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Add test data covering different native (geoarrow-based) encodings (#204
) * Add test data covering different native (geoarrow-based) encodings * Update test_data/generate_test_data.py Co-authored-by: Even Rouault <[email protected]> * fix geometry type * add .csv extension * add null values * rename csv files * add back csv files * properly specify mask when creating the Arrow data --------- Co-authored-by: Even Rouault <[email protected]> Co-authored-by: Chris Holmes <[email protected]>
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"col","geometry" | ||
0,"LINESTRING (30 10, 10 30, 40 40)" | ||
1,"LINESTRING EMPTY" | ||
2, |
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"col","geometry" | ||
0,"MULTILINESTRING ((30 10, 10 30, 40 40))" | ||
1,"MULTILINESTRING ((10 10, 20 20, 10 40), (40 40, 30 30, 40 20, 30 10))" | ||
2,"MULTILINESTRING EMPTY" | ||
3, |
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"col","geometry" | ||
0,"MULTIPOINT ((30 10))" | ||
1,"MULTIPOINT ((10 40), (40 30), (20 20), (30 10))" | ||
2,"MULTIPOINT EMPTY" | ||
3, |
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"col","geometry" | ||
0,"MULTIPOLYGON (((30 10, 40 40, 20 40, 10 20, 30 10)))" | ||
1,"MULTIPOLYGON (((30 20, 45 40, 10 40, 30 20)), ((15 5, 40 10, 10 20, 5 10, 15 5)))" | ||
2,"MULTIPOLYGON (((40 40, 20 45, 45 30, 40 40)), ((20 35, 10 30, 10 10, 30 5, 45 20, 20 35), (30 20, 20 15, 20 25, 30 20)))" | ||
3,"MULTIPOLYGON EMPTY" | ||
4, |
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"col","geometry" | ||
0,"POINT (30 10)" | ||
1,"POINT EMPTY" | ||
2, | ||
3,"POINT (40 40)" |
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"col","geometry" | ||
0,"POLYGON ((30 10, 40 40, 20 40, 10 20, 30 10))" | ||
1,"POLYGON ((35 10, 45 45, 15 40, 10 20, 35 10), (20 30, 35 35, 30 20, 20 30))" | ||
2,"POLYGON EMPTY" | ||
3, |
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""" | ||
Generates example data using pyarrow by running `python generate_test_data.py`. | ||
You can print the metadata with: | ||
.. code-block:: python | ||
>>> import json, pprint, pyarrow.parquet as pq | ||
>>> pprint.pprint(json.loads(pq.read_schema("example.parquet").metadata[b"geo"])) | ||
""" | ||
import json | ||
import pathlib | ||
import copy | ||
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import numpy as np | ||
import pyarrow as pa | ||
import pyarrow.parquet as pq | ||
from pyarrow.csv import write_csv | ||
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from shapely import from_wkt, to_wkb | ||
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HERE = pathlib.Path(__file__).parent | ||
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metadata_template = { | ||
"version": "1.1.0", | ||
"primary_column": "geometry", | ||
"columns": { | ||
"geometry": { | ||
"encoding": "WKB", | ||
"geometry_types": [], | ||
}, | ||
}, | ||
} | ||
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## Various geometry types with WKB and native (GeoArrow-based) encodings | ||
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def write_encoding_files(geometries_wkt, geometries_geoarrow, geometry_type): | ||
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table = pa.table({"col": range(len(geometries_wkt)), "geometry": geometries_wkt}) | ||
write_csv(table, HERE / f"data-{geometry_type.lower()}-wkt.csv") | ||
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# WKB encoding | ||
table = pa.table( | ||
{"col": range(len(geometries_wkt)), "geometry": to_wkb(from_wkt(geometries_wkt))} | ||
) | ||
metadata = copy.deepcopy(metadata_template) | ||
metadata["columns"]["geometry"]["geometry_types"] = [geometry_type] | ||
table = table.replace_schema_metadata({"geo": json.dumps(metadata)}) | ||
pq.write_table(table, HERE / f"data-{geometry_type.lower()}-encoding_wkb.parquet") | ||
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# native (geoarrow) encoding | ||
table = pa.table( | ||
{"col": range(len(geometries_wkt)), "geometry": geometries_geoarrow} | ||
) | ||
metadata["columns"]["geometry"]["encoding"] = geometry_type.lower() | ||
table = table.replace_schema_metadata({"geo": json.dumps(metadata)}) | ||
pq.write_table(table, HERE / f"data-{geometry_type.lower()}-encoding_native.parquet") | ||
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# point | ||
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geometries_wkt = [ | ||
"POINT (30 10)", | ||
"POINT EMPTY", | ||
None, | ||
"POINT (40 40)", | ||
] | ||
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point_type = pa.struct( | ||
[ | ||
pa.field("x", pa.float64(), nullable=False), | ||
pa.field("y", pa.float64(), nullable=False) | ||
] | ||
) | ||
geometries = pa.array( | ||
