# import Libraries
import pandas as pd
import numpy as np
import urllib
import os
import requests
import shutil
from sentinelsat import SentinelAPI, read_geojson, geojson_to_wkt
from multiprocessing.pool import ThreadPool
import time
# Import Folders
data_folder = os.path.abspath("data")
output_folder = os.path.abspath("output")
#check if outfolder exists if not create it
if not os.path.exists(output_folder):
os.makedirs(output_folder)
# Credentials
username = ""
password = ""
# Declarables
url = "https://scihub.copernicus.eu/apihub/odata/v1"
searchapi = "https://scihub.copernicus.eu/dhus/search"
# Helping Functions
# Authenticate
session_store = {}
global multicred
# MultiCredentials
def init_session():
global multicred
multicred = pd.read_csv('credentials.csv').to_dict(orient='records')
parallelfactor = 2
for i, j in enumerate(multicred):
session = get_search_api_session(i)
if session.get('https://scihub.copernicus.eu/dhus/search?q=*').status_code != 200:
del multicred[i]
else:
print('----Successfully Validated Credential:', multicred[i])
for i in list(range(1, parallelfactor)):
multicred+=multicred
print("Total", len(multicred), "Connections Available for Download")
#return multicred
def get_search_api_session(i=0):
global multicred
#Configuration
username = multicred[i]['username']
password = multicred[i]['password']
try:
session = session_store[i]
if session.get('https://scihub.copernicus.eu/dhus/search?q=*').status_code != 200:
raise ValueError
else:
print('----using previous session')
except :
print('----creating session with username', username)
session = requests.Session()
session.auth = (username, password)
auth = session.get(searchapi)
session_store[i] = session
return session
def download_scenes_multi(chunk):
multi_chunk_size = len(chunk)
chunk = chunk.reset_index().drop(columns=['index'])
chunk = chunk.reset_index()
print("\n----Downloading %s Scenes" % multi_chunk_size)
start = time.time()
pool = ThreadPool(multi_chunk_size)
for i in pool.imap_unordered(download_scenes, chunk.to_dict(orient='records')):
#print i
pass
pool.close()
pool.join()
print ('----All Files Downloaded Time elapsed: %s' % (time.time() - start))
def download_scenes(row):
filename = row['title'] + ".zip"
filepath = os.path.join(output_folder, filename)
url = row['link'].replace('apihub', 'dhus')
if not os.path.exists(filepath):
print("\n----Downloading File at Url:", url, " | Session", multicred[row['index']])
session = get_search_api_session(row['index'])
with session.get(url, stream=True) as r:
with open(filepath, 'wb') as f:
shutil.copyfileobj(r.raw, f, 10240)
#for chunk in r.iter_content(chunk_size=10240):
# f.write(chunk)
print("\n----File successfuly downloaded to ", filepath, " | Url:", url, " | Session", multicred[row['index']])
else:
print("\n----Using Previouslly downloaded file ", filepath)
return filepath
# Cleanup
def cleanup():
output_files = os.listdir(output_folder)
output_files = [os.path.join(output_folder, x) for x in output_files if x.split('.')[-1].upper() == 'ZIP']
for i in output_files:
size = os.stat(i).st_size
if size < 1000:
os.remove(i)
print("----Invalid File", i, " with size ", size, " bytes deleted")
else:
print("----#Valid File", i, " with size ", (size/1024/1024), " MB")
# Initialize sessions
init_session()
# Connect to API
api = SentinelAPI(username, password)
# Search for Data
#footprint = geojson_to_wkt(read_geojson('search_polygon.geojson'))
footprint = "POLYGON ((79.2076887512349 15.7097283184072,81.5605925962714 15.7097283184072,81.5605925962714 17.1532438033589,79.2076887512349 17.1532438033589,79.2076887512349 15.7097283184072))"
