Basic introduction to downloading open geospatial data using geowrangler
%reload_ext autoreload
%autoreload 2
import geopandas as gpd
from geowrangler.datasets import geofabrik
regions = geofabrik.list_geofabrik_regions()
# list down regions in asia
{k: v for k, v in regions.items() if "asia" in v}
{'afghanistan': 'https://download.geofabrik.de/asia/afghanistan-latest-free.shp.zip', 'armenia': 'https://download.geofabrik.de/asia/armenia-latest-free.shp.zip', 'azerbaijan': 'https://download.geofabrik.de/asia/azerbaijan-latest-free.shp.zip', 'bangladesh': 'https://download.geofabrik.de/asia/bangladesh-latest-free.shp.zip', 'bhutan': 'https://download.geofabrik.de/asia/bhutan-latest-free.shp.zip', 'cambodia': 'https://download.geofabrik.de/asia/cambodia-latest-free.shp.zip', 'central-zone': 'https://download.geofabrik.de/asia/india/central-zone-latest-free.shp.zip', 'china': 'https://download.geofabrik.de/asia/china-latest-free.shp.zip', 'chubu': 'https://download.geofabrik.de/asia/japan/chubu-latest-free.shp.zip', 'chugoku': 'https://download.geofabrik.de/asia/japan/chugoku-latest-free.shp.zip', 'east-timor': 'https://download.geofabrik.de/asia/east-timor-latest-free.shp.zip', 'eastern-zone': 'https://download.geofabrik.de/asia/india/eastern-zone-latest-free.shp.zip', 'gcc-states': 'https://download.geofabrik.de/asia/gcc-states-latest-free.shp.zip', 'hokkaido': 'https://download.geofabrik.de/asia/japan/hokkaido-latest-free.shp.zip', 'iran': 'https://download.geofabrik.de/asia/iran-latest-free.shp.zip', 'iraq': 'https://download.geofabrik.de/asia/iraq-latest-free.shp.zip', 'israel-and-palestine': 'https://download.geofabrik.de/asia/israel-and-palestine-latest-free.shp.zip', 'java': 'https://download.geofabrik.de/asia/indonesia/java-latest-free.shp.zip', 'jordan': 'https://download.geofabrik.de/asia/jordan-latest-free.shp.zip', 'kalimantan': 'https://download.geofabrik.de/asia/indonesia/kalimantan-latest-free.shp.zip', 'kansai': 'https://download.geofabrik.de/asia/japan/kansai-latest-free.shp.zip', 'kanto': 'https://download.geofabrik.de/asia/japan/kanto-latest-free.shp.zip', 'kazakhstan': 'https://download.geofabrik.de/asia/kazakhstan-latest-free.shp.zip', 'kyrgyzstan': 'https://download.geofabrik.de/asia/kyrgyzstan-latest-free.shp.zip', 'kyushu': 'https://download.geofabrik.de/asia/japan/kyushu-latest-free.shp.zip', 'laos': 'https://download.geofabrik.de/asia/laos-latest-free.shp.zip', 'lebanon': 'https://download.geofabrik.de/asia/lebanon-latest-free.shp.zip', 'malaysia-singapore-brunei': 'https://download.geofabrik.de/asia/malaysia-singapore-brunei-latest-free.shp.zip', 'maldives': 'https://download.geofabrik.de/asia/maldives-latest-free.shp.zip', 'maluku': 'https://download.geofabrik.de/asia/indonesia/maluku-latest-free.shp.zip', 'mongolia': 'https://download.geofabrik.de/asia/mongolia-latest-free.shp.zip', 'myanmar': 'https://download.geofabrik.de/asia/myanmar-latest-free.shp.zip', 'nepal': 'https://download.geofabrik.de/asia/nepal-latest-free.shp.zip', 'north-eastern-zone': 'https://download.geofabrik.de/asia/india/north-eastern-zone-latest-free.shp.zip', 'north-korea': 'https://download.geofabrik.de/asia/north-korea-latest-free.shp.zip', 'northern-zone': 'https://download.geofabrik.de/asia/india/northern-zone-latest-free.shp.zip', 'nusa-tenggara': 'https://download.geofabrik.de/asia/indonesia/nusa-tenggara-latest-free.shp.zip', 'pakistan': 'https://download.geofabrik.de/asia/pakistan-latest-free.shp.zip', 'papua': 'https://download.geofabrik.de/asia/indonesia/papua-latest-free.shp.zip', 'philippines': 'https://download.geofabrik.de/asia/philippines-latest-free.shp.zip', 'shikoku': 'https://download.geofabrik.de/asia/japan/shikoku-latest-free.shp.zip', 'south-korea': 'https://download.geofabrik.de/asia/south-korea-latest-free.shp.zip', 