CryoTEMPO-EOLIS products over Austfonna Basin 3

Introduction

This example shows how to use Specklia to retrieve CryoTEMPO-EOLIS Point and Gridded Product data over Austfonna Basin 3.

You can view the code below or click here to run it yourself in Google Colab!

Environment Setup

To run this notebook, you will need to make sure that the folllowing packages are installed in your python environment (all can be installed via pip/conda): - matplotlib - geopandas - contextily - ipykernel - shapely - specklia

If you are using the Google Colab environment, these packages will be installed in the next cell. Please note this step may take a few minutes.

[1]:

import sys
if 'google.colab' in sys.modules:
    %pip install rasterio --no-binary rasterio
    %pip install specklia
    %pip install matplotlib
    %pip install geopandas
    %pip install contextily
    %pip install shapely
    %pip install python-dotenv

Now, let’s import the packages and create a Specklia client to work with:

[2]:

# fix an issue that can sometimes occur with rasterio using the wrong version of proj
import os
import pyproj
os.environ['PROJ_LIB'] = pyproj.datadir.get_data_dir()

from datetime import datetime
import pprint
from time import perf_counter

import contextily as ctx
from dotenv import load_dotenv
import geopandas as gpd
from IPython.display import display
import matplotlib.colors as mcolors
import matplotlib.pyplot as plt
import numpy as np
from pandas import Timedelta
import shapely
from specklia import Specklia

# load a demonstration API key from a .env file.
load_dotenv()

# Specify polygon colors to match another Earthwave product, https://cs2eo.org.
data_coverage_color = np.array([52, 211, 153])/255
geo_filter_colour = np.array([96, 165, 250])/255

# To run this code yourself, first generate your own key using https://specklia.earthwave.co.uk.
if 'DEMO_API_KEY' in os.environ:
    client = Specklia(os.environ['DEMO_API_KEY'])
else:
    user_api_key = input('Please generate your own key using https://specklia.earthwave.co.uk/ApiKeys and paste it here:')
    client = Specklia(user_api_key)

Listing groups and datasets

The demonstration user has the same permissions as a freshly created Specklia user. Let’s list the groups they are a part of and the datasets they can access:

[3]:

display(client.list_groups())

	group_id	group_name
0	all_users	all_users
1	4ccfc777-c420-4ebc-afba-15bfcc2774b0	demonstration_user

[4]:

available_datasets = client.list_datasets()
display(available_datasets)

