OSMWayLoader¶

In [1]:

Copied!





import geopandas as gpd
import shapely.geometry as shpg

from srai.constants import REGIONS_INDEX, WGS84_CRS
from srai.loaders import OSMNetworkType, OSMWayLoader
from srai.plotting.folium_wrapper import plot_regions
from srai.regionalizers import geocode_to_region_gdf
import geopandas as gpd
import shapely.geometry as shpg

from srai.constants import REGIONS_INDEX, WGS84_CRS
from srai.loaders import OSMNetworkType, OSMWayLoader
from srai.plotting.folium_wrapper import plot_regions
from srai.regionalizers import geocode_to_region_gdf

Small area¶

In [2]:

Copied!





polygon1 = shpg.Polygon(
    [
        (17.1005309, 51.1100158),
        (17.1020436, 51.1100427),
        (17.1021938, 51.1082509),
        (17.1006274, 51.1081027),
        (17.1005201, 51.1099956),
    ]
)
polygon2 = shpg.Polygon(
    [
        (17.0994473, 51.1084126),
        (17.1023226, 51.1086551),
        (17.1023333, 51.1076312),
        (17.0994473, 51.1083722),
    ]
)
gdf_place = gpd.GeoDataFrame(
    {"geometry": [polygon1, polygon2]},
    crs=WGS84_CRS,
    index=gpd.pd.Index(name=REGIONS_INDEX, data=[1, 2]),
)
plot_regions(gdf_place)
polygon1 = shpg.Polygon(
    [
        (17.1005309, 51.1100158),
        (17.1020436, 51.1100427),
        (17.1021938, 51.1082509),
        (17.1006274, 51.1081027),
        (17.1005201, 51.1099956),
    ]
)
polygon2 = shpg.Polygon(
    [
        (17.0994473, 51.1084126),
        (17.1023226, 51.1086551),
        (17.1023333, 51.1076312),
        (17.0994473, 51.1083722),
    ]
)
gdf_place = gpd.GeoDataFrame(
    {"geometry": [polygon1, polygon2]},
    crs=WGS84_CRS,
    index=gpd.pd.Index(name=REGIONS_INDEX, data=[1, 2]),
)
plot_regions(gdf_place)

Out[2]:

Make this Notebook Trusted to load map: File -> Trust Notebook

In [3]:

Copied!





osmwl = OSMWayLoader(OSMNetworkType.BIKE, metadata=True)
gdf_nodes, gdf_edges = osmwl.load(gdf_place)

folium_map = plot_regions(gdf_place, colormap=["lightgray"], tiles_style="CartoDB positron")
gdf_edges.explore(m=folium_map)
gdf_nodes.explore(m=folium_map, color="orangered")
osmwl = OSMWayLoader(OSMNetworkType.BIKE, metadata=True)
gdf_nodes, gdf_edges = osmwl.load(gdf_place)

folium_map = plot_regions(gdf_place, colormap=["lightgray"], tiles_style="CartoDB positron")
gdf_edges.explore(m=folium_map)
gdf_nodes.explore(m=folium_map, color="orangered")

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/srai/loaders/osm_way_loader/osm_way_loader.py:229: FutureWarning: The clean_periphery argument has been deprecated and will be removed in the v2.0.0 release. Future behavior will be as though clean_periphery=True. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  G_directed = ox.graph_from_polygon(
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/osmnx/_overpass.py:359: FutureWarning: `settings.timeout` is deprecated and will be removed in the v2.0.0 release: use `settings.requests_timeout` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  overpass_settings = _make_overpass_settings()
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/osmnx/_overpass.py:369: FutureWarning: `settings.timeout` is deprecated and will be removed in the v2.0.0 release: use `settings.requests_timeout` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  yield _overpass_request(data={"data": query_str})

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/srai/loaders/osm_way_loader/osm_way_loader.py:237: FutureWarning: The `get_undirected` function is deprecated and will be removed in the v2.0.0 release. Replace it with `convert.to_undirected` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  G_undirected = ox.utils_graph.get_undirected(G_directed)
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/srai/loaders/osm_way_loader/osm_way_loader.py:229: FutureWarning: The clean_periphery argument has been deprecated and will be removed in the v2.0.0 release. Future behavior will be as though clean_periphery=True. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  G_directed = ox.graph_from_polygon(
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/osmnx/_overpass.py:359: FutureWarning: `settings.timeout` is deprecated and will be removed in the v2.0.0 release: use `settings.requests_timeout` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  overpass_settings = _make_overpass_settings()

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/osmnx/_overpass.py:369: FutureWarning: `settings.timeout` is deprecated and will be removed in the v2.0.0 release: use `settings.requests_timeout` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  yield _overpass_request(data={"data": query_str})
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/srai/loaders/osm_way_loader/osm_way_loader.py:237: FutureWarning: The `get_undirected` function is deprecated and will be removed in the v2.0.0 release. Replace it with `convert.to_undirected` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  G_undirected = ox.utils_graph.get_undirected(G_directed)