'southern-zone': 'https://download.geofabrik.de/asia/india/southern-zone-latest-free.shp.zip', 'sri-lanka': 'https://download.geofabrik.de/asia/sri-lanka-latest-free.shp.zip', 'sulawesi': 'https://download.geofabrik.de/asia/indonesia/sulawesi-latest-free.shp.zip', 'sumatra': 'https://download.geofabrik.de/asia/indonesia/sumatra-latest-free.shp.zip', 'syria': 'https://download.geofabrik.de/asia/syria-latest-free.shp.zip', 'taiwan': 'https://download.geofabrik.de/asia/taiwan-latest-free.shp.zip', 'tajikistan': 'https://download.geofabrik.de/asia/tajikistan-latest-free.shp.zip', 'thailand': 'https://download.geofabrik.de/asia/thailand-latest-free.shp.zip', 'tohoku': 'https://download.geofabrik.de/asia/japan/tohoku-latest-free.shp.zip', 'turkmenistan': 'https://download.geofabrik.de/asia/turkmenistan-latest-free.shp.zip', 'uzbekistan': 'https://download.geofabrik.de/asia/uzbekistan-latest-free.shp.zip', 'vietnam': 'https://download.geofabrik.de/asia/vietnam-latest-free.shp.zip', 'western-zone': 'https://download.geofabrik.de/asia/india/western-zone-latest-free.shp.zip', 'yemen': 'https://download.geofabrik.de/asia/yemen-latest-free.shp.zip'}
%%time
# no_test
downloaded_file = geofabrik.download_geofabrik_region("laos", "../test_dir")
downloaded_file
2023-02-01 17:00:04.495 | INFO | geowrangler.datasets.utils:urlretrieve:27 - Retrieving https://download.geofabrik.de/asia/laos-latest-free.shp.zip into ../test_dir/laos-latest-free.shp.zip
100.00% [97345536/97341916 00:17<00:00]
CPU times: user 1.58 s, sys: 980 ms, total: 2.56 s Wall time: 18 s
Path('../test_dir/laos-latest-free.shp.zip')
%%time
gdf = gpd.read_file(downloaded_file)
gdf.head()
CPU times: user 19.4 s, sys: 528 ms, total: 19.9 s Wall time: 19.9 s
osm_id | code | fclass | name | type | geometry | |
---|---|---|---|---|---|---|
0 | 36192811 | 1500 | building | Don Chan Palace | None | POLYGON ((102.61392 17.95514, 102.61419 17.955... |
1 | 36195671 | 1500 | building | ຕະຫລາດເຊົ້າ. 早市塲 | None | POLYGON ((102.61382 17.96520, 102.61393 17.965... |
2 | 36195973 | 1500 | building | Mercure Hotel Laotel | None | POLYGON ((102.59386 17.96890, 102.59432 17.968... |
3 | 36784437 | 1500 | building | None | None | POLYGON ((105.79786 15.11905, 105.79838 15.119... |
4 | 37886432 | 1500 | building | Presidential Palace | None | POLYGON ((102.60940 17.96246, 102.60951 17.962... |
You can also list the contents of the zipped shape file as well as load the shape file within it
!unzip -l {downloaded_file.as_posix()}
Archive: ../test_dir/laos-latest-free.shp.zip Length Date Time Name --------- ---------- ----- ---- 647 2023-02-01 09:00 README 6 2023-02-01 09:00 gis_osm_buildings_a_free_1.cpg 68322734 2023-02-01 09:00 gis_osm_buildings_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_buildings_a_free_1.prj 60089724 2023-02-01 09:00 gis_osm_buildings_a_free_1.shp 3312708 2023-02-01 09:00 gis_osm_buildings_a_free_1.shx 6 2023-02-01 09:00 gis_osm_landuse_a_free_1.cpg 2845642 2023-02-01 09:00 gis_osm_landuse_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_landuse_a_free_1.prj 14407732 2023-02-01 09:00 gis_osm_landuse_a_free_1.shp 157092 2023-02-01 09:00 gis_osm_landuse_a_free_1.shx 6 2023-02-01 09:00 gis_osm_natural_a_free_1.cpg 7702 2023-02-01 09:00 gis_osm_natural_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_natural_a_free_1.prj 15556 2023-02-01 09:00 gis_osm_natural_a_free_1.shp 516 2023-02-01 09:00 gis_osm_natural_a_free_1.shx 6 2023-02-01 09:00 gis_osm_natural_free_1.cpg 753872 2023-02-01 09:00 gis_osm_natural_free_1.dbf 144 2023-02-01 09:00 gis_osm_natural_free_1.prj 145644 2023-02-01 09:00 gis_osm_natural_free_1.shp 41684 2023-02-01 09:00 gis_osm_natural_free_1.shx 6 2023-02-01 09:00 gis_osm_places_a_free_1.cpg 26854 