	columns	created_timestamp	dataset_id	dataset_name	description	epsg4326_coverage	last_modified_timestamp	last_queried_timestamp	max_timestamp	min_timestamp	owning_group_id	owning_group_name	size_rows	size_uncompressed_bytes	storage_tech
0	[{'description': 'Measurement of time', 'max_v...	2023-11-30 13:39:12	05cffaba-1849-4c90-811f-062465a150e7	CryoTEMPO-EOLIS Gridded Product	CryoTEMPO-EOLIS Elevation Over Land Ice from S...	MULTIPOLYGON (((24.37098 79.24902, 24.17254 79...	2024-06-06 13:15:01	2024-12-05 02:30:13	2024-01-15 00:00:00	2010-08-15 00:00:00	all_users	all_users	239815295	39809338946	OLAP
1	[{'description': 'Measurement of time', 'max_v...	2023-11-30 14:27:18	7b9350b7-0184-4710-beae-65ce8423af37	CryoTEMPO-EOLIS Point Product	CryoTEMPO-EOLIS Elevation Over Land Ice from S...	MULTIPOLYGON (((-60.13265 -66.75852, -60.32589...	2024-08-15 22:33:22	2024-12-05 02:22:58	2024-02-29 23:57:09	2010-07-16 00:08:48	all_users	all_users	81002409140	12148016402456	OLAP
2	[{'description': 'Water surface height above e...	2024-01-10 17:05:38	5ad51abc-9d48-42b5-9851-1187463a79d5	CryoTEMPO Inland Water Thematic Product Baseli...	CryoTEMPO Inland Water product providing water...	MULTIPOLYGON (((13.89497 62.89651, 13.83991 62...	2024-01-11 00:10:09	2024-11-29 09:29:58	2023-10-31 19:22:49	2010-07-16 19:30:09	all_users	all_users	1032630	163196916	OLAP
3	[{'description': 'rgi id', 'max_value': 'RGI20...	NaT	b2349ad2-d9ce-46b7-a3a2-15acbf129e67	RGIv7 Glaciers	Randolph Glacier Inventory v7 Glaciers	MULTIPOLYGON (((-63.87645 -64.79776, -64.05784...	NaT	2024-12-05 02:26:39	2023-12-12 10:25:58	2023-12-12 10:25:58	all_users	all_users	274531	776552448	OLTP
4	[{'description': 'The Ice Sheet containing the...	NaT	58473d18-0bd4-42fe-b1f6-4348c21b6db1	IMBIE Polygons	Icesheet Mass Balance Intercomparison Exercise...	MULTIPOLYGON (((-83.81796 -83.039, -84.43742 -...	NaT	2024-12-05 00:10:32	2023-12-12 10:25:58	2023-12-12 10:25:58	all_users	all_users	122	32485376	OLTP
5	[{'description': 'Sea Level Anomaly', 'max_val...	2024-01-11 09:42:25	76a42372-f792-41f1-81e4-77c6ae73f872	CryoTEMPO Coastal Ocean Thematic Product Basel...	CryoTEMPO Coastal Ocean product providing alon...	MULTIPOLYGON (((-3.82482 31.48007, -3.82482 31...	2024-01-11 20:22:07	2024-12-03 16:17:05	2023-10-31 23:58:25	2010-07-16 00:47:36	all_users	all_users	38890488	7001761856	OLAP
6	[{'description': 'SIRAL instrument mode flag -...	2024-03-02 09:31:09	2550e489-de77-4477-bcac-f2409fbf6a46	CryoTEMPO Sea Ice Thematic Product Baseline B	CryoTEMPO Sea Ice product providing radar and ...	MULTIPOLYGON (((-152.23343 60.68671, -152.0764...	2024-03-08 15:09:43	2024-12-05 02:22:00	2023-12-31 23:55:31	2010-11-01 00:22:24	all_users	all_users	638077885	86920318910	OLAP
7	[{'description': 'dynamic ocean topography', '...	2024-03-05 10:25:59	16ef369d-c7bf-4a47-9ea5-9b6010f5fd7a	CryoTEMPO Polar Ocean Thematic Product Baseline B	CryoTEMPO Polar Ocean product providing sea le...	MULTIPOLYGON (((78.50538 70.35213, 78.27979 70...	2024-03-08 11:25:06	2024-12-05 02:21:50	2023-12-31 23:55:31	2010-08-01 00:37:22	all_users	all_users	1358354076	226346930728	OLAP
8	[{'description': 'CryoSat SIRAL instrument ope...	2024-03-09 20:53:02	db056d0f-cbe0-47b0-83cf-f89bf11e8881	CryoTEMPO Land Ice Thematic Product Baseline B	CryoTEMPO Land Ice product providing surface e...	MULTIPOLYGON (((-44.58417 -71.68364, -44.79148...	2024-04-09 12:21:44	2024-12-05 02:22:12	2024-01-01 00:00:16	2010-07-16 00:08:47	all_users	all_users	1144437670	175667589060	OLAP
9	[{'description': 'o1region', 'max_value': None...	NaT	3bc644c6-b4af-4075-8f49-d18122c0a4f5	RGIv7 First Order Regions	Randolph Glacier Inventory v7 First Order Regions	MULTIPOLYGON (((-12.17943 -60.39706, -12.13433...	NaT	2024-12-05 00:09:20	2023-12-12 10:25:58	2023-12-12 10:25:58	all_users	all_users	21	3084288	OLTP
10	[{'description': 'o1region', 'max_value': None...	NaT	a84945c3-c851-49fd-b8a5-7066abfb281f	RGIv7 Second Order Regions	Randolph Glacier Inventory v7 Second Order Reg...	MULTIPOLYGON (((-167.14364 -79.75724, -167.029...	NaT	2024-12-05 00:09:20	2023-12-12 10:25:58	2023-12-12 10:25:58	all_users	all_users	91	4268032	OLTP
11	[{'description': 'Sea Level Anomaly', 'max_val...	2024-07-05 14:07:32	9794dc78-6eec-415f-8662-f9474e3bcf46	CryoTEMPO Coastal Ocean Thematic Product Basel...	CryoTEMPO Coastal Ocean product providing alon...	MULTIPOLYGON (((-17.0067 19.87888, -17.10119 1...	2024-07-05 14:49:38	2024-11-28 16:09:12	2024-04-30 16:14:05	2010-07-16 00:47:36	all_users	all_users	206076389	37263979942	OLAP
12	[{'description': 'Water surface height above e...	2024-07-05 15:38:42	88e7d77b-ccac-4695-8647-ff1e82046e16	CryoTEMPO Inland Water Thematic Product Baseli...	CryoTEMPO Inland Water product providing water...	MULTIPOLYGON (((-102.9723 57.79885, -103.1101 ...	2024-07-05 15:58:48	2024-11-28 11:32:55	2024-04-30 14:30:01	2010-07-16 19:30:11	all_users	all_users	846056	169503520	OLAP
13	[{'description': 'CryoSat SIRAL instrument ope...	2024-07-05 20:45:55	7bfed064-49bd-4055-bc01-89f3c8b8959e	CryoTEMPO Land Ice Thematic Product Baseline C	CryoTEMPO Land Ice product providing surface e...	MULTIPOLYGON (((-54.55469 -59.57532, -54.43947...	2024-07-06 11:09:54	2024-11-19 17:01:34	2024-03-31 22:41:28	2010-07-16 00:08:47	all_users	all_users	1163975600	178163876072	OLAP
14	[{'description': 'SIRAL instrument mode flag -...	2024-07-08 16:13:15	e39ed572-7e7b-4d8a-83e9-91a505c78ac8	CryoTEMPO Sea Ice Thematic Product Baseline C	CryoTEMPO Sea Ice product providing radar and ...	MULTIPOLYGON (((-34.19107 63.58839, -34.31752 ...	2024-07-09 08:56:17	2024-07-19 10:18:08	2024-04-30 23:53:56	2010-07-16 00:04:56	all_users	all_users	1326067068	182488550480	OLAP
15	[{'description': 'dynamic ocean topography', '...	2024-07-09 09:24:39	f28e1774-7f20-4943-952c-aa3154abfc19	CryoTEMPO Polar Ocean Thematic Product Baseline C	CryoTEMPO Polar Ocean product providing sea le...	MULTIPOLYGON (((106.17442 -49.9604, 106.28569 ...	2024-07-10 08:46:26	2024-11-26 11:10:48	2024-05-01 00:27:58	2010-07-16 00:04:56	all_users	all_users	2648829181	444394620958	OLAP
16	[{'description': 'SIRAL instrument mode flag -...	2024-07-19 16:00:20	5de85669-9bac-4408-a10e-65f2f3dac8ca	CryoTEMPO Summer Sea Ice Thematic Product Base...	CryoTEMPO Summer Sea Ice product providing rad...	MULTIPOLYGON (((-136.40515 54.45227, -136.52 5...	2024-07-19 17:46:22	2024-08-03 19:51:09	2023-10-31 22:40:31	2011-04-01 00:01:28	all_users	all_users	598734791	66122419426	OLAP

Plotting dataset spatial coverage

There’s a lot of information here. Let’s plot the geospatial coverage of the Point and Gridded product datasets, using Contextily to add a satellite background map. Note that as of 30th June 2023, only products covering Svalbard have been loaded. We will be loading more in the second half of 2023.