Out[3]:

Make this Notebook Trusted to load map: File -> Trust Notebook

In [4]:

Copied!

gdf_nodes
gdf_nodes

Out[4]:

	y	x	street_count	geometry
osmid
243060098	51.109982	17.102308	3	POINT (17.10231 51.10998)
243060099	51.109840	17.101177	4	POINT (17.10118 51.10984)
243060100	51.108360	17.101659	4	POINT (17.10166 51.10836)
248215261	51.108587	17.103112	3	POINT (17.10311 51.10859)
309274874	51.108156	17.099991	4	POINT (17.09999 51.10816)
309274902	51.109626	17.099521	3	POINT (17.09952 51.10963)
2997376256	51.106468	17.102136	4	POINT (17.10214 51.10647)
3078968718	51.109302	17.102673	3	POINT (17.10267 51.10930)
3078968723	51.109338	17.101337	3	POINT (17.10134 51.10934)
3078968727	51.109399	17.101823	3	POINT (17.10182 51.10940)
3773384244	51.109898	17.101164	1	POINT (17.10116 51.10990)
4962348415	51.109878	17.101000	1	POINT (17.10100 51.10988)
5047464797	51.109344	17.101335	3	POINT (17.10133 51.10934)
5047464798	51.109279	17.100829	3	POINT (17.10083 51.10928)
5047464799	51.109214	17.100853	1	POINT (17.10085 51.10921)
5047464814	51.109132	17.099674	3	POINT (17.09967 51.10913)
5970627769	51.108450	17.102133	1	POINT (17.10213 51.10845)
11101777577	51.110161	17.100174	4	POINT (17.10017 51.11016)
5047464931	51.108343	17.099931	3	POINT (17.09993 51.10834)
5047464932	51.108306	17.099657	1	POINT (17.09966 51.10831)

In [5]:

Copied!

gdf_edges
gdf_edges

Out[5]:

	from	to	key	osmid	name	reversed	length	ref	oneway	lanes-1	...	bicycle-official	lit-yes	lit-no	lit-sunset-sunrise	lit-24/7	lit-automatic	lit-disused	lit-limited	lit-interval	geometry
feature_id
0	243060099	243060098	0	22661452	Partyzantów	False	80.550	NaN	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.10118 51.10984, 17.10128 51.109...
1	5047464797	243060099	0	22661453	Andrzeja Potebni	True	56.235	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10133 51.10934, 17.10133 51.109...
2	3773384244	243060099	0	517177952	NaN	False	6.466	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10116 51.10990, 17.10117 51.109...
3	309274902	243060099	0	22661452	Partyzantów	False	118.021	NaN	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.09952 51.10963, 17.09961 51.109...
4	2997376256	243060100	0	[22661453, 511013133]	Andrzeja Potebni	True	213.556	NaN	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.10214 51.10647, 17.10213 51.106...
5	3078968723	243060100	0	22661453	Andrzeja Potebni	False	111.075	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10134 51.10934, 17.10134 51.109...
6	248215261	243060100	0	22661454	Pierwszej Dywizji	True	104.645	NaN	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.10311 51.10859, 17.10304 51.108...
7	309274874	243060100	0	28157157	Pierwszej Dywizji	True	118.621	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.09999 51.10816, 17.10002 51.108...
8	3078968727	3078968718	0	303524708	NaN	True	68.723	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10182 51.10940, 17.10208 51.109...
9	5047464797	3078968723	0	22661453	Andrzeja Potebni	False	0.713	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10133 51.10934, 17.10134 51.10934)
10	3078968727	3078968723	0	303524709	NaN	True	34.610	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10182 51.10940, 17.10163 51.109...
11	5970627769	3078968727	0	632330247	NaN	False	107.725	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10213 51.10845, 17.10207 51.108...
12	11101777577	4962348415	0	506514653	NaN	False	67.514	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10017 51.11016, 17.10031 51.110...
13	5047464798	5047464797	0	517177960	NaN	False	36.077	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10083 51.10928, 17.10105 51.109...
14	5047464799	5047464798	0	517177961	NaN	True	7.428	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.10085 51.10921, 17.10083 51.109...
15	5047464814	5047464798	0	517177961	NaN	False	139.423	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.09967 51.10913, 17.09970 51.109...
16	5047464931	309274874	0	28157154	Pułkownika Franciszka Nulla	True	21.185	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.09993 51.10834, 17.09994 51.108...
17	5047464931	5047464814	0	28157154	Pułkownika Franciszka Nulla	False	89.632	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.09993 51.10834, 17.09992 51.108...
18	5047464932	5047464931	0	517177966	NaN	True	19.530	NaN	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.09966 51.10831, 17.09989 51.108...