2023-02-01 09:00 gis_osm_places_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_places_a_free_1.prj 441004 2023-02-01 09:00 gis_osm_places_a_free_1.shp 1476 2023-02-01 09:00 gis_osm_places_a_free_1.shx 6 2023-02-01 09:00 gis_osm_places_free_1.cpg 1142544 2023-02-01 09:00 gis_osm_places_free_1.dbf 144 2023-02-01 09:00 gis_osm_places_free_1.prj 206460 2023-02-01 09:00 gis_osm_places_free_1.shp 59060 2023-02-01 09:00 gis_osm_places_free_1.shx 6 2023-02-01 09:00 gis_osm_pofw_a_free_1.cpg 39602 2023-02-01 09:00 gis_osm_pofw_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_pofw_a_free_1.prj 49992 2023-02-01 09:00 gis_osm_pofw_a_free_1.shp 2276 2023-02-01 09:00 gis_osm_pofw_a_free_1.shx 6 2023-02-01 09:00 gis_osm_pofw_free_1.cpg 66427 2023-02-01 09:00 gis_osm_pofw_free_1.dbf 144 2023-02-01 09:00 gis_osm_pofw_free_1.prj 12896 2023-02-01 09:00 gis_osm_pofw_free_1.shp 3756 2023-02-01 09:00 gis_osm_pofw_free_1.shx 6 2023-02-01 09:00 gis_osm_pois_a_free_1.cpg 274067 2023-02-01 09:00 gis_osm_pois_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_pois_a_free_1.prj 351936 2023-02-01 09:00 gis_osm_pois_a_free_1.shp 15212 2023-02-01 09:00 gis_osm_pois_a_free_1.shx 6 2023-02-01 09:00 gis_osm_pois_free_1.cpg 1884292 2023-02-01 09:00 gis_osm_pois_free_1.dbf 144 2023-02-01 09:00 gis_osm_pois_free_1.prj 363932 2023-02-01 09:00 gis_osm_pois_free_1.shp 104052 2023-02-01 09:00 gis_osm_pois_free_1.shx 6 2023-02-01 09:00 gis_osm_railways_free_1.cpg 100110 2023-02-01 09:00 gis_osm_railways_free_1.dbf 144 2023-02-01 09:00 gis_osm_railways_free_1.prj 101636 2023-02-01 09:00 gis_osm_railways_free_1.shp 5124 2023-02-01 09:00 gis_osm_railways_free_1.shx 6 2023-02-01 09:00 gis_osm_roads_free_1.cpg 20909019 2023-02-01 09:00 gis_osm_roads_free_1.dbf 144 2023-02-01 09:00 gis_osm_roads_free_1.prj 50224636 2023-02-01 09:00 gis_osm_roads_free_1.shp 914140 2023-02-01 09:00 gis_osm_roads_free_1.shx 6 2023-02-01 09:00 gis_osm_traffic_a_free_1.cpg 102532 2023-02-01 09:00 gis_osm_traffic_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_traffic_a_free_1.prj 131304 2023-02-01 09:00 gis_osm_traffic_a_free_1.shp 5748 2023-02-01 09:00 gis_osm_traffic_a_free_1.shx 6 2023-02-01 09:00 gis_osm_traffic_free_1.cpg 275807 2023-02-01 09:00 gis_osm_traffic_free_1.dbf 144 2023-02-01 09:00 gis_osm_traffic_free_1.prj 53328 2023-02-01 09:00 gis_osm_traffic_free_1.shp 15308 2023-02-01 09:00 gis_osm_traffic_free_1.shx 6 2023-02-01 09:00 gis_osm_transport_a_free_1.cpg 10892 2023-02-01 09:00 gis_osm_transport_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_transport_a_free_1.prj 28840 2023-02-01 09:00 gis_osm_transport_a_free_1.shp 692 2023-02-01 09:00 gis_osm_transport_a_free_1.shx 6 2023-02-01 09:00 gis_osm_transport_free_1.cpg 82522 2023-02-01 09:00 gis_osm_transport_free_1.dbf 144 2023-02-01 09:00 gis_osm_transport_free_1.prj 16004 2023-02-01 09:00 gis_osm_transport_free_1.shp 4644 2023-02-01 09:00 gis_osm_transport_free_1.shx 6 2023-02-01 09:00 gis_osm_water_a_free_1.cpg 979927 2023-02-01 09:00 gis_osm_water_a_free_1.dbf 144 2023-02-01 09:00 gis_osm_water_a_free_1.prj 14026044 2023-02-01 09:00 gis_osm_water_a_free_1.shp 54156 2023-02-01 09:00 gis_osm_water_a_free_1.shx 6 2023-02-01 09:00 gis_osm_waterways_free_1.cpg 1662494 2023-02-01 09:00 gis_osm_waterways_free_1.dbf 144 2023-02-01 09:00 gis_osm_waterways_free_1.prj 14396164 2023-02-01 09:00 gis_osm_waterways_free_1.shp 88756 2023-02-01 09:00 gis_osm_waterways_free_1.shx --------- ------- 259339618 91 files
%%time
gdf2 = gpd.read_file(f"{downloaded_file.as_posix()}!gis_osm_pois_free_1.shp")
CPU times: user 745 ms, sys: 19.4 ms, total: 764 ms Wall time: 773 ms
%%time
download_path = geofabrik.download_osm_region_data("afghanistan")
download_path
