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{'access_rights': 'http://publications.europa.eu/resource/authority/access-right/PUBLIC', 'author': None, 'author_email': None, 'authority': 'http://standaarden.overheid.nl/owms/terms/Amersfoort_(gemeente)', 'bounding_box': '', 'changetype': 'updated', 'contact_point_email': 'servicedesk@civity.nl', 'contact_point_name': 'Servicedesk', 'contact_point_phone': '', 'contact_point_type': 'organization', 'creator_user_id': '2da92da4-b919-40d6-9afe-60b6fa1310a9', 'dataset_status': 'http://data.overheid.nl/status/beschikbaar', 'definition': '', 'denominator': '', 'donl_link_enabled': 'False', 'geo_ref_system': '', 'geonetwork_link_enabled': 'False', 'geoserver_link_enabled': 'True', 'id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'isopen': False, 'language': 'http://publications.europa.eu/resource/authority/language/ENG', 'license_id': 'notspecified', 'license_title': 'License not specified', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2020-12-07T08:02:03.974927', 'metadata_language': 'http://publications.europa.eu/resource/authority/language/ENG', 'metadata_modified': '2024-08-23T11:50:11.519093', 'name': 'teneo-soil-moisture-temperature-humidity-sensors', 'notes': "## Introduction\r\n\r\nWithin the frame of the SCOREwater project, the City of Amersfoort commissioned [Hoefakker](https://hoefakker.com/boomspecialisten/smart-city-bodemvochtsensor/) to install Teneo soil moisture and climate monitor sensors at several locations in the Schothorst neighbourhood and the Central Railway area. The sensors measure soil moisture, temperature and humidity. Schothorst and the Central Railway area differ in groundwater levels. In Schothorst the groundwater levels are higher (average height: 0.7 meter to 1.0 meter below ground level) than in the Central Railway area (average height: lower than 1.6 meter below ground level). The lowest soil moisture sensors are placed on 1.2 meter below ground level. As a result, in the Schothorst area the sensors are located close to or in the groundwater during winter. In the Central Railway area they are located far above the groundwater level. This makes both areas interesting to include. What all soil moisture sensors have in common is that they are all located nearby trees and in public spaces. Locations differ in terms of: being in the sun or in the shade, being in a green setting (unpaved, such as parks) or being in a paved setting, and being near surface water or not. Because of the differences between the locations the sensors have been installed in, data from the sensors can be used to investigate questions such as:\r\n\r\n* What is the influence of the type of surface on soil moisture levels?\r\n* Does the nearby presence of surface water affect soil moisture?\r\n* What is the influence of heat on soil moisture?\r\n* What is the relation between groundwater levels fluctuance and soil moisture?\r\n* Are adjustments on in public spaces (on street level) helpful to improve the soil situation for a more climate adaptive city?\r\n\r\n## Contents of the data\r\n\r\nData are being harmonized using FIWARE [Smart Data Models](https://www.fiware.org/smart-data-models/). Data regarding soil moisture can be modelled using the GreenSpaceRecord model. The data in this dataset provide the following elements from this data model:\r\n\r\n* id - identifier of the sensors\r\n* recordingTimetamp - timestamp of the measurement\r\n* location - GPS location of the sensor, GeoJSON with WGS84/EPSG:4326 coordinate\r\n* soilMoistureVwc - percentage Volumetric Water Content of soil\r\n\r\nMeteorological data can be modelled using the WeatherObserved model. The data in this dataset provide the following elements from this data model: \r\n\r\n* id - identifier of the sensors\r\n* recordingTimetamp - timestamp of the measurement\r\n* location - GPS location of the sensor, GeoJSON with WGS84/EPSG:4326 coordinate\r\n* temperature - temperature in degrees Celsius\r\n* relativeHumidity - percentage relative humidity\r\n\r\n## Access the data\r\n\r\nData are available using different API's:\r\n\r\n* Archives of the data are available as a CKAN resource for both [GreenSpaceRecord entities](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors/resource/resource-f9dc5371bdb117348be116cc5891c911f5466ac42ef69f6fb8a654be9bc64bbd) and [WeatherObserved entities](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors/resource/resource-a8b1ca2b02669d05b945f6739966cc2ddbcc9ebafa67770714d033fb161295f7). Once a week, data from the live datasets is archived in this [CKAN