All background satellite imagery tiles are provided by the Esri World Imagery Service via Contextily.

[5]:

eolis_datasets = {}
for ds_name in ['CryoTEMPO-EOLIS Point Product', 'CryoTEMPO-EOLIS Gridded Product']:
    eolis_datasets[ds_name] = available_datasets[
        available_datasets['dataset_name'] == ds_name].iloc[0]

    print(f"{ds_name} contains data timestamped between \n"
        f"{eolis_datasets[ds_name]['min_timestamp']} "
        f"and {eolis_datasets[ds_name]['max_timestamp']}\n")

    print(f"{ds_name} has the following columns:")
    pprint.PrettyPrinter(indent=2, width=120).pprint(eolis_datasets[ds_name]['columns'])
    print("\n\n")

    desired_dataset_spatial_coverage = gpd.GeoDataFrame(
        geometry=[eolis_datasets[ds_name]['epsg4326_coverage']], crs=4326)

    # we create two plots, one for each hemisphere, to minimise distortion
    # and illustrate that multiple regions may be present within the same dataset
    for crs, hemisphere_name, hemisphere_bounding_box in [
            (3413, 'northern', (-180, 0, 180, 90)),
            (3031, 'southern', (-180, -90, 180, 0))
            ]:

        cropped_data = desired_dataset_spatial_coverage.clip(hemisphere_bounding_box)

        if len(cropped_data) > 0:
            transformed_cropped_data = cropped_data.to_crs(crs)
            ax = transformed_cropped_data.plot(
                figsize=(10, 10), alpha=0.5, color=data_coverage_color, edgecolor=data_coverage_color)

            ax.set_xlabel('x (m)')
            ax.set_ylabel('y (m)')
            ax.set_title(f"{ds_name} spatial coverage, {hemisphere_name} hemisphere (EPSG {crs})")
            # we calculate the zoom level dynamically so that we don't have to change this code
            # when new regions are added to the CryoTEMPO EOLIS products.
            ctx.add_basemap(ax, source=ctx.providers.Esri.WorldImagery, crs=crs, attribution=False,
                            zoom=ctx.tile._calculate_zoom(*cropped_data.total_bounds) - 1)

CryoTEMPO-EOLIS Point Product contains data timestamped between
2010-07-16 00:08:48 and 2024-02-29 23:57:09

CryoTEMPO-EOLIS Point Product has the following columns:
[ { 'description': 'Measurement of time',
    'max_value': 1709251029,
    'min_value': 1279238928,
    'name': 'time',
    'type': 'int',
    'unit': 'Seconds from 1970 in the UTC timezone'},
  { 'description': 'x spatial position on the x axis using the projection defined for the region',
    'max_value': 4822076.0,
    'min_value': -3967596.75,
    'name': 'x',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'y spatial position on the y axis using the projection defined for the region',
    'max_value': 7262211.0,
    'min_value': -5003002.5,
    'name': 'y',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'Elevation estimate for a point in space and time',
    'max_value': 7327.7109375,
    'min_value': -150.36830139160156,
    'name': 'elevation',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'Uncertainty estimate for a point in space and time',
    'max_value': 24.9919490814209,
    'min_value': 0.5143656134605408,
    'name': 'uncertainty',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'Indicates whether a point is from the Swath processing 1 or is a POCA input 0',
    'max_value': 1,
    'min_value': 0,
    'name': 'is_swath',
    'type': 'int',
    'unit': 'swath1 poca0'},
  { 'description': 'Numeric id that uses the Variable Attribute as a String Lookup',
    'max_value': 2147477784,
    'min_value': -2147469220,
    'name': 'input_file_id',
    'type': 'int',
    'unit': 'Numeric Id'}]



CryoTEMPO-EOLIS Gridded Product contains data timestamped between
2010-08-15 00:00:00 and 2024-01-15 00:00:00

CryoTEMPO-EOLIS Gridded Product has the following columns:
[ { 'description': 'Measurement of time',
    'max_value': 1705276800,
    'min_value': 1281830400,
    'name': 'time',
    'type': 'int',
    'unit': 'Seconds from 1970 in the UTC timezone'},
  { 'description': 'Polar Stereographic EPSG 3413 X Coordinate',
    'max_value': 2679000.0,
    'min_value': -3967000.0,
    'name': 'x',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'Polar Stereographic EPSG 3413 Y Coordinate',
    'max_value': 7071000.0,
    'min_value': -3341000.0,
    'name': 'y',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'CryoTEMPO-EOLIS Gridded Elevation',
    'max_value': 6612.62841796875,
    'min_value': -121.99847412109375,
    'name': 'elevation',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'CryoTEMPO-EOLIS Gridded Uncertainty',
    'max_value': 19.985267639160156,
    'min_value': 0.2786601483821869,
    'name': 'uncertainty',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'The minimum x boundary of the grid cell',
    'max_value': 2678000.0,
    'min_value': -3968000.0,
    'name': 'x_bnds_min',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'The maximum x boundary of the grid cell',
    'max_value': 2680000.0,
    'min_value': -3966000.0,
    'name': 'x_bnds_max',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'The minimum y boundary of the grid cell',
    'max_value': 7070000.0,
    'min_value': -3342000.0,
    'name': 'y_bnds_min',
    'type': 'float',
    'unit': 'metres'},
  { 'description': 'The maximum y boundary of the grid cell',
    'max_value': 7072000.0,
    'min_value': -3340000.0,
    'name': 'y_bnds_max',
    'type': 'float',
    'unit': 'metres'}]