2023-02-01 17:00:42.767 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:127 - OSM Data: Cached data available for afghanistan at /home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip? False 2023-02-01 17:00:43.526 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:141 - OSM Data: Re-initializing OSM region zip file at /home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip... 2023-02-01 17:00:43.529 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:148 - OSM Data: Downloading Geofabrik in /home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip... 2023-02-01 17:00:44.247 | INFO | geowrangler.datasets.utils:urlretrieve:27 - Retrieving https://download.geofabrik.de/asia/afghanistan-latest-free.shp.zip into /home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip
100.00% [241524736/241516716 00:39<00:00]
2023-02-01 17:01:23.951 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:159 - OSM Data: Successfully downloaded and cached OSM data for afghanistan at /home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip!
CPU times: user 3.22 s, sys: 1.76 s, total: 4.98 s Wall time: 41.2 s
Path('/home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip')
Downloading it the second time around should be much faster as it only checks if its in the cache and returns the path
%%time
download_path2 = geofabrik.download_osm_region_data("afghanistan")
download_path2
2023-02-01 17:01:23.973 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:127 - OSM Data: Cached data available for afghanistan at /home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip? True
CPU times: user 2.22 ms, sys: 349 µs, total: 2.57 ms Wall time: 2.08 ms
Path('/home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip')
!ls -aldh {download_path2}
-rw-r--r-- 1 butchtm butchtm 231M Feb 1 17:01 /home/butchtm/.cache/geowrangler/osm/afghanistan-latest-free.shp.zip
odm = geofabrik.OsmDataManager()
pois_ph = odm.load_pois("philippines")
2023-02-01 17:01:24.214 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:127 - OSM Data: Cached data available for philippines at /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip? False 2023-02-01 17:01:25.631 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:141 - OSM Data: Re-initializing OSM region zip file at /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip... 2023-02-01 17:01:25.634 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:148 - OSM Data: Downloading Geofabrik in /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip... 2023-02-01 17:01:26.355 | INFO | geowrangler.datasets.utils:urlretrieve:27 - Retrieving https://download.geofabrik.de/asia/philippines-latest-free.shp.zip into /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip
100.08% [1185939456/1185011560 07:39<00:00]
2023-02-01 17:09:06.368 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:159 - OSM Data: Successfully downloaded and cached OSM data for philippines at /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip! 2023-02-01 17:09:06.370 | DEBUG | geowrangler.datasets.geofabrik:load_pois:218 - OSM POIs for philippines being loaded from /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip
pois_ph.head()
osm_id | code | fclass | name | geometry | |
---|---|---|---|---|---|
0 | 21717820 | 2907 | camera_surveillance | None | POINT (121.02120 14.57608) |
1 | 21717872 | 2722 | museum | Ayala Museum | POINT (121.02324 14.55358) |
2 | 24078301 | 2402 | motel | Sogo Grand Hotel | POINT (121.04515 14.56449) |
3 | 24078959 | 2907 | camera_surveillance | None | POINT (121.05945 14.60098) |
4 | 24797511 | 2542 | bicycle_shop | Christine Sports Cycle Marketing | POINT (120.99506 14.55224) |
roads_ph = odm.load_roads("philippines")
