verbose', action='store_true', help='print docker stdout') + parser.add_argument( + '-p', '--pull_latest', action='store_true', + help='pull latest docker images before running') + parser.add_argument( + "-h", "--household_sample_size", action="store", + help="household sample size") + parser.add_argument( + "-s", "--static_skims", action="store_true", + help="bypass traffic assignment, use same skims for every run.") + parser.add_argument( + "-w", "--warm_start_skims", action="store_true", + help="generate full activity plans for the base year only.") + parser.add_argument( + '-f', '--figures', action='store_true', + help='outputs validation figures') + parser.add_argument( + '-d', '--disable_model', action='store', + help=( + '"l" for land use, "a" for activity demand, ' + '"t" for traffic assignment. Can specify multiple (e.g. "at")')) + parser.add_argument( + '-c', '--config', action='store', + help='config file name') + args = parser.parse_args() + + if args.config: + settings_file = args.config + + # read settings from config file + with open(settings_file) as file: + settings = yaml.load(file, Loader=yaml.FullLoader) + + # command-line only settings: + settings.update({ + 'static_skims': args.static_skims, + 'warm_start_skims': args.warm_start_skims, + 'asim_validation': args.figures}) + + # override .yaml settings with command-line values if command-line + # values are not False/None + if args.verbose: + settings.update({'docker_stdout': args.verbose}) + if args.pull_latest: + settings.update({'pull_latest': args.pull_latest}) + if args.household_sample_size: + settings.update({ + 'household_sample_size': args.household_sample_size}) + disabled_models = '' if args.disable_model is None else args.disable_model + + # turn models on or off + land_use_enabled = (( + settings.get('land_use_model', False)) and ( + not settings.get('warm_start_skims')) and ( + "l" not in disabled_models)) + + vehicle_ownership_model_enabled = settings.get('vehicle_ownership_model', False) ## Atlas + activity_demand_enabled = (( + settings.get('activity_demand_model', False)) and ( + "a" not in disabled_models)) + traffic_assignment_enabled = (( + settings.get('travel_model', False)) and ( + not settings['static_skims']) and ( + "t" not in disabled_models)) + replanning_enabled = settings.get('replan_iters', 0) > 0 + + if activity_demand_enabled: + if settings['activity_demand_model'] == 'polaris': + replanning_enabled = False + + settings.update({ + 'land_use_enabled': land_use_enabled, + 'vehicle_ownership_model_enabled': vehicle_ownership_model_enabled, ## Atlas + 'activity_demand_enabled': activity_demand_enabled, + 'traffic_assignment_enabled': traffic_assignment_enabled, + 'replanning_enabled': replanning_enabled}) + + # raise errors/warnings for conflicting settings + if (settings['household_sample_size'] > 0) and land_use_enabled: + raise ValueError( + 'Land use models must be disabled (explicitly or via "warm ' + 'start" mode to use a non-zero household sample size. The ' + 'household sample size you specified is {0}'.format( + settings['household_sample_size'])) + if (settings['atlas_beamac'] > 0) and ((settings['region'] != 'sfbay') or (settings['skims_zone_type'] != 'taz')): + raise ValueError( + 'atlas_beamac must be 0 (read accessibility from RData) ' + 'unless region = sfbay and skims_zone_type = taz. When' + 'atlas_beamac = 1, accessibility is calculated internally. ') + + return settings def read_datastore(settings, year=None, warm_start=False): diff --git a/pull_latest_data.sh b/pull_latest_data.sh new file mode 100755 index 0000000..d8de072 --- /dev/null +++ b/pull_latest_data.sh @@ -0,0 +1,23 @@ +#!/bin/bash + +#Modified from github user MisaOgura +#https://github.com/MisaOgura/checkout-and-pull-master/blob/master/checkout_and_pull.sh + +yellow=$(tput setaf 3) +blue=$(tput setaf 4) +reset=$(tput sgr0) + +for i in $(find pilates/beam/production -maxdepth 1 -mindepth 1 -type d); do + if [ -d $i/.git ]; then + dirname=$(basename "$i") + repo="pilates/beam/production/$dirname/.git" + worktree="$PWD/pilates/beam/production/$dirname" + echo "----------" + echo "${blue}$dirname${reset}" + echo "${yellow}Step 1 of 2: checking out to pilates data branch...${reset}" + git --git-dir=$repo --work-tree=$worktree checkout pilates -f + git --git-dir=$repo --work-tree=$worktree reset --hard HEAD + echo "${yellow}Step 2 of 2: pulling from pilates...${reset}" + git --git-dir=$repo --work-tree=$worktree pull + fi +done \ No newline at end of file diff --git a/run.py b/run.py index 279361b..d956ac4 100644 --- a/run.py +++ b/run.py @@ -1,12 +1,21 @@ +import pickle import warnings + +import cloudpickle + +pickle.ForkingPickler = cloudpickle.Pickler + +from pilates.activitysim.preprocessor import copy_beam_geoms + warnings.simplefilter(action='ignore', category=FutureWarning) import shutil import subprocess +import multiprocessing +import psutil -import yaml try: - import docker + import docker except ImportError: print('Warning: Unable to import Docker Module') try: @@ -15,7 +24,6 @@ print('Warning: Unable to import spython (Singularity) Module') import os -import argparse import logging import sys import glob @@ -27,15 +35,19 @@ from pilates.urbansim import postprocessor as usim_post from pilates.beam import preprocessor as beam_pre from pilates.beam import postprocessor as beam_post -from pilates.utils.io import read_datastore -# from pilates.polaris.travel_model import run_polaris +from pilates.atlas import preprocessor as atlas_pre ## +from pilates.atlas import postprocessor as atlas_post ## +from pilates.utils.io import parse_args_and_settings +from pilates.postprocessing.postprocessor import process_event_file, copy_outputs_to_mep +# from pilates.polaris.travel_model import run_polaris logging.basicConfig( stream=sys.stdout, level=logging.INFO, format='%(asctime)s %(name)s - %(levelname)s - %(message)s') logger = logging.getLogger(__name__) + def clean_and_init_data(): usim_path = os.path.abspath('pilates/urbansim/data') if os.path.isdir(Path(usim_path) / 'backup'): @@ -48,20 +60,23 @@ def clean_and_init_data(): clean_data(polaris_path, '*.hdf5') init_data(polaris_path, '*.hdf5') + def clean_data(path, wildcard): search_path = Path(path) / wildcard - filelist = glob.glob(str(search_path) ) + filelist = glob.glob(str(search_path)) for filepath in filelist: try: os.remove(filepath) except: logger.error("Error whie deleting file : {0}".format(filepath)) + def init_data(dest, wildcard): backup_dir = Path(dest) / 'backup' / wildcard for filepath in glob.glob(str(backup_dir)): shutil.copy(filepath, dest) + def formatted_print(string, width=50, fill_char='#'): print('\n') if len(string) + 2 > width: @@ -81,103 +96,64 @@ def find_latest_beam_iteration(beam_output_dir): print(iter_dirs) -def parse_args_and_settings(settings_file='settings.yaml'): - - # parse command-line args - parser = argparse.ArgumentParser(add_help=False) - parser.add_argument( - '-v', '--verbose', action='store_true', help='print docker stdout') - parser.add_argument( - '-p', '--pull_latest', action='store_true', - help='pull latest docker images before running') - parser.add_argument( - "-h", "--household_sample_size", action="store", - help="household sample size") - parser.add_argument( - "-s", "--static_skims", action="store_true", - help="bypass traffic assignment, use same skims for every run.") - parser.add_argument( - "-w", "--warm_start_skims", action="store_true", - help="generate full activity plans for the base year only.") - parser.add_argument( - '-f', '--figures', action='store_true', - help='outputs validation figures') - parser.add_argument( - '-d', '--disable_model', action='store', - help=( - '"l" for land use, "a" for activity demand, ' - '"t" for traffic assignment. Can specify multiple (e.g. "at")')) - parser.add_argument( - '-c', '--config', action='store', - help='config file name') - args = parser.parse_args() - - if args.config: - settings_file = args.config - - # read settings from config file - with open(settings_file) as file: - settings = yaml.load(file, Loader=yaml.FullLoader) - - # command-line only settings: - settings.update({ - 'static_skims': args.static_skims, - 'warm_start_skims': args.warm_start_skims, - 'asim_validation': args.figures}) - - # override .yaml settings with command-line values if command-line - # values are not False/None - if args.verbose: - settings.update({'docker_stdout': args.verbose}) - if args.pull_latest: - settings.update({'pull_latest': args.pull_latest}) - if args.household_sample_size: - settings.update({ - 'household_sample_size': args.household_sample_size}) - disabled_models = '' if args.disable_model is None else args.disable_model - - # turn models on or off - land_use_enabled = (( - settings.get('land_use_model', False)) and ( - not settings.get('warm_start_skims')) and ( - "l" not in disabled_models)) - - activity_demand_enabled = (( - settings.get('activity_demand_model', False)) and ( - "a" not in disabled_models)) - - traffic_assignment_enabled = (( - settings.get('travel_model', False)) and ( - not settings['static_skims']) and ( - "t" not in disabled_models)) - replanning_enabled = settings.get('replan_iters', 0) > 0 - - if activity_demand_enabled: - if settings['activity_demand_model'] == 'polaris': - replanning_enabled = False - - settings.update({ - 'land_use_enabled': land_use_enabled, - 'activity_demand_enabled': activity_demand_enabled, - 'traffic_assignment_enabled': traffic_assignment_enabled, - 'replanning_enabled': replanning_enabled}) - - # raise errors/warnings for conflicting settings - if (settings['household_sample_size'] > 0) and land_use_enabled: - raise ValueError( - 'Land use models must be disabled (explicitly or via "warm ' - 'start" mode to use a non-zero household sample size. The ' - 'household sample size you specified is {0}'.format( - settings['household_sample_size'])) - - return settings +def setup_beam_skims(settings): + region = settings['region'] + beam_input_dir = settings['beam_local_input_folder'] + beam_output_dir = settings['beam_local_output_folder'] + skims_fname = settings['skims_fname'] + origin_skims_fname = settings['origin_skims_fname'] + beam_geoms_fname = settings['beam_geoms_fname'] + beam_router_directory = settings['beam_router_directory'] + asim_geoms_location = os.path.join(settings['asim_local_input_folder'], beam_geoms_fname) + + input_skims_location = os.path.join(beam_input_dir, region, skims_fname) + mutable_skims_location = os.path.join(beam_output_dir, skims_fname) + + beam_geoms_location = os.path.join(beam_input_dir, region, beam_router_directory, beam_geoms_fname) + + # TODO: Handle exception when these dont exist + + if os.path.exists(input_skims_location): + logger.info("Copying input skims from {0} to {1}".format( + input_skims_location, + mutable_skims_location)) + shutil.copyfile(input_skims_location, mutable_skims_location) + else: + if os.path.exists(mutable_skims_location): + logger.info("No input skims at {0}. Proceeding with defaults at {1}".format( + input_skims_location, + mutable_skims_location)) + else: + logger.info("No default skims found anywhere. We will generate defaults instead") + + input_skims_location = os.path.join(beam_input_dir, region, origin_skims_fname) + mutable_skims_location = os.path.join(beam_output_dir, origin_skims_fname) + + if os.path.exists(input_skims_location): + logger.info("Copying input origin skims from {0} to {1}".format( + input_skims_location, + mutable_skims_location)) + shutil.copyfile(input_skims_location, mutable_skims_location) + else: + if os.path.exists(mutable_skims_location): + logger.info("No input skims at {0}. Proceeding with defaults at {1}".format( + input_skims_location, + mutable_skims_location)) + else: + logger.info("No default input skims found anywhere. We will generate defaults instead") + + logger.info("Copying beam zone geoms from {0} to {1}".format( + beam_geoms_location, + asim_geoms_location)) + + copy_beam_geoms(settings, beam_geoms_location, asim_geoms_location) def get_base_asim_cmd(settings, household_sample_size=None): formattable_asim_cmd = settings['asim_formattable_command'] if not household_sample_size: household_sample_size = settings.get('household_sample_size', 0) - num_processes = settings.get('num_processes', 4) + num_processes = settings.get('num_processes', multiprocessing.cpu_count() - 1) chunk_size = settings.get('chunk_size', 0) # default no chunking base_asim_cmd = formattable_asim_cmd.format( household_sample_size, num_processes, chunk_size) @@ -192,16 +168,23 @@ def get_asim_docker_vols(settings): settings['asim_local_input_folder']) asim_local_output_folder = os.path.abspath( settings['asim_local_output_folder']) + asim_local_configs_folder = os.path.abspath( + os.path.join(settings['asim_local_configs_folder'], region)) asim_remote_input_folder = os.path.join( asim_remote_workdir, 'data') asim_remote_output_folder = os.path.join( asim_remote_workdir, 'output') + asim_remote_configs_folder = os.path.join( + asim_remote_workdir, 'configs') asim_docker_vols = { asim_local_input_folder: { 'bind': asim_remote_input_folder, 'mode': 'rw'}, asim_local_output_folder: { 'bind': asim_remote_output_folder, + 'mode': 'rw'}, + asim_local_configs_folder: { + 'bind': asim_remote_configs_folder, 'mode': 'rw'}} return asim_docker_vols @@ -228,6 +211,32 @@ def get_usim_cmd(settings, year, forecast_year): return usim_cmd +## Atlas vehicle ownership model volume mount defintion, equivalent to +## docker run -v atlas_host_input_folder:atlas_container_input_folder +def get_atlas_docker_vols(settings): + atlas_host_input_folder = os.path.abspath(settings['atlas_host_input_folder']) + atlas_host_output_folder = os.path.abspath(settings['atlas_host_output_folder']) + atlas_container_input_folder = os.path.abspath(settings['atlas_container_input_folder']) + atlas_container_output_folder = os.path.abspath(settings['atlas_container_output_folder']) + atlas_docker_vols = { + atlas_host_input_folder: { ## source location, aka "local" + 'bind': atlas_container_input_folder, ## destination loc, aka "remote", "client" + 'mode': 'rw'}, + atlas_host_output_folder: { + 'bind': atlas_container_output_folder, + 'mode': 'rw'}} + return atlas_docker_vols + + +## For Atlas container command +def get_atlas_cmd(settings, freq, output_year, npe, nsample, beamac): + basedir = settings.get('basedir', '/') + codedir = settings.get('codedir', '/') + formattable_atlas_cmd = settings['atlas_formattable_command'] + atlas_cmd = formattable_atlas_cmd.format(freq, output_year, npe, nsample, basedir, codedir, beamac) + return atlas_cmd + + def warm_start_activities(settings, year, client): """ Run activity demand models to update UrbanSim inputs with long-term @@ -258,11 +267,11 @@ def warm_start_activities(settings, year, client): # 2. CREATE DATA FROM BASE YEAR SKIMS AND URBANSIM INPUTS - # skims - logger.info("Creating {0} skims from {1}".format( - activity_demand_model, - travel_model).upper()) - asim_pre.create_skims_from_beam(settings, year) + # # skims ## now moved to warm start atlas stage + # logger.info("Creating {0} skims from {1}".format( + # activity_demand_model, + # travel_model).upper()) + # asim_pre.create_skims_from_beam(settings, year) # data tables logger.info("Creating {0} input data from {1} outputs".format( @@ -288,8 +297,8 @@ def warm_start_activities(settings, year, client): # 4. UPDATE URBANSIM BASE YEAR INPUT DATA logger.info(( - "Appending warm start activities/choices to " - " {0} base year input data").format(land_use_model).upper()) + "Appending warm start activities/choices to " + " {0} base year input data").format(land_use_model).upper()) asim_post.update_usim_inputs_after_warm_start(settings) # 5. CLEANUP @@ -362,8 +371,119 @@ def forecast_land_use_docker(settings, year, forecast_year, client): return +## Atlas: evolve household vehicle ownership +def run_atlas(settings, output_year, client, warm_start_atlas, atlas_run_count=1): + # warm_start: warm_start_atlas = True, output_year = year = start_year + # asim_no_usim: warm_start_atlas = True, output_year = year (should = start_year) + # normal: warm_start_atlas = False, output_year = forecast_year + + # 1. PARSE