package](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors) which allows for a) previewing the data, b) a CSV download and c) CKAN datastore API access to the data. \r\n* The Orion ContextBroker allows you to access the [current status of entities](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/orion/v2/entities). Use the information provided by the Orion ContextBroker to compile requests for the Short Term History API. the ContextBroker provides information on which entities are present and what attributes those entities support. \r\n* The Short Term History API allows you to download historical data for the different sensors in both [raw](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/206/attrs/soilMoistureVwc?type=GreenSpaceRecord&lastN=100) and [aggregated](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/206/attrs/soilMoistureVwc?type=GreenSpaceRecord&aggrMethod=min&aggrPeriod=month) form in either [JSON](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/240/attrs/temperature?type=WeatherObserved&lastN=100) or [CSV](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/240/attrs/temperature?type=WeatherObserved&lastN=100&fileType=csv) format:\r\n* The OGC web services allows you to [render maps](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?layers=ckan_current_weather_observed_hegcudye&width=768&version=1.3.0&bbox=52.148986%2C+5.365354%2C+52.178201%2C+5.403238&service=WMS&srs=EPSG%3A4326&format=image%2Fpng&request=GetMap&height=384) of the sensors and to download historical data in different formats such as [CSV](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?outputFormat=csv&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0), [GML](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?outputFormat=gml3&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0) and shape file. \r\n\r\n\r\n\r\n*Teneo soil moisture sensors (branded as Smart City Trees by Hoefakker)*", 'num_resources': 6, 'num_tags': 2, 'organization': {'id': '9cb8dbf9-415b-4db9-aa41-ca81e5b08e8f', 'name': 'gemeente-amersfoort', 'title': 'Gemeente Amersfoort', 'type': 'organization', 'description': '', 'image_url': '', 'created': '2020-12-07T08:59:07.765805', 'is_organization': True, 'approval_status': 'approved', 'state': 'active'}, 'owner_org': '9cb8dbf9-415b-4db9-aa41-ca81e5b08e8f', 'private': False, 'publisher': 'http://standaarden.overheid.nl/owms/terms/Amersfoort_(gemeente)', 'resolution': '', 'spatial_scheme': 'http://standaarden.overheid.nl/owms/4.0/doc/waardelijsten/overheid.gemeente', 'spatial_value': 'http://standaarden.overheid.nl/owms/terms/Amersfoort_(gemeente)', 'state': 'active', 'subtheme': 'http://standaarden.overheid.nl/owms/terms/Bodem', 'theme': 'http://standaarden.overheid.nl/owms/terms/Natuur_en_milieu', 'title': 'Teneo soil moisture, temperature and humidity sensors', 'type': 'dataset', 'update_frequency': 'voortdurend geactualiseerd', 'url': None, 'version': '', 'version_notes': '', 'extras': [{'key': 'linked_datasets', 'value': ''}, {'key': 'packagetracker_ckantockan_donl_job_id', 'value': ''}, {'key': 'packagetracker_ckantockan_donl_status', 'value': ''}], 'groups': [{'description': '', 'display_name': 'Natuur en milieu', 'id': 'af36ddfd-2ec1-4266-ad7b-53c089952591', 'image_display_url': 'https://tst-ckan.dataplatform.nl/uploads/group/2020-10-27-090104.5979272019-02-13-122638.391682natuur.png', 'name': 'natuur-en-milieu', 'title': 'Natuur en milieu'}], 'resources': [{'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-16T17:05:28.404932', 'datastore_active': True, 'description': 'Current state of GreenSpaceRecord entities\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043', 'format': '', 'hash': '', 'id': 'current_green_space_record_hegcudye', 'last_modified': None, 'layer_extent': '[52.148986, 5.365354, 52.178201, 5.403238]', 'layer_srid': 4326, 'metadata_modified': '2024-08-23T11:50:11.530066', 'mimetype': None, 'mimetype_inner': None, 'name': 'Current GreenSpaceRecord entities', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 0, 'resource_type': None, 'state': 'active', 'url': '', 'url_type': None, 'wfs_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_green_space_record_hegcudye/ows?outputFormat=gml3&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_green_space_record_hegcudye&version=2.0.0', 'wms_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_green_space_record_hegcudye/ows?layers=ckan_current_green_space_record_hegcudye&width=768&version=1.3.0&bbox=52.148986%2C+5.365354%2C+52.178201%2C+5.403238&service=WMS&srs=EPSG%3A4326&format=image%2Fpng&request=GetMap&height=384'}, {'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-16T17:05:11.799269', 