NO2 (April 2019, 2020, 2021) in Spain Jupyter notebook demonstrating the usage of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services
type: Nanopublication
has assertion: assertion
has provenance: provenance
has publication info: pubinfo
type: RoCrateNanopub
created: 2026-03-03T15:28:36.084+01:00
creator: RoCrateBot

sig
has algorithm: RSA
signed by: RoCrateBot

Earth sciences
type: DefinedTerm

European Commission
type: Organization
doi: 10.13039/501100000781

Geojson for Spain
type: Dataset
type: Resource
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:11.841503+00:00
date modified: 2022-05-02 19:59:12.209743+00:00
description: Geojson file used for retrieving data from the ADAM platform over Spain
license: no-permission
sd date published: 2022-05-02 19:59:11.841503+00:00

Nitrogen Dioxide [µg m-3] over Spain on April 15, 2021
type: Resource
type: ImageObject
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:31.650811+00:00
date modified: 2022-05-02 19:59:32.012951+00:00
description: Daily average maps of CAMS Nitrogen Dioxideµg m-3] over Spain on April 15, 2021
license: no-permission
sd date published: 2022-05-02 19:59:31.650811+00:00

Nitrogen Dioxide [µg m-3] over Spain for April 2019, 2020 and 2021
type: Resource
type: ImageObject
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:29.493185+00:00
date modified: 2022-05-02 19:59:29.919193+00:00
description: Monthly average maps of CAMS Nitrogen Dioxide [µg m-3] over Spain in 2019, 2020 and 2021
license: no-permission
sd date published: 2022-05-02 19:59:29.493185+00:00

Data-Cube from ADAM platform over Spain in April 2019
type: Resource
type: MediaObject
type: DataCubeProduct
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:14.525168+00:00
date modified: 2022-05-02 19:59:14.857932+00:00
description: This dataset is a data-Cube retrieved from the ADAM platform over Spain in April 2019
license: no-permission
sd date published: 2022-05-02 19:59:14.525168+00:00

Data-Cube from ADAM platform over Spain in April 2021
type: Resource
type: MediaObject
type: DataCubeProduct
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:18.768728+00:00
date modified: 2022-05-02 19:59:19.273457+00:00
description: This dataset is a data-Cube retrieved from the ADAM platform over Spain in April 2021
license: no-permission
sd date published: 2022-05-02 19:59:18.768728+00:00

Data-Cube from ADAM platform over Spain in April 2020
type: Resource
type: MediaObject
type: DataCubeProduct
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:16.595981+00:00
date modified: 2022-05-02 19:59:16.957468+00:00
description: This dataset is a data-Cube retrieved from the ADAM platform over Spain in April 2020
license: no-permission
sd date published: 2022-05-02 19:59:16.595981+00:00

netCDF data for daily NO2over Spain in April 2019, 2020 and 2021
type: Result
type: Resource
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:33.791418+00:00
date modified: 2022-05-02 19:59:34.241696+00:00
description: netCDF data corresponding to daily average of CAMS Nitrogen Dioxide [µg m-3] over Spain for April 2019, April 2020 and April 2021
license: no-permission
sd date published: 2022-05-02 19:59:33.791418+00:00

online rendered jupyter book of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services - Applied over Spain and variable Nitrogen Dioxide
type: Result
type: Resource
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:25.599292+00:00
date modified: 2022-05-02 19:59:26.060435+00:00
description: Jupyter Notebook (stored in Github) for discovering, accessing and processing RELIANCE data cube, and creating a Research Object with results, and finally publish it in Zenodo
encoding format: text/html
license: no-permission
sd date published: 2022-05-02 19:59:25.599292+00:00

Jean Iaquinta
type: Agent
affiliation: UiO
orcid: 0000-0002-8763-1643

Jupyter Notebook (Github) of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services - Applied over Spain and variable Nitrogen Dioxide
type: Resource
type: MediaObject
type: earth-scienceJupyterNotebook
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:23.681279+00:00
date modified: 2022-05-02 19:59:24.032351+00:00
description: Jupyter Notebook (stored in Github) for discovering, accessing and processing RELIANCE data cube, and creating a Research Object with results, and finally publish it in Zenodo
license: no-permission
sd date published: 2022-05-02 19:59:23.681279+00:00

ADAM viewer CAMS NO2 April 1st 2019
type: Resource
type: WebService
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-27 13:13:27.399314+00:00
date modified: 2022-05-27 13:13:27.782299+00:00
description: Copernicus Atmosphere Monitoring Service
license: no-permission
sd date published: 2022-05-27 13:13:27.399314+00:00

