##################Declarations#############################
import requests
import random
authBaseUrl = 'https://sso.terrascope.be/auth/realms/terrascope'
apiUrl = 'https://ewoc-rdm-api.iiasa.ac.at'
To send request to APIs access token is required. Users can get their access tokens using the login credentials.
This login should be same as the one used to upload the dataset in the website. This means that users can access their own datasets only.
data= {
'username': '<your username>', # terrascope username
'password': '<your password>', # terrascope user password
'client_id': 'worldcereal-rdm',
'grant_type': 'password',
}
# call terrascope auth server to get token
tokenResponse = requests.post(f'{authBaseUrl}/protocol/openid-connect/token', data=data)
token = tokenResponse.json()
tokentype = token['token_type']
accessToken = token['access_token']
headers = {'Authorization': f'{tokentype} {accessToken}'}
print('headers', headers)
headers {'Authorization': 'Bearer eyJhbGciOiJSUzI1NiIsInR5cCIgOiAiSldUIiwia2lkIiA6ICJPLVNHU0xodzdZZy1LOFVZdVlOeTlVNUpYU3Fsdk5nTm1yN1FCOS1LLUEwIn0.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.Wonil4RQnFlagvklAOY0TL_AdThKYwQlysdj8d6IJxxfzrIna00FHo726u_CoRjYMq87IC9piNg7INn4Q7yj_tL-QnxyfrP1kN3kvmJOQHOJ9ljXFDUcUScRBzU9xW34rNY0Hsg1ArlHnzpPLMRcI6skSsW3nuMvdmPeTEDexeaZALip5R-B0Z5bXU-3D31g4xPHWStiya9X75igB9Lrtdg2ykB4NgcXRmFFg3aXztwV_ThSRWd7jKd7ZS3RNoJ5c18HMW_LuURz7X1a2PAEO1j5NzTirVIK6qv-Tx72VP1oVmIDj7fX46W7duuTJiu0XmnVg748gy7v-VbWhlPv_Q'}
To get only the user uploaded datasets, below API call can be made.
userDatasets = requests.get(f'{apiUrl}/userdatasets', headers=headers)
userDatasets.json()
[{'title': 'PM1 Demo Dataset', 'collectionId': 'test101', 'columns': ['DATE_COLL;System.DateTime', 'CATCODE;System.String', 'CATNAME;System.String', 'NOMCAT;System.String', 'LANDCODE;System.String', 'LANDNAME;System.String', 'NOMTERRE;System.String', 'valtime;System.DateTime', 'sampleID;System.String'], 'ewocCodeCol': 'LANDNAME', 'valDateCol': 'DATE_COLL', 'irrCol': '', 'state': 'AvailableInModule', 'errors': [], 'userId': '9c8e4c9b-1bb3-47da-8712-2c6db64ad892', 'lastModificationTime': '2024-07-02T10:08:30.381773', 'lastModifierId': None, 'creationTime': '2024-07-02T10:07:01.191382', 'creatorId': '9c8e4c9b-1bb3-47da-8712-2c6db64ad892', 'id': '3a138516-4e46-8310-91c4-f04a05c517ed'}, {'title': 'Land cover points Indonesia 2022', 'collectionId': '2022idnvitopoint100', 'columns': ['LC;System.Int64', 'id;System.Int64', 'validityTi;System.String', 'geometry;System.Byte[]', 'ewoc_code;System.Int64', 'valid_time;System.DateTime', 'irrigation_status;System.Int32', 'index;System.Int64', 'sample_id;System.String', 'h3_l3_cell;System.String', 'quality_score_lc;System.Int32', 'quality_score_ct;System.Int32', 'sampling_ewoc_code;System.Int64', 'extract;System.Int32', 'h3_best_res_cell;System.String', '__index_level_0__;System.Int64'], 'ewocCodeCol': 'ewoc_code', 'valDateCol': 'valid_time', 'irrCol': '', 'state': 'AvailableInModule', 'errors': [], 'userId': '0f5e6e2d-55c5-4b40-a3eb-805b166ecdb9', 'lastModificationTime': '2024-06-28T14:03:49.388647', 'lastModifierId': None, 'creationTime': '2024-06-28T13:54:49.995963', 'creatorId': '0f5e6e2d-55c5-4b40-a3eb-805b166ecdb9', 'id': '3a13714d-700b-8ae8-b154-620f6f536aa4'}]
During model training user would like to retrieve all the datasets accessible to user, which includes all the RDM public datasets and user uploaded datasets. For this users can use the below API.