products = api.query(footprint,
producttype='GRD',
platformname='Sentinel-1',
#beginposition='[2010-01-01T00:00:00.000Z TO NOW]',
)
Querying products: 100%|█████████████████████████████████████████████████████| 482/482 [00:02<00:00, 113.44 products/s]
# Show Products data
product_df = api.to_geodataframe(products)
time_columns = product_df.loc[:, product_df.dtypes == 'datetime64[ns]'].columns
for x in time_columns:
product_df[x] = product_df[x].apply(lambda x: x.strftime('%Y-%m-%d'))
product_df.to_file(driver='ESRI Shapefile', filename=os.path.join(output_folder, 'products.shp'))
product_df.reset_index()
C:\Users\apsac243\AppData\Local\conda\conda\envs\geo\lib\site-packages\geopandas\io\file.py:108: FionaDeprecationWarning: Use fiona.Env() instead. with fiona.drivers():
| index | title | link | link_alternative | link_icon | summary | ingestiondate | beginposition | endposition | missiondatatakeid | ... | polarisationmode | productclass | producttype | platformname | size | status | timeliness | uuid | processed | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 00215102-cd36-4744-812f-2eaa30329930 | S1A_IW_GRDH_1SDV_20170921T002210_20170921T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-09-21T00:22:10.45Z, Instrument: SAR... | 2017-09-21 | 2017-09-21 | 2017-09-21 | 127379 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 00215102-cd36-4744-812f-2eaa30329930 | NaN | POLYGON ((83.521805 16.570839, 81.17205 17.007... |
| 1 | 003d24c2-c3eb-4cb7-b4c4-3ba439f4d59c | S1A_IW_GRDH_1SDV_20180318T003856_20180318T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-03-18T00:38:56.669Z, Instrument: SA... | 2018-03-18 | 2018-03-18 | 2018-03-18 | 148185 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | 003d24c2-c3eb-4cb7-b4c4-3ba439f4d59c | NaN | POLYGON ((79.135071 15.273588, 76.792015000000... |
| 2 | 011b185d-e3e1-4630-83a5-f2ede8f4af25 | S1A_IW_GRDH_1SDV_20180612T002211_20180612T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-06-12T00:22:11.747Z, Instrument: SA... | 2018-06-12 | 2018-06-12 | 2018-06-12 | 158304 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 011b185d-e3e1-4630-83a5-f2ede8f4af25 | NaN | POLYGON ((83.52151499999999 16.570919, 81.1718... |
| 3 | 019386fa-c3a7-4f14-a37b-6fb06b38242e | S1A_IW_GRDH_1SDV_20181008T003841_20181008T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-10-08T00:38:41.323Z, Instrument: SA... | 2018-10-08 | 2018-10-08 | 2018-10-08 | 172140 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | Fast-24h | 019386fa-c3a7-4f14-a37b-6fb06b38242e | NaN | POLYGON ((79.447327 16.785086, 77.085175000000... |
| 4 | 01bc36e7-2950-4e74-916f-e6cb4732df81 | S1A_IW_GRDH_1SDV_20180205T003049_20180205T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-02-05T00:30:49.403Z, Instrument: SA... | 2018-02-06 | 2018-02-05 | 2018-02-05 | 143332 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 01bc36e7-2950-4e74-916f-e6cb4732df81 | NaN | POLYGON ((81.118202 14.890947, 78.804184000000... |
| 5 | 01fcc775-91bd-48c1-a147-7c28726a7ae7 | S1A_IW_GRDH_1SDV_20181231T003904_20181231T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-12-31T00:39:04.638Z, Instrument: SA... | 2018-12-31 | 2018-12-31 | 2018-12-31 | 183087 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | Fast-24h | 01fcc775-91bd-48c1-a147-7c28726a7ae7 | NaN | POLYGON ((79.13587200000001 15.27381, 76.79245... |