University of Oslo
type: Organization
type: Agent

Nordic e-Infrastructure Collaboration
type: Organization
type: Agent

RELIANCE
type: Grant
title: Research Lifecycle Management for Earth Science Communities and Copernicus Users

https://w3id.org/ro-id/ee66eeb4-0b7e-4417-871e-fb9ddae286d9/#be0997fb-6f5e-43cc-96e2-541f7abed956
type: Place
name: POLYGON ((3.05419921875 42.601619944327965, -1.69189453125 43.46886761482925, -8.10791015625 43.866218006556394, -9.60205078125 43.03677585761058, -9.11865234375 42.24478535602799, -9.03076171875 40.245991504199026, -9.580078125 39.07890809706475, -9.73388671875 38.70265930723801, -9.25048828125 38.30718056188316, -8.942871093749998 38.25543637637947, -9.052734375 37.142803443716836, -9.29443359375 36.79169061907076, -8.10791015625 36.89719446989036, -7.778320312499999 36.79169061907076, -7.27294921875 37.07271048132943, -6.78955078125 36.86204269508728, -6.17431640625 36.06686213257888, -5.69091796875 35.90684930677121, -5.09765625 36.08462129606931, -4.74609375 36.33282808737917, -4.10888671875 36.59788913307022, -3.09814453125 36.54494944148322, -2.43896484375 36.56260003738545, -2.04345703125 36.63316209558658, -1.69189453125 37.16031654673677, -1.34033203125 37.43997405227057, -0.439453125 37.49229399862877, -0.59326171875 37.75334401310656, -0.37353515625 38.272688535980976, 0.263671875 38.59970036588819, 0.3955078125 38.839707613545144, 0.06591796875 38.94232097947902, -0.17578125 39.2832938689385, -0.19775390625 39.58875727696545, 0.24169921875 39.977120098439634, 0.68115234375 40.463666324587685, 1.07666015625 40.83043687764923, 1.58203125 41.062786068733026, 2.2412109375 41.178653972331674, 2.83447265625 41.541477666790286, 3.33984375 41.73852846935917, 3.36181640625 42.13082130188811, 3.05419921875 42.601619944327965))

https://w3id.org/ro-id/ee66eeb4-0b7e-4417-871e-fb9ddae286d9/#c9c95b3f-5abb-4edb-9560-024daf17b0ce
type: GeoShape
name: POLYGON ((3.05419921875 42.601619944327965, -1.69189453125 43.46886761482925, -8.10791015625 43.866218006556394, -9.60205078125 43.03677585761058, -9.11865234375 42.24478535602799, -9.03076171875 40.245991504199026, -9.580078125 39.07890809706475, -9.73388671875 38.70265930723801, -9.25048828125 38.30718056188316, -8.942871093749998 38.25543637637947, -9.052734375 37.142803443716836, -9.29443359375 36.79169061907076, -8.10791015625 36.89719446989036, -7.778320312499999 36.79169061907076, -7.27294921875 37.07271048132943, -6.78955078125 36.86204269508728, -6.17431640625 36.06686213257888, -5.69091796875 35.90684930677121, -5.09765625 36.08462129606931, -4.74609375 36.33282808737917, -4.10888671875 36.59788913307022, -3.09814453125 36.54494944148322, -2.43896484375 36.56260003738545, -2.04345703125 36.63316209558658, -1.69189453125 37.16031654673677, -1.34033203125 37.43997405227057, -0.439453125 37.49229399862877, -0.59326171875 37.75334401310656, -0.37353515625 38.272688535980976, 0.263671875 38.59970036588819, 0.3955078125 38.839707613545144, 0.06591796875 38.94232097947902, -0.17578125 39.2832938689385, -0.19775390625 39.58875727696545, 0.24169921875 39.977120098439634, 0.68115234375 40.463666324587685, 1.07666015625 40.83043687764923, 1.58203125 41.062786068733026, 2.2412109375 41.178653972331674, 2.83447265625 41.541477666790286, 3.33984375 41.73852846935917, 3.36181640625 42.13082130188811, 3.05419921875 42.601619944327965))
polygon: 3.05419921875 42.601619944327965, -1.69189453125 43.46886761482925, -8.10791015625 43.866218006556394, -9.60205078125 43.03677585761058, -9.11865234375 42.24478535602799, -9.03076171875 40.245991504199026, -9.580078125 39.07890809706475, -9.73388671875 38.70265930723801, -9.25048828125 38.30718056188316, -8.942871093749998 38.25543637637947, -9.052734375 37.142803443716836, -9.29443359375 36.79169061907076, -8.10791015625 36.89719446989036, -7.778320312499999 36.79169061907076, -7.27294921875 37.07271048132943, -6.78955078125 36.86204269508728, -6.17431640625 36.06686213257888, -5.69091796875 35.90684930677121, -5.09765625 36.08462129606931, -4.74609375 36.33282808737917, -4.10888671875 36.59788913307022, -3.09814453125 36.54494944148322, -2.43896484375 36.56260003738545, -2.04345703125 36.63316209558658, -1.69189453125 37.16031654673677, -1.34033203125 37.43997405227057, -0.439453125 37.49229399862877, -0.59326171875 37.75334401310656, -0.37353515625 38.272688535980976, 0.263671875 38.59970036588819, 0.3955078125 38.839707613545144, 0.06591796875 38.94232097947902, -0.17578125 39.2832938689385, -0.19775390625 39.58875727696545, 0.24169921875 39.977120098439634, 0.68115234375 40.463666324587685, 1.07666015625 40.83043687764923, 1.58203125 41.062786068733026, 2.2412109375 41.178653972331674, 2.83447265625 41.541477666790286, 3.33984375 41.73852846935917, 3.36181640625 42.13082130188811, 3.05419921875 42.601619944327965

