xsar: efficient level 1 sar reader for xarray/dask
xsar is a distributed level 1 SAR file reader designed to write efficient distributed processing algorhitm with xarray and dask.
It currently handles Level-1 Sentinel-1 and Radarsat-2 data in SAFE format, as found on scihub or PEPS.
xsar is as simple to use as the well known xarray.open_dataset : simply give the dataset path, and xsar.open_dataset()
will return an datatree.DataTree:
import xsar
filename = xsar.get_test_file('S1A_IW_GRDH_1SDV_20170907T103020_20170907T103045_018268_01EB76_Z010.SAFE')
sar_ds = xsar.open_dataset(filename)
sar_ds
<xarray.Dataset> Dimensions: (pol: 2, line: 16778, sample: 25187) Coordinates: * pol (pol) object 'VV' 'VH' * line (line) int64 0 1 2 3 4 ... 16774 16775 16776 16777 * sample (sample) int64 0 1 2 3 4 ... 25183 25184 25185 25186 spatial_ref int64 0 Data variables: (12/26) digital_number (pol, line, sample) uint16 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> time (line) datetime64[ns] 2017-09-07T10:30:20.936389120... sampleSpacing float64 10.0 lineSpacing float64 10.0 gamma0_lut (pol, line, sample) float64 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> noise_lut_azi (pol, line, sample) float32 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> ... ... sigma0_raw (pol, line, sample) float64 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> nesz (pol, line, sample) float64 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> gamma0_raw (pol, line, sample) float64 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> negz (pol, line, sample) float64 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> sigma0 (pol, line, sample) float64 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> gamma0 (pol, line, sample) float64 dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray> Attributes: (12/15) name: SENTINEL1_DS:/tmp/S1A_IW_GRDH_1SDV_20170907T103020_201... short_name: SENTINEL1_DS:S1A_IW_GRDH_1SDV_20170907T103020_20170907... product: GRDH safe: S1A_IW_GRDH_1SDV_20170907T103020_20170907T103045_01826... swath: IW multidataset: False ... ... start_date: 2017-09-07 10:30:20.936409 stop_date: 2017-09-07 10:30:45.935264 footprint: POLYGON ((-67.84221143971432 20.72564283093837, -70.22... coverage: 170km * 251km (line * sample ) orbit_pass: Descending platform_heading: -167.7668824808032
- pol: 2
- line: 16778
- sample: 25187
- pol(pol)object'VV' 'VH'
- comment :
- ordered polarizations (copol, crosspol)
array(['VV', 'VH'], dtype=object)
- line(line)int640 1 2 3 ... 16774 16775 16776 16777
- units :
- 1
- comment :
- azimuth direction, in pixels from full resolution tiff
- axis :
- Y
array([ 0, 1, 2, ..., 16775, 16776, 16777])
- sample(sample)int640 1 2 3 ... 25183 25184 25185 25186
- units :
- 1
- comment :
- cross track direction, in pixels from full resolution tiff
- axis :
- X
array([ 0, 1, 2, ..., 25184, 25185, 25186])
- spatial_ref()int640
- crs_wkt :
- GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]
- semi_major_axis :
- 6378137.0
- semi_minor_axis :
- 6356752.314245179
- inverse_flattening :
- 298.257223563
- reference_ellipsoid_name :
- WGS 84
- longitude_of_prime_meridian :
- 0.0
- prime_meridian_name :
- Greenwich
- geographic_crs_name :
- WGS 84
- grid_mapping_name :
- latitude_longitude
- spatial_ref :
- GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]
- gcps :
- {'type': 'FeatureCollection', 'features': [{'type': 'Feature', 'properties': {'id': '535ce3b9-e33f-47a7-96de-94be01bd774f', 'info': None, 'row': 0, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.84221143971432, 20.72564283093837, 0]}}, {'type': 'Feature', 'properties': {'id': '79c7d280-b16b-4f66-88b2-08762b2a705d', 'info': None, 'row': 0, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-67.96092941876333, 20.74753608381265, 0]}}, {'type': 'Feature', 'properties': {'id': '196ed81f-8fb8-4a34-8369-7f645c71bfa7', 'info': None, 'row': 0, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.07968147044886, 20.76934739625836, 0]}}, {'type': 'Feature', 'properties': {'id': '997aa8de-522e-4171-9e34-6b1e4a981c7a', 'info': None, 'row': 0, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.1984675169887, 20.79107665281802, 0]}}, {'type': 'Feature', 'properties': {'id': '44fc535f-20ef-4e85-862e-3d3b6baf21aa', 'info': None, 'row': 0, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.31728747934562, 20.8127237382445, 0]}}, {'type': 'Feature', 'properties': {'id': '1da5b208-407d-4ee9-925e-6521d4365999', 'info': None, 'row': 0, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.43614127763558, 20.83428853757724, 0]}}, {'type': 'Feature', 'properties': {'id': 'e5fbf8cb-b16e-4ecb-aa82-3c61cdd26379', 'info': None, 'row': 0, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.55502883125679, 20.85577093616665, 0]}}, {'type': 'Feature', 'properties': {'id': '34096c8e-9755-4288-8233-65c53a52c19f', 'info': None, 'row': 0, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.67395005889541, 20.87717081967586, 0]}}, {'type': 'Feature', 'properties': {'id': 'e7d509d7-6188-4e48-b92d-d3ff1173c6fc', 'info': None, 'row': 0, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.79290487849737, 20.8984880740764, 0]}}, {'type': 'Feature', 'properties': {'id': '8207fab3-3f97-4537-af61-23eb2f3c1cb0', 'info': None, 'row': 0, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-68.91189320724756, 20.91972258564552, 0]}}, {'type': 'Feature', 'properties': {'id': '43ca7338-4163-4f97-b88d-d81e211dec4d', 'info': None, 'row': 0, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.03091496157127, 20.94087424096769, 0]}}, {'type': 'Feature', 'properties': {'id': 'bb40a172-fb76-432c-a263-956166d97da9', 'info': None, 'row': 0, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.14997005715419, 20.96194292693941, 0]}}, {'type': 'Feature', 'properties': {'id': '7f399750-9b31-41ba-9158-f0c5a681dcab', 'info': None, 'row': 0, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.26905840896954, 20.98292853077525, 0]}}, {'type': 'Feature', 'properties': {'id': '061b87b0-0ece-44f8-926c-76f70b34fbb0', 'info': None, 'row': 0, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.38817993130026, 21.00383094001312, 0]}}, {'type': 'Feature', 'properties': {'id': '851f8c2b-c9f1-4137-8b58-496bd2cbd114', 'info': None, 'row': 0, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.507334537746, 21.02465004251668, 0]}}, {'type': 'Feature', 'properties': {'id': '11b73fef-90e6-4c6d-b24e-e43ceecf4252', 'info': None, 'row': 0, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.62652214121276, 21.045385726475, 0]}}, {'type': 'Feature', 'properties': {'id': 'ebcfc113-d99a-4015-bf3c-dea47c23677b', 'info': None, 'row': 0, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.74574265389045, 21.06603788040005, 0]}}, {'type': 'Feature', 'properties': {'id': 'a3114da0-e3c0-44bd-a77a-1de3286c6d95', 'info': None, 'row': 0, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.86499598723563, 21.08660639312539, 0]}}, {'type': 'Feature', 'properties': {'id': '54283b35-e54b-4420-a600-38157e759c97', 'info': None, 'row': 0, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-69.98428205198717, 21.10709115381055, 0]}}, {'type': 'Feature', 'properties': {'id': '50b6176d-bcbf-4b39-9546-19fa257883fc', 'info': None, 'row': 0, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.10360075825578, 21.12749205195801, 0]}}, {'type': 'Feature', 'properties': {'id': '793ee4b7-515a-4e4d-afd3-752a65918de1', 'info': None, 'row': 839, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.85806443823189, 20.650115616538965, 0]}}, {'type': 'Feature', 'properties': {'id': '1ed92ece-9655-424e-9b37-b4b71ed7dfb6', 'info': None, 'row': 839, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-67.97672281896514, 20.67201392342735, 0]}}, {'type': 'Feature', 'properties': {'id': 'c3c63486-f3bc-4393-a79a-9dfa758f294c', 'info': None, 'row': 839, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.09541512816047, 20.693830615034493, 0]}}, {'type': 'Feature', 'properties': {'id': '8f0b91bf-a574-4087-9346-e9060436e164', 'info': None, 'row': 839, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.21414128897408, 20.71556557614598, 0]}}, {'type': 'Feature', 'properties': {'id': 'ec1cc023-bf61-4634-ad08-da832d6f0b51', 'info': None, 'row': 839, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.33290122330864, 20.737218691754904, 0]}}, {'type': 'Feature', 'properties': {'id': 'cf94081a-d3f4-4c89-b214-e93163d5dd51', 'info': None, 'row': 839, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.45169485222746, 20.758789847139333, 0]}}, {'type': 'Feature', 'properties': {'id': 'dd3bc321-df73-41f3-a54d-caec5798a6c6', 'info': None, 'row': 839, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.5705220960855, 20.78027892788695, 0]}}, {'type': 'Feature', 'properties': {'id': 'e3f48d02-8e2a-4fa3-8de7-00ba5c40d8f1', 'info': None, 'row': 839, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.68938287453446, 20.80168581989671, 0]}}, {'type': 'Feature', 'properties': {'id': '676b81f3-e3c9-47da-aa63-33dfe70a5671', 'info': None, 'row': 839, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.80827710649314, 20.823010409374252, 0]}}, {'type': 'Feature', 'properties': {'id': 'fc9ee27a-dedb-4860-9e5f-a35f0c976dc3', 'info': None, 'row': 839, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-68.92720471012481, 20.844252582828823, 0]}}, {'type': 'Feature', 'properties': {'id': 'd569702e-f4b6-4d8d-9a38-60d776588528', 'info': None, 'row': 839, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.04616560283756, 20.8654122270746, 0]}}, {'type': 'Feature', 'properties': {'id': '4aa3579b-b882-4a1b-a188-804be66b610a', 'info': None, 'row': 839, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.16515970130321, 20.886489229235274, 0]}}, {'type': 'Feature', 'properties': {'id': '03083809-ed51-418e-9fec-179b7e05ba2e', 'info': None, 'row': 839, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.28418692148495, 20.907483476750205, 0]}}, {'type': 'Feature', 'properties': {'id': 'a5cc1fac-907c-4cb7-a696-7ba263000923', 'info': None, 'row': 839, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.40324717865997, 20.928394857379743, 0]}}, {'type': 'Feature', 'properties': {'id': '70ce903f-9573-4d7b-959a-4b278e2397a5', 'info': None, 'row': 839, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.52234038742759, 20.94922325920785, 0]}}, {'type': 'Feature', 'properties': {'id': '2491fdd3-d593-40a0-8940-dcd7dcfeba5e', 'info': None, 'row': 839, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.64146646169976, 20.96996857064186, 0]}}, {'type': 'Feature', 'properties': {'id': '8cb988c1-c597-453b-835e-6081f169c1fa', 'info': None, 'row': 839, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.76062531467866, 20.990630680409993, 0]}}, {'type': 'Feature', 'properties': {'id': 'c9b770b3-cd64-4ed9-8560-269d50ef2ad8', 'info': None, 'row': 839, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.87981685883818, 21.011209477559767, 0]}}, {'type': 'Feature', 'properties': {'id': 'd25b0907-c95f-4457-b767-09143e76ad22', 'info': None, 'row': 839, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-69.99904100593565, 21.03170485146173, 0]}}, {'type': 'Feature', 'properties': {'id': 'd9e1a858-5b3f-43e7-946b-b07209a4972c', 'info': None, 'row': 839, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.11829766709418, 21.052116691825205, 0]}}, {'type': 'Feature', 'properties': {'id': '79dd526d-fddf-4782-b4b2-1c6c516581cb', 'info': None, 'row': 1678, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.87391743674947, 20.57458840213956, 0]}}, {'type': 'Feature', 'properties': {'id': 'e6f714c6-f8c9-4137-8871-c5180f8e3658', 'info': None, 'row': 1678, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-67.99251621916696, 20.59649176304205, 0]}}, {'type': 'Feature', 'properties': {'id': '7ae2de96-10d4-495a-9e88-2dcd5ef7f8b0', 'info': None, 'row': 1678, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.11114878587209, 20.618313833810628, 0]}}, {'type': 'Feature', 'properties': {'id': 'b31ac09b-f945-4266-a348-6671d2651da3', 'info': None, 'row': 