2023-02-01 17:09:10.649 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:127 - OSM Data: Cached data available for philippines at /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip? True 2023-02-01 17:09:10.653 | DEBUG | geowrangler.datasets.geofabrik:load_roads:274 - OSM Roads for philippines being loaded from /home/butchtm/.cache/geowrangler/osm/philippines-latest-free.shp.zip
roads_ph.head()
osm_id | code | fclass | name | ref | oneway | maxspeed | layer | bridge | tunnel | geometry | |
---|---|---|---|---|---|---|---|---|---|---|---|
0 | 267 | 5115 | tertiary | Maharlika Street | None | F | 30 | 0 | F | F | LINESTRING (121.05195 14.65011, 121.05209 14.6... |
1 | 2508359 | 5153 | footway | Sagada Mission Compound | None | B | 0 | 0 | F | F | LINESTRING (120.90199 17.08090, 120.90197 17.0... |
2 | 2667097 | 5113 | primary | Taft Avenue | 170 | F | 60 | 0 | F | F | LINESTRING (120.99682 14.55577, 120.99671 14.5... |
3 | 2667099 | 5113 | primary | Lerma Street | 170 | F | 60 | 0 | F | F | LINESTRING (120.98539 14.60460, 120.98545 14.6... |
4 | 2667105 | 5122 | residential | Manalito Street | None | B | 0 | 0 | F | F | LINESTRING (120.99380 14.54125, 120.99497 14.5... |
Loading OSM data from other years
In addition to providing access to the latest OSM shape files, we also provide an optional year
parameter, which allows you to download OSM data from previous years.
Note: The availability of data from previous years is dependent on what geofabrik has made available. Please check the Geofabrik download site for the list of available data
pois_ph = odm.load_pois("philippines", year="2017")
2023-02-01 17:10:30.351 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:127 - OSM Data: Cached data available for philippines at /home/butchtm/.cache/geowrangler/osm/philippines-170101-free.shp.zip? False 2023-02-01 17:10:33.834 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:141 - OSM Data: Re-initializing OSM region zip file at /home/butchtm/.cache/geowrangler/osm/philippines-170101-free.shp.zip... 2023-02-01 17:10:33.838 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:148 - OSM Data: Downloading Geofabrik in /home/butchtm/.cache/geowrangler/osm/philippines-170101-free.shp.zip... 2023-02-01 17:10:35.780 | INFO | geowrangler.datasets.utils:urlretrieve:27 - Retrieving https://download.geofabrik.de/asia/philippines-170101-free.shp.zip into /home/butchtm/.cache/geowrangler/osm/philippines-170101-free.shp.zip
100.25% [412090368/411074511 01:49<00:00]
2023-02-01 17:12:24.933 | INFO | geowrangler.datasets.geofabrik:download_osm_region_data:163 - OSM Data: Successfully downloaded and cached OSM data for philippines and 2017 at /home/butchtm/.cache/geowrangler/osm/philippines-170101-free.shp.zip! 2023-02-01 17:12:24.935 | DEBUG | geowrangler.datasets.geofabrik:load_pois:220 - OSM POIs for philippines and year 2017 being loaded from /home/butchtm/.cache/geowrangler/osm/philippines-170101-free.shp.zip
pois_ph
osm_id | code | fclass | name | geometry | |
---|---|---|---|---|---|
0 | 14401658 | 2742 | viewpoint | East Point | POINT (120.62020 14.38562) |
1 | 14446500 | 2721 | attraction | Intramuros | POINT (120.97533 14.59059) |
2 | 21717872 | 2722 | museum | Ayala Museum | POINT (121.02324 14.55358) |
3 | 24078301 | 2401 | hotel | Sogo Grand Hotel | POINT (121.04515 14.56449) |
4 | 24078959 | 2907 | camera_surveillance | None | POINT (121.05945 14.60098) |
... | ... | ... | ... | ... | ... |
67400 | 4584129489 | 2502 | bakery | Come-on bakery | POINT (123.26424 9.19066) |
67401 | 4584130190 | 2401 | hotel | L-mansion | POINT (121.00280 14.55968) |
67402 | 4584164592 | 2721 | attraction | Lugnason Falls | POINT (123.53406 9.14808) |
67403 | 4584215391 | 2742 | viewpoint | None | POINT (123.53406 9.14804) |
67404 | 4584253097 | 2511 | convenience | Herlyn's Burger House | POINT (120.58250 14.99107) |