SETTINGS + image_names = settings['docker_images'] + vehicle_ownership_model = settings.get('vehicle_ownership_model', False) + freq = settings.get('vehicle_ownership_freq', False) + npe = settings.get('atlas_num_processes', False) + nsample = settings.get('atlas_sample_size', False) + beamac = settings.get('atlas_beamac', 0) + atlas_image = image_names[vehicle_ownership_model] ## ie atlas + atlas_docker_vols = get_atlas_docker_vols(settings) + atlas_cmd = get_atlas_cmd(settings, freq, output_year, npe, nsample, beamac) + docker_stdout = settings.get('docker_stdout', False) + activity_demand_model = settings['activity_demand_model'] + travel_model = settings['travel_model'] + + # 2. PREPARE ATLAS DATA + if warm_start_atlas: + print_str = ( + "Preparing input data for warm start vehicle ownership simulation for {0}.".format(output_year)) + else: + print_str = ( + "Preparing input data for vehicle ownership simulation for {0}.".format(output_year)) + formatted_print(print_str) + + # create skims.omx (lines moved from warm_start_activities) + if warm_start_atlas == True & atlas_run_count == 1: + logger.info("Creating {0} skims from {1}".format( + activity_demand_model, + travel_model).upper()) + asim_pre.create_skims_from_beam(settings, year) + + # prepare atlas inputs from urbansim h5 output + # preprocessed csv input files saved in "atlas/atlas_inputs/year{}/" + atlas_pre.prepare_atlas_inputs(settings, output_year, warm_start=warm_start_atlas) + + # calculate accessibility if atlas_beamac != 0 + if (beamac > 0): + ## if No Driving + path_list = ['WLK_COM_WLK', 'WLK_EXP_WLK', 'WLK_HVY_WLK', 'WLK_LOC_WLK', 'WLK_LRF_WLK'] + measure_list = ['WACC', 'IWAIT', 'XWAIT', 'TOTIVT', 'WEGR'] + ## if Allow Driving for access/egress + # path_list = ['WLK_COM_WLK', 'WLK_EXP_WLK', 'WLK_HVY_WLK', 'WLK_LOC_WLK', 'WLK_LRF_WLK', + # 'DRV_COM_DRV', 'DRV_EXP_DRV', 'DRV_HVY_DRV', 'DRV_LOC_DRV', 'DRV_LRF_DRV', + # 'WLK_COM_DRV', 'WLK_EXP_DRV', 'WLK_HVY_DRV', 'WLK_LOC_DRV', 'WLK_LRF_DRV', + # 'DRV_COM_WLK', 'DRV_EXP_WLK', 'DRV_HVY_WLK', 'DRV_LOC_WLK', 'DRV_LRF_WLK'] + # measure_list = ['WACC','IWAIT','XWAIT','TOTIVT','WEGR','DTIM'] + atlas_pre.compute_accessibility(path_list, measure_list, settings, output_year) + + # 3. RUN ATLAS via docker container client + print_str = ( + "Simulating vehicle ownership for {0} " + "with frequency {1}, npe {2} nsample {3} beamac {4}".format( + output_year, freq, npe, nsample, beamac)) + formatted_print(print_str) + atlas = client.containers.run( + atlas_image, + volumes=atlas_docker_vols, + command=atlas_cmd, + stdout=docker_stdout, + stderr=True, + detach=True) + for log in atlas.logs( + stream=True, stderr=True, stdout=docker_stdout): + print(log) + + # 4. ATLAS OUTPUT -> UPDATE USIM OUTPUT CARS & HH_CARS + atlas_post.atlas_update_h5_vehicle(settings, output_year, warm_start=warm_start_atlas) + + # 5. ATLAS OUTPUT -> ADD A VEHICLETYPEID COL FOR BEAM + atlas_post.atlas_add_vehileTypeId(settings, output_year) + + # 6. CLEAN UP + atlas.remove() + + logger.info('Atlas Done!') + + return + + +## Atlas: evolve household vehicle ownership +# run_atlas_auto is a run_atlas upgraded version, which will run_atlas again if +# outputs are not generated. This is mainly for preventing crash due to parellel +# computiing errors that can be resolved by a simple resubmission +def run_atlas_auto(settings, output_year, client, warm_start_atlas): + # run atlas + atlas_run_count = 1 + try: + run_atlas(settings, output_year, client, warm_start_atlas, atlas_run_count) + except: + logger.error('ATLAS RUN #{} FAILED'.format(atlas_run_count)) + + # rerun atlas if outputs not found and run count <= 3 + atlas_output_path = settings['atlas_host_output_folder'] + fname = 'vehicles_{}.csv'.format(output_year) + while atlas_run_count < 3: + atlas_run_count = atlas_run_count + 1 + if not os.path.exists(os.path.join(atlas_output_path, fname)): + logger.error('LAST ATLAS RUN FAILED -> RE-LAUNCHING ATLAS RUN #{} BELOW'.format(atlas_run_count)) + try: + run_atlas(settings, output_year, client, warm_start_atlas, atlas_run_count) + except: + logger.error('ATLAS RUN #{} FAILED'.format(atlas_run_count)) + + return + + def forecast_land_use_singularity(settings, year, forecast_year): - logger.info("Running land use with singulrity") + logger.info("Running land use with singularity") # 1. PARSE SETTINGS region = settings['region'] @@ -380,7 +500,8 @@ def forecast_land_use_singularity(settings, year, forecast_year): usim_pre.add_skims_to_model_data(settings) # 3. RUN URBANSIM - subprocess.run(['bash', './run_urbansim.sh', str(region_id), str(year), str(forecast_year), str(land_use_freq), str(skims_source), os.path.abspath(usim_local_data_folder)]) + subprocess.run(['bash', './run_urbansim.sh', str(region_id), str(year), str(forecast_year), str(land_use_freq), + str(skims_source), os.path.abspath(usim_local_data_folder)]) # logger.info(output) logger.info('Done!') return @@ -394,7 +515,7 @@ def generate_activity_plans( demand_model=None): """ Parameters - + year : int Start year for the simulation iteration. forecast_year : int @@ -403,16 +524,16 @@ def generate_activity_plans( generating warm start activities based on the base year input data in order to generate "warm start" skims. """ - + activity_demand_model = settings['activity_demand_model'] - + if activity_demand_model == 'polaris': run_polaris(forecast_year, settings, warm_start=True) elif