1678, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.22981506095947, 20.64005449947394, 0]}}, {'type': 'Feature', 'properties': {'id': '478417c8-6a79-4771-ae7d-60eae5ecf63a', 'info': None, 'row': 1678, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.34851496727164, 20.661713645265312, 0]}}, {'type': 'Feature', 'properties': {'id': 'fe0e759e-934b-447d-a9b5-03e1ccf1161b', 'info': None, 'row': 1678, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.46724842681935, 20.683291156701426, 0]}}, {'type': 'Feature', 'properties': {'id': '23df5378-64a8-4028-ab01-55f39067ef9a', 'info': None, 'row': 1678, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.58601536091422, 20.70478691960725, 0]}}, {'type': 'Feature', 'properties': {'id': 'b646c7c8-c33e-4b42-b751-e16928c909d6', 'info': None, 'row': 1678, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.7048156901735, 20.726200820117562, 0]}}, {'type': 'Feature', 'properties': {'id': '17657cb2-478a-46d1-92e6-42f3e0114d40', 'info': None, 'row': 1678, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.8236493344889, 20.747532744672103, 0]}}, {'type': 'Feature', 'properties': {'id': 'f23bf3d4-018a-456b-99ad-4c986d8e703a', 'info': None, 'row': 1678, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-68.9425162130021, 20.768782580012125, 0]}}, {'type': 'Feature', 'properties': {'id': 'baabaf5f-e8da-4681-944b-4f2fc20f06ea', 'info': None, 'row': 1678, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.06141624410385, 20.789950213181513, 0]}}, {'type': 'Feature', 'properties': {'id': '05b6d9b4-b371-4429-98a5-5a58a44b06dd', 'info': None, 'row': 1678, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.18034934545224, 20.811035531531132, 0]}}, {'type': 'Feature', 'properties': {'id': '7543f7ab-2b0b-4b90-b1e8-8ad220770fd8', 'info': None, 'row': 1678, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.29931543400036, 20.832038422725162, 0]}}, {'type': 'Feature', 'properties': {'id': '3b676e6f-a9dc-4dd5-a84c-775ca0b4b757', 'info': None, 'row': 1678, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.41831442601969, 20.85295877474637, 0]}}, {'type': 'Feature', 'properties': {'id': 'cb5a99aa-ea17-406e-9874-dbf7181f3bcb', 'info': None, 'row': 1678, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.53734623710919, 20.873796475899024, 0]}}, {'type': 'Feature', 'properties': {'id': '2628c604-b8f4-4897-ac4a-fb41496c013f', 'info': None, 'row': 1678, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.65641078218675, 20.89455141480872, 0]}}, {'type': 'Feature', 'properties': {'id': '87707dc1-28e6-4adf-9ad1-89024341e5a1', 'info': None, 'row': 1678, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.77550797546688, 20.915223480419932, 0]}}, {'type': 'Feature', 'properties': {'id': 'b7c0b308-a15a-4c14-95ce-a85204a73648', 'info': None, 'row': 1678, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.89463773044073, 20.935812561994144, 0]}}, {'type': 'Feature', 'properties': {'id': '51400fc1-a63c-48b2-bac8-722002244e63', 'info': None, 'row': 1678, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.01379995988415, 20.956318549112908, 0]}}, {'type': 'Feature', 'properties': {'id': 'd68a207a-5e97-409e-aba7-561e042e61e6', 'info': None, 'row': 1678, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.1329945759326, 20.976741331692402, 0]}}, {'type': 'Feature', 'properties': {'id': '5f58de63-097c-43d8-a81d-045182e00e34', 'info': None, 'row': 2517, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.88976314975903, 20.499059804278417, 0]}}, {'type': 'Feature', 'properties': {'id': 'b35a18d2-4fc5-4344-9269-1ddf755135c0', 'info': None, 'row': 2517, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.0083027060493, 20.520968246424847, 0]}}, {'type': 'Feature', 'properties': {'id': '99f57f7f-c251-4dfd-9158-da72542b088d', 'info': None, 'row': 2517, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.12687590287601, 20.542795723129228, 0]}}, {'type': 'Feature', 'properties': {'id': '1f10342e-7b2b-4740-ba73-caf31c08df23', 'info': None, 'row': 2517, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.24548266525997, 20.56454211966057, 0]}}, {'type': 'Feature', 'properties': {'id': '8df5ce4e-4918-4028-8485-af7942f0038a', 'info': None, 'row': 2517, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.36412291698122, 20.586207321491585, 0]}}, {'type': 'Feature', 'properties': {'id': 'fd848b3a-31e8-4e7e-b81b-7d9b4e93f4a4', 'info': None, 'row': 2517, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.48279658099612, 20.607791214376846, 0]}}, {'type': 'Feature', 'properties': {'id': '1ef0044e-548c-4d82-a356-d731cf3e5e3e', 'info': None, 'row': 2517, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.60150357956825, 20.629293684377327, 0]}}, {'type': 'Feature', 'properties': {'id': '72292e03-e297-4779-984d-ccb42cfe78d6', 'info': None, 'row': 2517, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.7202438342721, 20.650714617861748, 0]}}, {'type': 'Feature', 'properties': {'id': 'fa9525c7-bd24-46da-bedb-ea6230137852', 'info': None, 'row': 2517, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.83901726596122, 20.672053901501616, 0]}}, {'type': 'Feature', 'properties': {'id': '66853c30-d729-4590-9ed3-db6161c0995d', 'info': None, 'row': 2517, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-68.95782379474403, 20.693311422267765, 0]}}, {'type': 'Feature', 'properties': {'id': '36470077-ac64-447a-9d41-f1ed9ac46432', 'info': None, 'row': 2517, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.07666333998287, 20.714487067431456, 0]}}, {'type': 'Feature', 'properties': {'id': '7a16b491-cedd-45bc-a5ee-316b423a6fe6', 'info': None, 'row': 2517, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.19553582031259, 20.735580724568827, 0]}}, {'type': 'Feature', 'properties': {'id': 'fe16e181-a8de-4a97-af32-08904f121ca2', 'info': None, 'row': 2517, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.31444115366864, 20.756592281567244, 0]}}, {'type': 'Feature', 'properties': {'id': 'f8580dbe-44e6-4e5b-895e-b5c805ab02b1', 'info': None, 'row': 2517, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.43337925731072, 20.777521626630598, 0]}}, {'type': 'Feature', 'properties': {'id': '7dd7b379-fd0c-4a44-934b-7eb22f4fad1b', 'info': None, 'row': 2517, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.55235004783184, 20.79836864828225, 0]}}, {'type': 'Feature', 'properties': {'id': '3c04a5ee-b953-404d-bdec-7b46e38421f4', 'info': None, 'row': 2517, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.6713534411495, 20.819133235364745, 0]}}, {'type': 'Feature', 'properties': {'id': 'ecc361e5-de36-413c-923e-8e20ea0db73b', 'info': None, 'row': 2517, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.79038935248282, 20.83981527703728, 0]}}, {'type': 'Feature', 'properties': {'id': 'ac30a6be-e1f3-450c-8f2f-2a4f839b5a31', 'info': None, 'row': 2517, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.90945769633136, 20.860414662773586, 0]}}, {'type': 'Feature', 'properties': {'id': '2d12dcd2-a13f-4965-925a-b50ac8ff027f', 'info': None, 'row': 2517, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.02855838648124, 20.880931282364664, 0]}}, {'type': 'Feature', 'properties': {'id': '4a6e2dd5-9756-42ba-aabc-ffa3da7bfaeb', 'info': None, 'row': 2517, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.14769133607751, 20.90136502593291, 0]}}, {'type': 'Feature', 'properties': {'id': 'd29b72aa-8510-47c3-b666-13622472e31e', 'info': None, 'row': 3356, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.90560399610716, 20.423530282275827, 0]}}, {'type': 'Feature', 'properties': {'id': '8099ad79-66a3-4934-aaa4-2ed32cf5c200', 'info': None, 'row': 3356, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.02408457488922, 20.445443823855516, 0]}}, {'type': 'Feature', 'properties': {'id': 'c1326f7f-1e5a-4d6e-8088-b8f9d0696505', 'info': None, 'row': 3356, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.14259865073917, 20.46727672438076, 0]}}, {'type': 'Feature', 'properties': {'id': 'e7434809-09c3-4916-aae7-cb3cd241b87a', 'info': None, 'row': 3356, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.26114614959602, 20.48902886935915, 0]}}, {'type': 'Feature', 'properties': {'id': '14390076-9244-449c-a40c-af6dca611652', 'info': None, 'row': 3356, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.37972699617556, 20.510700144502216, 0]}}, {'type': 'Feature', 'properties': {'id': '47f86a27-9843-4a86-ac08-c9771028e015', 'info': None, 'row': 3356, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.4983411143787, 20.532290435801922, 0]}}, {'type': 'Feature', 'properties': {'id': 'dd8d969d-92a3-48c6-b2af-c0dde4a128a1', 'info': None, 'row': 3356, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.61698842741774, 20.55379962955441, 0]}}, {'type': 'Feature', 'properties': {'id': 'b52a80a3-716b-4e69-ae41-fbbd2e918749', 'info': None, 'row': 3356, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.73566885781878, 20.57522761236108, 0]}}, {'type': 'Feature', 'properties': {'id': '646b6ed6-5c51-4fca-ac3d-8aa9f189c035', 'info': None, 'row': 3356, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.85438232739004, 20.596574271123643, 0]}}, {'type': 'Feature', 'properties': {'id': '628b39d6-1742-4618-a1c6-986078ed7693', 'info': None, 'row': 3356, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-68.97312875719877, 20.617839493040897, 0]}}, {'type': 'Feature', 'properties': {'id': '167cdd1f-f989-487d-9ffb-ec193ed50884', 'info': None, 'row': 3356, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.09190806757137, 20.639023165609938, 0]}}, {'type': 'Feature', 'properties': {'id': '63947587-f88a-4bb3-91bc-99a6b1ac2855', 'info': None, 'row': 3356, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.21072017811326, 20.660125176630885, 0]}}, {'type': 'Feature', 'properties': {'id': '6d53f7ec-0de4-4c4a-8efd-d32e6a263be4', 'info': None, 'row': 3356, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.32956500773726, 20.681145414213212, 0]}}, {'type': 'Feature', 'properties': {'id': 'ed18f138-3049-411b-b69d-dc399fd4ad52', 'info': None, 'row': 3356, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.4484424746871, 20.702083766781058, 0]}}, {'type': 'Feature', 'properties': {'id': '724f3187-d3a9-4938-810e-02d14c12b7ba', 'info': None, 'row': 3356, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.56735249654612, 20.722940123076068, 0]}}, {'type': 'Feature', 'properties': {'id': '263ba8cd-2032-4ff0-9dbd-6a9ae39e302b', 'info': None, 'row': 3356, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.68629499022725, 20.74371437215687, 0]}}, {'type': 'Feature', 'properties': {'id': 'c63ea423-531a-495e-b5b2-c3572dc18631', 'info': None, 'row': 3356, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.8052698719491, 20.764406403396357, 0]}}, {'type': 'Feature', 'properties': {'id': '1a51a702-42ef-439f-82f0-c3ff2e62ac1e', 'info': None, 'row': 3356, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.92427705721359, 20.78501610647935, 0]}}, {'type': 'Feature', 'properties': {'id': '7f311d92-2c69-4d5d-832a-0cd2423aca8a', 'info': None, 'row': 3356, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.04331646081174, 20.805543371405278, 0]}}, {'type': 'Feature', 'properties': {'id': '2f85610b-1cda-4868-838e-391c6e7a1116', 'info': None, 'row': 3356, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.16238799689634, 20.825988088502317, 0]}}, {'type': 'Feature', 'properties': {'id': 'e9a07cfe-5942-4326-8629-dc4376e70145', 'info': None, 'row': 4195, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.92144247276931, 20.348000306467906, 0]}}, {'type': 'Feature', 'properties': {'id': '21a1b2be-c6b1-461c-bf1c-bd12faed4057', 'info': None, 'row': 4195, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.03986419695127, 20.369918956458623, 0]}}, {'type': 'Feature', 'properties': {'id': 'c5ec4af2-052f-497f-bea4-45fafb41cbf7', 'info': None, 'row': 4195, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.1583192748702, 20.391757289632846, 0]}}, {'type': 'Feature', 'properties': {'id': 'b932bfc7-5946-4e97-961d-b7bf204146a0', 'info': None, 'row': 4195, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.27680763338697, 