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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type string to null
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 260, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 120, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2224, in cast_table_to_schema
                  cast_array_to_feature(
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1795, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2052, in cast_array_to_feature
                  casted_array_values = _c(array.values, feature.feature)
                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1797, in wrapper
                  return func(array, *args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2086, in cast_array_to_feature
                  return array_cast(
                         ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1797, in wrapper
                  return func(array, *args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1948, in array_cast
                  raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
              TypeError: Couldn't cast array of type string to null
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1922, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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association_type list	audience list	author_email string	collection string	contact_information string	contributor dict	creator_user_id string	data_series_issue_identification dict	data_series_name dict	date_modified string	date_published timestamp[s]	display_flags list	distributor string	file_id string	frequency string	geographic_region list	groups list	hierarchy_level string	id string	imso_approval string	isopen bool	jurisdiction string	keywords dict	license_id string	license_title string	license_url string	maintainer_contact_form dict	maintainer_email string	metadata_contact dict	metadata_created string	metadata_modified string	name string	notes string	notes_translated dict	num_resources int64	org_section dict	org_title_at_publication dict	organization dict	owner_org string	place_of_publication list	position_name dict	private bool	program_page_url dict	ready_to_publish string	reference_system_information string	relationships_as_object list	relationships_as_subject list	resources list	responsible_role string	restrictions string	spatial string	spatial_representation_type list	state string	status string	subject list	tags list	time_period_coverage_end string	time_period_coverage_start string	title string	title_translated dict	topic_category list	type string	url string	additional_notes dict	creator string	credit unknown	federated_date_modified string	portal_release_date string	presentation_form string	series_publication_dates dict
[]	[]		fgp	{"en": {"organization_name": "Government of Canada; Natural Resources Canada; Lands and Minerals Sector", "phone": "1-855-525-9293", "delivery_point": "580 Booth Street", "city": "Ottawa", "administrative_area": "Ontario", "postal_code": "K1A 0E4", "country": "Canada", "electronic_mail_address": "nrcan_questions-questi...	{ "en": "", "fr": "" }	b88b9549-3a4b-43a9-9375-5f3fc20fe782	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }	2026-02-23 00:00:00	2019-06-07T00:00:00	[ "fgp_viewer" ]	{"en": {"organization_name": "Government of Canada; Natural Resources Canada;Geoscience and Earth Monitoring Sector, Canada Centre for Mapping and Earth Observation, GeoDiscovery", "electronic_mail_address": "geoinfo@nrcan-rncan.gc.ca"}, "fr": {"organization_name": "Gouvernement du Canada; Ressources naturelles Canada;...	000183ed-8864-42f0-ae43-c4313a860720	P1Y	[]	[]	series; série	000183ed-8864-42f0-ae43-c4313a860720	true	false	federal	{ "en": "[\"mineralization\", \"mineral occurrences\", \"mines\", \"hydrocarbons\", \"fossil fuels\", \"industrial minerals\", \"metallic minerals\", \"economic geology\", \"mineral deposits\", \"exploration and deposit appraisal\", \"nonmetallic minerals\", \"oil\", \"gas\", \"hydrocarbons\", \"refineries\", \"smelt...	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }	nrcan_questions-questions_rncan@nrcan-rncan.gc.ca	{ "en": "Government of Canada; Natural Resources Canada; Lands and Minerals Sector", "fr": "Gouvernement du Canada; Ressources naturelles Canada; Secteur des terres et des minéraux" }	2019-06-07T15:00:50.225404	2026-02-27T20:01:00.331342	000183ed-8864-42f0-ae43-c4313a860720	This dataset is produced and published annually by Natural Resources Canada. It contains a variety of statistics on Canada’s mineral production, and provides the geographic locations of significant metallic, nonmetallic and coal mines, oil sands mines, selected metallurgical works, helium facilities, and oil and gas fi...	{ "en": "This dataset is produced and published annually by Natural Resources Canada. It contains a variety of statistics on Canada’s mineral production, and provides the geographic locations of significant metallic, nonmetallic and coal mines, oil sands mines, selected metallurgical works, helium facilities, and oil...	12	{ "en": "", "fr": "" }	{ "en": "Natural Resources Canada", "fr": "Ressources naturelles Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:25:46.737130", "description": "", "id": "9391E0A2-9717-4755-B548-4499C21F917B", "image_url": "", "is_organization": true, "name": "nrcan-rncan", "state": "active", "title": "Natural Resources Canada \| Ressources naturelles Canada", "type": "...	