activity_demand_model == 'activitysim': # 1. PARSE SETTINGS - + land_use_model = settings['land_use_model'] image_names = settings['docker_images'] activity_demand_image = image_names[activity_demand_model] @@ -434,7 +555,8 @@ def generate_activity_plans( activity_demand_model, land_use_model) formatted_print(print_str) - asim_pre.create_skims_from_beam(settings, year, overwrite=overwrite_skims) + asim_pre.create_skims_from_beam( + settings, year=forecast_year, overwrite=overwrite_skims) asim_pre.create_asim_data_from_h5( settings, year=forecast_year, warm_start=warm_start) @@ -445,7 +567,7 @@ def generate_activity_plans( forecast_year, activity_demand_model)) if resume_after: asim_cmd += ' -r {0}'.format(resume_after) - print_str += ". Picking up after {1}".format(resume_after) + print_str += ". Picking up after {0}".format(resume_after) formatted_print(print_str) asim = client.containers.run( @@ -489,7 +611,7 @@ def run_traffic_assignment( travel_model = settings.get('travel_model', False) if travel_model == 'polaris': run_polaris(forecast_year, settings, warm_start=False) - + elif travel_model == 'beam': # 1. PARSE SETTINGS beam_config = settings['beam_config'] @@ -505,12 +627,20 @@ def run_traffic_assignment( activity_demand_model = settings.get('activity_demand_model', False) docker_stdout = settings['docker_stdout'] skims_fname = settings['skims_fname'] - beam_memory = settings['beam_memory'] + origin_skims_fname = settings['origin_skims_fname'] + beam_memory = settings.get('beam_memory', str(int(psutil.virtual_memory().total / (1024. ** 3)) - 2) + 'g') # remember the last produced skims in order to detect that # beam didn't work properly during this run - previous_skims = beam_post.find_produced_skims(beam_local_output_folder) - logger.info("Found skims from the previous beam run: %s", previous_skims) + if skims_fname.endswith(".csv.gz"): + skimFormat = "csv.gz" + elif skims_fname.endswith(".omx"): + skimFormat = "omx" + else: + logger.error("Invalid skim format {0}".format(skims_fname)) + previous_od_skims = beam_post.find_produced_od_skims(beam_local_output_folder, skimFormat) + previous_origin_skims = beam_post.find_produced_origin_skims(beam_local_output_folder) + logger.info("Found skims from the previous beam run: %s", previous_od_skims) # 2. COPY ACTIVITY DEMAND OUTPUTS --> TRAFFIC ASSIGNMENT INPUTS if settings['traffic_assignment_enabled']: @@ -537,50 +667,69 @@ def run_traffic_assignment( 'mode': 'rw'}}, environment={ 'JAVA_OPTS': ( - '-XX:+UnlockExperimentalVMOptions -XX:+' - 'UseCGroupMemoryLimitForHeap -Xmx{0}'.format( - beam_memory))}, + '-XX:+UnlockExperimentalVMOptions -Xmx{0}'.format(beam_memory))}, command="--config={0}".format(path_to_beam_config), stdout=docker_stdout, stderr=True, detach=False, remove=True ) # 4. POSTPROCESS - path_to_skims = os.path.join(abs_beam_output, skims_fname) - current_skims = beam_post.merge_current_skims( - path_to_skims, previous_skims, beam_local_output_folder) - if current_skims == previous_skims: - logger.error( - "BEAM hasn't produced the new skims for some reason. " - "Please check beamLog.out for errors in the directory %s", - abs_beam_output) - sys.exit(1) + path_to_od_skims = os.path.join(abs_beam_output, skims_fname) + path_to_origin_skims = os.path.join(abs_beam_output, origin_skims_fname) + + if skimFormat == "csv.gz": + current_od_skims = beam_post.merge_current_od_skims( + path_to_od_skims, previous_od_skims, beam_local_output_folder) + if current_od_skims == previous_od_skims: + logger.error( + "BEAM hasn't produced the new skims at {0} for some reason. " + "Please check beamLog.out for errors in the directory {1}".format(current_od_skims, abs_beam_output) + ) + sys.exit(1) + + beam_post.merge_current_origin_skims( + path_to_origin_skims, previous_origin_skims, beam_local_output_folder) + else: + asim_data_dir = settings['asim_local_input_folder'] + skims_path = os.path.join(asim_data_dir, 'skims.omx') + current_od_skims = beam_post.merge_current_omx_od_skims(skims_path, previous_od_skims, + beam_local_output_folder) + if current_od_skims == previous_od_skims: + logger.error( + "BEAM hasn't produced the new skims at {0} for some reason. " + "Please check beamLog.out for errors in the directory {1}".format(current_od_skims, abs_beam_output) + ) + sys.exit(1) + beam_asim_ridehail_measure_map = settings['beam_asim_ridehail_measure_map'] + beam_post.merge_current_omx_origin_skims( + skims_path, previous_origin_skims, beam_local_output_folder, beam_asim_ridehail_measure_map) + beam_post.rename_beam_output_directory(settings, year, replanning_iteration_number) return def initialize_docker_client(settings): - land_use_model = settings.get('land_use_model', False) + vehicle_ownership_model = settings.get('vehicle_ownership_model', False) ## ATLAS activity_demand_model = settings.get('activity_demand_model', False) travel_model = settings.get('travel_model', False) - models = [land_use_model, activity_demand_model, travel_model] + models = [land_use_model, vehicle_ownership_model, activity_demand_model, travel_model] image_names = settings['docker_images'] pull_latest = settings.get('pull_latest', False) - + client = docker.from_env() if pull_latest: logger.info("Pulling from docker...") for model in models: if model: image = image_names[model] - print('Pulling latest image for {0}'.format(image)) - client.images.pull(image) + if image is not None: + print('Pulling latest image for {0}'.format(image)) + client.images.pull(image) return client def initialize_asim_for_replanning(settings, forecast_year): - replan_hh_samp_size = settings['replan_hh_samp_size'] activity_demand_model = settings['activity_demand_model'] image_names = settings['docker_images'] @@ -609,7 +758,6 @@ def initialize_asim_for_replanning(settings, forecast_year): def run_replanning_loop(settings, forecast_year): - replan_iters = settings['replan_iters'] replan_hh_samp_size = settings['replan_hh_samp_size'] activity_demand_model = settings['activity_demand_model'] @@ -630,7 +778,7 @@ def run_replanning_loop(settings, forecast_year): formatted_print(print_str) # a) format new skims for asim - asim_pre.create_skims_from_beam(settings, year, overwrite=True) + asim_pre.create_skims_from_beam(settings, forecast_year, overwrite=True) # b) replan with asim print_str = ( @@ -650,19 +798,42 @@ def run_replanning_loop(settings, forecast_year): print(log) # e) run BEAM + if replanning_iteration_number < replan_iters: + beam_pre.update_beam_config(settings, 'beam_replanning_portion') + beam_pre.update_beam_config(settings, 'max_plans_memory') + else: + beam_pre.update_beam_config(settings, 'beam_replanning_portion', 1.0) run_traffic_assignment( - settings, year, client, replanning_iteration_number) + settings, year, forecast_year, client, replanning_iteration_number) return +def postprocess_all(settings): + beam_output_dir = settings['beam_local_output_folder'] + region = settings['region'] + output_path = os.path.join(beam_output_dir, region, "year*") + outputDirs = glob.glob(output_path) + yearsAndIters = [(loc.split('-', 3)[-3], loc.split('-', 3)[-1]) for loc in outputDirs] + yrs = dict() + # Only do this for the latest available iteration in each year + for year, iter in yearsAndIters: + if year in yrs: + if int(iter) > int(yrs[year]): + yrs[year] = iter + else: + yrs[year] = iter + for year, iter in yrs.items(): + process_event_file(settings, year, iter) + + if __name__ == '__main__': logger = logging.getLogger(__name__) - + logger.info("Initializing data...") clean_and_init_data() - + logger.info("Preparing runtime environment...") ######################################### @@ -683,6 +854,7 @@ def run_replanning_loop(settings, forecast_year): warm_start_activities = settings['warm_start_activities'] static_skims = settings['static_skims'] land_use_enabled = settings['land_use_enabled'] + vehicle_ownership_model_enabled = settings['vehicle_ownership_model_enabled'] # Atlas activity_demand_enabled = settings['activity_demand_enabled'] traffic_assignment_enabled = settings['traffic_assignment_enabled'] replanning_enabled = settings['replanning_enabled'] @@ -695,6 +867,9 @@ def run_replanning_loop(settings, forecast_year): if not traffic_assignment_enabled: print("TRAFFIC ASSIGNMENT MODEL DISABLED") + if traffic_assignment_enabled: + beam_pre.update_beam_config(settings, 'beam_sample') + if warm_start_skims: formatted_print('"WARM START SKIMS" MODE ENABLED') logger.info('Generating activity plans for the base year only.') @@ -702,12 +877,28 @@ def run_replanning_loop(settings, forecast_year): formatted_print('"STATIC SKIMS" MODE ENABLED') logger.info('Using the same set of skims for every iteration.') + if settings.get('travel_model') == 'beam': + setup_beam_skims(settings) + # start docker client if container_manager == 'docker': client = initialize_docker_client(settings) else: client = None + # # DELETE ME: + # skimFormat = "omx" + # asim_data_dir = settings['asim_local_input_folder'] + # beam_local_output_folder = settings['beam_local_output_folder'] + # previous_od_skims = beam_post.find_produced_od_skims(beam_local_output_folder, skimFormat) + # skims_path = os.path.join(asim_data_dir, 'skims.omx') + # previous_origin_skims = beam_post.find_produced_origin_skims(beam_local_output_folder) + # measure_map = settings['beam_asim_ridehail_measure_map'] + # beam_post.merge_current_omx_origin_skims( + # skims_path, previous_origin_skims, beam_local_output_folder, measure_map) + # current_od_skims = beam_post.merge_current_omx_od_skims(skims_path, previous_od_skims, + # beam_local_output_folder) + ################################# # RUN THE SIMULATION WORKFLOW # ################################# @@ -718,6 +909,10 @@ def run_replanning_loop(settings, forecast_year): # 1a. IF START YEAR, WARM START MANDATORY ACTIVITIES if (year == start_year) and (warm_start_activities): + + # IF ATLAS ENABLED, UPDATE USIM INPUT H5 + if vehicle_ownership_model_enabled: + run_atlas_auto(settings, year, client, warm_start_atlas=True) warm_start_activities(settings, year, client) # 1b. RUN LAND USE SIMULATION @@ -725,9 +920,24 @@ def run_replanning_loop(settings, forecast_year): forecast_land_use(settings, year, forecast_year, client, container_manager) else: - forecast_year = year + forecast_year = start_year + + # 2. RUN ATLAS (HOUSEHOLD VEHICLE OWNERSHIP) + if vehicle_ownership_model_enabled: + + # If the forecast year is the same as the base year of this + # iteration, then land use forecasting has not been run. In this + # case, atlas need to update urbansim *inputs* before activitysim + # reads it in the next step. + if forecast_year == year: + run_atlas_auto(settings, year, client, warm_start_atlas=True) + + # If urbansim has been called, ATLAS will read, run, and update + # vehicle ownership info in urbansim *outputs* h5 datastore. + else: + run_atlas_auto(settings, forecast_year, client, warm_start_atlas=False) - # 2. GENERATE ACTIVITIES + # 3. GENERATE ACTIVITIES if activity_demand_enabled: # If the forecast year is the same as the base year of this @@ -740,7 +950,7 @@ def run_replanning_loop(settings, forecast_year): warm_start_skims = True generate_activity_plans( - settings, year, forecast_year, client, warm_start=warm_start_skims) + settings, year, forecast_year, client, warm_start=warm_start_skims) # 5. INITIALIZE ASIM LITE IF BEAM REPLANNING ENABLED # have to re-run asim all the way through on sample to shrink the @@ -759,11 +969,21 @@ def run_replanning_loop(settings, forecast_year): # with activity_demand generation if traffic_assignment_enabled: - # 3. RUN TRAFFIC ASSIGNMENT - run_traffic_assignment(settings, year, forecast_year, client, travel_model) + # 4. RUN TRAFFIC ASSIGNMENT + if settings['discard_plans_every_year']: + beam_pre.update_beam_config(settings, 'max_plans_memory', 0) + else: + beam_pre.update_beam_config(settings, 'max_plans_memory') + beam_pre.update_beam_config(settings, 'beam_replanning_portion', 1.0) + run_traffic_assignment(settings, year, forecast_year, client, -1) - # 4. REPLAN + # 5. REPLAN if replanning_enabled > 0: run_replanning_loop(settings, forecast_year) + process_event_file(settings, year, settings['replan_iters']) + copy_outputs_to_mep(settings, year, settings['replan_iters']) + else: + process_event_file(settings, year, -1) + copy_outputs_to_mep(settings, year, -1) logger.info("Finished") diff --git a/settings.yaml b/settings.yaml index 4bd22f3..3c6de0a 100644 --- a/settings.yaml +++ b/settings.yaml @@ -5,17 +5,19 @@ ############################ # scenario defs -region: austin +region: seattle scenario: base start_year: 2010 -end_year: 2020 +end_year: 2014 land_use_freq: 1 -travel_model_freq: 5 +travel_model_freq: 1 +vehicle_ownership_freq: 1 # simulation platforms (leave blank to turn off) -land_use_model: urbansim +land_use_model: travel_model: beam activity_demand_model: activitysim +vehicle_ownership_model: # docker or singularity container_manager: docker @@ -29,16 +31,26 @@ singularity_images: # docker settings docker_images: urbansim: mxndrwgrdnr/block_model_v2_pb:latest - beam: dimaopen/beam:0.8.6.3 - activitysim: mxndrwgrdnr/activitysim:latest + atlas: ghcr.io/lbnl-science-it/atlas:v1.0.7 + beam: zaneedell/beam:0.9.3-omx + activitysim: zaneedell/activitysim:new-geoms.1 polaris: tbd atlas: docker_stdout: False pull_latest: False # skim settings -skims_fname: austin-skims-res-full-new.csv.gz -skims_zone_type: block_group # one of [taz, block_group, block] +skims_zone_type: block_group # one of [taz, block_group, block] +skims_fname: as-base-skims-seattle-bg.omx +# skims_fname: as-base-skims-austin-bg.csv.gz +origin_skims_fname: as-origin-skims-sfbay-taz.csv.gz #file or folder name. +beam_router_directory: r5 +beam_geoms_fname: clipped_tazs.csv + +# region_zone_type: +# austin: block_groups # one of [taz, block_groups, block] +# detroit: block_groups # one of [taz, block_groups, block] +# sfbay: taz # one of [taz, block_groups, block] ######################################################################################################### @@ -50,6 +62,7 @@ skims_zone_type: block_group # one of [taz, block_group, block] region_to_region_id: sfbay: "06197001" austin: "48197301" + seattle: "53199100" usim_local_data_folder: pilates/urbansim/data/ usim_client_data_folder: /base/block_model_probaflow/data/ usim_formattable_input_file_name: "custom_mpo_{region_id}_model_data.h5" @@ -57,18 +70,40 @@ usim_formattable_output_file_name: "model_data_{year}.h5" usim_formattable_command: "-r {0} -i {1} -y {2} -f {3} -t {4}" warm_start_activities: False +## ATLAS: vehicle simulation (may call usim somewhere) - Ling/Tin/Yuhan +## Docker bind mounts: host == local; container == remote == client +atlas_host_input_folder: pilates/atlas/atlas_input +atlas_host_output_folder: pilates/atlas/atlas_output +atlas_container_input_folder: /atlas_input +atlas_container_output_folder: /atlas_output +atlas_basedir: / +atlas_codedir: / +atlas_sample_size: 0 # zero means no sampling, whole pop. +atlas_num_processes: 9 # suggested <9 for hima +atlas_beamac: 0 # 0 if use pre-processed accessibility RData, otherwise inline calc +atlas_formattable_command: "--freq {0} --outyear {1} --npe {2} --nsample {3} --basedir {4} --codedir {5} --beamac {6}" + + # BEAM -beam_config: gemini/activitysim-base-from-60k-input.conf +beam_config: seattle.conf # OR austin-pilates-base.conf +beam_sample: 1.0 +beam_replanning_portion: 0.4 beam_local_input_folder: pilates/beam/production/ beam_local_output_folder: pilates/beam/beam_output/ -beam_scenario_folder: gemini/activitysim-plans-base-2010-cut-60k -beam_memory: "100g" +beam_scenario_folder: urbansim/ +#beam_memory: "650g" skim_zone_source_id_col: objectid -replan_iters: 0 +replan_iters: 2 replan_hh_samp_size: 0 replan_after: trip_scheduling # resume asim after this step -final_asim_plans_folder: +discard_plans_every_year: True +max_plans_memory: 3 +final_asim_plans_folder: pilates/activitysim/output/final_plans +beam_simulated_hwy_paths: + - SOV + - HOV2 + - HOV3 # POLARIS polaris_local_data_folder: pilates/polaris/data @@ -79,23 +114,28 @@ polaris_skim_keys: - ivtt - cost +# MEP +mep_local_output_folder: pilates/postprocessing/MEP/ # ACTIVITYSIM -household_sample_size: 