../_images/example_notebooks_austfonna_basin_3_10_1.png

../_images/example_notebooks_austfonna_basin_3_10_2.png

../_images/example_notebooks_austfonna_basin_3_10_3.png

../_images/example_notebooks_austfonna_basin_3_10_4.png

Querying RGI polygons

In this example, we are interested in studying Austfonna Basin 3. Conveniently, Specklia contains all RGI v7.0 glacier boundary definitions. Let’s retrieve the RGI v7.0 boundary of Basin 3 from Specklia and take a look.

Firstly, we need to define a rough polygon covering the area to query the RGIv7 polygons from Specklia.

[6]:

austfonna_extent = shapely.from_wkt(
    'POLYGON ((19.27002 79.492646, 23.862305 79.075977, 28.630371 79.843346, 25.708008 80.441282, 19.27002 79.492646))')
austfonna_extent_gdf = gpd.GeoSeries(austfonna_extent, crs=4326)
# We plot in the WGS 84 / NSIDC Sea Ice Polar Stereographic North CRS (EPSG 3413).
ax = austfonna_extent_gdf.to_crs(3413).plot(
    figsize=(10, 10), alpha=0.5, color=geo_filter_colour, edgecolor=geo_filter_colour)

ax.set_xlabel('x (meters)')
ax.set_ylabel('y (meters)')
ax.set_title("Query extent for Austfonna")
ctx.add_basemap(ax, source=ctx.providers.Esri.WorldImagery, crs=3413, attribution=False, zoom=8)

../_images/example_notebooks_austfonna_basin_3_12_0.png

Now that we have defined a rough extent covering Austfonna, we can query the polygons from Specklia. Specklia will return all RGI Glaciers whose centroids fall within the query polygon.

[7]:

rgiv7_dataset = available_datasets[available_datasets['dataset_name'] == 'RGIv7 Glaciers'].iloc[0]

query_start_time = perf_counter()

rgi_data, rgi_data_sources = client.query_dataset(
    dataset_id=rgiv7_dataset['dataset_id'],
    epsg4326_polygon=austfonna_extent,
    min_datetime=rgiv7_dataset['min_timestamp'] - Timedelta(seconds=1),
    max_datetime=rgiv7_dataset['max_timestamp'] + Timedelta(seconds=1))

print(f'Query took {perf_counter()-query_start_time:.2f} seconds to complete.')
print(f'Austfonna Polygon Query complete, {len(rgi_data)} points returned, '
        f'drawn from {len(rgi_data_sources)} original sources.')
print(f'Columns within the data: {rgi_data.columns}\n\n')

Query took 0.36 seconds to complete.
Austfonna Polygon Query complete, 35 points returned, drawn from 1 original sources.
Columns within the data: Index(['source_id', 'source_row_id', 'timestamp', 'rgi_id', 'o1region',
       'o2region', 'glims_id', 'anlys_id', 'subm_id', 'src_date', 'cenlon',
       'cenlat', 'utm_zone', 'area_km2', 'primeclass', 'conn_lvl',
       'surge_type', 'term_type', 'glac_name', 'is_rgi6', 'termlon', 'termlat',
       'zmin_m', 'zmax_m', 'zmed_m', 'zmean_m', 'slope_deg', 'aspect_deg',
       'aspect_sec', 'dem_source', 'lmax_m', 'original_polygons', 'nice_name',
       'min_lat', 'max_lat', 'min_lon', 'max_lon',
       'max_simplification_tolerance', 'simplified_polygons_t200',
       'simplified_polygons_t500', 'simplified_polygons_t1000',
       'simplified_polygons_t2100', 'simplified_polygons_t3500',
       'simplified_polygons_t8700', 'simplified_polygons_t17700',
       'simplified_polygons_t36200', 'simplified_polygons_t73600',
       'simplified_polygons_t150000', 'geometry'],
      dtype='object')

The Specklia query returns all of the original attributes in the RGI shapefile, as well as varying degrees of simplified versions of the original polygon. The simplified polygons have fewer vertices which make for faster querying, if we retrieve only those.

Additionally, source information is supplied for the returned data, and a direct link to the source file.

[8]:

display(rgi_data_sources)
display(rgi_data)

[{'source_id': '1d1802f8-1d40-413f-b6fb-1cdfbca64244',
  'min_time': datetime.datetime(2023, 12, 12, 10, 25, 58),
  'max_time': datetime.datetime(2023, 12, 12, 10, 25, 58),
  'geospatial_coverage': <MULTIPOLYGON (((18.871 80.017, 19.304 79.992, 19.134 79.908, 19.563 79.882,...>,
  'point_count': 1666,
  'source_information': {'description': 'RGI v7 polygons, from RGI2000-v7.0-G-07_svalbard_jan_mayen',
   'web_path': 'https://daacdata.apps.nsidc.org/pub/DATASETS/nsidc0770_rgi_v7/regional_files/RGI2000-v7.0-G/RGI2000-v7.0-G-07_svalbard_jan_mayen.zip'}}]