'datastore_active': True, 'description': 'Current state of WeatherObserved entities\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043', 'format': '', 'hash': '', 'id': 'current_weather_observed_hegcudye', 'last_modified': None, 'layer_extent': '[52.148986, 5.365354, 52.178201, 5.403238]', 'layer_srid': 4326, 'metadata_modified': '2024-08-23T11:50:08.630491', 'mimetype': None, 'mimetype_inner': None, 'name': 'Current WeatherObserved entities', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 1, 'resource_type': None, 'state': 'active', 'url': '', 'url_type': None, 'wfs_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_weather_observed_hegcudye/ows?outputFormat=gml3&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0', 'wms_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_weather_observed_hegcudye/ows?layers=ckan_current_weather_observed_hegcudye&width=768&version=1.3.0&bbox=52.148986%2C+5.365354%2C+52.178201%2C+5.403238&service=WMS&srs=EPSG%3A4326&format=image%2Fpng&request=GetMap&height=384'}, {'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-16T17:06:56.769003', 'datastore_active': False, 'description': 'Simple symbolization which just renders a point on the location of the sensor with a label for the soil moisture VWC In case of a GreenSpaceRecord) and temperature and relative humidity (in case of WeatherObserved). ', 'download_url': '', 'format': 'SLD', 'hash': '4c2700d0be382716a6ad086896850700b9801c43', 'id': '539ea2b3-e77d-427e-a6f0-0c256a800005', 'language': 'http://publications.europa.eu/resource/authority/language/ENG', 'last_modified': '2022-02-16T17:06:56.454351', 'layer_extent': '', 'linked_schemas': '', 'metadata_language': 'http://publications.europa.eu/resource/authority/language/ENG', 'metadata_modified': '2022-02-16T17:06:56.769003', 'mimetype': None, 'mimetype_inner': None, 'name': 'Symbolization Teneo soil moisture, temperature and humidity sensors', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 2, 'resource_status': 'http://purl.org/adms/status/Completed', 'resource_type': None, 'rights': '', 'size': 6047, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/dataset/a0c22580-3015-45f9-b1fc-53817adb709c/resource/539ea2b3-e77d-427e-a6f0-0c256a800005/download/teneo-soil-moisture-temperature-humidity-sensors.sld', 'url_type': 'upload', 'wfs_url': '', 'wms_url': ''}, {'cache_last_updated': None, 'cache_url': None, 'created': '2020-12-07T08:37:34.735549', 'datastore_active': True, 'datastore_contains_all_records_of_source_file': 'False', 'description': 'Flexyz measurements', 'format': '', 'hash': '', 'id': 'measurement_hegcudye', 'last_modified': None, 'license_id': 'notspecified', 'metadata_modified': '2024-08-22T12:37:09.296218', 'mimetype': None, 'mimetype_inner': None, 'name': 'Measurements', 'ows_url': 'None', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 3, 'resource_type': None, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/en/datastore/dump/measurement_hegcudye', 'url_type': 'datastore', 'wfs_featuretype_name': 'None', 'wms_layer_name': 'None', 'has_views': True, 'on_same_domain': True}, {'cache_last_updated': None, 'cache_url': None, 'created': '2020-12-07T08:37:08.143263', 'datastore_active': True, 'datastore_contains_all_records_of_source_file': 'False', 'description': 'FTP files uploaded to FTP server by Flexyz', 'format': '', 'hash': '', 'id': 'ftp_file_hegcudye', 'last_modified': None, 'license_id': 'notspecified', 'metadata_modified': '2024-08-22T12:37:09.296387', 'mimetype': None, 'mimetype_inner': None, 'name': 'FTP files', 'ows_url': 'None', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 4, 'resource_type': None, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/en/datastore/dump/ftp_file_hegcudye', 'url_type': 'datastore', 'wfs_featuretype_name': 'None', 'wms_layer_name': 'None'}, {'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-23T08:16:12.309343', 'datastore_active': 'false', 'description': 'Hoefakker Smart City Trees sensorkit', 'format': 'JPEG', 'hash': 'c5308ce5e452cf103abe4bccf20e9e810b5b6854', 'id': 'picture-smart-city-trees-sensor', 'last_modified': '2022-02-23T08:16:11.867403', 'metadata_modified': '2022-02-23T08:16:12.309343', 'mimetype': 'image/jpeg', 'mimetype_inner': None, 'name': 'Hoefakker Smart City Trees sensorkit', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 5, 'resource_type': None, 'size': 964100, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/dataset/a0c22580-3015-45f9-b1fc-53817adb709c/resource/picture-smart-city-trees-sensor/download/smart_city_trees_sensor.jpg', 'url_type': 'upload'}], 'tags': [{'display_name': 'Meteorology', 'id': 'ce379001-4f59-45e5-a746-457893f1bf83', 'name': 'Meteorology', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'soil moisture', 'id': '1aef7b12-677a-4f7b-94a7-731a3be50707', 'name': 'soil moisture', 'state': 'active', 'vocabulary_id': None}], 'relationships_as_subject': [], 'relationships_as_object': [], 'civity_metadataquality': {'total': {'score': 0.6052631578947368, 'number': 38, 'valid': 23}, 'mandatory': {'score': 1.0, 'number': 17, 'valid': 17}, 'optional': {'score': 0.2857142857142857, 'number': 21, 'valid': 6}}} |
