Create etl.py
Browse files
etl.py
ADDED
|
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import duckdb
|
| 2 |
+
import geopandas as gpd
|
| 3 |
+
duckdb.install_extension("httpfs")
|
| 4 |
+
duckdb.load_extension("httpfs")
|
| 5 |
+
duckdb.install_extension("aws")
|
| 6 |
+
duckdb.load_extension("aws")
|
| 7 |
+
duckdb.install_extension("spatial")
|
| 8 |
+
duckdb.load_extension("spatial")
|
| 9 |
+
duckdb.sql("CALL register_geoarrow_extensions()")
|
| 10 |
+
|
| 11 |
+
OVERTURE_MAPS_VERSION = "2025-09-24.0"
|
| 12 |
+
OVERTURE_MAPS_THEME = "buildings"
|
| 13 |
+
OVERTURE_MAPS_TYPE = "building"
|
| 14 |
+
|
| 15 |
+
counties_gdf = (
|
| 16 |
+
gpd.read_file(
|
| 17 |
+
"https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json"
|
| 18 |
+
)
|
| 19 |
+
.astype({"id": "int32", "STATE": "int32"})
|
| 20 |
+
.rename(columns={"id": "fips", "STATE": "state", "NAME": "county_name"})
|
| 21 |
+
)
|
| 22 |
+
md_counties_gdf = counties_gdf[counties_gdf["state"] == 24]
|
| 23 |
+
md_gdf = md_counties_gdf.dissolve(by='state')
|
| 24 |
+
md_polygon = md_gdf.geometry.squeeze()
|
| 25 |
+
minx, miny, maxx, maxy = md_polygon.bounds
|
| 26 |
+
md_wkt = md_polygon.wkt
|
| 27 |
+
query = f"""
|
| 28 |
+
PRAGMA enable_print_progress_bar;
|
| 29 |
+
SET s3_region='us-west-2';
|
| 30 |
+
COPY(
|
| 31 |
+
SELECT
|
| 32 |
+
*
|
| 33 |
+
FROM
|
| 34 |
+
read_parquet('s3://overturemaps-us-west-2/release/{OVERTURE_MAPS_VERSION}/theme={OVERTURE_MAPS_THEME}/type={OVERTURE_MAPS_TYPE}/*', filename=true, hive_partitioning=1)
|
| 35 |
+
WHERE
|
| 36 |
+
bbox.xmin BETWEEN {minx} AND {maxx}
|
| 37 |
+
AND bbox.ymin BETWEEN {miny} AND {maxy}
|
| 38 |
+
AND ST_Intersects(ST_GeomFromText('{md_wkt}'), geometry)
|
| 39 |
+
) TO 'theme={OVERTURE_MAPS_THEME}_type={OVERTURE_MAPS_TYPE}_{OVERTURE_MAPS_VERSION}-MD.parquet' (FORMAT parquet);
|
| 40 |
+
"""
|
| 41 |
+
duckdb.sql(query)
|