	source_id	source_row_id	timestamp	rgi_id	o1region	o2region	glims_id	anlys_id	subm_id	src_date	...	simplified_polygons_t500	simplified_polygons_t1000	simplified_polygons_t2100	simplified_polygons_t3500	simplified_polygons_t8700	simplified_polygons_t17700	simplified_polygons_t36200	simplified_polygons_t73600	simplified_polygons_t150000	geometry
0	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1379	1.702377e+09	RGI2000-v7.0-G-07-01380	07	07-01	G026149E79828N	102995	563	2001-07-10T00:00:00	...	POLYGON ((26.61388 79.83142, 25.84645 79.88049...	POLYGON ((26.61388 79.83142, 25.84645 79.88049...	POLYGON ((26.61388 79.83142, 25.84645 79.88049...	POLYGON ((26.61388 79.83142, 25.7373 79.86216,...	POLYGON ((26.61388 79.83142, 25.7373 79.86216,...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (26.34832 79.80721)
1	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1378	1.702377e+09	RGI2000-v7.0-G-07-01379	07	07-01	G026458E79881N	102996	563	2001-07-10T00:00:00	...	POLYGON ((27.16908 79.89404, 26.5883 79.91298,...	POLYGON ((27.16908 79.89404, 26.5883 79.91298,...	POLYGON ((27.16908 79.89404, 26.38013 79.94683...	POLYGON ((27.16908 79.89404, 26.38013 79.94683...	POLYGON ((27.16908 79.89404, 25.84644 79.88048...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (26.60746 79.87224)
2	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1377	1.702377e+09	RGI2000-v7.0-G-07-01378	07	07-01	G026669E79935N	103034	563	2008-08-14T00:00:00	...	POLYGON ((27.16909 79.89404, 27.07837 79.93942...	POLYGON ((27.16909 79.89404, 26.99737 79.97146...	POLYGON ((27.16909 79.89404, 26.99737 79.97146...	POLYGON ((27.16909 79.89404, 26.99737 79.97146...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (26.7925 79.93286)
3	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1375	1.702377e+09	RGI2000-v7.0-G-07-01376	07	07-01	G026693E79986N	103035	563	2008-08-14T00:00:00	...	POLYGON ((26.99737 79.97144, 27.12007 79.97562...	POLYGON ((26.99737 79.97144, 27.12007 79.97562...	POLYGON ((26.99737 79.97144, 27.10598 80.01346...	POLYGON ((26.99737 79.97144, 26.93156 80.04974...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (26.79289 79.99713)
4	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1376	1.702377e+09	RGI2000-v7.0-G-07-01377	07	07-01	G027038E80056N	103920	563	2008-08-14T00:00:00	...	POLYGON ((27.04939 80.06137, 27.00124 80.05721...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (27.05333 80.05491)
5	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1374	1.702377e+09	RGI2000-v7.0-G-07-01375	07	07-01	G025747E79959N	103036	563	2008-08-14T00:00:00	...	POLYGON ((26.93156 80.04974, 26.92716 80.05666...	POLYGON ((26.93156 80.04974, 26.98568 80.07853...	POLYGON ((26.93156 80.04974, 26.75593 80.15027...	POLYGON ((26.93156 80.04974, 26.75593 80.15027...	POLYGON ((26.93156 80.04974, 26.06037 80.17468...	POLYGON ((26.93156 80.04974, 26.06037 80.17468...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (26.01828 80.01316)
6	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1372	1.702377e+09	RGI2000-v7.0-G-07-01373	07	07-01	G025164E79993N	103407	563	2008-08-14T00:00:00	...	POLYGON ((25.47418 80.14555, 25.50105 80.16663...	POLYGON ((25.47418 80.14555, 25.50105 80.16663...	POLYGON ((25.47418 80.14555, 25.42796 80.21333...	POLYGON ((25.47418 80.14555, 25.24448 80.22266...	POLYGON ((25.47418 80.14555, 25.24448 80.22266...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (25.16718 80.03021)
7	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1370	1.702377e+09	RGI2000-v7.0-G-07-01371	07	07-01	G024143E79973N	103537	563	2008-08-14T00:00:00	...	POLYGON ((24.2867 80.13033, 24.24596 80.13021,...	POLYGON ((24.2867 80.13033, 24.16006 80.15254,...	POLYGON ((24.2867 80.13033, 23.76046 80.16663,...	POLYGON ((24.2867 80.13033, 23.76046 80.16663,...	POLYGON ((24.2867 80.13033, 23.76046 80.16663,...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (24.12696 79.998)
8	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1371	1.702377e+09	RGI2000-v7.0-G-07-01372	07	07-01	G024700E79994N	103408	563	2008-08-14T00:00:00	...	POLYGON ((25.17148 80.20192, 25.0333 80.23848,...	POLYGON ((25.17148 80.20192, 25.0333 80.23848,...	POLYGON ((25.17148 80.20192, 25.0333 80.23848,...	POLYGON ((25.17148 80.20192, 24.77555 80.23921...	POLYGON ((25.17148 80.20192, 24.2867 80.13033,...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (24.7316 80.03762)
9	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1373	1.702377e+09	RGI2000-v7.0-G-07-01374	07	07-01	G025456E80055N	103406	563	2008-08-14T00:00:00	...	POLYGON ((25.92807 80.13459, 25.86515 80.14133...	POLYGON ((25.92807 80.13459, 25.86515 80.14133...	POLYGON ((25.92807 80.13459, 25.47418 80.14555...	POLYGON ((25.92807 80.13459, 25.47418 80.14555...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (25.58529 80.09301)
10	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1369	1.702377e+09	RGI2000-v7.0-G-07-01370	07	07-01	G023619E79932N	103538	563	2008-08-14T00:00:00	...	POLYGON ((23.82852 80.07212, 23.71964 80.08317...	POLYGON ((23.82852 80.07212, 23.71964 80.08317...	POLYGON ((23.82852 80.07212, 23.51371 80.08824...	POLYGON ((23.82852 80.07212, 23.50217 80.1188,...	POLYGON ((23.82852 80.07212, 23.10169 79.97521...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (23.57713 79.96388)
