surveilling-surveillance/streetview/road.py

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2021-05-20 20:20:48 +00:00
import os
import osmnx as ox
import pandas as pd
from tqdm import tqdm
import geopandas as gpd
from util import constants as C
def calculate_road_length():
metas = []
for name, place in tqdm(C.CITIES.items(), total=len(C.CITIES)):
meta = ox.geocode_to_gdf(place)
meta = meta.to_crs('EPSG:3395')
meta['area'] = meta.geometry.apply(lambda x: x.area / 1e6)
G = ox.graph_from_place(place, network_type='drive')
try:
G = ox.simplify_graph(G)
except:
G = G
gdf = ox.utils_graph.graph_to_gdfs(G, nodes=False, edges=True)
meta['length'] = gdf['length'].sum() / 1e3
metas.append(meta)
stats = gpd.GeoDataFrame(pd.concat(metas))[['display_name', 'area', 'length']] \
.rename(columns={"area": "area(km^2)", "length": "length(km)"})
print(stats)