| 6 | 03c24a4a-51f2-40cc-a553-bfbe8c5ca406 | S1A_IW_GRDH_1SDV_20180119T002233_20180119T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-01-19T00:22:33.322Z, Instrument: SA... | 2018-01-19 | 2018-01-19 | 2018-01-19 | 141292 | ... | VV VH | S | GRD | Sentinel-1 | 1.3 GB | ARCHIVED | NaN | 03c24a4a-51f2-40cc-a553-bfbe8c5ca406 | NaN | POLYGON ((83.267021 15.337936, 80.932365 15.77... |
| 7 | 043c2ae0-6ded-4ec6-8be9-8492aa9b2f43 | S1A_IW_GRDH_1SDV_20180129T003831_20180129T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-01-29T00:38:31.944Z, Instrument: SA... | 2018-01-29 | 2018-01-29 | 2018-01-29 | 142483 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | 043c2ae0-6ded-4ec6-8be9-8492aa9b2f43 | NaN | POLYGON ((79.447227 16.785292, 77.084976 17.22... |
| 8 | 0453b022-2958-4322-a3d4-d460e5f6f0fb | S1A_IW_GRDH_1SDV_20181120T003058_20181120T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-11-20T00:30:58.659Z, Instrument: SA... | 2018-11-20 | 2018-11-20 | 2018-11-20 | 177645 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | Fast-24h | 0453b022-2958-4322-a3d4-d460e5f6f0fb | NaN | POLYGON ((81.118683 14.890813, 78.804665 15.32... |
| 9 | 0462604d-5ffe-4ddd-9d07-fe40cdd83912 | S1A_IW_GRDH_1SDV_20170524T002229_20170524T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-05-24T00:22:29.05Z, Instrument: SAR... | 2017-05-24 | 2017-05-24 | 2017-05-24 | 113703 | ... | VV VH | S | GRD | Sentinel-1 | 1.65 GB | ARCHIVED | NaN | 0462604d-5ffe-4ddd-9d07-fe40cdd83912 | NaN | POLYGON ((83.19818100000001 15.00429, 80.86776... |
| 10 | 04727e30-8f92-4762-bc45-675cd77298f9 | S1A_IW_GRDH_1SDV_20181115T002217_20181115T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-11-15T00:22:17.236Z, Instrument: SA... | 2018-11-15 | 2018-11-15 | 2018-11-15 | 176963 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | Fast-24h | 04727e30-8f92-4762-bc45-675cd77298f9 | NaN | POLYGON ((83.52198 16.570959, 81.171959 17.007... |
| 11 | 04734001-ace5-4a95-a0b7-1d88c33ab00b | S1A_IW_GRDH_1SDV_20180706T002237_20180706T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-07-06T00:22:37.873Z, Instrument: SA... | 2018-07-06 | 2018-07-06 | 2018-07-06 | 160950 | ... | VV VH | S | GRD | Sentinel-1 | 1.3 GB | ARCHIVED | NaN | 04734001-ace5-4a95-a0b7-1d88c33ab00b | NaN | POLYGON ((83.26823400000001 15.337513, 80.9338... |
| 12 | 0477955a-9d2c-4024-8318-9c1cad1f9e75 | S1A_IW_GRDH_1SDV_20180512T003051_20180512T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-05-12T00:30:51.376Z, Instrument: SA... | 2018-05-12 | 2018-05-12 | 2018-05-12 | 154664 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 0477955a-9d2c-4024-8318-9c1cad1f9e75 | NaN | POLYGON ((81.117874 14.89085, 78.804039 15.328... |
| 13 | 04dc7293-58b3-4e2c-97b0-ce92b997d00c | S1A_IW_GRDH_1SDV_20151117T003843_20151117T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2015-11-17T00:38:43.925Z, Instrument: SA... | 2015-11-18 | 2015-11-17 | 2015-11-17 | 50263 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | 04dc7293-58b3-4e2c-97b0-ce92b997d00c | NaN | POLYGON ((79.173599 15.460616, 76.868919000000... |
| 14 | 0695082e-c268-484c-8864-03e858980ab5 | S1A_IW_GRDH_1SDV_20150305T003010_20150305T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2015-03-05T00:30:10.83Z, Instrument: SAR... | 2015-05-06 | 2015-03-05 | 2015-03-05 | 24964 | ... | VV VH | S | GRD | Sentinel-1 | 1 GB | ARCHIVED | NaN | 0695082e-c268-484c-8864-03e858980ab5 | NaN | POLYGON ((81.366241 16.097265, 79.042984 16.53... |
| 15 | 07112936-b934-4b46-9eb5-65dbb1973b1f | S1A_IW_GRDH_1SDV_20161229T003825_20161229T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-12-29T00:38:25.861Z, Instrument: SA... | 2016-12-29 | 2016-12-29 | 2016-12-29 | 97105 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | 07112936-b934-4b46-9eb5-65dbb1973b1f | NaN | POLYGON ((79.465614 16.880596, 77.130516 17.31... |