9391E0A2-9717-4755-B548-4499C21F917B	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true	EPSG:3978,http://www.epsg-registry.org,8.9.2	[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2026-02-27T20:01:00.416436\", \"data_quality\": [], \"datastore_active\": false, \"description\": null, \"format\": \"ESRI REST\", \"hash\": \"\", \"id\": \"f39421ad-651e-405e-823e-001e13a2566c\", \"language\": [\"fr\"], \"last_modified\": null, \"...	pointOfContact; contact	unrestricted	{"type": "Polygon", "coordinates": [[[-141.003, 41.6755], [-52.6174, 41.6755], [-52.6174, 83.1139], [-141.003, 83.1139], [-141.003, 41.6755]]]}	[ "vector" ]	active	completed	[ "economics_and_industry" ]	[]	2025-12-31 00:00:00	2025-01-01 00:00:00	Principal Mineral Areas, Producing Mines, and Oil and Gas Fields (900A)	{ "en": "Principal Mineral Areas, Producing Mines, and Oil and Gas Fields (900A)", "fr": "Principales régions minières, principales mines productrices, principaux champs de pétrole et de gaz (900A)", "en-t-fr": "", "fr-t-en": "" }	[ "economy" ]	dataset		{ "en": "", "fr": "" }		""				{ "en": "", "fr": "" }
[]	[]	NRCan.geogratis-geogratis.RNCan@canada.ca	geogratis		{ "en": "", "fr": "" }	aa584ab4-544c-4c5c-81da-d1cff9bd96fa	{ "en": "", "fr": "" }	{ "en": "Canada Lands Survey System - Digital Cadastral Data", "fr": "Système d'arpentage des terres du Canada - Données cadastrales numériques" }		2015-03-30T00:00:00	[]			as_needed	[]	[]		0002555a-9d30-43b0-baab-a61603431a9d	true	false	federal	{ "en": "[\"boundaries\", \"canada lands\", \"indian lands\", \"indian reserves\", \"land management\", \"parcel\", \"survey\"]", "fr": "[\"arpentage\", \"fronti\\u00e8re\", \"gestion des terres\", \"parcelle\", \"r\\u00e9serve indienne\", \"terre indienne\", \"terres du canada\"]", "en-t-fr": "", "fr-t-en": ""...	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }	NRCan.geogratis-geogratis.RNCan@canada.ca	{ "en": "", "fr": "" }	2016-09-23T23:51:44.672594	2020-09-25T14:03:27.179869	0002555a-9d30-43b0-baab-a61603431a9d	This data provides the integrated cadastral framework for the specified Canada Land. The cadastral framework consists of active and superseded cadastral parcel, roads, easements, administrative areas, active lines, points and annotations. The cadastral lines form the boundaries of the parcels. COGO attributes are assoc...	{ "en": "This data provides the integrated cadastral framework for the specified Canada Land. The cadastral framework consists of active and superseded cadastral parcel, roads, easements, administrative areas, active lines, points and annotations. The cadastral lines form the boundaries of the parcels. COGO attribute...	2	{ "en": "", "fr": "" }	{ "en": "Natural Resources Canada", "fr": "Ressources naturelles Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:25:46.737130", "description": "", "id": "9391E0A2-9717-4755-B548-4499C21F917B", "image_url": "", "is_organization": true, "name": "nrcan-rncan", "state": "active", "title": "Natural Resources Canada \| Ressources naturelles Canada", "type": "...	9391E0A2-9717-4755-B548-4499C21F917B	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2017-01-30T11:01:46.544660\", \"data_quality\": [], \"datastore_active\": false, \"description\": \"\", \"format\": \"other\", \"hash\": \"\", \"id\": \"cd0eae3d-7289-46a3-b1f8-4ed0a30a33b8\", \"language\": [\"en\", \"fr\"], \"last_modified\": null...		unrestricted	{"type": "Polygon", "coordinates": [[[-124.8743238, 50.6132668], [-124.8743238, 50.5848301], [-124.8106802, 50.5848301], [-124.8106802, 50.6132668], [-124.8743238, 50.6132668]]]}	[]	active		[ "economics_and_industry", "form_descriptors", "government_and_politics", "nature_and_environment" ]	[]			Cadastral Information for Orford Bay 4	{ "en": "Cadastral Information for Orford Bay 4", "fr": "Information cadastrale pour Orford Bay No 4", "en-t-fr": "", "fr-t-en": "" }	[ "boundaries", "planning_cadastre" ]	dataset	{u'fr': u'http://geogratis.gc.ca/api/fr/nrcan-rncan/ess-sst/0002555a-9d30-43b0-baab-a61603431a9d', u'en': u'http://geogratis.gc.ca/api/en/nrcan-rncan/ess-sst/0002555a-9d30-43b0-baab-a61603431a9d'}	{ "en": "", "fr": "" }		""		2017-01-19	map_digital	{ "en": "", "fr": "" }
[]	[]		federated	{"fr": {"organization_name": "Local Government Infrastructure and Finance","electronic_mail_address": "LGDE@gov.bc.ca"},"en": {"organization_name": "Local Government Infrastructure and Finance","electronic_mail_address": "LGDE@gov.bc.ca"}}	{ "en": "", "fr": "" }	b88b9549-3a4b-43a9-9375-5f3fc20fe782	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2011-03-09T00:00:00	[]		0004129a-b50e-4a99-a10d-35c386903cbb	as_needed	[]	[]	dataset; jeuDonnées	0004129a-b50e-4a99-a10d-35c386903cbb	true	false	provincial	{ "en": "[\"asset\", \"district\", \"local government\", \"regional\", \"statistics\"]", "fr": "", "en-t-fr": "", "fr-t-en": "[\"Translation of asset\", \"Translation of district\", \"Translation of local government\", \"Translation of regional\", \"Translation of statistics\"]" }	bc-oglbc	Open Government Licence - British Columbia	https://www2.gov.bc.ca/gov/content/data/open-data/open-government-licence-bc	{ "en": "", "fr": "" }	LGDE@gov.bc.ca	{ "en": "Local Government Infrastructure and Finance", "fr": "Local Government Infrastructure and Finance" }	2023-04-13T17:00:47.023661	2025-12-12T21:05:33.752626	0004129a-b50e-4a99-a10d-35c386903cbb	Local Government Statistics - General Statistics - Assets - Regional District - 2006. The Statistics schedules consist of data provided to the ministry by local governments in annual financial reporting forms. While the ministry does perform checks of the data, we do not guarantee its accuracy or validity. Users should...	