0 # zero means no sampling, whole pop. -chunk_size: 4000000000 -num_processes: 32 +household_sample_size: 274783 # zero means no sampling, whole pop. +chunk_size: 12_000_000_000 # 4000000000 +#num_processes: 90 # 94 asim_local_input_folder: pilates/activitysim/data/ asim_local_output_folder: pilates/activitysim/output/ +asim_local_configs_folder: pilates/activitysim/configs/ asim_validation_folder: pilates/activitysim/validation asim_formattable_command: "-h {0} -n {1} -c {2}" region_to_asim_subdir: austin: austin - detroit: detroit + detroit: detroit sfbay: bay_area + seattle: seattle region_to_asim_bucket: austin: austin-activitysim detroit: detroit-activitysim sfbay: bayarea-activitysim + seattle: seattle-activitysim periods: - EA - AM @@ -108,7 +148,7 @@ transit_paths: - DRV_LOC_WLK - DRV_LRF_WLK - DRV_EXP_WLK - - WLK_COM_DRV + - WLK_COM_DRV - WLK_HVY_DRV - WLK_LOC_DRV - WLK_LRF_DRV @@ -126,6 +166,27 @@ hwy_paths: - HOV2TOLL - HOV3 - HOV3TOLL +ridehail_path_map: +# RH_SOLO: Solo + RH_UBER_SOLO: + ReservationType: Solo + ServiceName: Uber + RH_LYFT_SOLO: + ReservationType: Solo + ServiceName: Lyft + RH_CRUISE_SOLO: + ReservationType: Solo + ServiceName: Cruise +# RH_POOLED: Pooled + RH_UBER_POOLED: + ReservationType: Pooled + ServiceName: Uber + RH_LYFT_POOLED: + ReservationType: Pooled + ServiceName: Lyft + RH_CRUISE_POOLED: + ReservationType: Pooled + ServiceName: Cruise beam_asim_hwy_measure_map: TIME: TIME_minutes DIST: DIST_miles @@ -142,10 +203,12 @@ beam_asim_transit_measure_map: WAUX: WAUX_minutes WEGR: WEGR_minutes WACC: WACC_minutes - IWAIT: null - XWAIT: null + IWAIT: IWAIT_minutes + XWAIT: XWAIT_minutes BOARDS: BOARDS - IVT: TOTIVT_IVT_minutes +beam_asim_ridehail_measure_map: + WAIT: waitTimeInMinutes + REJECTIONPROB: unmatchedRequestPortion asim_output_tables: prefix: final_ tables: @@ -162,7 +225,7 @@ asim_from_usim_col_maps: persons: PERSONS # asim preproc PERSONS: hhsize # asim settings.yaml cars: auto_ownership # asim preproc -# VEHICL: auto_ownership # asim annotate_households.csv + # VEHICL: auto_ownership # asim annotate_households.csv workers: num_workers # asim settings.yaml persons: member_id: PNUM # asim preproc @@ -180,6 +243,13 @@ asim_to_usim_col_maps: school_taz: school_taz_id # asim postproc +# POSTPROCESSING +postprocessing_output_folder: pilates/postprocessing/output +scenario_definitions: + name: "baseline" + lever: "default" + lever_position: 1.0 + ######################################################################################################### @@ -210,9 +280,17 @@ FIPS: - "209" - "453" - "491" + seattle: + state: "53" + counties: + - "061" + - "035" + - "033" + - "053" local_crs: sfbay: EPSG:7131 austin: EPSG:32140 + seattle: EPSG:32048 # VALIDATION METRIC LIBRARY validation_metrics: @@ -245,3 +323,4 @@ validation_metrics: levels: - 15 - 45 + diff --git a/upload_to_gcloud.sh b/upload_to_gcloud.sh new file mode 100755 index 0000000..5d26ece --- /dev/null +++ b/upload_to_gcloud.sh @@ -0,0 +1,20 @@ +#!/bin/sh + +if [ $# -eq 2 ] + then + echo "Uploading results to Google Cloud in Region: $1"; + echo "GCloud directory: $2"; + + gcloud alpha storage cp -r -n pilates/beam/beam_output/$1/year-* gs://beam-core-outputs/$2/beam/ + gcloud alpha storage cp -r -n pilates/activitysim/output/final* gs://beam-core-outputs/$2/activitysim/ + gcloud alpha storage cp -r -n pilates/activitysim/output/year* gs://beam-core-outputs/$2/activitysim/ + gcloud alpha storage cp -r -n pilates/activitysim/output/pipeline.h5 gs://beam-core-outputs/$2/activitysim/pipeline.h5 + gcloud alpha storage cp -r -n pilates/activitysim/data/ gs://beam-core-outputs/$2/activitysim/data/ + gcloud alpha storage cp -r -n pilates/postprocessing/output/ gs://beam-core-outputs/$2/inexus/ + gcloud alpha storage cp -r -n pilates/postprocessing/MEP/ gs://beam-core-outputs/$2/MEP/ + gcloud alpha storage cp -n pilates/log_pilates_$1.out gs://beam-core-outputs/$2/log_pilates_$1.out + rclone copy pilates/postprocessing/MEP/ s3://beam-outputs/pilates-outputs/$2/MEP/ + +else + echo "Please provide a region (e.g. 'austin' or 'sfbay') and GCloud directory name" +fi diff --git a/upload_to_s3.sh b/upload_to_s3.sh new file mode 100755 index 0000000..67ecc92 --- /dev/null +++ b/upload_to_s3.sh @@ -0,0 +1,17 @@ +#!/bin/sh + +if [ $# -eq 2 ] + then + echo "Uploading results to S3 in Region: $1"; + echo "S3 directory: $2"; + + aws s3 sync pilates/beam/beam_output/$1/ s3://beam-outputs/pilates-outputs/$2/beam/ --region us-east-2 --exclude "*xml*" --include "year-*" ; + aws s3 sync pilates/activitysim/output/ s3://beam-outputs/pilates-outputs/$2/activitysim/ --region us-east-2 --exclude "*" --include "final*" --include "year*"; + aws s3 cp pilates/activitysim/output/pipeline.h5 s3://beam-outputs/pilates-outputs/$2/activitysim/pipeline.h5 --region us-east-2; + aws s3 sync pilates/activitysim/data/ s3://beam-outputs/pilates-outputs/$2/activitysim/data/ --region us-east-2; +# aws s3 sync pilates/beam/beam_output/ s3://beam-outputs/pilates-outputs/"$2"/ --exclude "*" --include "*$1*" --region us-east-2; + aws s3 sync pilates/postprocessing/output/ s3://beam-outputs/pilates-outputs/$2/inexus/ --region us-east-2 --exclude ".git*" + aws s3 sync pilates/postprocessing/MEP/ s3://beam-outputs/pilates-outputs/$2/MEP/ --region us-east-2 --exclude ".git*" +else + echo "Please provide a region (e.g. 'austin' or 'sfbay') and S3 directory name" +fi