20.413515191737275, 0]}}, {'type': 'Feature', 'properties': {'id': 'dc38a153-e001-47b5-b4e0-2a396e8ee055', 'info': None, 'row': 4195, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.3953291981501, 20.435192548721556, 0]}}, {'type': 'Feature', 'properties': {'id': '9a81d008-a16d-465b-b915-c35ca950412d', 'info': None, 'row': 4195, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.51388389399989, 20.456789246813955, 0]}}, {'type': 'Feature', 'properties': {'id': 'ef7c9e52-6a49-4e31-b790-f162a451eeec', 'info': None, 'row': 4195, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.6324716450928, 20.478305172544818, 0]}}, {'type': 'Feature', 'properties': {'id': '1ae4c494-fb3f-447d-ba5b-9be5f775951d', 'info': None, 'row': 4195, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.75109237490334, 20.499740212747525, 0]}}, {'type': 'Feature', 'properties': {'id': 'f8606235-decb-4162-ba10-3b547d7d2481', 'info': None, 'row': 4195, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.86974600619232, 20.521094254553514, 0]}}, {'type': 'Feature', 'properties': {'id': 'ed07b4a9-5b9a-428c-b505-6b1e98d2d6d9', 'info': None, 'row': 4195, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-68.9884324609847, 20.542367185389224, 0]}}, {'type': 'Feature', 'properties': {'id': '64295ad1-1df3-4be1-aa5f-25cb0456b65c', 'info': None, 'row': 4195, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.10715166056978, 20.56355889297726, 0]}}, {'type': 'Feature', 'properties': {'id': 'e0c87147-f7e3-423e-ba91-2e04053ea18f', 'info': None, 'row': 4195, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.22590352552187, 20.584669265341326, 0]}}, {'type': 'Feature', 'properties': {'id': '42ed6fdc-cc1a-485e-abdc-7d3aa1eb471c', 'info': None, 'row': 4195, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.34468797572848, 20.605698190812447, 0]}}, {'type': 'Feature', 'properties': {'id': '6fe0dc91-20ea-498c-b425-fde7e1f8ebe8', 'info': None, 'row': 4195, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.46350493041392, 20.6266455580343, 0]}}, {'type': 'Feature', 'properties': {'id': '255d45e1-dbf2-4e37-9218-006f1057d7de', 'info': None, 'row': 4195, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.58235430814759, 20.64751125596598, 0]}}, {'type': 'Feature', 'properties': {'id': '0763d66e-c8d4-48db-9c6c-80183b200d5e', 'info': None, 'row': 4195, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.70123602683327, 20.668295173881322, 0]}}, {'type': 'Feature', 'properties': {'id': '71adabca-cb14-4da5-b4e3-ae2c4af8b701', 'info': None, 'row': 4195, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.82015000368492, 20.68899720136614, 0]}}, {'type': 'Feature', 'properties': {'id': '12e75532-2b17-4c62-98df-8e513793ed9a', 'info': None, 'row': 4195, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.93909615520377, 20.709617228315743, 0]}}, {'type': 'Feature', 'properties': {'id': 'e99d03bc-c4cd-44ad-8244-7f142c960427', 'info': None, 'row': 4195, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.05807439718413, 20.73015514493768, 0]}}, {'type': 'Feature', 'properties': {'id': 'd9a6c793-615f-4856-a858-68d03516f75c', 'info': None, 'row': 4195, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.17708464478649, 20.75061084176587, 0]}}, {'type': 'Feature', 'properties': {'id': '34526561-b3b0-448c-b21b-ae84e88397e3', 'info': None, 'row': 5034, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.93727141392864, 20.272468504569083, 0]}}, {'type': 'Feature', 'properties': {'id': '4b19caf7-16f9-4863-bc48-85aa691451f8', 'info': None, 'row': 5034, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.05563477808681, 20.294392299096927, 0]}}, {'type': 'Feature', 'properties': {'id': '15279cab-15e7-4329-841c-bdf98f5dea8e', 'info': None, 'row': 5034, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.1740313532049, 20.31623610044403, 0]}}, {'type': 'Feature', 'properties': {'id': 'aebd416b-348b-4f3c-80cb-d86a9c8e68ea', 'info': None, 'row': 5034, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.29246106708037, 20.337999794598378, 0]}}, {'type': 'Feature', 'properties': {'id': '6153e514-55a5-4a8f-9db5-314f275f0098', 'info': None, 'row': 5034, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.41092384628206, 20.359683267744792, 0]}}, {'type': 'Feature', 'properties': {'id': '984a164b-2808-4ab3-857b-a51e54a5cc24', 'info': None, 'row': 5034, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.52941961656927, 20.381286406343552, 0]}}, {'type': 'Feature', 'properties': {'id': '5627c6f8-7b00-4b93-9109-8824172b9f55', 'info': None, 'row': 5034, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.64794830302412, 20.402809097155327, 0]}}, {'type': 'Feature', 'properties': {'id': 'bedbbd35-2189-4d64-b143-815db03ad6ce', 'info': None, 'row': 5034, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.76650983005638, 20.424251227242593, 0]}}, {'type': 'Feature', 'properties': {'id': '10feaef5-0240-4548-8fa4-0593fbecd322', 'info': None, 'row': 5034, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.88510412137174, 20.44561268396466, 0]}}, {'type': 'Feature', 'properties': {'id': '03d0fbb5-0c85-47e2-85e7-de0b031071fb', 'info': None, 'row': 5034, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.00373109994779, 20.466893354974232, 0]}}, {'type': 'Feature', 'properties': {'id': 'd7b8e46d-571f-4e0b-98cc-5fd5630e8205', 'info': None, 'row': 5034, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.12239068803217, 20.48809312821823, 0]}}, {'type': 'Feature', 'properties': {'id': '16401ca3-f863-438e-ae9a-c956fedb546e', 'info': None, 'row': 5034, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.2410828071612, 20.50921189194227, 0]}}, {'type': 'Feature', 'properties': {'id': 'd08f5c80-c4d7-4032-8be7-36799f967d53', 'info': None, 'row': 5034, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.35980737818679, 20.530249534696708, 0]}}, {'type': 'Feature', 'properties': {'id': '7899617f-f151-4fde-b33a-b28b295fcc7a', 'info': None, 'row': 5034, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.47856432129953, 20.55120594534187, 0]}}, {'type': 'Feature', 'properties': {'id': '08e8cb4e-56b6-4926-a53f-31a295bf9de7', 'info': None, 'row': 5034, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.59735355603763, 20.57208101305094, 0]}}, {'type': 'Feature', 'properties': {'id': 'be47b115-ad77-4a82-bba9-f8b0ecbb7fa5', 'info': None, 'row': 5034, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.71617500127762, 20.592874627309506, 0]}}, {'type': 'Feature', 'properties': {'id': '2d3653fe-4f2c-4cf1-b9fb-0db2d133e28f', 'info': None, 'row': 5034, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.83502857521205, 20.61358667791312, 0]}}, {'type': 'Feature', 'properties': {'id': '853e75c7-9f5b-4b49-8661-d7e27286e198', 'info': None, 'row': 5034, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.95391419532896, 20.634217054965227, 0]}}, {'type': 'Feature', 'properties': {'id': '9610395d-e659-4ccf-b038-83004cec45e0', 'info': None, 'row': 5034, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.07283177841958, 20.65476564888018, 0]}}, {'type': 'Feature', 'properties': {'id': '1411e95c-0756-46fe-a7aa-177bac01b50d', 'info': None, 'row': 5034, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.19178124065229, 20.675232350397522, 0]}}, {'type': 'Feature', 'properties': {'id': 'fc82ecd8-d110-4637-a438-3c7c4742b218', 'info': None, 'row': 5873, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.95310035508795, 20.196936702670264, 0]}}, {'type': 'Feature', 'properties': {'id': 'f776d256-5c4a-42ba-9cf6-fa9f33d9fb15', 'info': None, 'row': 5873, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.07140535922238, 20.218865641735228, 0]}}, {'type': 'Feature', 'properties': {'id': 'ba27bd9b-7722-4e0c-8bf0-3a07410257f3', 'info': None, 'row': 5873, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.18974343153957, 20.24071491125521, 0]}}, {'type': 'Feature', 'properties': {'id': '82005f59-855e-4ff6-8ef9-23f522c807ab', 'info': None, 'row': 5873, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.30811450077377, 20.262484397459477, 0]}}, {'type': 'Feature', 'properties': {'id': 'abe1e572-1914-4332-be1c-99ac8d87aa19', 'info': None, 'row': 5873, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.42651849441404, 20.28417398676803, 0]}}, {'type': 'Feature', 'properties': {'id': 'ec47ac15-a380-4520-89f0-f8f1d31de5c2', 'info': None, 'row': 5873, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.54495533913862, 20.305783565873153, 0]}}, {'type': 'Feature', 'properties': {'id': 'd59c3a8a-da8a-4912-9100-a2fc85c2e35c', 'info': None, 'row': 5873, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.66342496095542, 20.32731302176584, 0]}}, {'type': 'Feature', 'properties': {'id': '23c087cf-7674-48fa-a9da-2cdc9fa6eea2', 'info': None, 'row': 5873, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.7819272852094, 20.34876224173766, 0]}}, {'type': 'Feature', 'properties': {'id': 'cfa93cda-2ccd-4fd8-bb1b-40236f02caf8', 'info': None, 'row': 5873, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.90046223655116, 20.370131113375802, 0]}}, {'type': 'Feature', 'properties': {'id': '81b3fbda-d29d-4073-b48b-5377f2390cc4', 'info': None, 'row': 5873, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.01902973891086, 20.391419524559247, 0]}}, {'type': 'Feature', 'properties': {'id': '67e68169-fc4d-4d67-8b4e-e4a8ada4205c', 'info': None, 'row': 5873, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.13762971549454, 20.412627363459205, 0]}}, {'type': 'Feature', 'properties': {'id': '08efe7e9-5a0e-47c2-833c-4b83b39e2c66', 'info': None, 'row': 5873, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.25626208880054, 20.433754518543218, 0]}}, {'type': 'Feature', 'properties': {'id': '8041bc57-571b-48fa-9775-3060499bf975', 'info': None, 'row': 5873, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.37492678064508, 20.45480087858097, 0]}}, {'type': 'Feature', 'properties': {'id': '6a80e9f3-cea0-4fa0-9c7f-9cf7916e6b80', 'info': None, 'row': 5873, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.49362371218514, 20.47576633264944, 0]}}, {'type': 'Feature', 'properties': {'id': '064390fe-6905-4653-a380-9e7b5f805498', 'info': None, 'row': 5873, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.61235280392768, 20.4966507701359, 0]}}, {'type': 'Feature', 'properties': {'id': 'b764fdd1-3005-4e78-8e86-f39b829794b5', 'info': None, 'row': 5873, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.73111397572195, 20.51745408073769, 0]}}, {'type': 'Feature', 'properties': {'id': 'bf35bfab-f789-4e92-b6ff-ab3f83bf1bb6', 'info': None, 'row': 5873, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.84990714673917, 20.538176154460103, 0]}}, {'type': 'Feature', 'properties': {'id': 'd5b1aafa-f121-48ac-9774-8abdfde684d0', 'info': None, 'row': 5873, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.96873223545417, 20.558816881614707, 0]}}, {'type': 'Feature', 'properties': {'id': '0b62a337-7ab6-4e83-ac95-b5fa01e6e22c', 'info': None, 'row': 5873, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.08758915965505, 20.579376152822675, 0]}}, {'type': 'Feature', 'properties': {'id': '5d77a889-d912-44fa-8a94-2fd4b086f358', 'info': None, 'row': 5873, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.2064778365181, 20.599853859029164, 0]}}, {'type': 'Feature', 'properties': {'id': '699f8135-8b63-4980-95fc-068ecd619ac4', 'info': None, 'row': 6712, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.9689200268793, 20.12140278128836, 0]}}, {'type': 'Feature', 'properties': {'id': '4a5190b3-4f83-4787-a903-86fa3a470ee7', 'info': None, 'row': 6712, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.08716720705947, 20.14333689795734, 0]}}, {'type': 'Feature', 'properties': {'id': '848d82f9-2ed3-49dc-a508-86b573200d25', 'info': None, 'row': 6712, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.20544724234522, 20.165191654984227, 0]}}, {'type': 'Feature', 'properties': {'id': '6f6956a0-49b4-45cf-a639-d02bf2d65553', 'info': None, 'row': 6712, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.32376015155901, 