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"https://w3id.org/ro-id/users/annefou%40geo.uio.no" . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1" . . "0484ac9e-8c6a-4da8-8a3f-010038adc98c" . "POLYGON ((-25.07812321186066 29.331104081765925, -25.07812321186066 70.25945200030641, 45.3515625 70.25945200030641, 47.109375 28.92163128242129, -25.07812321186066 29.331104081765925))" . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . "-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997" . . . "4ccabd8a-b96f-4dff-9621-ed6e072341e7" . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . 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"POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . "service-account-enrichment" . . "https://w3id.org/ro-id/0b6c81fb-1eff-49e8-96b5-5b238f3ae72f" . "https://w3id.org/ro-id/66f2ccf5-971a-4ca6-bc31-1b2cf173f6ea" . "https://w3id.org/ro-id/a161c8f5-694c-435e-9d4a-79ab1cb29c5b" . "https://w3id.org/ro-id/d217ca99-f2ab-40e1-9020-09525ee35826" . "https://w3id.org/ro-id/e2606530-f5fa-4bcd-9d96-5e6a43401373" . . . . . "12570533"^^ . "https://api.rohub.org/api/ros/53aa90bf-c593-4e6d-923f-d4711ac4b0e1/crate/download/" . . . . . "2021-12-19 21:18:33.231894+00:00" . "2025-03-05 00:55:11.226154+00:00" . "2021-12-19 21:18:33.231894+00:00" . "The COVID-19 pandemic has led to significant reductions in economic activity, especially during lockdowns. Several studies has shown that the concentration of nitrogen dioxyde and particulate matter levels have reduced during lockdown events. Reductions in transportation sector emissions are most likely largely responsible for the NO2 anomalies. In this study, we analyze the impact of lockdown events on the air quality using data from Copernicus Atmosphere Monitoring Service over Europe and at selected locations." . "application/ld+json" . . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1" . "air-quality" . "copernicus" . "europe" . . "Jupyter Notebook" . "Impact of the Covid-19 Lockdown on Air quality over Europe" . . . "MANUAL" . "False" . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1/6a4321e6-fab9-40a9-838c-7e8ac14b1422" . . . . . . "Anne Foilloux, Jean Iaquinta, and Simone Mantovani. \"Impact of the Covid-19 Lockdown on Air quality over Europe.\" ROHub. Dec 19 ,2021. https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1." . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . . "POLYGON ((-25.07812321186066 29.331104081765925, -25.07812321186066 70.25945200030641, 45.3515625 70.25945200030641, 47.109375 28.92163128242129, -25.07812321186066 29.331104081765925))" . . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . . "This folder contains the Jupyter Notebooks used for this analysis" . . . "tools" . . . "This folder contains data and information generated by the Jupyter notebooks." . . . . . . . . . . . . . . . . . . . "output" . . . "Bibliography and other references used for this work." . . "biblio" . . . "Information about the input data used for executing the Jupyter notebook" . . . . "input" . . . . "https://nordicesmhub.github.io/RELIANCE/science/notebooks/air_quality_lockdown.html" . . "2022-02-28 12:09:37.504067+00:00" . "2022-02-28 12:09:38.028034+00:00" . "Rendered notebook showing the impact of the Covid-19 Lockdown on Air quality over Europe" . "text/html" . . "Rendered jupyter notebook on impact of lockdown on air quality" . "2022-02-28 12:09:37.504067+00:00" . . . . . "https://raw.githubusercontent.com/NordicESMhub/RELIANCE/main/content/science/notebooks/air_quality_lockdown.ipynb" . . "2022-05-29 