print(f'{apiUrl}/collections?MaxResultCount=100')
collectionResponse = requests.get(f'{apiUrl}/collections?MaxResultCount=100', headers=headers)
collectionResponse.json()
https://ewoc-rdm-api.iiasa.ac.at/collections?MaxResultCount=100
{'totalCount': 76, 'items': [{'collectionId': '2017afoneacrefundmelpoint110', 'title': 'MEL agronomic survey eastern Africa, 2017', 'featureCount': 3373, 'type': 'Point', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 85, 'confidenceCropType': 89, 'confidenceIrrigationType': 0, 'ewocCodes': [1000000000, 1101060000], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[34.05331037027546, -1.1181928808662311, 35.39540334981372, 1.1412347820301905]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-08-01T00:00:00', '2017-08-01T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': '2024-06-30T09:46:51.647052', 'lastModifierId': '9c8e4c9b-1bb3-47da-8712-2c6db64ad892', 'creationTime': '2024-06-26T10:13:48.646894', 'creatorId': None, 'id': '3a136636-5dbd-301f-abb9-54202babd91f'}, {'collectionId': '2017ascawaprojectpoly111', 'title': 'A crop type dataset on Central Asia, 2017 (Remelgado et al, 2020)', 'featureCount': 498, 'type': 'Polygon', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 98, 'confidenceCropType': 98, 'confidenceIrrigationType': 0, 'ewocCodes': [1101060000, 1101080000, 1103000000, 1101070030, 1101070010, 1100000000, 1106000020, 1101020002, 1108000010, 1101010001, 1201000000, 1204000000, 1201000010], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[70.81434037291103, 40.32024248653031, 71.66640200857353, 40.623060414705684]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-04-01T00:00:00', '2017-10-01T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:13:51.959962', 'creatorId': None, 'id': '3a136636-6ad7-f292-ca8c-6274e89696a2'}, {'collectionId': '2017bfajecamciradpoly111', 'title': 'JECAM, Burkina Faso, 2017', 'featureCount': 1262, 'type': 'Polygon', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 98, 'confidenceCropType': 98, 'confidenceIrrigationType': 0, 'ewocCodes': [1300000000, 1105010050, 1101060000, 3000000000, 1106000100, 1000000000, 1106000050, 1100000000, 1108000010, 1101070030, 1101080000, 1101070010, 1105010020, 1106000020, 6000000000, 2000000000, 7000000000, 4302000000, 5000000000, 1201020040, 1110000000, 1103040000, 1201040070], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[-3.892417702555472, 10.963929448555355, -3.4157130774833186, 11.372312832182603]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-09-14T00:00:00', '2017-10-14T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:13:54.936369', 'creatorId': None, 'id': '3a136636-7677-0c9d-9796-d6002b56ad29'}, {'collectionId': '2017brajecamciradpoly111', 'title': 'JECAM, Brazil, 2017', 'featureCount': 1603, 'type': 'Polygon', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 98, 'confidenceCropType': 98, 'confidenceIrrigationType': 0, 'ewocCodes': [4300000000, 1300000000, 1106000020, 1201030040, 1111010100, 1101060000, 1000000000, 6000000000, 1100000000, 7000000000, 1201020060, 1105010010, 1201020020, 5000000000, 1101000000, 1202000010, 1101070010, 1107000010, 1101070030], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[-49.07604957467962, -23.63456007761167, -48.17556199077712, -22.489669927255523]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-01-18T00:00:00', '2017-09-15T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:13:57.79737', 'creatorId': None, 'id': '3a136636-81a5-b897-7fda-222913c6131f'}, {'collectionId': '2017canaafccropinventorypoint110', 'title': 'Annual Crop Inventory Ground Truth Data, Canada, 2017 (AAFC)', 'featureCount': 89482, 'type': 'Point', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 98, 'confidenceCropType': 98, 'confidenceIrrigationType': 0, 'ewocCodes': [1600000000, 6000000000, 3000000000, 1111040000, 1301000000, 1111010070, 1101000000, 1101020000, 1101060000, 1111010090, 1111020010, 1101010002, 1106000020, 4000000000, 1207000000, 1101020021, 1106000030, 1101010001, 1206000110, 1500000000, 2004000000, 1101030001, 1111020036, 1115000000, 2001000000, 5000000000, 7000000000, 1101040000, 4200000000, 1111020037, 4100000000, 1111020030, 1106000010, 1105010010, 1103020030, 1201010020, 1103000000, 1201050100, 1103120000, 1103120010, 1103110040, 1107000010, 1103060020, 1103060040, 1105010020, 1107000031, 1202000100, 1101030000, 1201010040, 1103020010, 1103010010, 1103020060, 1103090040, 1109000500, 1103040030, 1000000000, 1103080110, 1103020040, 1103060030, 1109000200, 1103060000, 1101060001, 1201010100, 1103030070, 1201010110, 1110000300, 1201010000, 1201050040, 1105010030, 4300000000, 1109000510, 1102000020, 1101030022, 1101050000, 1111010050, 1108020010, 1111020090, 1201010120, 1201010030, 1101020002, 1111020040, 1101010000, 1111010020, 1107000030, 1101050002, 1101010003, 1103010020, 1201050050, 1106000080, 1108020020, 