20.18696695538783, 0]}}, {'type': 'Feature', 'properties': {'id': 'a7c2c43f-42d8-436d-8f55-8827d5a45921', 'info': None, 'row': 6712, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.4421058664413, 20.208662686393588, 0]}}, {'type': 'Feature', 'properties': {'id': '78be0aed-f03f-4777-a31b-477108bad92b', 'info': None, 'row': 6712, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.56048429519959, 20.230278731340437, 0]}}, {'type': 'Feature', 'properties': {'id': '3f0d14e6-65a0-4fbd-a1fe-5cdbd59436e2', 'info': None, 'row': 6712, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.67889535089131, 20.251814974922265, 0]}}, {'type': 'Feature', 'properties': {'id': '02963418-28f8-4dce-8e7c-d4e12606dfde', 'info': None, 'row': 6712, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.79733895876885, 20.273271304498273, 0]}}, {'type': 'Feature', 'properties': {'id': 'd2a0d458-26a7-48cb-bfb4-d7dc085d9b83', 'info': None, 'row': 6712, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.91581505273336, 20.29464760940799, 0]}}, {'type': 'Feature', 'properties': {'id': '23c00e72-9251-4903-97f2-560ca93dc154', 'info': None, 'row': 6712, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.03432356794521, 20.31594377961133, 0]}}, {'type': 'Feature', 'properties': {'id': 'b041c194-6253-4940-ba9c-8e66aacb876e', 'info': None, 'row': 6712, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.15286443418607, 20.337159704495203, 0]}}, {'type': 'Feature', 'properties': {'id': '3f8631ad-bb2a-4cbd-9eda-24a636a070ab', 'info': None, 'row': 6712, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.27143757258725, 20.358295272308663, 0]}}, {'type': 'Feature', 'properties': {'id': '3bba9643-79af-4a13-8c64-77e0a9d68bdd', 'info': None, 'row': 6712, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.39004289670366, 20.379350370383385, 0]}}, {'type': 'Feature', 'properties': {'id': '2c02c30e-0fd1-4fd8-a326-9e0e3ec894d6', 'info': None, 'row': 6712, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.50868031753254, 20.40032488604657, 0]}}, {'type': 'Feature', 'properties': {'id': '3f3db118-92e2-4b49-a541-07b2db7ca021', 'info': None, 'row': 6712, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.62734975088021, 20.42121870792554, 0]}}, {'type': 'Feature', 'properties': {'id': '3302fd46-c5f8-4e78-8530-74bc62ad7715', 'info': None, 'row': 6712, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.74605112442151, 20.442031727166356, 0]}}, {'type': 'Feature', 'properties': {'id': '21bc50e5-6568-446d-a18f-41ac5ee3e737', 'info': None, 'row': 6712, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.86478438083392, 20.46276383793687, 0]}}, {'type': 'Feature', 'properties': {'id': '4d706f0f-145a-4dbc-b161-9ced8c21efe4', 'info': None, 'row': 6712, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.98354947249797, 20.48341493645025, 0]}}, {'type': 'Feature', 'properties': {'id': '77e9b71d-be95-494f-89a9-51ef9195d933', 'info': None, 'row': 6712, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.102346342413, 20.50398491762586, 0]}}, {'type': 'Feature', 'properties': {'id': '10124657-45a6-4151-9737-e90a89965480', 'info': None, 'row': 6712, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.22117488516972, 20.524473668395856, 0]}}, {'type': 'Feature', 'properties': {'id': 'a3522a5c-040a-4e81-b448-ccfb9ee211e0', 'info': None, 'row': 7551, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-67.98473736057636, 20.045868325290577, 0]}}, {'type': 'Feature', 'properties': {'id': 'd1174e51-9f92-4b3a-b516-ed7719f3b71e', 'info': None, 'row': 7551, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.10292685201979, 20.06780762790433, 0]}}, {'type': 'Feature', 'properties': {'id': '294e3fec-4f9b-46f6-8991-3732960be1e3', 'info': None, 'row': 7551, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.22114896775925, 20.089667877314902, 0]}}, {'type': 'Feature', 'properties': {'id': 'df64ec14-59cc-4992-9acc-249dd0c3356e', 'info': None, 'row': 7551, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.3394038391928, 20.111448997504795, 0]}}, {'type': 'Feature', 'properties': {'id': '5ef309e9-5c7c-46af-bba1-f332db054c43', 'info': None, 'row': 7551, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.45769140315258, 20.133150876648685, 0]}}, {'type': 'Feature', 'properties': {'id': 'fddd6749-7809-4abb-aa70-d5adeabc3096', 'info': None, 'row': 7551, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.57601154448456, 20.15477339382783, 0]}}, {'type': 'Feature', 'properties': {'id': '1c6ceb6b-d523-48e5-93f1-35eb4f51983d', 'info': None, 'row': 7551, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.69436415979553, 20.17631643080147, 0]}}, {'type': 'Feature', 'properties': {'id': 'ee5633aa-c1a6-4aab-a2e4-53f5b9846e1c', 'info': None, 'row': 7551, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.81274917398603, 20.19777987495572, 0]}}, {'type': 'Feature', 'properties': {'id': 'c01fb88e-c24f-4ddf-9503-f0a54a99f4f6', 'info': None, 'row': 7551, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.93116653230285, 20.219163617766977, 0]}}, {'type': 'Feature', 'properties': {'id': '3c58b922-06ba-4229-8c27-eb33da1fd9ad', 'info': None, 'row': 7551, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.04961618372892, 20.240467551743915, 0]}}, {'type': 'Feature', 'properties': {'id': '74a987b2-9b59-4c04-8b93-87addde36fef', 'info': None, 'row': 7551, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.16809806603838, 20.261691567739206, 0]}}, {'type': 'Feature', 'properties': {'id': '2c79b19f-e0db-4822-ab9e-fad03c765828', 'info': None, 'row': 7551, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.28661209840813, 20.282835553672324, 0]}}, {'type': 'Feature', 'properties': {'id': 'fdc2d183-3d1e-495b-ae7f-aea9a82d8cb3', 'info': None, 'row': 7551, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.4051581838047, 20.303899395018895, 0]}}, {'type': 'Feature', 'properties': {'id': 'dbca19f3-76dc-4b64-9cdd-1148a60c4e83', 'info': None, 'row': 7551, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.5237362202591, 20.324882976860327, 0]}}, {'type': 'Feature', 'properties': {'id': '72af9480-07b9-46a0-b212-f3bd80b05cd8', 'info': None, 'row': 7551, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.64234611744702, 20.3457861868183, 0]}}, {'type': 'Feature', 'properties': {'id': '0aec64a9-7f16-40eb-b943-b2574634963a', 'info': None, 'row': 7551, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.76098781259739, 20.366608917799624, 0]}}, {'type': 'Feature', 'properties': {'id': '186f9752-db63-48a3-87c9-7ae8ff66118b', 'info': None, 'row': 7551, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.87966127757636, 20.387351069131746, 0]}}, {'type': 'Feature', 'properties': {'id': '0ae91d0d-900a-4925-920a-c20f9f44d143', 'info': None, 'row': 7551, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-69.99836650697351, 20.408012544365565, 0]}}, {'type': 'Feature', 'properties': {'id': 'd0eaa233-7209-42f4-b6c2-cd9dc43c2a93', 'info': None, 'row': 7551, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.11710347510724, 20.428593243750626, 0]}}, {'type': 'Feature', 'properties': {'id': '7de33e6d-766f-4392-9a6a-c8061a67dcf2', 'info': None, 'row': 7551, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.23587204803147, 20.449093049141986, 0]}}, {'type': 'Feature', 'properties': {'id': 'd5a39d3f-227d-4389-8f3b-309792b7e9e0', 'info': None, 'row': 8390, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.00055021977722, 19.970332833551836, 0]}}, {'type': 'Feature', 'properties': {'id': '041db247-71a4-41ba-a227-2e51b8e116b3', 'info': None, 'row': 8390, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.11868219744184, 19.992277321587054, 0]}}, {'type': 'Feature', 'properties': {'id': 'a7f7137b-e8be-4fc8-9380-ba134594ca38', 'info': None, 'row': 8390, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.23684668116103, 20.014143083414663, 0]}}, {'type': 'Feature', 'properties': {'id': 'd0e13ad1-1a90-47e4-991a-5b73c0d2e6fc', 'info': None, 'row': 8390, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.3550437746938, 20.03593003793466, 0]}}, {'type': 'Feature', 'properties': {'id': '589d3c48-0936-4dfa-be45-a78557268440', 'info': None, 'row': 8390, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.47327341316459, 20.05763807308396, 0]}}, {'type': 'Feature', 'properties': {'id': '677506e7-bbf7-4849-8154-b1faa0878db7', 'info': None, 'row': 8390, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.59153548803141, 20.07926706923368, 0]}}, {'type': 'Feature', 'properties': {'id': '76cb3e52-af72-42d0-a117-785fc71c8f54', 'info': None, 'row': 8390, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.70982990199029, 20.100816909318134, 0]}}, {'type': 'Feature', 'properties': {'id': 'e5f0fd1f-31fe-49ab-8172-c4dc21b5c837', 'info': None, 'row': 8390, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.82815658232738, 20.122287481207955, 0]}}, {'type': 'Feature', 'properties': {'id': '185c39a6-14a3-4254-9056-f58d50729784', 'info': None, 'row': 8390, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.94651547314011, 20.14367867621734, 0]}}, {'type': 'Feature', 'properties': {'id': '70d50433-464d-4fdd-b7b0-033526376d32', 'info': None, 'row': 8390, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.06490652054919, 20.1649903863873, 0]}}, {'type': 'Feature', 'properties': {'id': '41af9245-3723-469d-832e-5a49130f1c10', 'info': None, 'row': 8390, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.18332966001513, 20.186222502209453, 0]}}, {'type': 'Feature', 'properties': {'id': '2af3fe57-7ccd-41cc-9301-a8752641f61a', 'info': None, 'row': 8390, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.30178481082189, 20.207374911681512, 0]}}, {'type': 'Feature', 'properties': {'id': '6a712507-2988-4a8b-923d-295361df3c33', 'info': None, 'row': 8390, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.42027187943238, 20.228447500960172, 0]}}, {'type': 'Feature', 'properties': {'id': 'c0cedc73-4a37-4065-9c9f-66e12aedd81b', 'info': None, 'row': 8390, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.5387907705737, 20.24944015636453, 0]}}, {'type': 'Feature', 'properties': {'id': '68738a22-df3e-4a11-91b6-2ac241c36cc8', 'info': None, 'row': 8390, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.65734140243667, 20.270352767054845, 0]}}, {'type': 'Feature', 'properties': {'id': '73be2e88-7ba5-4e1f-aac7-06bf0fbff181', 'info': None, 'row': 8390, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.77592372017273, 20.291185227346446, 0]}}, {'type': 'Feature', 'properties': {'id': '7776aaa7-c9bf-4853-818c-35f969bded30', 'info': None, 'row': 8390, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.89453769986572, 20.311937437302404, 0]}}, {'type': 'Feature', 'properties': {'id': 'acda27e6-4251-4f95-8a66-d9f1b9bc6b69', 'info': None, 'row': 8390, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.01318333329206, 20.332609299970688, 0]}}, {'type': 'Feature', 'properties': {'id': 'b778bca7-2200-4c4f-a99f-5d1f496f3772', 'info': None, 'row': 8390, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.13186058201758, 20.353200713381923, 0]}}, {'type': 'Feature', 'properties': {'id': '2856cdc8-6bd4-4dfd-a311-c36f1f4e0c65', 'info': None, 'row': 8390, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.25056928768035, 20.373711555198707, 0]}}, {'type': 'Feature', 'properties': {'id': '4033b565-46e4-46ab-9b73-e9fcde935383', 'info': None, 'row': 9229, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.01635631364702, 19.89479577579759, 0]}}, {'type': 'Feature', 'properties': {'id': 'fe8264a3-a2dc-4d3e-947e-053a06fbc72f', 'info': None, 'row': 9229, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.134431042065, 19.916745448463047, 0]}}, {'type': 'Feature', 'properties': {'id': '996a9b75-c36d-4e94-a93c-a1afda6fa9b5', 'info': None, 'row': 9229, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.25253832849639, 19.93861675299762, 0]}}, {'type': 'Feature', 'properties': {'id': '7eb75c4f-f3f7-4e78-b105-e9dfcc95c551', 'info': None, 'row': 9229, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.37067803705989, 19.96040956383764, 