11	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1368	1.702377e+09	RGI2000-v7.0-G-07-01369	07	07-01	G023229E79872N	103600	563	2008-08-14T00:00:00	...	POLYGON ((23.39479 79.87727, 23.27959 79.92802...	POLYGON ((23.39479 79.87727, 23.1017 79.97522,...	POLYGON ((23.39479 79.87727, 23.1017 79.97522,...	POLYGON ((23.39479 79.87727, 23.1017 79.97522,...	POLYGON ((23.39479 79.87727, 23.1017 79.97522,...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (23.08983 79.89514)
12	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1386	1.702377e+09	RGI2000-v7.0-G-07-01387	07	07-01	G023284E79812N	103601	563	2008-08-14T00:00:00	...	POLYGON ((23.823 79.82722, 23.48302 79.85643, ...	POLYGON ((23.823 79.82722, 23.48302 79.85643, ...	POLYGON ((23.823 79.82722, 22.68488 79.86105, ...	POLYGON ((23.823 79.82722, 22.68488 79.86105, ...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (22.97474 79.80681)
13	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1385	1.702377e+09	RGI2000-v7.0-G-07-01386	07	07-01	G022972E79705N	103677	563	2008-08-14T00:00:00	...	POLYGON ((23.51095 79.61636, 23.59802 79.64253...	POLYGON ((23.51095 79.61636, 23.7791 79.81205,...	POLYGON ((23.51095 79.61636, 23.7791 79.81205,...	POLYGON ((23.51095 79.61636, 23.7791 79.81205,...	POLYGON ((23.51095 79.61636, 23.7791 79.81205,...	POLYGON ((23.51095 79.61636, 23.7791 79.81205,...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (22.8423 79.68748)
14	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1366	1.702377e+09	RGI2000-v7.0-G-07-01367	07	07-01	G021825E79896N	103007	563	2008-08-14T00:00:00	...	POLYGON ((21.93413 79.85268, 21.96394 79.85258...	POLYGON ((21.93413 79.85268, 22.06898 79.92153...	POLYGON ((21.93413 79.85268, 22.06898 79.92153...	POLYGON ((21.93413 79.85268, 22.06898 79.92153...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.85429 79.88357)
15	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1333	1.702377e+09	RGI2000-v7.0-G-07-01334	07	07-01	G021796E79622N	103678	563	2008-08-14T00:00:00	...	POLYGON ((21.83193 79.69106, 21.58519 79.69272...	POLYGON ((21.83193 79.69106, 21.58519 79.69272...	POLYGON ((21.83193 79.69106, 21.58519 79.69272...	POLYGON ((21.83193 79.69106, 21.58519 79.69272...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.85494 79.62986)
16	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1334	1.702377e+09	RGI2000-v7.0-G-07-01335	07	07-01	G021458E79648N	103679	563	2008-08-14T00:00:00	...	POLYGON ((21.64138 79.66167, 21.37382 79.67463...	POLYGON ((21.64138 79.66167, 21.37382 79.67463...	POLYGON ((21.64138 79.66167, 21.37382 79.67463...	POLYGON ((21.64138 79.66167, 21.34171 79.70431...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.28029 79.65719)
17	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1328	1.702377e+09	RGI2000-v7.0-G-07-01329	07	07-01	G020876E79476N	103924	563	2008-08-14T00:00:00	...	POLYGON ((20.87766 79.54107, 20.7948 79.54571,...	POLYGON ((20.87766 79.54107, 20.7948 79.54571,...	POLYGON ((20.87766 79.54107, 20.79202 79.45287...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (20.84421 79.49624)
18	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1406	1.702377e+09	RGI2000-v7.0-G-07-01407	07	07-01	G021009E79425N	103038	563	2008-08-14T00:00:00	...	POLYGON ((21.12787 79.45388, 20.95301 79.47293...	POLYGON ((21.12787 79.45388, 20.95301 79.47293...	POLYGON ((21.12787 79.45388, 20.95301 79.47293...	POLYGON ((21.12787 79.45388, 20.79202 79.45289...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (20.96169 79.41871)
19	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1329	1.702377e+09	RGI2000-v7.0-G-07-01330	07	07-01	G021054E79491N	103923	563	2008-08-14T00:00:00	...	POLYGON ((21.08305 79.52011, 21.03776 79.52169...	POLYGON ((21.08305 79.52011, 21.05612 79.54072...	POLYGON ((21.08305 79.52011, 20.87765 79.54106...	POLYGON ((21.08305 79.52011, 20.87765 79.54106...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.03982 79.49662)
20	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1407	1.702377e+09	RGI2000-v7.0-G-07-01408	07	07-01	G021326E79440N	103039	563	2008-08-14T00:00:00	...	POLYGON ((21.58231 79.43692, 21.52333 79.47735...	POLYGON ((21.58231 79.43692, 21.52333 79.47735...	POLYGON ((21.58231 79.43692, 21.52333 79.47735...	POLYGON ((21.58231 79.43692, 21.52333 79.47735...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.34514 79.42637)
21	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1330	1.702377e+09	RGI2000-v7.0-G-07-01331	07	07-01	G021261E79495N	103922	563	2008-08-14T00:00:00	...	POLYGON ((21.31298 79.53806, 21.17458 79.54324...	POLYGON ((21.31298 79.53806, 21.17458 79.54324...	POLYGON ((21.31298 79.53806, 21.08745 79.52373...	POLYGON ((21.31298 79.53806, 21.08745 79.52373...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.29802 79.50302)
22	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1331	1.702377e+09	RGI2000-v7.0-G-07-01332	07	07-01	G021278E79612N	103723	563	2008-08-14T00:00:00	...	POLYGON ((21.48689 79.62724, 21.32241 79.64561...	POLYGON ((21.48689 79.62724, 21.18218 79.64959...	POLYGON ((21.48689 79.62724, 20.83832 79.63478...	POLYGON ((21.48689 79.62724, 20.83832 79.63478...	POLYGON ((21.48689 79.62724, 20.83832 79.63478...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.43034 79.56264)