| 16 | 07c8cc00-380f-453e-bd74-7eb698760375 | S1A_IW_GRDH_1SDV_20180222T003856_20180222T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-02-22T00:38:56.475Z, Instrument: SA... | 2018-02-22 | 2018-02-22 | 2018-02-22 | 145349 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | 07c8cc00-380f-453e-bd74-7eb698760375 | NaN | POLYGON ((79.13613100000001 15.27372, 76.7929 ... |
| 17 | 084777e5-abd2-405e-b559-0d3d69945dad | S1A_IW_GRDH_1SDV_20170728T003024_20170728T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-07-28T00:30:24.583Z, Instrument: SA... | 2017-07-28 | 2017-07-28 | 2017-07-28 | 121130 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 084777e5-abd2-405e-b559-0d3d69945dad | NaN | POLYGON ((81.42923 16.402493, 79.097145 16.836... |
| 18 | 0a95166c-4341-46b9-a314-838e4dc34383 | S1A_IW_GRDH_1SDV_20180529T003834_20180529T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-05-29T00:38:34.654Z, Instrument: SA... | 2018-05-29 | 2018-05-29 | 2018-05-29 | 156675 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | 0a95166c-4341-46b9-a314-838e4dc34383 | NaN | POLYGON ((79.446938 16.785139, 77.084969 17.22... |
| 19 | 0ae3bf9a-6d09-466e-a1b9-37fe529f2372 | S1A_IW_GRDH_1SDV_20180828T003057_20180828T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-08-28T00:30:57.735Z, Instrument: SA... | 2018-08-28 | 2018-08-28 | 2018-08-28 | 167192 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | Fast-24h | 0ae3bf9a-6d09-466e-a1b9-37fe529f2372 | NaN | POLYGON ((81.118156 14.890616, 78.804413 15.32... |
| 20 | 0b34040a-d7df-4942-9e2b-892c528b7757 | S1A_IW_GRDH_1SDV_20160912T003858_20160912T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-09-12T00:38:58.846Z, Instrument: SA... | 2016-09-12 | 2016-09-12 | 2016-09-12 | 84404 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | 0b34040a-d7df-4942-9e2b-892c528b7757 | F | POLYGON ((79.068085 14.942512, 76.769791 15.37... |
| 21 | 0b55dbf7-af17-4a73-9c17-d6bc4e033f39 | S1A_IW_GRDH_1SDV_20161123T003827_20161123T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-11-23T00:38:27.026Z, Instrument: SA... | 2016-11-23 | 2016-11-23 | 2016-11-23 | 92886 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | 0b55dbf7-af17-4a73-9c17-d6bc4e033f39 | F | POLYGON ((79.466362 16.880527, 77.131279000000... |
| 22 | 0b5c5431-4652-45d5-8214-20c8c9b3783e | S1B_IW_GRDH_1SDV_20181227T002137_20181227T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-12-27T00:21:37.369Z, Instrument: SA... | 2018-12-27 | 2018-12-27 | 2018-12-27 | 108277 | ... | VV VH | S | GRD | Sentinel-1 | 1.57 GB | ARCHIVED | Fast-24h | 0b5c5431-4652-45d5-8214-20c8c9b3783e | NaN | POLYGON ((83.48112500000001 16.375294, 81.1670... |
| 23 | 0b758364-4073-426d-95b1-050176457011 | S1A_IW_GRDH_1SDV_20170428T003826_20170428T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-04-28T00:38:26.575Z, Instrument: SA... | 2017-04-28 | 2017-04-28 | 2017-04-28 | 110741 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | 0b758364-4073-426d-95b1-050176457011 | NaN | POLYGON ((79.44689200000001 16.785147, 77.0849... |
| 24 | 0b865594-ebef-4de3-ac57-820e957ffa38 | S1A_IW_GRDH_1SDV_20171108T002210_20171108T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-11-08T00:22:10.685Z, Instrument: SA... | 2017-11-08 | 2017-11-08 | 2017-11-08 | 132864 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 0b865594-ebef-4de3-ac57-820e957ffa38 | NaN | POLYGON ((83.522217 16.570953, 81.172195 17.00... |