| pkg |
<Package id=a0c22580-3015-45f9-b1fc-53817adb709c name=teneo-soil-moisture-temperature-humidity-sensors title=Teneo soil moisture, temperature and humidity sensors version= url=None author=None author_email=None maintainer=None maintainer_email=None notes=## Introduction
Within the frame of the SCOREwater project, the City of Amersfoort commissioned [Hoefakker](https://hoefakker.com/boomspecialisten/smart-city-bodemvochtsensor/) to install Teneo soil moisture and climate monitor sensors at several locations in the Schothorst neighbourhood and the Central Railway area. The sensors measure soil moisture, temperature and humidity. Schothorst and the Central Railway area differ in groundwater levels. In Schothorst the groundwater levels are higher (average height: 0.7 meter to 1.0 meter below ground level) than in the Central Railway area (average height: lower than 1.6 meter below ground level). The lowest soil moisture sensors are placed on 1.2 meter below ground level. As a result, in the Schothorst area the sensors are located close to or in the groundwater during winter. In the Central Railway area they are located far above the groundwater level. This makes both areas interesting to include. What all soil moisture sensors have in common is that they are all located nearby trees and in public spaces. Locations differ in terms of: being in the sun or in the shade, being in a green setting (unpaved, such as parks) or being in a paved setting, and being near surface water or not. Because of the differences between the locations the sensors have been installed in, data from the sensors can be used to investigate questions such as:
* What is the influence of the type of surface on soil moisture levels?
* Does the nearby presence of surface water affect soil moisture?
* What is the influence of heat on soil moisture?
* What is the relation between groundwater levels fluctuance and soil moisture?
* Are adjustments on in public spaces (on street level) helpful to improve the soil situation for a more climate adaptive city?
## Contents of the data
Data are being harmonized using FIWARE [Smart Data Models](https://www.fiware.org/smart-data-models/). Data regarding soil moisture can be modelled using the GreenSpaceRecord model. The data in this dataset provide the following elements from this data model:
* id - identifier of the sensors
* recordingTimetamp - timestamp of the measurement
* location - GPS location of the sensor, GeoJSON with WGS84/EPSG:4326 coordinate
* soilMoistureVwc - percentage Volumetric Water Content of soil
Meteorological data can be modelled using the WeatherObserved model. The data in this dataset provide the following elements from this data model:
* id - identifier of the sensors
* recordingTimetamp - timestamp of the measurement
* location - GPS location of the sensor, GeoJSON with WGS84/EPSG:4326 coordinate
* temperature - temperature in degrees Celsius
* relativeHumidity - percentage relative humidity
## Access the data
Data are available using different API's:
* Archives of the data are available as a CKAN resource for both [GreenSpaceRecord entities](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors/resource/resource-f9dc5371bdb117348be116cc5891c911f5466ac42ef69f6fb8a654be9bc64bbd) and [WeatherObserved entities](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors/resource/resource-a8b1ca2b02669d05b945f6739966cc2ddbcc9ebafa67770714d033fb161295f7). Once a week, data from the live datasets is archived in this [CKAN package](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors) which allows for a) previewing the data, b) a CSV download and c) CKAN datastore API access to the data.
* The Orion ContextBroker allows you to access the [current status of entities](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/orion/v2/entities). Use the information provided by the Orion ContextBroker to compile requests for the Short Term History API. the ContextBroker provides information on which entities are present and what attributes those entities support.