20:03:12.795653+00:00" . "2022-06-01 14:35:47.916370+00:00" . "Study the impact of the lockdown during the covid-19 pandemic on different cities in Europe." . . "Impact of the lockdown on air quality (Jupyter Notebook)" . "2022-05-29 20:03:12.795653+00:00" . . . . . "https://zenodo.org/record/7513765/files/PM2_5_EUROPE_ADAMAPI2019-03-01_2021-06-30.nc" . . "2023-01-08 14:43:48.246969+00:00" . "2023-01-08 14:44:24.439601+00:00" . "PM2.5 CAMS over Europe March-June 2019, 2020 and 2021 extracted from ADAM data cube" . "application/x-netcdf" . "PM2.5" . . "PM2.5 CAMS over Europe March-June 2019, 2020 and 2021" . "2023-01-08 14:43:48.246969+00:00" . . . . . . "https://reliance.adamplatform.eu/?dataset=69623:EU_CAMS_SURFACE_NO2_G" . . "2022-05-31 09:59:58.575398+00:00" . "2022-10-21 17:40:36.922187+00:00" . "Link to ADAM viewer to explore NO2 CAMS data cube collection." . "2022-10-19T23:00:00Z" . "NO2" . . "CAMS European air quality forecasts: NO2" . "2022-05-31 09:59:58.575398+00:00" . "2018-07-12T00:00:00Z" . "Float32" . "mailto:govoni@meeo.it" . "[1.354510459350422e-07]" . "[0.0]" . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1/1d453d7c-72a5-4b23-88a1-4b34fc73a0b0/3bb46e4c-48b1-450f-b109-eee8f83293f2" . . . . . "303782"^^ . "https://api.rohub.org/api/resources/1fbe484e-51ae-4e16-ac6f-60aa06e298ba/download/" . . "2021-12-19 21:43:44.493101+00:00" . "2021-12-19 21:43:44.494175+00:00" . "Plot over Europe of surface NO2 on May 1st, 2020" . "image/png" . . "Surface NO2 on May 1st, 2020" . "2021-12-19 21:43:44.493101+00:00" . . . . . "https://zenodo.org/record/7513765/files/O3_EUROPE_ADAMAPI2019-03-01_2021-06-30.nc" . . "2023-01-08 14:42:05.557815+00:00" . "2023-01-08 14:42:11.840908+00:00" . "O3 CAMS over Europe March-June 2019, 2020 and 2021 extracted from ADAM data cube" . "application/x-netcdf" . "O3" . . "O3 CAMS over Europe March-June 2019, 2020 and 2021" . "2023-01-08 14:42:05.557815+00:00" . . . . . "2276065"^^ . "https://api.rohub.org/api/resources/2a2b6f01-be2e-414e-af08-d882aa995a71/download/" . . "2021-12-19 21:39:10.012886+00:00" . "2021-12-19 21:39:10.015415+00:00" . "In order to fight against the spread of COVID-19, the most hard-hit countries in the spring of 2020 implemented different lockdown strategies. To assess the impact of the COVID-19 pandemic lockdown on air quality worldwide, Air Quality Index (AQI) data was used to estimate the change in air quality in 20 major cities on six continents. Our results show significant declines of AQI in NO2, SO2, CO, PM2.5 and PM10 in most cities, mainly due to the reduction of transportation, industry and commercial activities during lockdown. This work shows the reduction of primary pollutants, especially NO2, is mainly due to lockdown policies. However, preexisting local environmental policy regulations also contributed to declining NO2, SO2 and PM2.5 emissions, especially in Asian countries. In addition, higher rainfall during the lockdown period could cause decline of PM2.5, especially in Johannesburg. By contrast, the changes of AQI in ground-level O3 were not significant in most of cities, as meteorological variability and ratio of VOC/NOx are key factors in ground-level O3 formation." . "application/pdf" . . "Impact of the COVID-19 Pandemic Lockdown on Air Quality Pollution in 20 Major cities around the World" . "2021-12-19 21:39:10.012886+00:00" . . . . . "24998"^^ . "https://api.rohub.org/api/resources/3303c10a-4bf7-4fb6-a151-76c5eb87935b/download/" . . "2021-12-19 22:03:31.558894+00:00" . "2021-12-19 22:03:31.559562+00:00" . "image/png" . . "Total averaged PM2.5 at 12 differents locations" . "2021-12-19 22:03:31.558894+00:00" . . . . . "762130"^^ . "https://api.rohub.org/api/resources/488d827e-60ef-4c8c-8a88-54f52201deed/download/" . . "2021-12-19 21:53:08.959199+00:00" . "2021-12-19 21:53:08.961483+00:00" . "image/png" . . "Mean O3 for 2019, 2020 and 2021 over March-June" . "2021-12-19 21:53:08.959199+00:00" . . . . . "878103"^^ . "https://api.rohub.org/api/resources/499fb80e-b2a8-4263-811f-bdea94730e57/download/" . . "2021-12-19 21:36:21.971158+00:00" . "2021-12-19 21:58:09.867133+00:00" . "Maps of the 3-yearly averages (done over the period March to June) for NO2, PM2.5 and O3." . "image/png" . . "NO2, PM2.5 and O3 averages (March-June)" . "2021-12-19 21:36:21.971158+00:00" . . . . . "814163"^^ . "https://api.rohub.org/api/resources/4b4000fd-8cc4-4ebc-a064-c13340789ca9/download/" . . "2021-12-19 21:50:16.743371+00:00" . "2021-12-19 21:50:16.744620+00:00" . "image/png" . . "Maximum PM2.5 for 2019, 2020 and 2021 over March-June" . "2021-12-19 21:50:16.743371+00:00" . . . . . "23748"^^ . "https://api.rohub.org/api/resources/543722a7-38ed-4a22-a668-b54ca1bf0252/download/" . . "2021-12-19 22:03:08.055316+00:00" . "2021-12-19 22:03:08.056108+00:00" . "image/png" . . "Total averaged O3 at 12 differents locations" . "2021-12-19 22:03:08.055316+00:00" . . . . . "600154"^^ . "https://api.rohub.org/api/resources/7781b8c4-96f3-4310-878c-ce669b13a95e/download/" . . "2021-12-19 21:46:19.852299+00:00" . "2021-12-19 21:48:37.689694+00:00" . "Maximum NO2 values over Europe during March-June for 3 different years: 2019 (before pandemic), 2020 (during the lockdown) and 2021 (after the lockdown)." . "image/png" . . "Maximum NO2 values over Europe during March-June" . "2021-12-19 21:46:19.852299+00:00" . . . . . . "https://reliance.adamplatform.eu/?dataset=69625:EU_CAMS_SURFACE_O3_G" . . "2022-10-21 14:38:13.978164+00:00" . "2022-10-21 14:38:17.014060+00:00" . "CAMS European air quality forecasts: Ozone (O3, µg m-3)\n\nstartDate: 2018-07-12T00:00:00Z\nendDate: 2022-10-19T23:00:00Z" . "2022-10-19T23:00:00Z" . "O3" . . "CAMS European air quality forecasts: O3" . "2022-10-21 14:38:13.978164+00:00" . "2018-07-12T00:00:00Z" . "Float32" . "mailto:govoni@meeo.it" . "[2.2007016298175586e-07]" . "[0.0]" . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1/79d1e316-23f5-4d93-ba9c-b4e48c291797/b3629551-5113-4f5e-abd2-cc4b509948be" . . . . . "1587662"^^ . "https://api.rohub.org/api/resources/8ea33e64-8f3f-43bf-8d31-05c278d34672/download/" . . "2021-12-19 21:58:46.089097+00:00" . "2021-12-19 21:58:46.090175+00:00" . "image/png" . . "Timeseries of O3 at 12 different locations" . "2021-12-19 21:58:46.089097+00:00" . . . . . "1692100"^^ . "https://api.rohub.org/api/resources/a77d7ebb-2df5-4a9a-a64b-4a81b5a85e17/download/" . . "2021-12-19 21:59:09.118614+00:00" . "2021-12-19 21:59:09.119566+00:00" . "image/png" . . "Timeseries of NO2 at 12 different locations" . "2021-12-19 21:59:09.118614+00:00" . . . . . "644109"^^ . "https://api.rohub.org/api/resources/c115d189-f8f2-49b5-834e-03a5f05aa0dd/download/" . . "2021-12-19 21:50:38.719125+00:00" . "2021-12-19 21:50:38.720236+00:00" . "image/png" . . "Mean PM2.5 for 2019, 2020 and 2021 over March-June" . "2021-12-19 21:50:38.719125+00:00" . . . . . "752977"^^ . "https://api.rohub.org/api/resources/c327b26a-bad2-43de-9b2a-e3a6287c07ea/download/" . . "2021-12-19 