1201050020, 1109000040, 1109000000, 4201000030, 1201040020, 1103090060, 1101070010, 1101070030, 1201040000], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[-124.50509769570203, 41.983577689458855, -52.75031970149297, 51.19615164658126]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-06-02T00:00:00', '2017-09-01T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:14:04.573401', 'creatorId': None, 'id': '3a136636-9c1d-6e69-f174-416ba5111b10'}, {'collectionId': '2017cmrcgiargardianpoint110', 'title': 'FAW, Cameroon, 2017', 'featureCount': 392, 'type': 'Point', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 98, 'confidenceCropType': 98, 'confidenceIrrigationType': 0, 'ewocCodes': [1101060000, 1000000000], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[9.17341, 2.2944, 15.109520000000002, 10.58377]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-01-06T00:00:00', '2017-11-09T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:14:13.656052', 'creatorId': None, 'id': '3a136636-bf97-95e0-604e-277ff4b15ad7'}, {'collectionId': '2017lbnfaowapor1poly111', 'title': 'FAO WAPOR, Lebanon, 2017', 'featureCount': 99, 'type': 'Polygon', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 93, 'confidenceCropType': 93, 'confidenceIrrigationType': 0, 'ewocCodes': [1201000010, 1201010020, 1201010190, 1103110070, 1109000000, 1101010000, 1103020040, 1103080110, 1107000010, 1201010170, 5000000000, 1000000000, 1201000000, 1103060000, 1101020000, 1201040060], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[35.96353183140786, 33.8186963537313, 36.02512562016079, 33.85111187700312]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-05-04T00:00:00', '2017-05-20T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:14:16.469449', 'creatorId': None, 'id': '3a136636-ca95-9e4a-f0ce-e04fe6b01f39'}, {'collectionId': '2017lbnfaowapor2poly111', 'title': 'FAO WAPOR, Lebanon, 2017', 'featureCount': 98, 'type': 'Polygon', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 93, 'confidenceCropType': 93, 'confidenceIrrigationType': 0, 'ewocCodes': [1201000010, 1201010020, 5000000000, 1202000000, 1103020040, 1103080110, 1107000010, 1201010170, 1201000000, 1105010010, 1201040060], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[35.96353183140786, 33.8186963537313, 36.02512562016079, 33.85111187700312]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-09-07T00:00:00', '2017-09-08T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:14:19.240625', 'creatorId': None, 'id': '3a136636-d568-7255-48af-9a6827647771'}, {'collectionId': '2017mdgjecamciradpoly111', 'title': 'JECAM, Madagascar, 2017', 'featureCount': 891, 'type': 'Polygon', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 98, 'confidenceCropType': 98, 'confidenceIrrigationType': 0, 'ewocCodes': [1101080000, 1100000000, 1201020060, 1107000040, 1000000000, 7000000000, 1200000000, 2000000000, 1103020010, 3000000000, 6000000000, 1101060000, 1103020040, 5000000000, 1106000020, 1300000000, 1106000050, 1103010010, 1105010010, 1201010020], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[46.6204667148503, -19.982834586523555, 47.37125674799141, -18.849778542978253]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-01-16T00:00:00', '2017-02-24T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:14:21.87331', 'creatorId': None, 'id': '3a136636-dfb1-ae1c-1c27-100442555068'}, {'collectionId': '2017ngacgiargardianpoint110', 'title': 'OCP validation trials, Nigeria, 2017', 'featureCount': 702, 'type': 'Point', 'accessType': 'Public', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 93, 'confidenceCropType': 93, 'confidenceIrrigationType': 0, 'ewocCodes': [1101060000], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[5.325456604, 8.157283895, 11.7149535, 11.617550099999999]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-09-03T00:00:00', '2018-02-26T00:00:00']], 'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'}}, 'additionalData': '', 'crs': ['http://www.opengis.net/def/crs/EPSG/0/4326'], 'lastModificationTime': None, 'lastModifierId': None, 'creationTime': '2024-06-26T10:14:24.635999', 'creatorId': None, 'id': '3a136636-ea7b-7fa5-a70d-93c1712949a8'}, {'collectionId': '2017ssdwfpfieldsurveypoly111', 'title': 'WFP Crop field survey South Sudan (2017)', 'featureCount': 1212, 'type': 'Polygon', 'accessType': 'Private', 'typeOfObservationMethod': 'Unknown', 'confidenceLandCover': 98, 'confidenceCropType': 98, 'confidenceIrrigationType': 0, 'ewocCodes': [1000000000, 1101070010, 1101070030, 1101060000, 1106000050, 1106000100, 1107000040, 1105010010, 1101080000], 'irrTypes': [0], 'extent': {'spatial': {'bbox': [[24.80440499989089, 3.5398849995930846, 35.17603099983086, 12.07229107407386]], 'crs': 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'}, 'temporal': {'interval': [['2017-12-01T00:00:00', 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