67405 rows × 5 columns
import geopandas as gpd
import pandas as pd
from geowrangler.datasets import ookla
ookla_files = ookla.list_ookla_files()
ookla_files
{OoklaQuarter(type='fixed', year='2019', quarter='1'): '2019-01-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2019', quarter='2'): '2019-04-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2019', quarter='3'): '2019-07-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2019', quarter='4'): '2019-10-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2020', quarter='1'): '2020-01-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2020', quarter='2'): '2020-04-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2020', quarter='3'): '2020-07-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2020', quarter='4'): '2020-10-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2021', quarter='1'): '2021-01-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2021', quarter='2'): '2021-04-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2021', quarter='3'): '2021-07-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2021', quarter='4'): '2021-10-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2022', quarter='1'): '2022-01-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2022', quarter='2'): '2022-04-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2022', quarter='3'): '2022-07-01_performance_fixed_tiles.parquet', OoklaQuarter(type='fixed', year='2022', quarter='4'): '2022-10-01_performance_fixed_tiles.parquet', OoklaQuarter(type='mobile', year='2019', quarter='1'): '2019-01-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2019', quarter='2'): '2019-04-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2019', quarter='3'): '2019-07-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2019', quarter='4'): '2019-10-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2020', quarter='1'): '2020-01-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2020', quarter='2'): '2020-04-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2020', quarter='3'): '2020-07-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2020', quarter='4'): '2020-10-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2021', quarter='1'): '2021-01-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2021', quarter='2'): '2021-04-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2021', quarter='3'): '2021-07-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2021', quarter='4'): '2021-10-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2022', quarter='1'): '2022-01-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2022', quarter='2'): '2022-04-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2022', quarter='3'): '2022-07-01_performance_mobile_tiles.parquet', OoklaQuarter(type='mobile', year='2022', quarter='4'): '2022-10-01_performance_mobile_tiles.parquet'}
!mkdir -p ../test_dir
downloaded_file = ookla.download_ookla_file(
type_="fixed", year="2019", quarter="1", directory="../test_dir"
)
downloaded_file
Path('../test_dir/2019-01-01_performance_fixed_tiles.parquet')
df = pd.read_parquet(downloaded_file)
df.head()
quadkey | tile | avg_d_kbps | avg_u_kbps | avg_lat_ms | tests | devices | |
---|---|---|---|---|---|---|---|
0 | 0022133222312322 | POLYGON((-160.02685546875 70.6435894914449, -1... | 8763 | 3646 | 45 | 1 | 1 |
1 | 0022133222330013 | POLYGON((-160.032348632812 70.6399478155463, -... | 9195 | 3347 | 43 | 1 | 1 |
2 | 0022133222330023 | POLYGON((-160.043334960938 70.6363054807905, -... | 6833 | 3788 | 42 | 1 | 1 |
3 | 0022133222330100 | POLYGON((-160.02685546875 70.6417687358462, -1... | 8895 | 3429 | 43 | 2 | 2 |
4 | 0022320121121332 | POLYGON((-166.739501953125 68.3526207780586, -... | 4877 | 935 | 45 | 3 | 2 |