{ "en": "Local Government Statistics - General Statistics - Assets - Regional District - 2006. The Statistics schedules consist of data provided to the ministry by local governments in annual financial reporting forms. While the ministry does perform checks of the data, we do not guarantee its accuracy or validity. U...	2	{ "en": "", "fr": "" }	{ "en": "Government of British Columbia", "fr": "Gouvernement de la Colombie-Britannique" }	{ "approval_status": "approved", "created": "2019-06-06T15:56:59.528307", "description": "", "id": "962985bb-8a54-425e-9783-4d67466cb531", "image_url": "", "is_organization": true, "name": "bc-cb", "state": "active", "title": "Government of British Columbia \| Gouvernment de la Colombie-Britannique", ...	962985bb-8a54-425e-9783-4d67466cb531	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2025-12-12T21:05:33.778263\", \"data_quality\": [], \"datastore_active\": false, \"description\": null, \"format\": \"XLS\", \"hash\": \"\", \"id\": \"b878a8d0-99ea-4539-ac93-340ff2d98334\", \"language\": [\"en\"], \"last_modified\": null, \"metada...	RI_414	unrestricted		[]	active		[ "society_and_culture" ]	[]		0001-01-01 00:00:00	Local Government Statistics - Assets - Regional District - 2006	{ "en": "Local Government Statistics - Assets - Regional District - 2006", "fr": "", "en-t-fr": "", "fr-t-en": "Translation of Local Government Statistics - Assets - Regional District - 2006" }	[ "society" ]	dataset		{ "en": "", "fr": "" }		""	2025-10-22			{ "en": "", "fr": "" }
[]	[]		fgp	{"en": {"delivery_point": "", "city": "", "administrative_area": "", "postal_code": "", "country": "", "electronic_mail_address": "shusen.wang@nrcan-rncan.gc.ca"}, "fr": {"point_de_livraison": "", "zone_administrative": "", "pays": "", "electronic_mail_address": "shusen.wang@nrcan-rncan.gc.ca"}}	{ "en": "", "fr": "" }	b88b9549-3a4b-43a9-9375-5f3fc20fe782	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }	2024-02-15 00:00:00	2013-09-23T00:00:00	[ "fgp_viewer" ]	{"en": {"organization_name": "Government of Canada; Natural Resources Canada; Canada Centre for Mapping and Earth Observation (CCMEO)", "phone": "", "address": "", "city": "", "administrative_area": "", "postal_code": "", "country": "", "electronic_mail_address": "fgp-pgf@nrcan-rncan.gc.ca"}, "fr": {"nom_organization":...	0005301b-624e-4000-8dad-a1a1ac6b46c2	irregular	[]	[]	dataset; jeuDonnées	0005301b-624e-4000-8dad-a1a1ac6b46c2	true	false	federal	{ "en": "[\"Land\", \"Atmosphere\", \"Databases\", \"Water\", \"Climate\", \"Meteorology\", \"Ecosystems\"]", "fr": "[\"Terre\", \"Atmosph\\u00e8re\", \"Base de donn\\u00e9es\", \"Eau\", \"Climat\", \"M\\u00e9t\\u00e9orologie\", \"\\u00c9cosyst\\u00e8me\"]", "en-t-fr": "", "fr-t-en": "" }	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }	shusen.wang@nrcan-rncan.gc.ca	{ "en": "Government of Canada; Natural Resources Canada; Canada Centre for Remote Science (CCRS),,shusen.wang@nrcan-rncan.gc.ca", "fr": "Gouvernement du Canada; Ressources naturelles Canada; Centre canadien de télédétection (CCT),shusen.wang@nrcan-rncan.gc.ca" }	2021-09-14T14:40:49.307487	2024-10-29T14:40:35.828791	0005301b-624e-4000-8dad-a1a1ac6b46c2	The datasets contain land surface evapotranspiration (ET, in mm of H2O) for Canada's landmass at a spatial resolution of 5-km and temporal intervals of a month and a year over a 24-year period of 2000-2023. The ET was produced by the Land Surface Model EALCO (Ecological Assimilation of Land and Climate Observations) de...	{ "en": "The datasets contain land surface evapotranspiration (ET, in mm of H2O) for Canada's landmass at a spatial resolution of 5-km and temporal intervals of a month and a year over a 24-year period of 2000-2023. The ET was produced by the Land Surface Model EALCO (Ecological Assimilation of Land and Climate Obser...	7	{ "en": "", "fr": "" }	{ "en": "Natural Resources Canada", "fr": "Ressources naturelles Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:25:46.737130", "description": "", "id": "9391E0A2-9717-4755-B548-4499C21F917B", "image_url": "", "is_organization": true, "name": "nrcan-rncan", "state": "active", "title": "Natural Resources Canada \| Ressources naturelles Canada", "type": "...	9391E0A2-9717-4755-B548-4499C21F917B	[]	{ "en": "Research Scientist", "fr": "Chercheur scientifique" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2024-10-29T14:40:35.872557\", \"data_quality\": [], \"datastore_active\": false, \"description\": null, \"format\": \"WMS\", \"hash\": \"\", \"id\": \"aa3dadef-bb5e-4c0e-afb7-b2262e0364bf\", \"language\": [\"zxx\"], \"last_modified\": null, \"metad...	RI_414	unrestricted	{"type": "Polygon", "coordinates": [[[-141.003, 41.6755], [-52.6174, 41.6755], [-52.6174, 83.1139], [-141.003, 83.1139], [-141.003, 41.6755]]]}	[ "grid" ]	active	completed	[ "form_descriptors", "nature_and_environment", "science_and_technology" ]	[]	2023-12-01 00:00:00	2000-01-01 00:00:00	Land Surface Evapotranspiration for Canada's Landmass	{ "en": "Land Surface Evapotranspiration for Canada's Landmass", "fr": "Évapotranspiration de la surface terrestre continentale du Canada", "en-t-fr": "", "fr-t-en": "" }	[ "geoscientific_information" ]	dataset		{ "en": "", "fr": "" }	Wang, Shusen	""				{ "en": "", "fr": "" }