* The Short Term History API allows you to download historical data for the different sensors in both [raw](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/206/attrs/soilMoistureVwc?type=GreenSpaceRecord&lastN=100) and [aggregated](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/206/attrs/soilMoistureVwc?type=GreenSpaceRecord&aggrMethod=min&aggrPeriod=month) form in either [JSON](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/240/attrs/temperature?type=WeatherObserved&lastN=100) or [CSV](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/240/attrs/temperature?type=WeatherObserved&lastN=100&fileType=csv) format:
* The OGC web services allows you to [render maps](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?layers=ckan_current_weather_observed_hegcudye&width=768&version=1.3.0&bbox=52.148986%2C+5.365354%2C+52.178201%2C+5.403238&service=WMS&srs=EPSG%3A4326&format=image%2Fpng&request=GetMap&height=384) of the sensors and to download historical data in different formats such as [CSV](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?outputFormat=csv&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0), [GML](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?outputFormat=gml3&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0) and shape file.
*Teneo soil moisture sensors (branded as Smart City Trees by Hoefakker)* license_id=notspecified type=dataset owner_org=9cb8dbf9-415b-4db9-aa41-ca81e5b08e8f creator_user_id=2da92da4-b919-40d6-9afe-60b6fa1310a9 metadata_created=2020-12-07 08:02:03.974927 metadata_modified=2024-08-23 11:50:11.519093 private=False state=active> |
| pkg_dict |
{'access_rights': 'http://publications.europa.eu/resource/authority/access-right/PUBLIC', 'author': None, 'author_email': None, 'authority': 'http://standaarden.overheid.nl/owms/terms/Amersfoort_(gemeente)', 'bounding_box': '', 'changetype': 'updated', 'contact_point_email': 'servicedesk@civity.nl', 'contact_point_name': 'Servicedesk', 'contact_point_phone': '', 'contact_point_type': 'organization', 'creator_user_id': '2da92da4-b919-40d6-9afe-60b6fa1310a9', 'dataset_status': 'http://data.overheid.nl/status/beschikbaar', 'definition': '', 'denominator': '', 'donl_link_enabled': 'False', 'geo_ref_system': '', 'geonetwork_link_enabled': 'False', 'geoserver_link_enabled': 'True', 'id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'isopen': False, 'language': 'http://publications.europa.eu/resource/authority/language/ENG', 'license_id': 'notspecified', 'license_title': 'License not specified', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2020-12-07T08:02:03.974927', 'metadata_language': 'http://publications.europa.eu/resource/authority/language/ENG', 'metadata_modified': '2024-08-23T11:50:11.519093', 'name': 'teneo-soil-moisture-temperature-humidity-sensors', 'notes': "## Introduction\r\n\r\nWithin the frame of the SCOREwater project, the City of Amersfoort commissioned [Hoefakker](https://hoefakker.com/boomspecialisten/smart-city-bodemvochtsensor/) to install Teneo soil moisture and climate monitor sensors at several locations in the Schothorst neighbourhood and the Central Railway area. The sensors measure soil moisture, temperature and humidity. Schothorst and the Central Railway area differ in groundwater levels. In Schothorst the groundwater levels are higher (average height: 0.7 meter to 1.0 meter below ground level) than in the Central Railway area (average height: lower than 1.6 meter below ground level). The lowest soil moisture sensors are placed on 1.2 meter below ground level. As a result, in the Schothorst area the sensors are located close to or in the groundwater during winter. In the Central Railway area they are located far above the groundwater level. This makes both areas interesting to include. What all soil moisture sensors have in common is that they are all located nearby trees and in public spaces. Locations differ in terms of: being in the sun or in the shade, being in a green setting (unpaved, such as parks) or being in a paved setting, and being near surface water or not. Because of the differences between the locations the sensors have been installed in, data from the sensors can be used to investigate questions such as:\r\n\r\n* What is the influence of the type of surface on soil moisture levels?\r\n* Does the nearby presence of surface water affect soil moisture?