| 25 | 0d6ff8b3-fec2-41d3-aaf1-082c2560a1d7 | S1A_IW_GRDH_1SDV_20180325T003049_20180325T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-03-25T00:30:49.38Z, Instrument: SAR... | 2018-03-25 | 2018-03-25 | 2018-03-25 | 149023 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 0d6ff8b3-fec2-41d3-aaf1-082c2560a1d7 | NaN | POLYGON ((81.11891199999999 14.890955, 78.8051... |
| 26 | 0da82093-5765-4551-9f4e-5f1645733924 | S1A_IW_GRDH_1SDV_20170517T003020_20170517T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-05-17T00:30:20.421Z, Instrument: SA... | 2017-05-17 | 2017-05-17 | 2017-05-17 | 112909 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 0da82093-5765-4551-9f4e-5f1645733924 | NaN | POLYGON ((81.428909 16.402582, 79.096915999999... |
| 27 | 0e6cdabc-214e-4518-84e7-b5af9d3daa14 | S1A_IW_GRDH_1SDV_20170704T003023_20170704T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-07-04T00:30:23.012Z, Instrument: SA... | 2017-07-04 | 2017-07-04 | 2017-07-04 | 118407 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | 0e6cdabc-214e-4518-84e7-b5af9d3daa14 | NaN | POLYGON ((81.42945899999999 16.402468, 79.0974... |
| 28 | 0e819626-cf24-4b35-a527-12ace40be37b | S1A_IW_GRDH_1SDV_20150628T002150_20150628T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2015-06-28T00:21:50.26Z, Instrument: SAR... | 2015-06-28 | 2015-06-28 | 2015-06-28 | 35799 | ... | VV VH | S | GRD | Sentinel-1 | 1 GB | ARCHIVED | NaN | 0e819626-cf24-4b35-a527-12ace40be37b | NaN | POLYGON ((83.541237 16.672056, 81.221046 17.10... |
| 29 | 0f1c1483-4f69-4cf7-b85e-3b45e0ec8125 | S1A_IW_GRDH_1SDV_20180617T003053_20180617T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-06-17T00:30:53.548Z, Instrument: SA... | 2018-06-17 | 2018-06-17 | 2018-06-17 | 158881 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | 0f1c1483-4f69-4cf7-b85e-3b45e0ec8125 | NaN | POLYGON ((81.118202 14.890787, 78.804543 15.32... |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 452 | edd4213f-34dc-4ea7-be28-26db1acd0dd2 | S1A_IW_GRDH_1SDV_20161118T003020_20161118T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-11-18T00:30:20.857Z, Instrument: SA... | 2016-11-18 | 2016-11-18 | 2016-11-18 | 92328 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | edd4213f-34dc-4ea7-be28-26db1acd0dd2 | F | POLYGON ((81.43338799999999 16.423691, 79.1043... |
| 453 | ee041572-0723-44c9-b592-9fac4685d8ae | S1A_IW_GRDH_1SDV_20180718T002238_20180718T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-07-18T00:22:38.84Z, Instrument: SAR... | 2018-07-18 | 2018-07-18 | 2018-07-18 | 162321 | ... | VV VH | S | GRD | Sentinel-1 | 1.3 GB | ARCHIVED | NaN | ee041572-0723-44c9-b592-9fac4685d8ae | NaN | POLYGON ((83.26733400000001 15.337138, 80.9329... |
| 454 | ef0efca7-4eee-467d-b527-0fb4b602c97f | S1A_IW_GRDH_1SDV_20170821T003050_20170821T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-08-21T00:30:50.754Z, Instrument: SA... | 2017-08-21 | 2017-08-21 | 2017-08-21 | 123857 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | ef0efca7-4eee-467d-b527-0fb4b602c97f | NaN | POLYGON ((81.118195 14.890609, 78.804451 15.32... |
| 455 | f0ad2843-919c-4853-bf20-1ae33aec380a | S1A_IW_GRDH_1SDV_20170404T003825_20170404T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-04-04T00:38:25.671Z, Instrument: SA... | 2017-04-04 | 2017-04-04 | 2017-04-04 | 108009 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | f0ad2843-919c-4853-bf20-1ae33aec380a | NaN | POLYGON ((79.446342 16.78513, 77.084564 17.222... |