[]	[]		fgp	{"en": {"delivery_point": "", "city": "", "administrative_area": "", "postal_code": "", "country": "", "contact_form": "https://novascotia.ca/opendata/contact-us"}, "fr": {"point_de_livraison": "", "zone_administrative": "", "pays": "", "contact_form": "https://novascotia.ca/opendata/contact-us"}}	{ "en": "", "fr": "" }	b88b9549-3a4b-43a9-9375-5f3fc20fe782	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2019-02-05T00:00:00	[]	{"en": {"organization_name": "Government of Nova Scotia; Government of Nova Scotia; Service Nova Scotia", "phone": "", "address": "", "city": "", "administrative_area": "", "postal_code": "", "country": "", "contact_form": "https://novascotia.ca/opendata/contact-us"}, "fr": {"nom_organization": "Gouvernement de la Nouv...	000a51f1-3781-a262-35f2-ff83df4898d9	P3M	[]	[]	dataset; jeuDonnées	000a51f1-3781-a262-35f2-ff83df4898d9	true	false	provincial	{ "en": "[\"lender\", \"credit\", \"borrowing\", \"financing\", \"Government information\"]", "fr": "", "en-t-fr": "", "fr-t-en": "[\"pr\\u00eateur\", \"cr\\u00e9dit\", \"emprunt\", \"financement\", \"Information gouvernementale\"]" }	ns-oglns	Open Government Licence – Nova Scotia	https://novascotia.ca/opendata/licence.asp	{ "en": "https://novascotia.ca/opendata/contact-us", "fr": "https://novascotia.ca/opendata/contact-us" }		{ "en": "Government of Nova Scotia; Government of Nova Scotia; Service Nova Scotia,,https://novascotia.ca/opendata/contact-us", "fr": "Gouvernement de la Nouvelle-Écosse; Gouvernement de la Nouvelle-Écosse; Service Nova Scotia,https://novascotia.ca/opendata/contact-us" }	2022-04-14T19:02:43.897476	2025-11-19T17:10:47.012210	000a51f1-3781-a262-35f2-ff83df4898d9	Businesses licensed to extend credit or provide financing in Nova Scotia	{ "en": "Businesses licensed to extend credit or provide financing in Nova Scotia", "fr": "", "en-t-fr": "", "fr-t-en": "Entreprises autorisées à accorder du crédit ou à fournir du financement en Nouvelle-Écosse** Cet élément de métadonnées provenant d’une tierce partie a été traduit à l'aide d'un outil de trad...	12	{ "en": "", "fr": "" }	{ "en": "Government of Nova Scotia", "fr": "Gouvernment de la Nouvelle-Écosse" }	{ "approval_status": "approved", "created": "2019-09-13T19:52:16.636211", "description": "", "id": "27ca7128-0049-4a9f-a252-61503a82c25f", "image_url": "", "is_organization": true, "name": "ns-ne", "state": "active", "title": "Government of Nova Scotia \| Gouvernment de la Nouvelle-Écosse", "type": "...	27ca7128-0049-4a9f-a252-61503a82c25f	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true	unknown,unknown,unknown	[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2025-11-19T17:10:47.045210\", \"data_quality\": [], \"datastore_active\": false, \"description\": null, \"format\": \"CSV\", \"hash\": \"\", \"id\": \"3fccbd0f-822c-40e1-84f7-8bef2d0433b5\", \"language\": [\"en\"], \"last_modified\": null, \"metada...	RI_414	unrestricted	{"type": "Polygon", "coordinates": [[[-66.5, 43.3], [-59.5, 43.3], [-59.5, 47.3], [-66.5, 47.3], [-66.5, 43.3]]]}	[ "text_table" ]	active	planned	[ "economics_and_industry" ]	[]		0001-01-01 00:00:00	Licensed Lenders in Nova Scotia	{ "en": "Licensed Lenders in Nova Scotia", "fr": "", "en-t-fr": "", "fr-t-en": "Prêteurs agréés en Nouvelle-Écosse" }	[ "economy" ]	dataset		{ "en": "", "fr": "" }		""				{ "en": "", "fr": "" }
[]	[]		publication		{ "en": "", "fr": "" }	2dc5a12f-2a6f-4822-8514-165ea6bb05d9	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2021-08-20T00:00:00	[]			unknown	[]	[]		000bb94e-d929-4214-8893-bb42b114b0c3	true	false	federal	{ "en": "[\"COVID-19\", \"How\", \"care\", \"at home\", \"someone\", \"who\", \"has\", \"may have\", \"exposed\", \"Supplies\", \"Providing\", \"care\", \"Coronavirus\", \"disease\", \"COVID\", \"Prevention\", \"risks\", \"Protecting\", \"yourself\", \"others\", \"home\", \"Cleaning\", \"disinfecting\", \"Monitoring\...	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }		{ "en": "", "fr": "" }	2021-11-05T19:52:17.191044	2021-11-05T19:52:17.191051	000bb94e-d929-4214-8893-bb42b114b0c3	How to care at home for someone who has or may have been exposed to COVID-19.	{ "en": "How to care at home for someone who has or may have been exposed to COVID-19.", "fr": "Comment prendre soin à la maison d’une personne qui en est atteinte ou susceptible d’y avoir été exposée au COVID-19.", "en-t-fr": "", "fr-t-en": "" }	2	{ "en": "", "fr": "" }	{ "en": "Public Health Agency of Canada", "fr": "Agence de la santé publique du Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:25:57.068700", "description": "", "id": "1C71053B-AA64-4646-956B-41631C396018", "image_url": "", "is_organization": true, "name": "phac-aspc", "state": "active", "title": "Public Health Agency of Canada \| Agence de la santé publique du Canada"...	1C71053B-AA64-4646-956B-41631C396018	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"character_set\": \"\", \"created\": \"2021-11-05T19:52:17.307205\", \"datastore_active\": false, \"datastore_contains_all_records_of_source_file\": false, \"date_published\": \"\", \"description\": \"\", \"format\": \"HTML\", \"hash\": \"\", \"id\": \"380447c5-...		unrestricted		[]	active		[ "health_and_safety" ]	[]			COVID-19: How to care at home for someone who has or may have been exposed	{ "en": "COVID-19: How to care at home for someone who has or may have been exposed", "fr": "COVID-19 : Comment prendre soin à la maison d’une personne qui en est atteinte ou susceptible d’y avoir été exposée", "en-t-fr": "", "fr-t-en": "" }	[]	info		{ "en": "", "fr": "" }		""		2021-11-05		{ "en": "", "fr": "" }