23	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1408	1.702377e+09	RGI2000-v7.0-G-07-01409	07	07-01	G021473E79377N	103921	563	2008-08-14T00:00:00	...	POLYGON ((21.47844 79.3685, 21.52116 79.37683,...	POLYGON ((21.47844 79.3685, 21.48481 79.38424,...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (21.47474 79.37589)
24	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1332	1.702377e+09	RGI2000-v7.0-G-07-01333	07	07-01	G021925E79522N	103724	563	2008-08-14T00:00:00	...	POLYGON ((22.78762 79.55351, 22.25726 79.61311...	POLYGON ((22.78762 79.55351, 22.25726 79.61311...	POLYGON ((22.78762 79.55351, 22.25726 79.61311...	POLYGON ((22.78762 79.55351, 22.25726 79.61311...	POLYGON ((22.78762 79.55351, 21.96265 79.58672...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (22.28005 79.51971)
25	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1383	1.702377e+09	RGI2000-v7.0-G-07-01384	07	07-01	G023559E79453N	102990	563	2001-07-10T00:00:00	...	POLYGON ((24.32909 79.46529, 24.23908 79.49731...	POLYGON ((24.32909 79.46529, 24.23908 79.49731...	POLYGON ((24.32909 79.46529, 23.51095 79.61638...	POLYGON ((24.32909 79.46529, 23.51095 79.61638...	POLYGON ((24.32909 79.46529, 23.08874 79.59801...	POLYGON ((24.32909 79.46529, 23.08874 79.59801...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (23.51215 79.40139)
26	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1382	1.702377e+09	RGI2000-v7.0-G-07-01383	07	07-01	G024340E79634N	102992	563	2001-07-10T00:00:00	...	POLYGON ((24.88487 79.71135, 24.56826 79.83148...	POLYGON ((24.88487 79.71135, 24.56826 79.83148...	POLYGON ((24.88487 79.71135, 24.56826 79.83148...	POLYGON ((24.88487 79.71135, 24.56826 79.83148...	POLYGON ((24.88487 79.71135, 23.823 79.82722, ...	POLYGON ((24.88487 79.71135, 23.823 79.82722, ...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (24.55449 79.59314)
27	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1380	1.702377e+09	RGI2000-v7.0-G-07-01381	07	07-01	G025297E79771N	102994	563	2001-07-10T00:00:00	...	POLYGON ((26.6024 79.71439, 26.02355 79.80326,...	POLYGON ((26.6024 79.71439, 25.73731 79.86217,...	POLYGON ((26.6024 79.71439, 25.73731 79.86217,...	POLYGON ((26.6024 79.71439, 25.73731 79.86217,...	POLYGON ((26.6024 79.71439, 25.73731 79.86217,...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (25.60107 79.74181)
28	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1381	1.702377e+09	RGI2000-v7.0-G-07-01382	07	07-01	G025168E79640N	102993	563	2001-07-10T00:00:00	...	POLYGON ((25.82048 79.59366, 25.49336 79.65104...	POLYGON ((25.82048 79.59366, 25.49336 79.65104...	POLYGON ((25.82048 79.59366, 24.88486 79.71135...	POLYGON ((25.82048 79.59366, 24.88486 79.71135...	POLYGON ((25.82048 79.59366, 24.88486 79.71135...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (25.27525 79.60726)
29	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1384	1.702377e+09	RGI2000-v7.0-G-07-01385	07	07-01	G024396E79406N	102991	563	2001-07-10T00:00:00	...	POLYGON ((24.94681 79.36036, 24.83217 79.37133...	POLYGON ((24.94681 79.36036, 24.32908 79.46529...	POLYGON ((24.94681 79.36036, 24.32908 79.46529...	POLYGON ((24.94681 79.36036, 24.32908 79.46529...	POLYGON ((24.94681 79.36036, 24.32908 79.46529...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (24.44701 79.36571)
30	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1327	1.702377e+09	RGI2000-v7.0-G-07-01328	07	07-01	G020422E79503N	103040	563	2008-08-14T00:00:00	...	POLYGON ((20.4939 79.52168, 20.3213 79.52976, ...	POLYGON ((20.4939 79.52168, 20.3213 79.52976, ...	POLYGON ((20.4939 79.52168, 20.3213 79.52976, ...	POLYGON ((20.4939 79.52168, 20.3213 79.52976, ...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (20.42813 79.49038)
31	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1326	1.702377e+09	RGI2000-v7.0-G-07-01327	07	07-01	G020369E79543N	103041	563	2008-08-14T00:00:00	...	POLYGON ((20.49391 79.52166, 20.46099 79.53849...	POLYGON ((20.49391 79.52166, 20.46099 79.53849...	POLYGON ((20.49391 79.52166, 20.34601 79.57645...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (20.39502 79.54861)
32	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1324	1.702377e+09	RGI2000-v7.0-G-07-01325	07	07-01	G020175E79572N	103042	563	2008-08-14T00:00:00	...	POLYGON ((20.34602 79.57643, 20.36162 79.58162...	POLYGON ((20.34602 79.57643, 20.26847 79.59996...	POLYGON ((20.34602 79.57643, 20.14526 79.59636...	POLYGON ((20.34602 79.57643, 20.14526 79.59636...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (20.18901 79.57013)
33	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1325	1.702377e+09	RGI2000-v7.0-G-07-01326	07	07-01	G020060E79600N	103043	563	2008-08-14T00:00:00	...	POLYGON ((20.21783 79.60406, 20.08223 79.61707...	POLYGON ((20.21783 79.60406, 20.04301 79.62836...	POLYGON ((20.21783 79.60406, 20.04301 79.62836...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (20.06903 79.60509)
34	1d1802f8-1d40-413f-b6fb-1cdfbca64244	1323	1.702377e+09	RGI2000-v7.0-G-07-01324	07	07-01	G020218E79508N	103044	563	2008-08-14T00:00:00	...	POLYGON ((20.06195 79.58221, 19.96127 79.60156...	POLYGON ((20.06195 79.58221, 19.96127 79.60156...	POLYGON ((20.06195 79.58221, 19.96127 79.60156...	POLYGON ((20.06195 79.58221, 19.94729 79.51969...	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	GEOMETRYCOLLECTION EMPTY	POINT (20.13619 79.51699)