0]}}, {'type': 'Feature', 'properties': {'id': 'c4c68d64-c537-498c-a889-bbb90afd728c', 'info': None, 'row': 9229, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.48885009089173, 19.982123766887476, 0]}}, {'type': 'Feature', 'properties': {'id': '10b85018-1052-4b8a-afd5-a94de614b44e', 'info': None, 'row': 9229, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.60705443338138, 20.00375925219587, 0]}}, {'type': 'Feature', 'properties': {'id': '04be636f-2917-4b75-962b-c0ffd75a1fb5', 'info': None, 'row': 9229, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.7252910073938, 20.02531591008605, 0]}}, {'type': 'Feature', 'properties': {'id': 'e5e420f3-bff0-436a-95bc-a32545938638', 'info': None, 'row': 9229, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.84355974673969, 20.046793629604995, 0]}}, {'type': 'Feature', 'properties': {'id': 'e080b9e2-9b58-45be-8b18-3751846397c3', 'info': None, 'row': 9229, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.96186057547504, 20.06819229842861, 0]}}, {'type': 'Feature', 'properties': {'id': '0a47ee47-7628-46e7-b398-8668d86e2af8', 'info': None, 'row': 9229, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.0801934116314, 20.08951180356947, 0]}}, {'type': 'Feature', 'properties': {'id': 'e605a950-33c0-4117-a0b6-45c47191cf9c', 'info': None, 'row': 9229, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.19855817277285, 20.11075203239602, 0]}}, {'type': 'Feature', 'properties': {'id': 'd66d7c29-a3f3-447c-a80f-e135567afcc2', 'info': None, 'row': 9229, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.31695478140747, 20.13191287360086, 0]}}, {'type': 'Feature', 'properties': {'id': '26b53111-d393-42c7-b33b-6e100391822b', 'info': None, 'row': 9229, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.43538316879048, 20.152994217857778, 0]}}, {'type': 'Feature', 'properties': {'id': 'eac10616-8ef8-4337-ac60-a8be4968192b', 'info': None, 'row': 9229, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.5538432760738, 20.173995957990517, 0]}}, {'type': 'Feature', 'properties': {'id': '86c8d8bc-07d5-4aef-99bb-5d997d91829a', 'info': None, 'row': 9229, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.67233505210757, 20.194917988544724, 0]}}, {'type': 'Feature', 'properties': {'id': '7cdca3ad-a0c0-471a-9103-a1c6aa9271b4', 'info': None, 'row': 9229, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.79085844749878, 20.215760204711657, 0]}}, {'type': 'Feature', 'properties': {'id': '8c3218da-dde7-4231-b33b-560cb7723b0b', 'info': None, 'row': 9229, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.9094134047934, 20.23652250060112, 0]}}, {'type': 'Feature', 'properties': {'id': '31eeb472-0701-4cdc-96fb-8e05484fa3a1', 'info': None, 'row': 9229, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.02799984488225, 20.25720476690322, 0]}}, {'type': 'Feature', 'properties': {'id': 'b6b2fe59-0b16-4e30-bd15-a00832d8efbe', 'info': None, 'row': 9229, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.1466176499433, 20.277806888015625, 0]}}, {'type': 'Feature', 'properties': {'id': '823a31ca-4592-4f97-acc5-8ae0c78eb0a5', 'info': None, 'row': 9229, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.2652666434295, 20.298328738745983, 0]}}, {'type': 'Feature', 'properties': {'id': '09c99f9a-6e90-4de7-9e8e-1909e144f580', 'info': None, 'row': 10068, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.03216240751684, 19.81925871804334, 0]}}, {'type': 'Feature', 'properties': {'id': 'fedbbf53-b681-43eb-ad1d-46420a63fff5', 'info': None, 'row': 10068, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.15017988668816, 19.841213575339037, 0]}}, {'type': 'Feature', 'properties': {'id': '92172f73-3535-4634-9d05-59fc52fcf16f', 'info': None, 'row': 10068, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.26822997583174, 19.86309042258058, 0]}}, {'type': 'Feature', 'properties': {'id': 'e824bfca-d585-4408-a79d-487724dc55c9', 'info': None, 'row': 10068, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.386312299426, 19.88488908974062, 0]}}, {'type': 'Feature', 'properties': {'id': 'ade5a232-5f64-4712-adbc-76554007f195', 'info': None, 'row': 10068, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.50442676861888, 19.906609460690998, 0]}}, {'type': 'Feature', 'properties': {'id': '7ae011b5-e702-45d0-8abd-41e40855c11b', 'info': None, 'row': 10068, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.62257337873136, 19.928251435158067, 0]}}, {'type': 'Feature', 'properties': {'id': 'a44c4607-6873-45c0-990a-cb14b1872e4f', 'info': None, 'row': 10068, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.74075211279731, 19.949814910853966, 0]}}, {'type': 'Feature', 'properties': {'id': '98fdfa4c-c6d8-432c-aaff-74f08ba44fda', 'info': None, 'row': 10068, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.858962911152, 19.971299778002038, 0]}}, {'type': 'Feature', 'properties': {'id': '193fc0b5-b5c5-4515-bda2-8d12ab3bc514', 'info': None, 'row': 10068, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.97720567780998, 19.992705920639885, 0]}}, {'type': 'Feature', 'properties': {'id': '66df1e50-b952-4e62-be0b-eedc9e962695', 'info': None, 'row': 10068, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.09548030271361, 20.01403322075164, 0]}}, {'type': 'Feature', 'properties': {'id': 'b7f829f2-7f0a-42b1-92d6-ae2d1bd73426', 'info': None, 'row': 10068, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.21378668553056, 20.035281562582597, 0]}}, {'type': 'Feature', 'properties': {'id': '56a187ea-8329-42e2-b36b-d68a5d685235', 'info': None, 'row': 10068, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.33212475199305, 20.056450835520206, 0]}}, {'type': 'Feature', 'properties': {'id': 'f05c5bcd-40f7-4b18-855a-2b33f13065d1', 'info': None, 'row': 10068, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.45049445814861, 20.077540934755383, 0]}}, {'type': 'Feature', 'properties': {'id': '8742a79b-e1f8-4cc8-9c61-4471748e82d5', 'info': None, 'row': 10068, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.56889578157391, 20.09855175961651, 0]}}, {'type': 'Feature', 'properties': {'id': '4dfc1829-26ed-4ced-9227-79b553752f09', 'info': None, 'row': 10068, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.68732870177845, 20.119483210034595, 0]}}, {'type': 'Feature', 'properties': {'id': 'fde7a569-9117-4927-82cb-6a17cf00739c', 'info': None, 'row': 10068, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.80579317482481, 20.140335182076864, 0]}}, {'type': 'Feature', 'properties': {'id': 'a34e0461-38a9-4eb7-ada3-a5a313c07518', 'info': None, 'row': 10068, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.92428910972109, 20.161107563899836, 0]}}, {'type': 'Feature', 'properties': {'id': '637b8ba6-5a19-47a2-917f-91cb59416d93', 'info': None, 'row': 10068, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.04281635647243, 20.181800233835755, 0]}}, {'type': 'Feature', 'properties': {'id': '4d194c1b-702c-488e-a218-db1c6bdcb29b', 'info': None, 'row': 10068, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.16137471786902, 20.202413062649324, 0]}}, {'type': 'Feature', 'properties': {'id': 'ebe3ee00-22f1-4159-8a03-b8eac3342322', 'info': None, 'row': 10068, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.27996399917866, 20.222945922293263, 0]}}, {'type': 'Feature', 'properties': {'id': '0efda152-5a9c-442e-beb7-68ae4a1bce84', 'info': None, 'row': 10907, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.04795722508376, 19.743719444353225, 0]}}, {'type': 'Feature', 'properties': {'id': 'd30fbe87-a284-4c35-8e04-764256f0c4c8', 'info': None, 'row': 10907, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.16591829847049, 19.765679574536776, 0]}}, {'type': 'Feature', 'properties': {'id': '4dc66443-6e2d-4788-a95a-e1e00af5a155', 'info': None, 'row': 10907, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.28391165645239, 19.78756198176883, 0]}}, {'type': 'Feature', 'properties': {'id': '128f458d-3ab6-4503-9504-813b914a5bf9', 'info': None, 'row': 10907, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.40193714275514, 19.80936653690855, 0]}}, {'type': 'Feature', 'properties': {'id': '44d0269f-9c41-4b36-bb02-37d2f2e79716', 'info': None, 'row': 10907, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.51999469495821, 19.83109312867707, 0]}}, {'type': 'Feature', 'properties': {'id': '94af35ee-83ba-42da-9bbb-5be7cf5ce241', 'info': None, 'row': 10907, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.63808426872923, 19.852741649482045, 0]}}, {'type': 'Feature', 'properties': {'id': 'd7a3ea8c-b9f9-4721-9a49-442eaa04c8bc', 'info': None, 'row': 10907, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.75620580700641, 19.874311989746978, 0]}}, {'type': 'Feature', 'properties': {'id': 'fae2456f-6546-43c1-898e-cdfd76d217ce', 'info': None, 'row': 10907, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.87435923537151, 19.89580403712016, 0]}}, {'type': 'Feature', 'properties': {'id': '86c8b6af-8b41-47e8-8677-c027007a9727', 'info': None, 'row': 10907, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-68.99254447015952, 19.917217678002068, 0]}}, {'type': 'Feature', 'properties': {'id': 'afd1d994-c7d9-49bd-a695-434251bbab7c', 'info': None, 'row': 10907, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.11076142999978, 19.938552799653678, 0]}}, {'type': 'Feature', 'properties': {'id': 'b2d0d4f1-3dd5-4c85-8e23-78502106d985', 'info': None, 'row': 10907, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.22901004479232, 19.9598092917943, 0]}}, {'type': 'Feature', 'properties': {'id': '1bb98b8e-d746-4a1f-9a31-802794817615', 'info': None, 'row': 10907, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.34729025881379, 19.980987047112027, 0]}}, {'type': 'Feature', 'properties': {'id': '749844c6-47a6-4bd4-8ee0-dafdbb0e08cc', 'info': None, 'row': 10907, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.46560202689204, 20.00208596052826, 0]}}, {'type': 'Feature', 'properties': {'id': '00573938-d890-420e-85a3-0876e24c8943', 'info': None, 'row': 10907, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.58394530449934, 20.023105927402018, 0]}}, {'type': 'Feature', 'properties': {'id': '2450ca1a-8e4c-4c4b-8d76-becf936879f1', 'info': None, 'row': 10907, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.70232003428704, 20.044046841150248, 0]}}, {'type': 'Feature', 'properties': {'id': '6a058ed6-7ec7-4482-89c1-8594430e35e0', 'info': None, 'row': 10907, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.82072613308073, 20.064908591008617, 0]}}, {'type': 'Feature', 'properties': {'id': '9e8cec1f-e643-4351-8242-b6c4546a6821', 'info': None, 'row': 10907, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.93916348472408, 20.085691060873803, 0]}}, {'type': 'Feature', 'properties': {'id': '70c2069a-a023-42cc-8d74-6c3f2dee70b8', 'info': None, 'row': 10907, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.05763194543987, 20.106394130360215, 0]}}, {'type': 'Feature', 'properties': {'id': 'd9a9c8a0-a368-4b65-90e6-697da80f638a', 'info': None, 'row': 10907, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.17613136959085, 20.127017679376543, 0]}}, {'type': 'Feature', 'properties': {'id': '2b9b734f-055e-49e7-b94c-c29431528e36', 'info': None, 'row': 10907, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.29466166489598, 20.147561597684547, 0]}}, {'type': 'Feature', 'properties': {'id': 'f54a76e7-4da8-4cbd-b8b9-850b55c98852', 'info': None, 'row': 11746, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.06375201570614, 19.668180165368163, 0]}}, {'type': 'Feature', 'properties': {'id': '71ddf1b3-9c29-4d49-ae0b-f54e1355cc40', 'info': None, 'row': 11746, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.18165668532367, 19.690145568650454, 0]}}, {'type': 'Feature', 'properties': {'id': 'e3b48bf3-a584-4ad7-89a3-4f68286660df', 'info': None, 'row': 11746, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.2995933132577, 19.712033535914326, 0]}}, {'type': 'Feature', 'properties': {'id': 'fbc8c879-c3d6-42c4-a604-da29df786499', 'info': None, 'row': 11746, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.41756196357764, 