[]	[]	open-ouvert@tbs-sct.gc.ca	primary		{ "en": "", "fr": "" }	aa584ab4-544c-4c5c-81da-d1cff9bd96fa	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2013-06-26T00:00:00	[]			as_needed	[]	[]		000cd057-9652-4db0-8a15-9c3d34a82ef2	true	false	federal	{ "en": "[\"national household survey\", \"nhs\"]", "fr": "[\"enqu\\u00eate nationale aupr\\u00e8s des m\\u00e9nages\", \"enm\"]", "en-t-fr": "", "fr-t-en": "" }	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }		{ "en": "", "fr": "" }	2016-09-23T23:23:46.874122	2022-02-23T17:57:40.525095	000cd057-9652-4db0-8a15-9c3d34a82ef2	This table provides statistical information about people in Canada by their demographic, social and economic characteristics as well as provide information about the housing units in which they live.	{ "en": "This table provides statistical information about people in Canada by their demographic, social and economic characteristics as well as provide information about the housing units in which they live.\r\n", "fr": "Ce tableau fournit des renseignements statistiques sur les caractéristiques démographiques, so...	1	{ "en": "", "fr": "" }	{ "en": "Statistics Canada", "fr": "Statistique Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:26:15.123077", "description": "", "id": "A0F0FCFC-BC3B-4696-8B6D-E7E411D55BAC", "image_url": "", "is_organization": true, "name": "statcan", "state": "active", "title": "Statistics Canada \| Statistique Canada", "type": "organization" }	A0F0FCFC-BC3B-4696-8B6D-E7E411D55BAC	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2016-12-01T13:09:22.376382\", \"data_quality\": [], \"datastore_active\": false, \"datastore_contains_all_records_of_source_file\": false, \"description\": \"\", \"format\": \"XML\", \"hash\": \"\", \"id\": \"d3621aa2-1bc6-4112-bfc5-933831d5cdb9\",...		unrestricted		[]	active		[ "persons" ]	[]			Major Field of Study - Classification of Instructional Programs (CIP) 2011 (82), Immigrant Status and Period of Immigration (11), Labour Force Status (8), Highest Certificate, Diploma or Degree (10B), Age Groups (8B) and Sex (3) for the Population Aged 15 Years and Over, in Private Households of Canada, Provinces, Terr...	{ "en": "Major Field of Study - Classification of Instructional Programs (CIP) 2011 (82), Immigrant Status and Period of Immigration (11), Labour Force Status (8), Highest Certificate, Diploma or Degree (10B), Age Groups (8B) and Sex (3) for the Population Aged 15 Years and Over, in Private Households of Canada, Prov...	[]	dataset	{u'fr': u'http://www12.statcan.gc.ca/nhs-enm/index-fra.cfm', u'en': u'http://www12.statcan.gc.ca/nhs-enm/index-eng.cfm'}	{ "en": "", "fr": "" }		""		2013-06-26		{ "en": "", "fr": "" }
[]	[]		federated	{"fr": {"organization_name": "Agriculture","contact_form": "https://novascotia.ca/opendata/contact-us"},"en": {"organization_name": "Agriculture","contact_form": "https://novascotia.ca/opendata/contact-us"}}	{ "en": "", "fr": "" }	b88b9549-3a4b-43a9-9375-5f3fc20fe782	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2020-06-09T00:00:00	[]		000ec033-1a78-661d-d432-6eb8cf840361	not_planned	[]	[]	dataset; jeuDonnées	000ec033-1a78-661d-d432-6eb8cf840361	true	false	provincial	{ "en": "[\"agriculture\", \"workshop\", \"acorn\", \"conference\"]", "fr": "", "en-t-fr": "", "fr-t-en": "[\"agriculture\", \"atelier\", \"gland\", \"conf\\u00e9rence\"]" }	ns-oglns	Open Government Licence – Nova Scotia	https://novascotia.ca/opendata/licence.asp	{ "en": "https://novascotia.ca/opendata/contact-us", "fr": "https://novascotia.ca/opendata/contact-us" }		{ "en": "Agriculture", "fr": "Agriculture" }	2022-05-03T19:18:47.761431	2026-01-28T16:00:42.293069	000ec033-1a78-661d-d432-6eb8cf840361	A list of non-department led workshops sponsored/funded by the ThinkFARM new entrant program	{ "en": "A list of non-department led workshops sponsored/funded by the ThinkFARM new entrant program", "fr": "", "en-t-fr": "", "fr-t-en": "Une liste d'ateliers non dirigés par le département parrainés/financés par le programme ThinkFarm pour les nouveaux entrants" }	8	{ "en": "", "fr": "" }	{ "en": "Government of Nova Scotia", "fr": "Gouvernement de la Nouvelle-Écosse" }	{ "approval_status": "approved", "created": "2019-09-13T19:52:16.636211", "description": "", "id": "27ca7128-0049-4a9f-a252-61503a82c25f", "image_url": "", "is_organization": true, "name": "ns-ne", "state": "active", "title": "Government of Nova Scotia \| Gouvernment de la Nouvelle-Écosse", "type": "...	27ca7128-0049-4a9f-a252-61503a82c25f	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2026-01-28T16:00:42.356390\", \"data_quality\": [], \"datastore_active\": false, \"description\": null, \"format\": \"HTML\", \"hash\": \"\", \"id\": \"c16756a3-3ce4-4e49-9a22-3a1cc3a1de94\", \"language\": [\"en\"], \"last_modified\": null, \"metad...	RI_414	unrestricted		[]	active		[ "agriculture" ]	[]	2018-03-31 00:00:00	2013-04-01 00:00:00	ThinkFARM GF2 External Workshops and Locations by Year	{ "en": "ThinkFARM GF2 External Workshops and Locations by Year", "fr": "", "en-t-fr": "", "fr-t-en": "Ateliers externes et sites ThinkFarm GF2 par année" }	[ "farming" ]	dataset		{ "en": "", "fr": "" }		""	2026-01-27			{ "en": "", "fr": "" }