NO2 (April 2019, 2020, 2021) in Spain Jupyter notebook demonstrating the usage of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services
type: ResearchObject
type: LiveRO
type: Dataset
type: earth-scienceExecutableResearchObject
type: ExecutableResearchObject
about: Earth sciences
author: Jean Iaquinta
content size: 234087
copyright holder: University of Oslo
date created: 2022-05-02 19:58:24.903516+00:00
date modified: 2025-10-18 11:43:22.140096+00:00
date published: 2022-05-02 19:58:24.903516+00:00
description: This Research Object demonstrates how to use CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services and compute monthly map of NO2 over a given geographical area, here Spain
encoding format: application/ld+json
funding: RELIANCE
keywords: CAMS
keywords: NO2
keywords: Spain
keywords: air quality
keywords: copernicus
keywords: jupyter-notebook
license: no-permission
main entity: Jupyter Notebook
publisher: University of Oslo
publisher: Nordic e-Infrastructure Collaboration
creation mode: MANUAL
cite-as: Iaquinta, Jean, Simone Mantovani, and Anne Foilloux. "NO2 (April 2019, 2020, 2021) in Spain Jupyter notebook demonstrating the usage of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services." ROHub. May 02 ,2022. https://w3id.org/ro-id/ee66eeb4-0b7e-4417-871e-fb9ddae286d9.

Simone Mantovani
type: Agent

Anne Fouilloux
type: Agent
affiliation: Nordic e-Infrastructure Collaboration (NeIC)
orcid: 0000-0002-1784-2920

tool
type: Folder
type: Dataset
has part: online rendered jupyter book of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services - Applied over Spain and variable Nitrogen Dioxide
has part: Jupyter Notebook (Github) of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services - Applied over Spain and variable Nitrogen Dioxide

biblio
type: Folder
type: Dataset

input
type: Folder
type: Dataset
has part: Geojson for Spain
has part: Data-Cube from ADAM platform over Spain in April 2019
has part: Data-Cube from ADAM platform over Spain in April 2021
has part: Data-Cube from ADAM platform over Spain in April 2020
has part: ADAM viewer CAMS NO2 April 1st 2019

output
type: Folder
type: Dataset
has part: Nitrogen Dioxide [µg m-3] over Spain on April 15, 2021
has part: Nitrogen Dioxide [µg m-3] over Spain for April 2019, 2020 and 2021
has part: netCDF data for daily NO2over Spain in April 2019, 2020 and 2021

earth resources and remote sensing
type: NASA
norm score: 100.0
score: 0.5200495719909668

Apr-2019
type: TimeReference

analysis
type: Concept
norm score: 20.07434944237918
score: 10.8

usage of cam
type: Phrase
norm score: 7.840772014475272
score: 6.5

air quality
type: Concept
norm score: 29.92565055762082
score: 16.1

reliance
type: Lemma
norm score: 8.753315649867375
score: 6.6

analysis from Copernicus Atmosphere Monitoring
type: Phrase
norm score: 31.84559710494572
score: 26.4

usage
type: Concept
norm score: 8.364312267657992
score: 4.5

Air pollution
type: IPTC
path: Environment/Environmental pollution/Air pollution

NO2
type: Lemma
norm score: 14.190981432360743
score: 10.7

Copernicus Atmosphere Monitoring
type: Lemma
norm score: 15.915119363395227
score: 12.0

atmospheric sciences
type: FieldOfResearch
norm score: 100.0
score: 0.9823792576789856

earth sciences
type: FieldOfResearch
norm score: 100.0
score: 0.9823792576789856

area
type: Concept
norm score: 7.24907063197026
score: 3.9

cam
type: Lemma
norm score: 8.885941644562335
score: 6.7

geosciences
type: NASA
norm score: 100.0
score: 0.5200495719909668

2020
type: TimeReference

NO2 (April 2019, 2020, 2021) in Spain Jupyter notebook demonstrating the usage of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services.
type: Sentence
norm score: 43.14314314314314
score: 43.1