| 456 | f0dd12ba-09ae-4362-b194-4759fb9d856f | S1A_IW_GRDH_1SDV_20160819T003832_20160819T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-08-19T00:38:32.933Z, Instrument: SA... | 2016-08-19 | 2016-08-19 | 2016-08-19 | 81448 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | f0dd12ba-09ae-4362-b194-4759fb9d856f | F | POLYGON ((79.378525 16.454079, 77.062004 16.88... |
| 457 | f1309f09-284b-4243-8547-f148f8b5d616 | S1A_IW_GRDH_1SDV_20171001T003834_20171001T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-10-01T00:38:34.594Z, Instrument: SA... | 2017-10-01 | 2017-10-01 | 2017-10-01 | 128537 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | f1309f09-284b-4243-8547-f148f8b5d616 | NaN | POLYGON ((79.446709 16.784986, 77.084656 17.22... |
| 458 | f207d68c-6819-419b-81c5-9f9d0a7c754d | S1A_IW_GRDH_1SDV_20180928T002217_20180928T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-09-28T00:22:17.224Z, Instrument: SA... | 2018-09-28 | 2018-09-28 | 2018-09-28 | 170901 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | Fast-24h | f207d68c-6819-419b-81c5-9f9d0a7c754d | NaN | POLYGON ((83.522156 16.570816, 81.172318 17.00... |
| 459 | f20ba1fb-fc02-43ae-9762-18f4c4f17277 | S1A_IW_GRDH_1SDV_20180902T003905_20180902T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-09-02T00:39:05.435Z, Instrument: SA... | 2018-09-02 | 2018-09-02 | 2018-09-02 | 167780 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | Fast-24h | f20ba1fb-fc02-43ae-9762-18f4c4f17277 | NaN | POLYGON ((79.134933 15.273275, 76.791977 15.71... |
| 460 | f2119757-7fb1-462c-a80b-631407d1b3d5 | S1A_IW_GRDH_1SDV_20180222T003831_20180222T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-02-22T00:38:31.474Z, Instrument: SA... | 2018-02-22 | 2018-02-22 | 2018-02-22 | 145349 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | f2119757-7fb1-462c-a80b-631407d1b3d5 | NaN | POLYGON ((79.44735 16.785288, 77.0851969999999... |
| 461 | f211dc83-61e8-4ab1-b849-301f456101ee | S1A_IW_GRDH_1SDV_20171001T003859_20171001T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-10-01T00:38:59.595Z, Instrument: SA... | 2017-10-01 | 2017-10-01 | 2017-10-01 | 128537 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | f211dc83-61e8-4ab1-b849-301f456101ee | NaN | POLYGON ((79.135513 15.273414, 76.792381000000... |
| 462 | f2573b43-98b4-4031-9fce-1228e895b4c2 | S1A_IW_GRDH_1SDV_20180129T003856_20180129T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-01-29T00:38:56.945Z, Instrument: SA... | 2018-01-29 | 2018-01-29 | 2018-01-29 | 142483 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | f2573b43-98b4-4031-9fce-1228e895b4c2 | NaN | POLYGON ((79.136032 15.273719, 76.792709 15.71... |
| 463 | f29f3e18-d276-4ca1-9c2c-4855893112ff | S1A_IW_GRDH_1SDV_20160726T003856_20160726T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-07-26T00:38:56.561Z, Instrument: SA... | 2016-07-26 | 2016-07-26 | 2016-07-26 | 78477 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | f29f3e18-d276-4ca1-9c2c-4855893112ff | F | POLYGON ((79.068298 14.942539, 76.770004 15.37... |
| 464 | f461c9c2-40e4-44f8-ad9a-eacdb616930a | S1A_IW_GRDH_1SDV_20170828T002209_20170828T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-08-28T00:22:09.596Z, Instrument: SA... | 2017-08-28 | 2017-08-28 | 2017-08-28 | 124629 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | f461c9c2-40e4-44f8-ad9a-eacdb616930a | NaN | POLYGON ((83.522148 16.570793, 81.172318 17.00... |
| 465 | f47d7761-0d36-48d2-a3d9-7e098dcd50cb | S1A_IW_GRDH_1SDV_20170728T003049_20170728T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-07-28T00:30:49.582Z, Instrument: SA... | 2017-07-28 | 2017-07-28 | 2017-07-28 | 121130 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | f47d7761-0d36-48d2-a3d9-7e098dcd50cb | NaN | POLYGON ((81.11835499999999 14.890726, 78.8045... |