[]	[ "general_public", "government", "travellers" ]		primary		{ "en": "", "fr": "" }	aa584ab4-544c-4c5c-81da-d1cff9bd96fa	{ "en": "", "fr": "" }	{ "en": "Historical Border Wait Times - Land Mode", "fr": "Temps d'attente à la frontière - Mode terrestre" }	2025-11-27 00:00:00	2014-04-04T00:00:00	[]			P1M	[ "0" ]	[]		000fe5aa-1d77-42d1-bfe7-458c51dacfef	true	false	federal	{ "en": "[\"Travellers\", \"Mode\", \"Land\", \"Border\", \"Port of Entry\", \"Immigration\", \"customs\", \"Atlantic\", \"Quebec\", \"Northern Ontario Region\", \"Greater Toronto Region\", \"Southern Ontario Region\", \"Prairie\", \"Pacific\", \"POE\"]", "fr": "[\"Voyageurs\", \"mode\", \"terrestre\", \"routiers\"...	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }	CBSA.OpenGov-GouvOuvert.ASFC@cbsa-asfc.gc.ca	{ "en": "", "fr": "" }	2016-09-23T23:23:48.804809	2025-12-18T22:31:02.377918	000fe5aa-1d77-42d1-bfe7-458c51dacfef	Monthly Border Wait times in the land mode broken down by port of entry. Note: The CBSA’s Border Wait Times dataset contain data intended for travellers entering Canada. A US-bound historical border wait times dataset is available from the U.S. Department of Transportation’s Bureau of Transportation Statistics. Pl...	{ "en": "Monthly Border Wait times in the land mode broken down by port of entry. \r\n\r\nNote: The CBSA’s Border Wait Times dataset contain data intended for travellers entering Canada. A US-bound historical border wait times dataset is available from the U.S. Department of Transportation’s Bureau of Transportation...	55	{ "en": "", "fr": "" }	{ "en": "Canada Border Services Agency", "fr": "Agence des services frontaliers du Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:24:56.472806", "description": "", "id": "33DD2B45-8215-44E1-9C60-D7E829B6D48E", "image_url": "", "is_organization": true, "name": "cbsa-asfc", "state": "active", "title": "Canada Border Services Agency \| Agence des services frontaliers du Cana...	33DD2B45-8215-44E1-9C60-D7E829B6D48E	[ "0" ]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"character_set\": \"\", \"created\": \"2016-12-01T13:09:18.815891\", \"data_quality\": [], \"datastore_active\": false, \"datastore_contains_all_records_of_source_file\": false, \"date_published\": \"\", \"description\": null, \"format\": \"CSV\", \"hash\": \"\"...		unrestricted		[]	active		[ "government_and_politics", "information_and_communications", "transport" ]	[]	2025-10-31 00:00:00	2010-03-31 00:00:00	Historical Border Wait Times – Land Mode	{ "en": "Historical Border Wait Times – Land Mode", "fr": "Historique du temps d’attente à la frontière – Mode terrestre", "en-t-fr": "", "fr-t-en": "" }	[]	dataset		{ "en": "", "fr": "" }		""		2014-07-03		{ "en": "", "fr": "" }
[]	[]		publication		{ "en": "", "fr": "" }	2dc5a12f-2a6f-4822-8514-165ea6bb05d9	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2025-10-21T00:00:00	[]			not_planned	[]	[]		001022b1-3992-4e17-9d2b-37eb12986650	true	false	federal	{ "en": "[\"Audit\", \"Reports\", \"Preschool Education\", \"Child Care\", \"Indigenous Programs\", \"Teachers\", \"Federal Provincial Agreements\", \"Funding\", \"Transfer Payments\", \"Program Assessment\", \"Program Delivery\", \"Program Management\"]", "fr": "[\"Rapport\", \"\\u00c9ducation pr\\u00e9scolaire\",...	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }	open-ouvert@tbs-sct.gc.ca	{ "en": "", "fr": "" }	2025-11-25T21:01:06.542245	2025-11-25T21:01:06.542250	001022b1-3992-4e17-9d2b-37eb12986650	This audit focuses on whether Employment and Social Development Canada fulfilled its responsibilities to support early learning and child care across Canada.	{ "en": "This audit focuses on whether Employment and Social Development Canada fulfilled its responsibilities to support early learning and child care across Canada.", "fr": "Cet audit vise à déterminer si Emploi et Développement social Canada s’est acquitté de sa responsabilité de soutenir l’apprentissage et la g...	4	{ "en": "", "fr": "" }	{ "en": "Office of the Auditor General of Canada", "fr": "Bureau du vérificateur général du Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:25:48.302237", "description": "", "id": "4DDD2FC7-A8EA-4633-841B-248A5F792540", "image_url": "", "is_organization": true, "name": "oag-bvg", "state": "active", "title": "Office of the Auditor General of Canada \| Bureau du vérificateur général ...	4DDD2FC7-A8EA-4633-841B-248A5F792540	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"character_set\": \"\", \"created\": \"2025-11-25T21:01:06.547639\", \"datastore_active\": false, \"datastore_contains_all_records_of_source_file\": false, \"date_published\": \"2025-10-21\", \"description\": null, \"format\": \"HTML\", \"hash\": \"\", \"id\": \...		unrestricted		[]	active		[ "education_and_training", "persons" ]	[]			2025—Report of the Auditor General of Canada—Canada-Wide Early Learning and Child Care System	{ "en": "2025—Report of the Auditor General of Canada—Canada-Wide Early Learning and Child Care System", "fr": "2025 — Rapport de la vérificatrice générale du Canada — Le système pancanadien d’apprentissage et de garde des jeunes enfants", "en-t-fr": "", "fr-t-en": "" }	[]	info		{ "en": "", "fr": "" }		""		2025-11-25		{ "en": "", "fr": "" }