\r\n* What is the influence of heat on soil moisture?\r\n* What is the relation between groundwater levels fluctuance and soil moisture?\r\n* Are adjustments on in public spaces (on street level) helpful to improve the soil situation for a more climate adaptive city?\r\n\r\n## Contents of the data\r\n\r\nData are being harmonized using FIWARE [Smart Data Models](https://www.fiware.org/smart-data-models/). Data regarding soil moisture can be modelled using the GreenSpaceRecord model. The data in this dataset provide the following elements from this data model:\r\n\r\n* id - identifier of the sensors\r\n* recordingTimetamp - timestamp of the measurement\r\n* location - GPS location of the sensor, GeoJSON with WGS84/EPSG:4326 coordinate\r\n* soilMoistureVwc - percentage Volumetric Water Content of soil\r\n\r\nMeteorological data can be modelled using the WeatherObserved model. The data in this dataset provide the following elements from this data model: \r\n\r\n* id - identifier of the sensors\r\n* recordingTimetamp - timestamp of the measurement\r\n* location - GPS location of the sensor, GeoJSON with WGS84/EPSG:4326 coordinate\r\n* temperature - temperature in degrees Celsius\r\n* relativeHumidity - percentage relative humidity\r\n\r\n## Access the data\r\n\r\nData are available using different API's:\r\n\r\n* Archives of the data are available as a CKAN resource for both [GreenSpaceRecord entities](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors/resource/resource-f9dc5371bdb117348be116cc5891c911f5466ac42ef69f6fb8a654be9bc64bbd) and [WeatherObserved entities](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors/resource/resource-a8b1ca2b02669d05b945f6739966cc2ddbcc9ebafa67770714d033fb161295f7). Once a week, data from the live datasets is archived in this [CKAN package](https://ckan-dataplatform-nl.dataplatform.nl/dataset/archived-teneo-soil-moisture-temperature-and-humidity-sensors) which allows for a) previewing the data, b) a CSV download and c) CKAN datastore API access to the data. \r\n* The Orion ContextBroker allows you to access the [current status of entities](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/orion/v2/entities). Use the information provided by the Orion ContextBroker to compile requests for the Short Term History API. the ContextBroker provides information on which entities are present and what attributes those entities support. \r\n* The Short Term History API allows you to download historical data for the different sensors in both [raw](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/206/attrs/soilMoistureVwc?type=GreenSpaceRecord&lastN=100) and [aggregated](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/206/attrs/soilMoistureVwc?type=GreenSpaceRecord&aggrMethod=min&aggrPeriod=month) form in either [JSON](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/240/attrs/temperature?type=WeatherObserved&lastN=100) or [CSV](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/STH/v2/entities/240/attrs/temperature?type=WeatherObserved&lastN=100&fileType=csv) format:\r\n* The OGC web services allows you to [render maps](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?layers=ckan_current_weather_observed_hegcudye&width=768&version=1.3.0&bbox=52.148986%2C+5.365354%2C+52.178201%2C+5.403238&service=WMS&srs=EPSG%3A4326&format=image%2Fpng&request=GetMap&height=384) of the sensors and to download historical data in different formats such as [CSV](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?outputFormat=csv&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0), [GML](https://gravitee-scorewater-gateway.dataplatform.nl/teneo/ows?outputFormat=gml3&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0) and shape file. \r\n\r\n\r\n\r\n*Teneo soil moisture sensors (branded as Smart City Trees by Hoefakker)*", 'num_resources': 6, 'num_tags': 2, 'organization': {'id': '9cb8dbf9-415b-4db9-aa41-ca81e5b08e8f', 'name': 'gemeente-amersfoort', 'title': 'Gemeente Amersfoort', 'type': 'organization', 'description': '', 'image_url': '', 'created': '2020-12-07T08:59:07.765805', 'is_organization': True, 'approval_status': 'approved', 'state': 'active'}, 'owner_org': '9cb8dbf9-415b-4db9-aa41-ca81e5b08e8f', 'private': False, 'publisher': 'http://standaarden.overheid.nl/owms/terms/Amersfoort_(gemeente)', 'resolution': '', 'spatial_scheme': 'http://standaarden.overheid.nl/owms/4.0/doc/waardelijsten/overheid.gemeente', 