air quality
type: Lemma
norm score: 22.413793103448274
score: 16.9

Spain
type: Place
wikidata: Q29

Research Object
type: Lemma
norm score: 15.384615384615387
score: 11.6

reliance
type: Concept
norm score: 12.0817843866171
score: 6.5

reliance service
type: Phrase
norm score: 13.389626055488542
score: 11.1

Spain Jupyter notebook
type: Phrase
norm score: 7.35826296743064
score: 6.1

air quality analysis
type: Phrase
norm score: 39.56574185765983
score: 32.8

analysis
type: Lemma
norm score: 14.456233421750666
score: 10.9

Spain
type: Concept
norm score: 10.780669144981411
score: 5.8

https://w3id.org/ro-id/enrichment/e9d36aa5-7981-4a8c-959a-f1de78fa43b7
type: Sentence
name: This Research Object demonstrates how to use CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services and compute monthly map of NO2 over a given geographical area, here Spain
norm score: 56.85685685685685
score: 56.8

map
type: Concept
norm score: 11.524163568773233
score: 6.2

https://w3id.org/ro-id/ee66eeb4-0b7e-4417-871e-fb9ddae286d9/56f54119-ef10-4331-8057-3fa2c3a111c2
type: Geometry
type: Polygon
as WKT: POLYGON ((3.05419921875 42.601619944327965, -1.69189453125 43.46886761482925, -8.10791015625 43.866218006556394, -9.60205078125 43.03677585761058, -9.11865234375 42.24478535602799, -9.03076171875 40.245991504199026, -9.580078125 39.07890809706475, -9.73388671875 38.70265930723801, -9.25048828125 38.30718056188316, -8.942871093749998 38.25543637637947, -9.052734375 37.142803443716836, -9.29443359375 36.79169061907076, -8.10791015625 36.89719446989036, -7.778320312499999 36.79169061907076, -7.27294921875 37.07271048132943, -6.78955078125 36.86204269508728, -6.17431640625 36.06686213257888, -5.69091796875 35.90684930677121, -5.09765625 36.08462129606931, -4.74609375 36.33282808737917, -4.10888671875 36.59788913307022, -3.09814453125 36.54494944148322, -2.43896484375 36.56260003738545, -2.04345703125 36.63316209558658, -1.69189453125 37.16031654673677, -1.34033203125 37.43997405227057, -0.439453125 37.49229399862877, -0.59326171875 37.75334401310656, -0.37353515625 38.272688535980976, 0.263671875 38.59970036588819, 0.3955078125 38.839707613545144, 0.06591796875 38.94232097947902, -0.17578125 39.2832938689385, -0.19775390625 39.58875727696545, 0.24169921875 39.977120098439634, 0.68115234375 40.463666324587685, 1.07666015625 40.83043687764923, 1.58203125 41.062786068733026, 2.2412109375 41.178653972331674, 2.83447265625 41.541477666790286, 3.33984375 41.73852846935917, 3.36181640625 42.13082130188811, 3.05419921875 42.601619944327965))

Conda environment linux-64
type: Resource
type: Script
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
content size: 113226
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:58:56.201741+00:00
date modified: 2022-05-02 19:59:00.502825+00:00
description: Conda environment generated with conda-lock for linux-64
license: no-permission
sd date published: 2022-05-02 19:58:56.201741+00:00

Conda environment osx-64
type: Resource
type: Script
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
content size: 103103
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:59:03.644156+00:00
date modified: 2022-05-02 19:59:07.596913+00:00
description: Conda environment generated with conda-lock for osx-64
license: no-permission
sd date published: 2022-05-02 19:59:03.644156+00:00

Conda environment
type: Resource
type: Script
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
content size: 267
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:58:49.245831+00:00
date modified: 2022-05-02 19:58:53.143408+00:00
description: Conda environment used on EGI notebook on 02/05/2022
license: no-permission
sd date published: 2022-05-02 19:58:49.245831+00:00

Nitrogen Dioxide [µg m-3] over Spain for April 2019, 2020 and 2021
type: Sketch
type: Resource
type: MediaObject
author: https://orcid.org/0000-0002-1784-2920
content size: 157339
creator: https://orcid.org/0000-0002-1784-2920
date created: 2022-05-02 19:58:42.071806+00:00
date modified: 2022-05-02 19:58:45.976589+00:00
description: Monthly average maps of CAMS Nitrogen Dioxide [µg m-3] over Spain in 2019, 2020 and 2021
encoding format: image/png
license: no-permission
sd date published: 2022-05-02 19:58:42.071806+00:00

service-account-enrichment
type: Agent