[]	[]	infostats@statcan.gc.ca	primary		{ "en": "", "fr": "" }	6b600515-c266-4584-a219-d084c980fd47	{ "en": "Table 45100078", "fr": "Tableau 45100078" }	{ "en": "Table", "fr": "Tableau" }		2025-02-19T08:30:00	[]			as_needed	[]	[]		0011e4f5-eaa6-4c79-a0a5-316fe57485d9	true	false	federal	{ "en": "[\"health\", \"lifestyle and social conditions\", \"other content related to society and community\", \"sense of community belonging\", \"society and community\", \"table\"]", "fr": "[\"autre contenu li\\u00e9 \\u00e0 la soci\\u00e9t\\u00e9 et la communaut\\u00e9\", \"mode de vie et conditions sociales\", ...	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }	infostats@statcan.gc.ca	{ "en": "", "fr": "" }	2023-02-14T13:36:38.751788	2025-02-19T15:55:46.831995	0011e4f5-eaa6-4c79-a0a5-316fe57485d9	Percentage of persons aged 15 years and over by strength of sense of belonging to Canada, by gender and other selected sociodemographic characteristics: age group; immigrant status; visible minority group; Indigenous identity; persons with a disability, difficulty or long-term condition; LGBTQ2+ people; highest certifi...	{ "en": "Percentage of persons aged 15 years and over by strength of sense of belonging to Canada, by gender and other selected sociodemographic characteristics: age group; immigrant status; visible minority group; Indigenous identity; persons with a disability, difficulty or long-term condition; LGBTQ2+ people; high...	5	{ "en": "", "fr": "" }	{ "en": "Statistics Canada", "fr": "Statistique Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:26:15.123077", "description": "", "id": "A0F0FCFC-BC3B-4696-8B6D-E7E411D55BAC", "image_url": "", "is_organization": true, "name": "statcan", "state": "active", "title": "Statistics Canada \| Statistique Canada", "type": "organization" }	A0F0FCFC-BC3B-4696-8B6D-E7E411D55BAC	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2025-02-19T15:55:46.862613\", \"data_quality\": [], \"datastore_active\": false, \"description\": null, \"format\": \"CSV\", \"hash\": \"\", \"id\": \"c718cdbd-6438-47e1-b624-070fa8359daf\", \"language\": [\"fr\"], \"last_modified\": null, \"metada...		unrestricted		[]	active		[ "health_and_safety", "society_and_culture" ]	[]			Sense of belonging to Canada, by gender and other selected sociodemographic characteristics	{ "en": "Sense of belonging to Canada, by gender and other selected sociodemographic characteristics", "fr": "Sentiment d'appartenance au Canada, selon le genre et certaines autres caractéristiques sociodémographiques", "en-t-fr": "", "fr-t-en": "" }	[]	dataset	{u'fr': u'http://www5.statcan.gc.ca/cansim/home-accueil?lang=fra', u'en': u'http://www5.statcan.gc.ca/cansim/home-accueil?lang=eng'}	{ "en": "", "fr": "" }		""				{ "en": "", "fr": "" }
[]	[]		federated	{"fr": {"organization_name": "Yukon Geological Survey","electronic_mail_address": "eservices@gov.yk.ca"},"en": {"organization_name": "Yukon Geological Survey","electronic_mail_address": "eservices@gov.yk.ca"}}	{ "en": "", "fr": "" }	b88b9549-3a4b-43a9-9375-5f3fc20fe782	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2012-03-04T00:00:00	[]		00124591-6db4-49dc-ae48-0e9aa1301eab	unknown	[]	[]	dataset; jeuDonnées	00124591-6db4-49dc-ae48-0e9aa1301eab	true	false	provincial	{ "en": "[\"ygs-import\", \"ygs-import-20250711\", \"ygs-publications\", \"yukon-geological-survey\"]", "fr": "", "en-t-fr": "", "fr-t-en": "[\"importation d'ygs\", \"ygs-import-20250711\", \"publications de l'YGS\", \"enqu\\u00eate g\\u00e9ologique du yukon\"]" }	yk-oglyk	Open Government Licence - Yukon	https://open.yukon.ca/open-government-licence-yukon	{ "en": "", "fr": "" }	eservices@gov.yk.ca	{ "en": "Yukon Geological Survey", "fr": "Yukon Geological Survey" }	2025-09-17T15:55:43.673893	2025-09-17T15:55:43.673899	00124591-6db4-49dc-ae48-0e9aa1301eab	not_specified	{ "en": "not_specified", "fr": "", "en-t-fr": "", "fr-t-en": "non_spécifié" }	3	{ "en": "", "fr": "" }	{ "en": "Government of Yukon", "fr": "Gouvernement du Yukon" }	{ "approval_status": "approved", "created": "2020-05-14T14:51:00.358670", "description": "", "id": "f07eb5d4-3d56-4208-91ce-41b597ca7999", "image_url": "", "is_organization": true, "name": "yk", "state": "active", "title": "Government of Yukon \| Gouvernement du Yukon", "type": "organization" }	f07eb5d4-3d56-4208-91ce-41b597ca7999	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2025-09-17T15:55:43.679198\", \"data_quality\": [], \"datastore_active\": false, \"description\": null, \"format\": \"HTML\", \"hash\": \"\", \"id\": \"4e02f31c-a978-4082-ab92-1ad7be61da78\", \"language\": [\"en\"], \"last_modified\": null, \"metad...		unrestricted		[]	active		[ "science_and_technology" ]	[]		0001-01-01 00:00:00	Lithofacies and lithostratigraphic correlation potential of the Rapitan iron formation, Snake River area (NTS 106F), Yukon	{ "en": "Lithofacies and lithostratigraphic correlation potential of the Rapitan iron formation, Snake River area (NTS 106F), Yukon", "fr": "", "en-t-fr": "", "fr-t-en": "Lithofaciès et potentiel de corrélation lithostratigraphique de la formation de fer de Rapitan, région de Snake River (NTS 106F), Yukon" }	[]	dataset		{ "en": "", "fr": "" }		""	2012-03-04			{ "en": "", "fr": "" }
[]	[]	infostats@statcan.gc.ca	primary		{ "en": "", "fr": "" }	6b600515-c266-4584-a219-d084c980fd47	{ "en": "Table 27100075; Formerly CANSIM Table 358-0208", "fr": "Tableau 27100075; Anciennement Table CANSIM 358-0208" }	{ "en": "Table", "fr": "Tableau" }		2017-04-24T08:30:00	[]			P1Y	[]	[]		0018806a-71db-430f-b12c-70b2025acac7	true	false	federal	{ "en": "[\"private expenditures and activities\", \"research and development\", \"science and technology\", \"table\"]", "fr": "[\"d\\u00e9penses et activit\\u00e9s du secteur priv\\u00e9\", \"recherche et d\\u00e9veloppement\", \"sciences et technologie\", \"tableau\"]", "en-t-fr": "", "fr-t-en": "" }	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }	infostats@statcan.gc.ca	{ "en": "", "fr": "" }	2018-06-27T14:50:15.729873	2023-01-17T20:35:38.359521	0018806a-71db-430f-b12c-70b2025acac7	Business enterprise expenditure on research and development (BERD), by performing company employment size from 2000 to 2013.	