'spatial_value': 'http://standaarden.overheid.nl/owms/terms/Amersfoort_(gemeente)', 'state': 'active', 'subtheme': 'http://standaarden.overheid.nl/owms/terms/Bodem', 'theme': 'http://standaarden.overheid.nl/owms/terms/Natuur_en_milieu', 'title': 'Teneo soil moisture, temperature and humidity sensors', 'type': 'dataset', 'update_frequency': 'voortdurend geactualiseerd', 'url': None, 'version': '', 'version_notes': '', 'extras': [{'key': 'linked_datasets', 'value': ''}, {'key': 'packagetracker_ckantockan_donl_job_id', 'value': ''}, {'key': 'packagetracker_ckantockan_donl_status', 'value': ''}], 'groups': [{'description': '', 'display_name': 'Natuur en milieu', 'id': 'af36ddfd-2ec1-4266-ad7b-53c089952591', 'image_display_url': 'https://tst-ckan.dataplatform.nl/uploads/group/2020-10-27-090104.5979272019-02-13-122638.391682natuur.png', 'name': 'natuur-en-milieu', 'title': 'Natuur en milieu'}], 'resources': [{'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-16T17:05:28.404932', 'datastore_active': True, 'description': 'Current state of GreenSpaceRecord entities\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043', 'format': '', 'hash': '', 'id': 'current_green_space_record_hegcudye', 'last_modified': None, 'layer_extent': '[52.148986, 5.365354, 52.178201, 5.403238]', 'layer_srid': 4326, 'metadata_modified': '2024-08-23T11:50:11.530066', 'mimetype': None, 'mimetype_inner': None, 'name': 'Current GreenSpaceRecord entities', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 0, 'resource_type': None, 'state': 'active', 'url': '', 'url_type': None, 'wfs_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_green_space_record_hegcudye/ows?outputFormat=gml3&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_green_space_record_hegcudye&version=2.0.0', 'wms_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_green_space_record_hegcudye/ows?layers=ckan_current_green_space_record_hegcudye&width=768&version=1.3.0&bbox=52.148986%2C+5.365354%2C+52.178201%2C+5.403238&service=WMS&srs=EPSG%3A4326&format=image%2Fpng&request=GetMap&height=384'}, {'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-16T17:05:11.799269', 'datastore_active': True, 'description': 'Current state of WeatherObserved entities\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043\r\nCIVDEV-1043', 'format': '', 'hash': '', 'id': 'current_weather_observed_hegcudye', 'last_modified': None, 'layer_extent': '[52.148986, 5.365354, 52.178201, 5.403238]', 'layer_srid': 4326, 'metadata_modified': '2024-08-23T11:50:08.630491', 'mimetype': None, 'mimetype_inner': None, 'name': 'Current WeatherObserved entities', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 1, 'resource_type': None, 'state': 'active', 'url': '', 'url_type': None, 'wfs_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_weather_observed_hegcudye/ows?outputFormat=gml3&service=WFS&maxFeatures=50&request=GetFeature&typeName=workspace_datastore_ckan_dataplatform_nl%3Ackan_current_weather_observed_hegcudye&version=2.0.0', 'wms_url': 'https://acc-ckan.dataplatform.nl/geoserver/workspace_datastore_ckan_dataplatform_nl/ckan_current_weather_observed_hegcudye/ows?layers=ckan_current_weather_observed_hegcudye&width=768&version=1.3.0&bbox=52.148986%2C+5.365354%2C+52.178201%2C+5.403238&service=WMS&srs=EPSG%3A4326&format=image%2Fpng&request=GetMap&height=384'}, {'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-16T17:06:56.769003', 'datastore_active': False, 'description': 'Simple symbolization which just renders a point on the location of the sensor with a label for the soil moisture VWC In case of a GreenSpaceRecord) and temperature and relative humidity (in case of WeatherObserved). ', 'download_url': '', 'format': 'SLD', 'hash': '4c2700d0be382716a6ad086896850700b9801c43', 'id': '539ea2b3-e77d-427e-a6f0-0c256a800005', 'language': 'http://publications.europa.eu/resource/authority/language/ENG', 'last_modified': '2022-02-16T17:06:56.454351', 'layer_extent': '', 'linked_schemas': '', 'metadata_language': 'http://publications.europa.eu/resource/authority/language/ENG', 'metadata_modified': '2022-02-16T17:06:56.769003', 'mimetype': None, 'mimetype_inner': None, 'name': 'Symbolization Teneo soil moisture, temperature and humidity sensors', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 2, 'resource_status': 'http://purl.org/adms/status/Completed', 'resource_type': None, 'rights': '', 'size': 