19.73384397910937, 0]}}, {'type': 'Feature', 'properties': {'id': 'e0be22d9-6def-4eb2-84cf-6a6d3a114fed', 'info': None, 'row': 11746, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.53556260038621, 19.755576791822484, 0]}}, {'type': 'Feature', 'properties': {'id': '33509a75-33c2-4094-9168-f90ed7279401', 'info': None, 'row': 11746, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.65359513947895, 19.77723185910199, 0]}}, {'type': 'Feature', 'properties': {'id': '7ac3d6cb-78c9-44e2-9698-0eedc1aa3934', 'info': None, 'row': 11746, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.77165948350657, 19.7988090640477, 0]}}, {'type': 'Feature', 'properties': {'id': '0e9a6308-aaed-42ca-9400-71d06f15a5e8', 'info': None, 'row': 11746, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.8897555432465, 19.82030829172388, 0]}}, {'type': 'Feature', 'properties': {'id': '2c4be7cc-352f-44a6-89ea-90d43effb9e7', 'info': None, 'row': 11746, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-69.00788324743142, 19.84172943090822, 0]}}, {'type': 'Feature', 'properties': {'id': 'ca9fc227-d0a0-43b2-9410-93c48710f0dc', 'info': None, 'row': 11746, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.12604254351345, 19.863072374163178, 0]}}, {'type': 'Feature', 'properties': {'id': '6b411439-b532-463d-b94f-f73a37af0497', 'info': None, 'row': 11746, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.24423339173987, 19.884337016702595, 0]}}, {'type': 'Feature', 'properties': {'id': 'dfb2c501-9f1c-4899-a45b-13857c6f779b', 'info': None, 'row': 11746, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.36245575496841, 19.905523254521466, 0]}}, {'type': 'Feature', 'properties': {'id': '14efc816-99dc-4b3d-9d8c-e1733128ec19', 'info': None, 'row': 11746, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.48070958674512, 19.926630982260217, 0]}}, {'type': 'Feature', 'properties': {'id': 'd3018ecd-eb93-4ec5-9208-d1216080cba0', 'info': None, 'row': 11746, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.59899482029793, 19.947660091283492, 0]}}, {'type': 'Feature', 'properties': {'id': '42540ce3-4a61-4ba1-a0ca-3c0c9371bf0c', 'info': None, 'row': 11746, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.71731136125881, 19.96861046846572, 0]}}, {'type': 'Feature', 'properties': {'id': 'c2aad482-a5f0-4763-b0cb-225bdfe27466', 'info': None, 'row': 11746, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.83565908710948, 19.989481996192616, 0]}}, {'type': 'Feature', 'properties': {'id': '1582cc96-9c34-48bb-b9b6-8bef25c2988d', 'info': None, 'row': 11746, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.95403785654925, 20.010274554105056, 0]}}, {'type': 'Feature', 'properties': {'id': '17bd508e-5005-484e-910a-46c6a0b59a5f', 'info': None, 'row': 11746, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.07244753220272, 20.030988023132206, 0]}}, {'type': 'Feature', 'properties': {'id': '60a61c36-b927-40ed-b108-07b14d0ff79c', 'info': None, 'row': 11746, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.19088802031816, 20.051622292381168, 0]}}, {'type': 'Feature', 'properties': {'id': 'd1f94048-988c-4dfe-8459-6433b0322859', 'info': None, 'row': 11746, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.30935933135397, 20.072177269472117, 0]}}, {'type': 'Feature', 'properties': {'id': '4492773f-2056-4243-b1f7-bc6d14a8634b', 'info': None, 'row': 12585, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.07954033989168, 19.592639602960993, 0]}}, {'type': 'Feature', 'properties': {'id': '647cfe1f-3783-4192-be2c-c80c0e5bbb67', 'info': None, 'row': 12585, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.19738884955228, 19.614610283731732, 0]}}, {'type': 'Feature', 'properties': {'id': '4694d00a-4a4d-40c8-bd01-6bb3b7f7f45b', 'info': None, 'row': 12585, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.31526916863464, 19.636503847935884, 0]}}, {'type': 'Feature', 'properties': {'id': '72d7d9a6-f489-4f98-94bb-066bcb775dd2', 'info': None, 'row': 12585, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.43318138764573, 19.658320212467668, 0]}}, {'type': 'Feature', 'properties': {'id': '38240b7c-7462-4d10-b330-266e50419148', 'info': None, 'row': 12585, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.55112545592007, 19.680059268219264, 0]}}, {'type': 'Feature', 'properties': {'id': '729abb00-fd33-4e20-95f7-80efd69a5cde', 'info': None, 'row': 12585, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.66910127551235, 19.7017208977816, 0]}}, {'type': 'Feature', 'properties': {'id': '98387ced-85f2-441d-95ab-02dc4740cfe5', 'info': None, 'row': 12585, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.78710875024639, 19.72330498456058, 0]}}, {'type': 'Feature', 'properties': {'id': 'd283a533-cf35-471a-add4-ed85540d5fc4', 'info': None, 'row': 12585, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.90514780507316, 19.744811416286378, 0]}}, {'type': 'Feature', 'properties': {'id': '68b40d07-f6ec-4cb7-b6a2-1381aad8074d', 'info': None, 'row': 12585, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-69.02321838709702, 19.76624008512052, 0]}}, {'type': 'Feature', 'properties': {'id': '71cd26b6-6d44-4256-b93a-3775e0e0c5ff', 'info': None, 'row': 12585, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.14132045671668, 19.787590885975863, 0]}}, {'type': 'Feature', 'properties': {'id': '37bcfa8e-7582-4167-89be-7b4aabf14cae', 'info': None, 'row': 12585, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.25945397505686, 19.808863714208826, 0]}}, {'type': 'Feature', 'properties': {'id': 'a061fc97-d79b-4ccd-b27a-87892ec6c585', 'info': None, 'row': 12585, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.37761889207128, 19.830058463486374, 0]}}, {'type': 'Feature', 'properties': {'id': '29750f05-42e4-4b2e-b032-cd0eea356267', 'info': None, 'row': 12585, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.49581513825295, 19.851175024347924, 0]}}, {'type': 'Feature', 'properties': {'id': 'a97e8058-c093-4ad5-85da-6c6ebc6907c9', 'info': None, 'row': 12585, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.61404262170177, 19.872213283755062, 0]}}, {'type': 'Feature', 'properties': {'id': 'da2c2e50-e113-4f30-bc53-493a15566923', 'info': None, 'row': 12585, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.73230123130823, 19.893173125735455, 0]}}, {'type': 'Feature', 'properties': {'id': '3dc79c67-3356-4a4c-8062-28ae1ba85375', 'info': None, 'row': 12585, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.85059084595977, 19.914054433074043, 0]}}, {'type': 'Feature', 'properties': {'id': 'ea89ba9e-4e00-4d9c-bb59-6bf8d39196c8', 'info': None, 'row': 12585, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.96891134893313, 19.934857089873, 0]}}, {'type': 'Feature', 'properties': {'id': '7d9fa7d7-e494-4a3e-8a19-4322ec23b69c', 'info': None, 'row': 12585, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.08726264596675, 19.955580984690293, 0]}}, {'type': 'Feature', 'properties': {'id': '4b2a50ba-0edc-4e69-95af-19a3118dee25', 'info': None, 'row': 12585, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.20564468489607, 19.976226013868246, 0]}}, {'type': 'Feature', 'properties': {'id': '40d59405-3d6e-497f-8437-f2710bc08e11', 'info': None, 'row': 12585, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.32405747416365, 19.996792084576406, 0]}}, {'type': 'Feature', 'properties': {'id': 'f50b3719-9f4a-4953-9017-c28d4a78b698', 'info': None, 'row': 13424, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.09532430149105, 19.5170981746922, 0]}}, {'type': 'Feature', 'properties': {'id': 'c421e647-dd21-4956-babc-ed76e4cab031', 'info': None, 'row': 13424, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.2131168156829, 19.539074135912905, 0]}}, {'type': 'Feature', 'properties': {'id': '44f70ef8-ed98-41c4-96bd-9309855771f5', 'info': None, 'row': 13424, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.3309411100739, 19.56097332195766, 0]}}, {'type': 'Feature', 'properties': {'id': 'c30250f3-bbfd-46f7-9859-8a47dcdefce5', 'info': None, 'row': 13424, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.44879717078969, 19.582795630279513, 0]}}, {'type': 'Feature', 'properties': {'id': '0a510807-3af7-45e6-81f7-c584e9f0657d', 'info': None, 'row': 13424, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.5666849045393, 19.604540943975252, 0]}}, {'type': 'Feature', 'properties': {'id': '6aa6253a-5471-409b-a332-bd1b4af2d9bb', 'info': None, 'row': 13424, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.68460421726606, 19.62620914648549, 0]}}, {'type': 'Feature', 'properties': {'id': '9677dab1-4e07-4a28-9be2-96dbf66a62d1', 'info': None, 'row': 13424, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.8025550419383, 19.64780012666969, 0]}}, {'type': 'Feature', 'properties': {'id': 'c1929e7c-a446-40fb-9213-28744d2d8ad9', 'info': None, 'row': 13424, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.9205373372305, 19.669313778465774, 0]}}, {'type': 'Feature', 'properties': {'id': 'c0219a80-e416-482f-b2e6-d48157cb0727', 'info': None, 'row': 13424, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-69.03855107264897, 19.690749998098237, 0]}}, {'type': 'Feature', 'properties': {'id': 'a4eef88d-b4bc-455a-acf3-279e5e9c3c12', 'info': None, 'row': 13424, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.15659621082824, 19.7121086808394, 0]}}, {'type': 'Feature', 'properties': {'id': 'c1df82cb-10be-4b7c-9f0a-6c10cb61b126', 'info': None, 'row': 13424, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.27467269388856, 19.733389718577527, 0]}}, {'type': 'Feature', 'properties': {'id': '3d9e965b-d87d-4c79-9797-a0eeb4fc8621', 'info': None, 'row': 13424, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.39278043763824, 19.75459299884998, 0]}}, {'type': 'Feature', 'properties': {'id': 'd07d1625-d4ec-4a71-ba6c-ef3ee6db1455', 'info': None, 'row': 13424, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.51091933482925, 19.77571840551796, 0]}}, {'type': 'Feature', 'properties': {'id': '6d37ea12-4fbf-476c-8760-7024ec8c9d23', 'info': None, 'row': 13424, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.62908926648798, 19.796765820864266, 0]}}, {'type': 'Feature', 'properties': {'id': '248a9f62-ec74-45b1-828f-98ec45f37d32', 'info': None, 'row': 13424, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.74729011844394, 19.81773512856315, 0]}}, {'type': 'Feature', 'properties': {'id': '41a92b90-b3a1-4d11-b0c5-90b94c66e75a', 'info': None, 'row': 13424, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.86552179848208, 19.838626216689466, 0]}}, {'type': 'Feature', 'properties': {'id': 'f4e3be5f-a77f-44cd-b90a-261ec147d23b', 'info': None, 'row': 13424, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.98378424800133, 19.85943897968765, 0]}}, {'type': 'Feature', 'properties': {'id': 'e081b3db-babd-4786-af29-bdf76c104116', 'info': None, 'row': 13424, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.10207744062181, 19.880173318004275, 0]}}, {'type': 'Feature', 'properties': {'id': '7e1ea34b-c751-4dce-95d8-51de23522580', 'info': None, 'row': 13424, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.22040135881828, 19.900829133892387, 0]}}, {'type': 'Feature', 'properties': {'id': 'a1193383-4456-4db7-acc9-766ab3a3896b', 'info': None, 'row': 13424, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.33875593834433, 19.92140632171872, 0]}}, {'type': 'Feature', 'properties': {'id': '4bc532ac-711a-47a3-8837-46265fdab3a5', 'info': None, 'row': 14263, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.11110616673409, 19.441556246135445, 0]}}, {'type': 'Feature', 'properties': {'id': '6ab13657-78ea-4c3d-a5ca-9bc67d382b19', 'info': None, 'row': 14263, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.228842822405, 19.463537497133917, 0]}}, {'type': 'Feature', 'properties': {'id': 'dbbe131d-c311-4cc0-8a69-2ab1f845f6fd', 'info': None, 'row': 14263, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.34661120963874, 19.48544231056391, 0]}}, {'type': 'Feature', 'properties': {'id': 'e53442a9-6800-4365-b540-e1d475000c25', 'info': None, 'row': 14263, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.46441121541055, 