{ "en": "Business enterprise expenditure on research and development (BERD), by performing company employment size from 2000 to 2013.", "fr": "Dépenses intérieures brutes en recherche et développement des entreprises (DIRDE), selon l'effectif de la société exécutante de 2000 à 2013.", "en-t-fr": "", "fr-t-en": ...	5	{ "en": "", "fr": "" }	{ "en": "Statistics Canada", "fr": "Statistique Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:26:15.123077", "description": "", "id": "A0F0FCFC-BC3B-4696-8B6D-E7E411D55BAC", "image_url": "", "is_organization": true, "name": "statcan", "state": "active", "title": "Statistics Canada \| Statistique Canada", "type": "organization" }	A0F0FCFC-BC3B-4696-8B6D-E7E411D55BAC	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"created\": \"2023-01-17T20:35:38.532738\", \"data_quality\": [], \"datastore_active\": false, \"description\": \"\", \"format\": \"CSV\", \"hash\": \"\", \"id\": \"08a0a8ed-6d56-445e-a31d-b1a2951b9cd2\", \"language\": [\"fr\"], \"last_modified\": null, \"metada...		unrestricted		[]	active		[ "science_and_technology" ]	[]			Business enterprise expenditure on research and development, by performing company employment size	{ "en": "Business enterprise expenditure on research and development, by performing company employment size", "fr": "Dépenses intérieures en recherche et développement des entreprises, selon l'effectif de la société exécutante", "en-t-fr": "", "fr-t-en": "" }	[]	dataset	{u'fr': u'http://www5.statcan.gc.ca/cansim/home-accueil?lang=fra', u'en': u'http://www5.statcan.gc.ca/cansim/home-accueil?lang=eng'}	{ "en": "", "fr": "" }		""				{ "en": "", "fr": "" }
[]	[]		publication		{ "en": "", "fr": "" }	2dc5a12f-2a6f-4822-8514-165ea6bb05d9	{ "en": "", "fr": "" }	{ "en": "", "fr": "" }		2019-10-21T00:00:00	[]			as_needed	[]	[]		001960f8-4e2b-49ba-ab85-387c643e897a	true	false	federal	{ "en": "[\"radiation\", \"things that emit radiation\", \"airport full-body scanners\", \"prohibited items\"]", "fr": "[\"rayonnement\", \"sources de rayonnements\", \"scanner corporel\", \"articles interdits\"]", "en-t-fr": "", "fr-t-en": "" }	ca-ogl-lgo	Open Government Licence - Canada	https://open.canada.ca/en/open-government-licence-canada	{ "en": "", "fr": "" }		{ "en": "", "fr": "" }	2021-01-27T18:21:19.595841	2021-01-27T18:21:19.595848	001960f8-4e2b-49ba-ab85-387c643e897a	Full-body scanners are devices used in some airports to ensure that passengers are not carrying prohibited items aboard the aircraft.	{ "en": "Full-body scanners are devices used in some airports to ensure that passengers are not carrying prohibited items aboard the aircraft.", "fr": "Certains aéroports utilisent le scanner corporel pour vérifier que les passagers ne transportent pas d'articles interdits à bord de l'avion.", "en-t-fr": "", "f...	2	{ "en": "", "fr": "" }	{ "en": "Health Canada", "fr": "Santé Canada" }	{ "approval_status": "approved", "created": "2016-09-23T17:25:33.001625", "description": "", "id": "BD26DB5E-82D2-42C1-99BB-08FCF6068FEE", "image_url": "", "is_organization": true, "name": "hc-sc", "state": "active", "title": "Health Canada \| Santé Canada", "type": "organization" }	BD26DB5E-82D2-42C1-99BB-08FCF6068FEE	[]	{ "en": "", "fr": "" }	false	{ "en": "", "fr": "" }	true		[]	[]	[ "{\"cache_last_updated\": null, \"cache_url\": null, \"character_set\": \"\", \"created\": \"2021-01-27T18:21:19.665613\", \"datastore_active\": false, \"date_published\": \"\", \"description\": \"\", \"format\": \"HTML\", \"hash\": \"\", \"id\": \"28927824-f09b-4e6c-b6b0-c49310704ad6\", \"language\": [\"en\"], \"l...		unrestricted		[]	active		[ "health_and_safety" ]	[]			Airport full-body scanners	{ "en": "Airport full-body scanners", "fr": "Scanners corporels dans les aéroports", "en-t-fr": "", "fr-t-en": "" }	[]	info		{ "en": "", "fr": "" }		""		2021-01-27		{ "en": "", "fr": "" }

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Open Data Canada Dataset

Data Source

This dataset is a collection of metadata from various Canadian open data portals (Federal, Provincial, and Municipal). The primary source is Open Government Portal - Canada.

Modifications

The following modifications were made to ensure the dataset works correctly with the Hugging Face datasets library and Apache Arrow:

Schema Standardization: Every record was updated to contain a consistent set of 88 metadata fields identified across the entire dataset.
Missing Field Handling: Fields missing in original records were filled with default values ([] for lists, {} for dictionaries, 0 for integers, False for booleans, and "" for strings).
Complex Type Flattening: To resolve issues with mixed-type inference and Arrow casting, complex nested lists and dictionaries (like the resources field) were converted into JSON-serialized strings within list elements.
Empty String Defaults: Scalar fields that were previously null were converted to empty strings ("") to prevent datasets from inferring a "null" type, which causes errors when actual data is encountered later in the stream.

Loading the Dataset

Due to the complexity of the metadata, it is recommended to load the dataset using the following approach to ensure all fields are correctly typed:

from datasets import load_dataset
# ... manual features definition as provided in load_data.py ...
ds = load_dataset("bshirazi/open-canada-data", data_files="od-do-canada.jsonl.gz")

See load_data.py in the repository for the full feature definition.

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