6047, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/dataset/a0c22580-3015-45f9-b1fc-53817adb709c/resource/539ea2b3-e77d-427e-a6f0-0c256a800005/download/teneo-soil-moisture-temperature-humidity-sensors.sld', 'url_type': 'upload', 'wfs_url': '', 'wms_url': ''}, {'cache_last_updated': None, 'cache_url': None, 'created': '2020-12-07T08:37:34.735549', 'datastore_active': True, 'datastore_contains_all_records_of_source_file': 'False', 'description': 'Flexyz measurements', 'format': '', 'hash': '', 'id': 'measurement_hegcudye', 'last_modified': None, 'license_id': 'notspecified', 'metadata_modified': '2024-08-22T12:37:09.296218', 'mimetype': None, 'mimetype_inner': None, 'name': 'Measurements', 'ows_url': 'None', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 3, 'resource_type': None, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/en/datastore/dump/measurement_hegcudye', 'url_type': 'datastore', 'wfs_featuretype_name': 'None', 'wms_layer_name': 'None', 'has_views': True, 'on_same_domain': True}, {'cache_last_updated': None, 'cache_url': None, 'created': '2020-12-07T08:37:08.143263', 'datastore_active': True, 'datastore_contains_all_records_of_source_file': 'False', 'description': 'FTP files uploaded to FTP server by Flexyz', 'format': '', 'hash': '', 'id': 'ftp_file_hegcudye', 'last_modified': None, 'license_id': 'notspecified', 'metadata_modified': '2024-08-22T12:37:09.296387', 'mimetype': None, 'mimetype_inner': None, 'name': 'FTP files', 'ows_url': 'None', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 4, 'resource_type': None, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/en/datastore/dump/ftp_file_hegcudye', 'url_type': 'datastore', 'wfs_featuretype_name': 'None', 'wms_layer_name': 'None'}, {'cache_last_updated': None, 'cache_url': None, 'created': '2022-02-23T08:16:12.309343', 'datastore_active': 'false', 'description': 'Hoefakker Smart City Trees sensorkit', 'format': 'JPEG', 'hash': 'c5308ce5e452cf103abe4bccf20e9e810b5b6854', 'id': 'picture-smart-city-trees-sensor', 'last_modified': '2022-02-23T08:16:11.867403', 'metadata_modified': '2022-02-23T08:16:12.309343', 'mimetype': 'image/jpeg', 'mimetype_inner': None, 'name': 'Hoefakker Smart City Trees sensorkit', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 5, 'resource_type': None, 'size': 964100, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/dataset/a0c22580-3015-45f9-b1fc-53817adb709c/resource/picture-smart-city-trees-sensor/download/smart_city_trees_sensor.jpg', 'url_type': 'upload'}], 'tags': [{'display_name': 'Meteorology', 'id': 'ce379001-4f59-45e5-a746-457893f1bf83', 'name': 'Meteorology', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'soil moisture', 'id': '1aef7b12-677a-4f7b-94a7-731a3be50707', 'name': 'soil moisture', 'state': 'active', 'vocabulary_id': None}], 'relationships_as_subject': [], 'relationships_as_object': [], 'civity_metadataquality': {'total': {'score': 0.6052631578947368, 'number': 38, 'valid': 23}, 'mandatory': {'score': 1.0, 'number': 17, 'valid': 17}, 'optional': {'score': 0.2857142857142857, 'number': 21, 'valid': 6}}} |
| request |
<Request 'https://tst-ckan.dataplatform.nl/dataset/teneo-soil-moisture-temperature-humidity-sensors/resource/measurement_hegcudye' [GET]> |
| resource |
{'cache_last_updated': None, 'cache_url': None, 'created': '2020-12-07T08:37:34.735549', 'datastore_active': True, 'datastore_contains_all_records_of_source_file': 'False', 'description': 'Flexyz measurements', 'format': '', 'hash': '', 'id': 'measurement_hegcudye', 'last_modified': None, 'license_id': 'notspecified', 'metadata_modified': '2024-08-22T12:37:09.296218', 'mimetype': None, 'mimetype_inner': None, 'name': 'Measurements', 'ows_url': 'None', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c', 'position': 3, 'resource_type': None, 'state': 'active', 'url': 'https://tst-ckan.dataplatform.nl/en/datastore/dump/measurement_hegcudye', 'url_type': 'datastore', 'wfs_featuretype_name': 'None', 'wms_layer_name': 'None', 'has_views': True, 'on_same_domain': True} |
| resource_views |
[{'id': '430005ef-5c4e-4974-83d2-f6d2a4152de2', 'resource_id': 'measurement_hegcudye', 'title': 'Data Explorer', 'description': '', 'view_type': 'recline_view', 'package_id': 'a0c22580-3015-45f9-b1fc-53817adb709c'}] |
| session |
{'_domain': None, '_path': '/', '_id': '91607aff36ff4874974bf451f9e5988e'} |
| ungettext |
<function ungettext at 0x7ff9008a59d0> |