19.507270565433846, 0]}}, {'type': 'Feature', 'properties': {'id': '47a35c51-74b0-4ef2-8e7d-b11578781ce3', 'info': None, 'row': 14263, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.58224272436553, 19.529022140863905, 0]}}, {'type': 'Feature', 'properties': {'id': 'e1470c83-4d72-4d87-b2f7-7e3b114264c6', 'info': None, 'row': 14263, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.7001056585751, 19.550696923381793, 0]}}, {'type': 'Feature', 'properties': {'id': '2697e060-d384-4312-a7bd-6089b24a46df', 'info': None, 'row': 14263, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.8179999782677, 19.572294806920336, 0]}}, {'type': 'Feature', 'properties': {'id': 'b8bcac28-86ea-4ac0-9b34-31e44d2427cc', 'info': None, 'row': 14263, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.93592566358983, 19.593815689359378, 0]}}, {'type': 'Feature', 'properties': {'id': '4183fba8-ac66-4a78-9f6a-9891fd90133c', 'info': None, 'row': 14263, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-69.05388269130384, 19.61525946822722, 0]}}, {'type': 'Feature', 'properties': {'id': '032429ed-132f-496c-8799-3737b2527f68', 'info': None, 'row': 14263, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.17187101550529, 19.63662603722747, 0]}}, {'type': 'Feature', 'properties': {'id': 'd102b9ad-bcf0-4c5b-915b-0e37c773911d', 'info': None, 'row': 14263, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.2898905575767, 19.65791528450998, 0]}}, {'type': 'Feature', 'properties': {'id': '2205bfe9-9ef2-4ad7-a99c-e64db4ddb25e', 'info': None, 'row': 14263, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.40794120742942, 19.67912709300818, 0]}}, {'type': 'Feature', 'properties': {'id': '39e150cd-85fc-4899-b533-f47b41b52587', 'info': None, 'row': 14263, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.5260228354289, 19.70026134267881, 0]}}, {'type': 'Feature', 'properties': {'id': 'bbe8e5e3-4b1c-4a72-9055-3733cc1ac1f7', 'info': None, 'row': 14263, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.64413531211028, 19.721317914076888, 0]}}, {'type': 'Feature', 'properties': {'id': 'b6480f3e-fe8f-4909-8c46-528994232a03', 'info': None, 'row': 14263, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.76227853077381, 19.74229669235688, 0]}}, {'type': 'Feature', 'properties': {'id': '1dd424c8-2f07-4c82-ac5e-d5472be4e35e', 'info': None, 'row': 14263, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.88045242622074, 19.763197570497084, 0]}}, {'type': 'Feature', 'properties': {'id': '65566e75-e7f1-4ce5-934e-09094e5d9158', 'info': None, 'row': 14263, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-69.99865698120206, 19.784020450284718, 0]}}, {'type': 'Feature', 'properties': {'id': '8fd64777-d9df-46f3-bcfc-daca15c97b49', 'info': None, 'row': 14263, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.11689221055693, 19.804765239368564, 0]}}, {'type': 'Feature', 'properties': {'id': '1abb86d0-e7c4-4b43-af52-e116446f8480', 'info': None, 'row': 14263, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.23515811148818, 19.82543184247588, 0]}}, {'type': 'Feature', 'properties': {'id': 'e7146cb5-ba02-4f63-b5fb-aa5ecbbd72e5', 'info': None, 'row': 14263, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.35345456693642, 19.846020144698343, 0]}}, {'type': 'Feature', 'properties': {'id': 'bc1f6a22-2806-493d-beee-80fca4f69c99', 'info': None, 'row': 15102, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.1268794686791, 19.366012273978164, 0]}}, {'type': 'Feature', 'properties': {'id': '2517a55e-a2be-4be4-b239-e1a9d746e666', 'info': None, 'row': 15102, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.24456082524031, 19.387998852857088, 0]}}, {'type': 'Feature', 'properties': {'id': '6e629f0d-69a4-4091-afe2-ffe5a5c75122', 'info': None, 'row': 15102, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.3622737854258, 19.409909316321308, 0]}}, {'type': 'Feature', 'properties': {'id': 'e1c4da50-91f5-4ff0-8278-5b8a24232e9b', 'info': None, 'row': 15102, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.48001815842804, 19.43174352900539, 0]}}, {'type': 'Feature', 'properties': {'id': 'cbb99b2c-2428-4705-9db3-330f0e8dbb6e', 'info': None, 'row': 15102, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.59779389081916, 19.453501381652053, 0]}}, {'type': 'Feature', 'properties': {'id': '3f8f0671-1a83-484b-a772-4741eb0d54c4', 'info': None, 'row': 15102, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.71560097079504, 19.475182773015607, 0]}}, {'type': 'Feature', 'properties': {'id': 'f4dc5ce9-4e6e-48b0-9459-4f408f54bd38', 'info': None, 'row': 15102, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.83343937814662, 19.496787600549148, 0]}}, {'type': 'Feature', 'properties': {'id': '4fdad9fd-ab41-4907-9904-9f2bff071d9d', 'info': None, 'row': 15102, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.95130906444695, 19.518315756818897, 0]}}, {'type': 'Feature', 'properties': {'id': '38cd2616-d02a-47e3-b5a1-3b59a46b9b7f', 'info': None, 'row': 15102, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-69.06920995184572, 19.539767129386203, 0]}}, {'type': 'Feature', 'properties': {'id': 'd9e2dd1b-2b4d-494f-ad8f-2fb18f2580fd', 'info': None, 'row': 15102, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.18714194188627, 19.561141602509707, 0]}}, {'type': 'Feature', 'properties': {'id': '3b44e369-fa87-4fa4-9a02-2d77fd184464', 'info': None, 'row': 15102, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.30510492813303, 19.582439059496764, 0]}}, {'type': 'Feature', 'properties': {'id': '5c0de74d-6c23-4471-bef0-9069ea989eb4', 'info': None, 'row': 15102, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.42309880829404, 19.60365938490917, 0]}}, {'type': 'Feature', 'properties': {'id': '3131bb7d-176d-4ce2-a031-39ee33820f9d', 'info': None, 'row': 15102, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.54112349306945, 19.624802466129445, 0]}}, {'type': 'Feature', 'properties': {'id': 'f6187d57-c1aa-41ed-82eb-540ff6307ad4', 'info': None, 'row': 15102, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.65917891023884, 19.645868194039227, 0]}}, {'type': 'Feature', 'properties': {'id': '9772d074-33ce-4058-8fd5-9a002761253f', 'info': None, 'row': 15102, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.77726500359367, 19.666856462763377, 0]}}, {'type': 'Feature', 'properties': {'id': '273e29dc-537c-4cf2-a554-7c61c353c82c', 'info': None, 'row': 15102, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.89538172726736, 19.68776716860495, 0]}}, {'type': 'Feature', 'properties': {'id': 'ef5ba9f0-e39e-4382-b1b2-9da06a811171', 'info': None, 'row': 15102, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-70.01352903685938, 19.708600208441496, 0]}}, {'type': 'Feature', 'properties': {'id': '6231b641-a817-4207-a9bc-fd61f5e5ba7d', 'info': None, 'row': 15102, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.1317068795149, 19.729355477980803, 0]}}, {'type': 'Feature', 'properties': {'id': '28b88a61-15b8-460a-bd12-3fdcf0c02c4c', 'info': None, 'row': 15102, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.24991518583045, 19.75003287038667, 0]}}, {'type': 'Feature', 'properties': {'id': 'be7e57c9-0c8b-4d3e-86bf-cb9ecdd01c69', 'info': None, 'row': 15102, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.36815386712416, 19.77063227588615, 0]}}, {'type': 'Feature', 'properties': {'id': 'c99ec81f-f1dd-4c83-8047-dd6b068cb722', 'info': None, 'row': 15941, 'col': 0}, 'geometry': {'type': 'Point', 'coordinates': [-68.14265277062411, 19.290468301820884, 0]}}, {'type': 'Feature', 'properties': {'id': '3503cf24-3114-457e-99cb-4a2257049b4a', 'info': None, 'row': 15941, 'col': 1260}, 'geometry': {'type': 'Point', 'coordinates': [-68.26027882807566, 19.312460208580255, 0]}}, {'type': 'Feature', 'properties': {'id': 'd7249aa4-f562-4807-b3cc-5103c3f7a8e5', 'info': None, 'row': 15941, 'col': 2520}, 'geometry': {'type': 'Point', 'coordinates': [-68.37793636121286, 19.334376322078704, 0]}}, {'type': 'Feature', 'properties': {'id': 'bd3a3c93-8e00-41dc-91a1-5c8bc95d9294', 'info': None, 'row': 15941, 'col': 3780}, 'geometry': {'type': 'Point', 'coordinates': [-68.49562510144551, 19.356216492576937, 0]}}, {'type': 'Feature', 'properties': {'id': '674e261d-913b-468e-ac65-4a665db06f0a', 'info': None, 'row': 15941, 'col': 5040}, 'geometry': {'type': 'Point', 'coordinates': [-68.61334505727278, 19.3779806224402, 0]}}, {'type': 'Feature', 'properties': {'id': 'e3903d80-82d4-49c3-9872-fe90a81dcb1b', 'info': None, 'row': 15941, 'col': 6300}, 'geometry': {'type': 'Point', 'coordinates': [-68.73109628301496, 19.399668622649422, 0]}}, {'type': 'Feature', 'properties': {'id': 'dfe9cfec-3886-468d-9e6f-ef7d1b535256', 'info': None, 'row': 15941, 'col': 7560}, 'geometry': {'type': 'Point', 'coordinates': [-68.84887877802554, 19.421280394177955, 0]}}, {'type': 'Feature', 'properties': {'id': 'd8547c00-8cef-4089-9747-cedadb9857fd', 'info': None, 'row': 15941, 'col': 8820}, 'geometry': {'type': 'Point', 'coordinates': [-68.96669246530406, 19.442815824278416, 0]}}, {'type': 'Feature', 'properties': {'id': '5669aa85-59a4-49f8-900c-48a546edb13d', 'info': None, 'row': 15941, 'col': 10080}, 'geometry': {'type': 'Point', 'coordinates': [-69.08453721238757, 19.464274790545183, 0]}}, {'type': 'Feature', 'properties': {'id': '42dcf16e-1e15-437a-bc24-c7724ead299a', 'info': None, 'row': 15941, 'col': 11340}, 'geometry': {'type': 'Point', 'coordinates': [-69.20241286826723, 19.485657167791942, 0]}}, {'type': 'Feature', 'properties': {'id': '67631391-8dfc-439a-94b4-977d4c0a4d0a', 'info': None, 'row': 15941, 'col': 12600}, 'geometry': {'type': 'Point', 'coordinates': [-69.32031929868936, 19.50696283448355, 0]}}, {'type': 'Feature', 'properties': {'id': '31d82463-3244-4626-9eff-a8c514df13b9', 'info': None, 'row': 15941, 'col': 13860}, 'geometry': {'type': 'Point', 'coordinates': [-69.43825640915867, 19.52819167681016, 0]}}, {'type': 'Feature', 'properties': {'id': 'b8ad5481-073c-45d7-85e5-82152a3c5951', 'info': None, 'row': 15941, 'col': 15120}, 'geometry': {'type': 'Point', 'coordinates': [-69.55622415070997, 19.549343589580083, 0]}}, {'type': 'Feature', 'properties': {'id': '466d2d32-4fea-418c-bcf3-be28ff54f3d5', 'info': None, 'row': 15941, 'col': 16380}, 'geometry': {'type': 'Point', 'coordinates': [-69.67422250836736, 19.570418474001567, 0]}}, {'type': 'Feature', 'properties': {'id': '8564309f-cb5e-41b4-9d99-1ceb2e7e7702', 'info': None, 'row': 15941, 'col': 17640}, 'geometry': {'type': 'Point', 'coordinates': [-69.79225147641354, 19.59141623316987, 0]}}, {'type': 'Feature', 'properties': {'id': '9946a60a-b30d-400d-81e5-3074d453a703', 'info': None, 'row': 15941, 'col': 18900}, 'geometry': {'type': 'Point', 'coordinates': [-69.91031102831401, 19.61233676671282, 0]}}, {'type': 'Feature', 'properties': {'id': '960e204f-6c7e-45cd-af9e-f02ba4dba4a3', 'info': None, 'row': 15941, 'col': 20160}, 'geometry': {'type': 'Point', 'coordinates': [-70.0284010925167, 19.633179966598266, 0]}}, {'type': 'Feature', 'properties': {'id': '1528f317-3d6f-4d3e-b4ff-ab2c16d8f2e8', 'info': None, 'row': 15941, 'col': 21420}, 'geometry': {'type': 'Point', 'coordinates': [-70.14652154847285, 19.65394571659304, 0]}}, {'type': 'Feature', 'properties': {'id': 'dc4c928f-24db-49f7-961a-ba55e78a1559', 'info': None, 'row': 15941, 'col': 22680}, 'geometry': {'type': 'Point', 'coordinates': [-70.26467226017269, 19.674633898297465, 0]}}, {'type': 'Feature', 'properties': {'id': '3ecda648-558b-40ee-b37d-67f892bfb4b7', 'info': None, 'row': 15941, 'col': 23940}, 'geometry': {'type': 'Point', 'coordinates': [-70.38285316731192, 19.695244407073957, 0]}}]}
array(0)
- digital_number(pol, line, sample)uint16dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- comment :
- denoised digital number, read at full resolution
- history :
- digital_number: measurement/s1a-iw-grd-v*-20170907t103020-20170907t103045-018268-01eb76-00*.tiff
Array Chunk Bytes 1.57 GiB 47.68 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 7 graph layers Data type uint16 numpy.ndarray - time(line)datetime64[ns]2017-09-07T10:30:20.936389120 .....