19 rows × 227 columns

Bigger area¶

In [6]:

Copied!

gdf_place = geocode_to_region_gdf("Wroclaw, Poland")
plot_regions(gdf_place)
gdf_place = geocode_to_region_gdf("Wroclaw, Poland")
plot_regions(gdf_place)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/osmnx/_nominatim.py:65: FutureWarning: `settings.timeout` is deprecated and will be removed in the v2.0.0 release: use `settings.requests_timeout` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  return _nominatim_request(params=params, request_type=request_type)

Out[6]:

Make this Notebook Trusted to load map: File -> Trust Notebook

In [7]:

Copied!

osmwl = OSMWayLoader(OSMNetworkType.DRIVE)
gdf_nodes, gdf_edges = osmwl.load(gdf_place)
osmwl = OSMWayLoader(OSMNetworkType.DRIVE)
gdf_nodes, gdf_edges = osmwl.load(gdf_place)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/srai/loaders/osm_way_loader/osm_way_loader.py:229: FutureWarning: The clean_periphery argument has been deprecated and will be removed in the v2.0.0 release. Future behavior will be as though clean_periphery=True. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  G_directed = ox.graph_from_polygon(
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/osmnx/_overpass.py:359: FutureWarning: `settings.timeout` is deprecated and will be removed in the v2.0.0 release: use `settings.requests_timeout` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  overpass_settings = _make_overpass_settings()

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/osmnx/_overpass.py:369: FutureWarning: `settings.timeout` is deprecated and will be removed in the v2.0.0 release: use `settings.requests_timeout` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  yield _overpass_request(data={"data": query_str})

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/srai/loaders/osm_way_loader/osm_way_loader.py:237: FutureWarning: The `get_undirected` function is deprecated and will be removed in the v2.0.0 release. Replace it with `convert.to_undirected` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123
  G_undirected = ox.utils_graph.get_undirected(G_directed)

In [8]:

Copied!

ax = gdf_place.plot(color="white", edgecolor="black", figsize=(16, 16))
gdf_edges.plot(ax=ax)
gdf_nodes.plot(ax=ax, marker="o", color="orangered", markersize=2, zorder=2)
ax = gdf_place.plot(color="white", edgecolor="black", figsize=(16, 16))
gdf_edges.plot(ax=ax)
gdf_nodes.plot(ax=ax, marker="o", color="orangered", markersize=2, zorder=2)

Out[8]:

<Axes: >

No description has been provided for this image

In [9]:

Copied!

gdf_nodes
gdf_nodes

Out[9]:

	y	x	street_count	highway	ref	geometry
osmid
95584835	51.083111	17.049513	4	NaN	NaN	POINT (17.04951 51.08311)
95584841	51.084699	17.064367	3	NaN	NaN	POINT (17.06437 51.08470)
95584850	51.083328	17.035057	4	NaN	NaN	POINT (17.03506 51.08333)
95584852	51.083009	17.053573	4	NaN	NaN	POINT (17.05357 51.08301)
95584855	51.083333	17.034685	4	NaN	NaN	POINT (17.03468 51.08333)
...	...	...	...	...	...	...
11835180233	51.127019	17.026674	3	NaN	NaN	POINT (17.02667 51.12702)
11847001497	51.112816	17.025927	2	NaN	NaN	POINT (17.02593 51.11282)
11862288326	51.102394	16.996759	1	NaN	NaN	POINT (16.99676 51.10239)
11933112040	51.141700	17.026245	3	NaN	NaN	POINT (17.02625 51.14170)
11933112041	51.141497	17.025865	3	NaN	NaN	POINT (17.02587 51.14150)

7428 rows × 6 columns

In [10]:

Copied!

gdf_edges
gdf_edges

Out[10]:

	oneway	lanes-1	lanes-2	lanes-3	lanes-4	lanes-5	lanes-6	lanes-7	lanes-8	lanes-9	...	bicycle-official	lit-yes	lit-no	lit-sunset-sunrise	lit-24/7	lit-automatic	lit-disused	lit-limited	lit-interval	geometry
feature_id
0	0	0	1	0	0	0	0	0	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.04951 51.08311, 17.04947 51.083...
1	0	0	1	0	0	0	0	0	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.04951 51.08311, 17.04933 51.083...
2	0	0	1	1	1	0	0	0	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.05357 51.08301, 17.05335 51.082...
3	0	0	0	1	0	0	0	0	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.04960 51.08289, 17.04955 51.083...
4	0	0	0	0	0	0	0	0	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.06450 51.08460, 17.06437 51.08470)
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
10208	0	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.00416 51.15271, 17.00494 51.15272)
10209	0	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.00411 51.15327, 17.00498 51.15326)
10210	0	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.00405 51.15386, 17.00503 51.15378)
10211	0	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	LINESTRING (17.08778 51.07280, 17.08668 51.072...
10212	0	0	1	0	0	0	0	0	0	0	...	0	1	0	0	0	0	0	0	0	LINESTRING (17.02625 51.14170, 17.02618 51.141...

10213 rows × 219 columns