[(30, 10), (float("nan"), float("nan")), (float("nan"), float("nan")), (40, 40)], | ||
mask=np.array([False, False, True, False]), | ||
type=point_type | ||
) | ||
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write_encoding_files( | ||
geometries_wkt, geometries, geometry_type="Point" | ||
) | ||
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# linestring | ||
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geometries_wkt = [ | ||
"LINESTRING (30 10, 10 30, 40 40)", | ||
"LINESTRING EMPTY", | ||
None | ||
] | ||
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linestring_type = pa.list_(pa.field("vertices", point_type, nullable=False)) | ||
geometries = pa.array( | ||
[[(30, 10), (10, 30), (40, 40)], [], []], | ||
mask=np.array([False, False, True]), | ||
type=linestring_type | ||
) | ||
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write_encoding_files( | ||
geometries_wkt, geometries, geometry_type="LineString" | ||
) | ||
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# polygon | ||
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geometries_wkt = [ | ||
"POLYGON ((30 10, 40 40, 20 40, 10 20, 30 10))", | ||
"POLYGON ((35 10, 45 45, 15 40, 10 20, 35 10), (20 30, 35 35, 30 20, 20 30))", | ||
"POLYGON EMPTY", | ||
None, | ||
] | ||
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polygon_type = pa.list_( | ||
pa.field("rings", pa.list_( | ||
pa.field("vertices", point_type, nullable=False) | ||
), nullable=False) | ||
) | ||
geometries = pa.array( | ||
[ | ||
[[(30, 10), (40, 40), (20, 40), (10, 20), (30, 10)]], | ||
[[(35, 10), (45, 45), (15, 40), (10, 20), (35, 10)], | ||
[(20, 30), (35, 35), (30, 20), (20, 30)]], | ||
[], | ||
[], | ||
], | ||
mask=np.array([False, False, False, True]), | ||
type=polygon_type | ||
) | ||
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write_encoding_files( | ||
geometries_wkt, geometries, geometry_type="Polygon" | ||
) | ||
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# multipoint | ||
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geometries_wkt = [ | ||
"MULTIPOINT ((30 10))", | ||
"MULTIPOINT ((10 40), (40 30), (20 20), (30 10))", | ||
"MULTIPOINT EMPTY", | ||
None, | ||
] | ||
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multipoint_type = pa.list_(pa.field("points", point_type, nullable=False)) | ||
geometries = pa.array( | ||
[ | ||
[(30, 10)], | ||
[(10, 40), (40, 30), (20, 20), (30, 10)], | ||
[], | ||
[], | ||
], | ||
mask=np.array([False, False, False, True]), | ||
type=multipoint_type | ||
) | ||
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write_encoding_files( | ||
geometries_wkt, geometries, geometry_type="MultiPoint" | ||
) | ||
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# multilinestring | ||
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geometries_wkt = [ | ||
"MULTILINESTRING ((30 10, 10 30, 40 40))", | ||
"MULTILINESTRING ((10 10, 20 20, 10 40), (40 40, 30 30, 40 20, 30 10))", | ||
"MULTILINESTRING EMPTY", | ||
None, | ||
] | ||
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multilinestring_type = pa.list_( | ||
pa.field("linestrings", linestring_type, nullable=False) | ||
) | ||
geometries = pa.array( | ||
[ | ||
[[(30, 10), (10, 30), (40, 40)]], | ||
[[(10, 10), (20, 20), (10, 40)], | ||
[(40, 40), (30, 30), (40, 20), (30, 10)]], | ||
[], | ||
[], | ||
], | ||
mask=np.array([False, False, False, True]), | ||
type=multilinestring_type | ||
) | ||
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write_encoding_files( | ||
geometries_wkt, geometries, geometry_type="MultiLineString" | ||
) | ||
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# multipolygon | ||
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geometries_wkt = [ | ||
"MULTIPOLYGON (((30 10, 40 40, 20 40, 10 20, 30 10)))", | ||
"MULTIPOLYGON (((30 20, 45 40, 10 40, 30 20)), ((15 5, 40 10, 10 20, 5 10, 15 5)))", | ||
"MULTIPOLYGON (((40 40, 20 45, 45 30, 40 40)), ((20 35, 10 30, 10 10, 30 5, 45 20, 20 35), (30 20, 20 15, 20 25, 30 20)))", | ||
"MULTIPOLYGON EMPTY", | ||
None, | ||
] | ||
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multipolygon_type = pa.list_(pa.field("polygons", polygon_type, nullable=False)) | ||
geometries = pa.array( | ||
[ | ||
[[[(30, 10), (40, 40), (20, 40), (10, 20), (30, 10)]]], | ||
[[[(30, 20), (45, 40), (10, 40), (30, 20)]], | ||
[[(15, 5), (40, 10), (10, 20), (5, 10), (15, 5)]]], | ||
[[[(40, 40), (20, 45), (45, 30), (40, 40)]], | ||
[[(20, 35), (10, 30), (10, 10), (30, 5), (45, 20), (20, 35)], | ||
[(30, 20), (20, 15), (20, 25), (30, 20)]]], | ||
[], | ||
[], | ||
], | ||
mask=np.array([False, False, False, False, True]), | ||
type=multipolygon_type | ||
) | ||
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write_encoding_files( | ||
geometries_wkt, geometries, geometry_type="MultiPolygon" | ||
) |