- description :
- azimuth times interpolated along line dimension at the middle of range dimension
array(['2017-09-07T10:30:20.936389120', '2017-09-07T10:30:20.937879296', '2017-09-07T10:30:20.939369216', ..., '2017-09-07T10:30:45.932261888', '2017-09-07T10:30:45.933751808', '2017-09-07T10:30:45.935241984'], dtype='datetime64[ns]')
- sampleSpacing()float6410.0
- units :
- m
- referential :
- slant
array(10.)
- lineSpacing()float6410.0
- units :
- m
array(10.)
- gamma0_lut(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- gamma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/gamma
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 12 graph layers Data type float64 numpy.ndarray - noise_lut_azi(pol, line, sample)float32dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- noise
Array Chunk Bytes 3.15 GiB 95.37 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 12 graph layers Data type float32 numpy.ndarray - noise_lut_range(pol, line, sample)float32dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- noise
Array Chunk Bytes 3.15 GiB 95.37 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 12 graph layers Data type float32 numpy.ndarray - sigma0_lut(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- sigma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/sigmaNought
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 12 graph layers Data type float64 numpy.ndarray - noise_lut(pol, line, sample)float32dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- noise_lut: noisenoise
Array Chunk Bytes 3.15 GiB 95.37 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 22 graph layers Data type float32 numpy.ndarray - ground_heading(line, sample)float32dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- comment :
- at ground level, computed from lon/lat in azimuth direction
- long_name :
- Platform heading (azimuth from North)
- units :
- Degrees
Array Chunk Bytes 1.57 GiB 95.37 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type float32 numpy.ndarray - land_mask(line, sample)int8dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- land_mask: cartopy.feature.NaturalEarthFeature land
- meaning :
- 0: ocean , 1: land
Array Chunk Bytes 403.01 MiB 23.84 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 3 graph layers Data type int8 numpy.ndarray - altitude(line, sample)float64dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- height: annotation/s1a.xml: - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/line - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/pixel - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/height
Array Chunk Bytes 3.15 GiB 190.73 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type float64 numpy.ndarray - azimuth_time(line, sample)datetime64[ns]dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- azimuthTime: annotation/s1a.xml: - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/line - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/pixel - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/azimuthTime
Array Chunk Bytes 3.15 GiB 190.73 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type datetime64[ns] numpy.ndarray - slant_range_time(line, sample)float64dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- slantRangeTime: annotation/s1a.xml: - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/line - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/pixel - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/slantRangeTime
Array Chunk Bytes 3.15 GiB 190.73 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type float64 numpy.ndarray - incidence(line, sample)float64dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- incidenceAngle: annotation/s1a.xml: - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/line - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/pixel - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/incidenceAngle
Array Chunk Bytes 3.15 GiB 190.73 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type float64 numpy.ndarray - elevation(line, sample)float64dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- elevationAngle: annotation/s1a.xml: - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/line - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/pixel - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/elevationAngle
Array Chunk Bytes 3.15 GiB 190.73 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type float64 numpy.ndarray - longitude(line, sample)float64dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- longitude: annotation/s1a.xml: - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/line - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/pixel - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/longitude
Array Chunk Bytes 3.15 GiB 190.73 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type float64 numpy.ndarray - latitude(line, sample)float64dask.array<chunksize=(5000, 5000), meta=np.ndarray>
- history :
- latitude: annotation/s1a.xml: - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/line - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/pixel - /product/geolocationGrid/geolocationGridPointList/geolocationGridPoint/latitude
Array Chunk Bytes 3.15 GiB 190.73 MiB Shape (16778, 25187) (5000, 5000) Dask graph 24 chunks in 4 graph layers Data type float64 numpy.ndarray - velocity(line)float647.597e+03 7.597e+03 ... 7.598e+03
array([7597.45190117, 7597.45191242, 7597.45192367, ..., 7597.62563718, 7597.62564646, 7597.62565575])
- range_ground_spacing(sample)float6410.0 10.0 10.0 ... 10.0 10.0 10.0
array([10., 10., 10., ..., 10., 10., 10.])
- sigma0_raw(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- sigma0_raw: sigma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/sigmaNought
- references :
- https://sentinel.esa.int/web/sentinel/radiometric-calibration-of-level-1-products
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 24 graph layers Data type float64 numpy.ndarray - nesz(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- nesz: noise_lut: noisenoise sigma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/sigmaNought
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 34 graph layers Data type float64 numpy.ndarray - gamma0_raw(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- gamma0_raw: gamma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/gamma
- references :
- https://sentinel.esa.int/web/sentinel/radiometric-calibration-of-level-1-products
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 24 graph layers Data type float64 numpy.ndarray - negz(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- negz: gamma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/gamma noise_lut: noisenoise
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 34 graph layers Data type float64 numpy.ndarray - sigma0(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- sigma0: nesz: noise_lut: noisenoise sigma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/sigmaNought sigma0_raw: sigma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/sigmaNought
- comment :
- not clipped, some values can be <0
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 46 graph layers Data type float64 numpy.ndarray - gamma0(pol, line, sample)float64dask.array<chunksize=(1, 5000, 5000), meta=np.ndarray>
- history :
- gamma0: gamma0_raw: gamma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/gamma negz: gamma0_lut: annotation/calibration/calibration.xml: //calibration/calibrationVectorList/calibrationVector/gamma noise_lut: noisenoise
- comment :
- not clipped, some values can be <0
Array Chunk Bytes 6.30 GiB 190.73 MiB Shape (2, 16778, 25187) (1, 5000, 5000) Dask graph 48 chunks in 46 graph layers Data type float64 numpy.ndarray
- polPandasIndex
PandasIndex(Index(['VV', 'VH'], dtype='object', name='pol'))
- linePandasIndex
PandasIndex(RangeIndex(start=0, stop=16778, step=1, name='line'))
- samplePandasIndex
PandasIndex(RangeIndex(start=0, stop=25187, step=1, name='sample'))
- name :
- SENTINEL1_DS:/tmp/S1A_IW_GRDH_1SDV_20170907T103020_20170907T103045_018268_01EB76_Z010.SAFE:IW
- short_name :
- SENTINEL1_DS:S1A_IW_GRDH_1SDV_20170907T103020_20170907T103045_018268_01EB76_Z010.SAFE:IW
- product :
- GRDH
- safe :
- S1A_IW_GRDH_1SDV_20170907T103020_20170907T103045_018268_01EB76_Z010.SAFE
- swath :
- IW
- multidataset :
- False
- ipf :
- 2.84
- platform :
- SENTINEL-1A
- pols :
- VV VH
- start_date :
- 2017-09-07 10:30:20.936409
- stop_date :
- 2017-09-07 10:30:45.935264
- footprint :
- POLYGON ((-67.84221143971432 20.72564283093837, -70.22162571215458 21.14758369556577, -70.51434171237564 19.64044158236074, -68.15836401927538 19.21519321274318, -67.84221143971432 20.72564283093837))
- coverage :
- 170km * 251km (line * sample )
- orbit_pass :
- Descending
- platform_heading :
- -167.7668824808032
Documentation
Overview
xsar rely on xarray.open_rasterio, rasterio and GDAL to read digital_number from SAFE product to return an xarray.Dataset object with dask chunks.
Luts are decoded from xml files and applied to digital_number, following official ESA thermal denoising document and ESA Sentinel-1 Product Specification.
So end user can directly use for example sigma0 variable, this is the denoised sigma0 computed from digital_number and by applying relevants luts.
Because xsar rely on dask, it have a small memory footprint: variables are read from file and computed only if needed.
xsar.open_dataset()
is very close to xarray.open_dataset, but in the followings examples, you will find some additional keywords and classes that allow to:
Examples
Note
With recommended installation you will be able to download and execute those examples in jupyter notebook.
Those examples will automatically download test data from https://cyclobs.ifremer.fr/static/sarwing_datarmor/xsardata/
Those file are not official ones: they are resampled to a lower resoltion and compressed to avoid big network transfert and disk usage.
Don’t use them for real science !
UML Description
Reference
Get in touch
Report bugs, suggest features or view the source code on github.
Last documentation build: Aug 28 2023 at 17:17
- XSAR simple example
- Advanced XSAR example
- Advanced explanation for RadarSat2
- Advanced explanation for RCM
- Projecting data on a map
- Raster masks from vector masks
- Open multiples datasets
- xsar batch processing on datarmor (ifremer)
- what is specific to TOPS SLC products?
- How to read a TOPS SLC product with xsar ?
- add high resolution interpolated variables
- alternatively compute the value of a geolocation field (longitude, latitude, incidence,..) at given image coordinates
- perform calibration and denoizing on sigma0, gamma0 and beta0
- get azimuth time variable
- get the ground range spacing
- get complex digital number
- additional informations