21:47:47.994101+00:00" . "2021-12-19 21:47:47.995982+00:00" . "image/png" . . "NO2 mean over March-June for 2019, 2020 and 2021" . "2021-12-19 21:47:47.994101+00:00" . . . . . "1484738"^^ . "https://api.rohub.org/api/resources/c7b8d37a-3cf5-4fb4-8464-99f6e9e4a8aa/download/" . . "2021-12-19 21:56:14.280390+00:00" . "2021-12-19 21:57:53.915288+00:00" . "Comparisons of PM2.5 changes for 2019, 2020 and 2021." . "image/png" . . "Timeseries of PM2.5 at 12 different locations" . "2021-12-19 21:56:14.280390+00:00" . . . . . "24717"^^ . "https://api.rohub.org/api/resources/ca2b6864-8c0b-48af-890d-60315f491bb9/download/" . . "2021-12-19 22:02:44.861406+00:00" . "2021-12-19 22:02:44.863192+00:00" . "image/png" . . "Total averaged NO2 at 12 differents locations" . "2021-12-19 22:02:44.861406+00:00" . . . . . "https://zenodo.org/record/7513765/files/PM10_EUROPE_ADAMAPI2019-03-01_2021-06-30.nc" . . "2023-01-08 14:46:00.841743+00:00" . "2023-01-08 14:46:02.707416+00:00" . "PM10 CAMS over Europe March-June 2019, 2020 and 2021 extracted from ADAM data cube." . "application/x-netcdf" . "PM10" . . "PM10 CAMS over Europe March-June 2019, 2020 and 2021" . "2023-01-08 14:46:00.841743+00:00" . . . . . "https://zenodo.org/record/7513765/files/NO2_EUROPE_ADAMAPI2019-03-01_2021-06-30.nc" . . "2023-01-08 14:47:29.354507+00:00" . "2023-01-08 14:47:31.746084+00:00" . "NO2 CAMS over Europe March-June 2019, 2020 and 2021 extracted from ADAM data cube." . "application/x-netcdf" . "NO2" . . "NO2 CAMS over Europe March-June 2019, 2020 and 2021" . "2023-01-08 14:47:29.354507+00:00" . . . . . "853273"^^ . "https://api.rohub.org/api/resources/f1a59359-5d27-4c41-8ca3-ecfe895a564c/download/" . . "2021-12-19 21:51:32.542926+00:00" . "2021-12-19 21:52:35.622461+00:00" . "image/png" . . "Maximum O3 for 2019, 2020 and 2021 over March-June" . "2021-12-19 21:51:32.542926+00:00" . . . . . . "https://reliance.adamplatform.eu/?dataset=69627:EU_CAMS_SURFACE_PM25_G" . . "2022-05-31 10:01:40.106991+00:00" . "2022-10-21 17:33:46.237193+00:00" . "CAMS PM2.5, Data Cube Collection" . "2022-10-19T23:00:00Z" . "PM2.5" . . "CAMS European air quality forecasts PM2.5, Data Cube Collection" . "2022-05-31 10:01:40.106991+00:00" . "2018-07-12T00:00:00Z" . "Float32" . "mailto:govoni@meeo.it" . "[709.8012084960938]" . "[0.0]" . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1/f39bd071-a179-4718-a36f-c8bc1cbe3072/397bacb4-2c79-498b-83e8-148a6c3f1668" . . . . . . . "2022-06-02 08:01:01.443851+00:00" . "https://w3id.org/ro-id/users/annefou%40geo.uio.no" . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1" . "2022-06-01 21:26:26.623371+00:00" . "https://w3id.org/ro-id/users/annefou%40geo.uio.no" . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1" . "2022-06-02 15:47:19.859211+00:00" . "https://w3id.org/ro-id/users/annefou%40geo.uio.no" . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1" . "2022-06-01 20:47:13.889472+00:00" . "https://w3id.org/ro-id/users/annefou%40geo.uio.no" . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1" . "Nordic e-Infrastructure Collaboration (NeIC)" . "annefou@geo.uio.no" . "Anne Fouilloux" . . "0000-0002-1784-2920" . "UiO" . "jean.iaquinta@geo.uio.no" . "Jean Iaquinta" . . "mantovani@meeo.it" . "Simone Mantovani" . . . "2026-03-03T16:43:11.001+01:00"^^ . . . . "Impact of the Covid-19 Lockdown on Air quality over Europe" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . 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