35 rows × 49 columns

We can now plot the RGI v7.0 boundary definition for Austonna ice cap’s Basin 3, by extracting it from the returned polygons.

[9]:

austfonna_basin_3 = gpd.GeoSeries(
    rgi_data.loc[rgi_data['rgi_id'] == 'RGI2000-v7.0-G-07-01383', 'original_polygons'], crs=4326)

fig, ax = plt.subplots(figsize=(10, 10))

austfonna_basin_3.to_crs(3413).plot(ax=ax, facecolor=geo_filter_colour, edgecolor=geo_filter_colour, alpha=0.5)

ax.set_xlim(982000, 1106000)
ax.set_ylim(-484000, -322000)

ax.set_xlabel('x (meters)')
ax.set_ylabel('y (meters)')
ax.set_title(f"Austfonna Basin 3 ({rgi_data['rgi_id'].values[0]}, EPSG 3413)")
ctx.add_basemap(ax, source=ctx.providers.Esri.WorldImagery, crs=3413, attribution=False, zoom=8)

../_images/example_notebooks_austfonna_basin_3_18_0.png

Querying data

We can now query the two Specklia datasets for our study region.

[10]:

cryosat_data = {}
sources = {}
additional_filters = {
    'CryoTEMPO-EOLIS Point Product': [
        {'column': 'uncertainty', 'operator': '<=', 'threshold': 4}],
    'CryoTEMPO-EOLIS Gridded Product': []}

for ds_name, data in eolis_datasets.items():
    query_start_time = perf_counter()
    cryosat_data[ds_name], sources[ds_name] = client.query_dataset(
        dataset_id=data['dataset_id'],
        epsg4326_polygon=austfonna_basin_3.iloc[0],
        min_datetime=datetime(2015, 1, 1),
        max_datetime=datetime(2015, 12, 1),
        columns_to_return=['timestamp', 'elevation', 'uncertainty'],
        additional_filters=additional_filters[ds_name])

    print(f'Query took {perf_counter()-query_start_time:.2f} seconds to complete.')
    print(f'{ds_name} Query complete, {len(cryosat_data[ds_name])} points returned, '
          f'drawn from {len(sources[ds_name])} original sources.')
    print(f'Columns within the data: {cryosat_data[ds_name].columns}\n\n')

Query took 6.27 seconds to complete.
CryoTEMPO-EOLIS Point Product Query complete, 314486 points returned, drawn from 22 original sources.
Columns within the data: Index(['timestamp', 'elevation', 'uncertainty', 'source_id', 'source_row_id',
       'geometry'],
      dtype='object')


Query took 2.03 seconds to complete.
CryoTEMPO-EOLIS Gridded Product Query complete, 3188 points returned, drawn from 11 original sources.
Columns within the data: Index(['timestamp', 'elevation', 'uncertainty', 'source_id', 'source_row_id',
       'geometry'],
      dtype='object')

Note that within sources we have all of the source information from the original product files, including both the Earth Explorer and the NetCDF4 headers, and with the source_id and source_row_id columns, the ability to trace each point we have just retrieved from its original source file.

If we wanted to, we could run a query that would give us back 100% of the information available in the originally ingested file.

Lastly, we plot the CryoSat-2 data over the top of our study polygon, illustrating the filtering that has been performed:

[11]:

for ds_name, cs_data in cryosat_data.items():
    # create a normalised colormap
    norm = mcolors.Normalize(vmin=cs_data['elevation'].min(), vmax=cs_data['elevation'].max())

    ax = austfonna_basin_3.to_crs(epsg=3413).plot(figsize=(10, 10), alpha=0.5)
    cs_data.to_crs(epsg=3413).plot(ax=ax, column='elevation', markersize=.1, norm=norm)

    ax.set_xlabel('EPSG 3413 x (m)')
    ax.set_ylabel('EPSG 3413 y (m)')
    ax.set_title(f"{ds_name} Elevation over Austfonna Basin 3 \n(RGI v6.0, EPSG 3413)")
    ctx.add_basemap(ax, source=ctx.providers.Esri.WorldImagery, crs=3413, attribution=False, zoom=10)
    cbar = plt.gcf().colorbar(plt.cm.ScalarMappable(norm=norm), ax=ax, shrink=.5)
    cbar.set_label('Elevation (m)')

../_images/example_notebooks_austfonna_basin_3_22_0.png

../_images/example_notebooks_austfonna_basin_3_22_1.png