| 466 | f4edf36a-a747-45ca-9550-8deed553aec7 | S1A_IW_GRDH_1SDV_20180413T002208_20180413T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-04-13T00:22:08.505Z, Instrument: SA... | 2018-04-13 | 2018-04-13 | 2018-04-13 | 151225 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | f4edf36a-a747-45ca-9550-8deed553aec7 | NaN | POLYGON ((83.521835 16.57098, 81.17218 17.0076... |
| 467 | f578dd55-df56-4459-8ad8-272a732c6998 | S1A_IW_GRDH_1SDV_20181127T002241_20181127T0023... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-11-27T00:22:41.775Z, Instrument: SA... | 2018-11-27 | 2018-11-27 | 2018-11-27 | 178611 | ... | VV VH | S | GRD | Sentinel-1 | 1.3 GB | ARCHIVED | Fast-24h | f578dd55-df56-4459-8ad8-272a732c6998 | NaN | POLYGON ((83.267639 15.338005, 80.932991 15.77... |
| 468 | f58a9034-961b-41f1-908b-8c989ccac355 | S1A_IW_GRDH_1SDV_20160802T003007_20160802T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-08-02T00:30:07.978Z, Instrument: SA... | 2016-08-03 | 2016-08-02 | 2016-08-02 | 79357 | ... | VV VH | S | GRD | Sentinel-1 | 1.83 GB | ARCHIVED | NaN | f58a9034-961b-41f1-908b-8c989ccac355 | F | POLYGON ((81.519058 16.841997, 79.198402 17.27... |
| 469 | f6a88cc6-71eb-4c0d-bc2c-88cb2b2fc9c1 | S1A_IW_GRDH_1SDV_20180711T003029_20180711T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2018-07-11T00:30:29.78Z, Instrument: SAR... | 2018-07-11 | 2018-07-11 | 2018-07-11 | 161511 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | f6a88cc6-71eb-4c0d-bc2c-88cb2b2fc9c1 | NaN | POLYGON ((81.429237 16.402487, 79.097244 16.83... |
| 470 | f7426499-f8c5-4888-8383-0dc032206feb | S1A_IW_GRDH_1SDV_20161013T003046_20161013T0031... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-10-13T00:30:46.14Z, Instrument: SAR... | 2016-10-13 | 2016-10-13 | 2016-10-13 | 88146 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | f7426499-f8c5-4888-8383-0dc032206feb | F | POLYGON ((81.12291 14.911947, 78.8121260000000... |
| 471 | f8d419ff-a3e6-4a0c-bb76-05626b427387 | S1A_IW_GRDH_1SDV_20160527T003847_20160527T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-05-27T00:38:47.461Z, Instrument: SA... | 2016-05-27 | 2016-05-27 | 2016-05-27 | 71312 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | f8d419ff-a3e6-4a0c-bb76-05626b427387 | F | POLYGON ((79.138351 15.286938, 76.836952 15.72... |
| 472 | fa1271ff-6d3f-4178-8a74-de27051a9b8e | S1A_IW_GRDH_1SDV_20170301T002235_20170301T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-03-01T00:22:35.369Z, Instrument: SA... | 2017-03-01 | 2017-03-01 | 2017-03-01 | 104219 | ... | VV VH | S | GRD | Sentinel-1 | 1.06 GB | ARCHIVED | NaN | fa1271ff-6d3f-4178-8a74-de27051a9b8e | NaN | POLYGON ((83.198509 15.003414, 80.844025 15.44... |
| 473 | fab8fbe0-7984-40fb-9160-6e27e165465f | S1A_IW_GRDH_1SDV_20170921T002235_20170921T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-09-21T00:22:35.449Z, Instrument: SA... | 2017-09-21 | 2017-09-21 | 2017-09-21 | 127379 | ... | VV VH | S | GRD | Sentinel-1 | 1.3 GB | ARCHIVED | NaN | fab8fbe0-7984-40fb-9160-6e27e165465f | NaN | POLYGON ((83.266571 15.335485, 80.93222 15.775... |
| 474 | fc93991d-0b66-4814-9dc1-76b3433738c2 | S1A_IW_GRDH_1SDV_20171025T003859_20171025T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-10-25T00:38:59.88Z, Instrument: SAR... | 2017-10-25 | 2017-10-25 | 2017-10-25 | 131265 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | fc93991d-0b66-4814-9dc1-76b3433738c2 | NaN | POLYGON ((79.13539900000001 15.273571, 76.7920... |
| 475 | fc94745e-f5f1-4de9-addf-f76fda7dfcb1 | S1A_IW_GRDH_1SDV_20170814T003832_20170814T0038... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-08-14T00:38:32.818Z, Instrument: SA... | 2017-08-14 | 2017-08-14 | 2017-08-14 | 123052 | ... | VV VH | S | GRD | Sentinel-1 | 1.6 GB | ARCHIVED | NaN | fc94745e-f5f1-4de9-addf-f76fda7dfcb1 | NaN | POLYGON ((79.446518 16.784956, 77.084648 17.22... |
| 476 | fca2f811-ed89-43b7-bac4-fc876ebf9266 | S1A_IW_GRDH_1SDV_20170909T002209_20170909T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-09-09T00:22:09.979Z, Instrument: SA... | 2017-09-09 | 2017-09-09 | 2017-09-09 | 126001 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | fca2f811-ed89-43b7-bac4-fc876ebf9266 | NaN | POLYGON ((83.522278 16.570835, 81.172432 17.00... |
| 477 | fdd9276d-b15c-4aab-85da-7d582fb38fa9 | S1A_IW_GRDH_1SDV_20170117T003017_20170117T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-01-17T00:30:17.784Z, Instrument: SA... | 2017-01-17 | 2017-01-17 | 2017-01-17 | 99278 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | fdd9276d-b15c-4aab-85da-7d582fb38fa9 | NaN | POLYGON ((81.43383 16.423864, 79.104797 16.857... |
| 478 | fecab593-c53c-46e6-8f6b-b4b381c6f5a2 | S1A_IW_GRDH_1SDV_20161018T003852_20161018T0039... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2016-10-18T00:38:52.254Z, Instrument: SA... | 2016-10-18 | 2016-10-18 | 2016-10-18 | 88738 | ... | VV VH | S | GRD | Sentinel-1 | 1.58 GB | ARCHIVED | NaN | fecab593-c53c-46e6-8f6b-b4b381c6f5a2 | F | POLYGON ((79.155266 15.368896, 76.838989 15.80... |
| 479 | fee051cc-1556-44c9-8fc8-b87c9e080d6a | S1A_IW_GRDH_1SDV_20171101T003027_20171101T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-11-01T00:30:27.512Z, Instrument: SA... | 2017-11-01 | 2017-11-01 | 2017-11-01 | 132078 | ... | VV VH | S | GRD | Sentinel-1 | 1.59 GB | ARCHIVED | NaN | fee051cc-1556-44c9-8fc8-b87c9e080d6a | NaN | POLYGON ((81.42907700000001 16.402437, 79.0969... |
| 480 | ff68e353-b4f6-4413-a639-f91d0f7ca42c | S1A_IW_GRDH_1SDV_20150528T003012_20150528T0030... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2015-05-28T00:30:12.033Z, Instrument: SA... | 2015-05-28 | 2015-05-28 | 2015-05-28 | 32514 | ... | VV VH | S | GRD | Sentinel-1 | 1 GB | ARCHIVED | NaN | ff68e353-b4f6-4413-a639-f91d0f7ca42c | NaN | POLYGON ((81.398521 16.253454, 79.071625 16.68... |
| 481 | ff6a1b59-3232-4678-bd38-d7c3ddb042f1 | S1A_IW_GRDH_1SDV_20170430T002227_20170430T0022... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | https://scihub.copernicus.eu/apihub/odata/v1/P... | Date: 2017-04-30T00:22:27.886Z, Instrument: SA... | 2017-04-30 | 2017-04-30 | 2017-04-30 | 110966 | ... | VV VH | S | GRD | Sentinel-1 | 1.65 GB | ARCHIVED | NaN | ff6a1b59-3232-4678-bd38-d7c3ddb042f1 | NaN | POLYGON ((83.19821899999999 15.003605, 80.8677... |
482 rows × 35 columns
# Check Previous Files
cleanup()
output_files = os.listdir(output_folder)
output_files = [ x[:-4] for x in output_files if x.split('.')[-1].upper() == 'ZIP']
if len(output_files) > 0:
odf = pd.DataFrame(output_files)
download_df = product_df[~product_df['title'].isin(odf[0])]
print("Using ", (product_df.shape[0] - download_df.shape[0]), " already saved files")
else:
download_df = product_df
# Download Data
#files = os.listdir(output_folder)
#files
#product_df['saved_file'] = product_df.apply(download_scenes, axis=1)
chunk_size = len(multicred)
print('Downloading', len(download_df), 'files using', chunk_size, 'parallel downloads')
df_chunks = download_df.groupby(np.arange(len(download_df))//chunk_size)
for k,_df in df_chunks:
download_scenes_multi(_df)