@prefix this: <https://w3id.org/np/RA2vvz2sr2QHRDcreACSxrHccnfoySdm6iMYs-v-XfOoE> .
@prefix sub: <https://w3id.org/np/RA2vvz2sr2QHRDcreACSxrHccnfoySdm6iMYs-v-XfOoE/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

sub:Head {
  this: np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo;
    a np:Nanopublication .
}

sub:assertion {
  <http://eurovoc.europa.eu/1892> <http://schema.org/description> "";
    <http://schema.org/name> "Meteorology";
    a <http://schema.org/DefinedTerm> .
  
  <http://eurovoc.europa.eu/3949> <http://schema.org/description> "";
    <http://schema.org/name> "Applied sciences";
    a <http://schema.org/DefinedTerm> .
  
  <http://eurovoc.europa.eu/3952> <http://schema.org/description> "";
    <http://schema.org/name> "Earth sciences";
    a <http://schema.org/DefinedTerm> .
  
  <http://eurovoc.europa.eu/6384> <http://schema.org/description> "";
    <http://schema.org/name> "Climatology";
    a <http://schema.org/DefinedTerm> .
  
  <http://eurovoc.europa.eu/c_a935cf3f> <http://schema.org/description> "";
    <http://schema.org/name> "Earth observation";
    a <http://schema.org/DefinedTerm> .
  
  <http://w3id.org/ro-id/rohub/model#funder/f3fffdf1-45c6-482a-a212-738abe28d7e1> <http://schema.org/name>
      "European Research Council";
    a <http://schema.org/Organization> .
  
  <https://orcid.org/0000-0002-0068-2430> <http://schema.org/affiliation> "UiO";
    <http://schema.org/email> "trude.storelvmo@geo.uio.no";
    <http://schema.org/name> "Trude Storelvmo";
    a <http://xmlns.com/foaf/0.1/Agent>;
    <https://w3id.org/dingo#orcid> "0000-0002-0068-2430" .
  
  <https://ror.org/01xtthb56> <http://schema.org/identifier> "01xtthb56";
    <http://schema.org/name> "University of Oslo";
    a <http://schema.org/Organization>, <http://xmlns.com/foaf/0.1/Agent> .
  
  <https://ror.org/758005> <http://schema.org/funder> <http://w3id.org/ro-id/rohub/model#funder/f3fffdf1-45c6-482a-a212-738abe28d7e1>;
    <http://schema.org/identifier> "758005";
    <http://schema.org/name> "ERC Startup Grant";
    <http://schema.org/title> "MC2 Mixed Phase clouds and climate";
    a <http://schema.org/Grant> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/#1158fe10-f5ba-4131-8a05-44755eb2d9a8>
    <http://schema.org/geo> <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/#912dfdc3-3a50-47b7-a137-1225db0fb688>;
    <http://schema.org/identifier> "1158fe10-f5ba-4131-8a05-44755eb2d9a8";
    <http://schema.org/name> "POLYGON ((-251.40625000000006 -86.00669476043257, -251.40625000000006 85.75421950989161, 88.28125000000006 85.75421950989161, 88.28125000000006 -86.00669476043257, -51.40625000000006 -86.00669476043257))";
    a <http://schema.org/Place> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/#912dfdc3-3a50-47b7-a137-1225db0fb688>
    <http://schema.org/name> "POLYGON ((-251.40625000000006 -86.00669476043257, -251.40625000000006 85.75421950989161, 88.28125000000006 85.75421950989161, 88.28125000000006 -86.00669476043257, -51.40625000000006 -86.00669476043257))";
    <http://schema.org/polygon> "-251.40625000000006 -86.00669476043257, -251.40625000000006 85.75421950989161, 88.28125000000006 85.75421950989161, 88.28125000000006 -86.00669476043257, -51.40625000000006 -86.00669476043257";
    a <http://schema.org/GeoShape> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/#enrichment_service-account-enrichment>
    <http://schema.org/name> "service-account-enrichment";
    a <http://xmlns.com/foaf/0.1/Agent> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/> <http://schema.org/about>
      <http://eurovoc.europa.eu/1892>, <http://eurovoc.europa.eu/3949>, <http://eurovoc.europa.eu/3952>,
      <http://eurovoc.europa.eu/6384>, <http://eurovoc.europa.eu/c_a935cf3f>;
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentLocation> <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/#1158fe10-f5ba-4131-8a05-44755eb2d9a8>;
    <http://schema.org/contentSize> "26566788"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/ros/5c135a7b-70bf-45f3-9895-3103e0e29c11/crate/download/";
    <http://schema.org/contributor> <https://orcid.org/0000-0002-0068-2430>, <mailto:anne.claire.fouilloux@rohub.com>,
      <mailto:r.o.david@geo.uio.no>;
    <http://schema.org/copyrightHolder> <https://ror.org/01xtthb56>;
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2022-01-31 11:20:52.183760+00:00";
    <http://schema.org/dateModified> "2025-03-05 00:47:03.286051+00:00";
    <http://schema.org/datePublished> "2022-01-31 11:20:52.183760+00:00";
    <http://schema.org/description> "Supercooled Liquid-Containing Clouds (sLCCs) play a significant role in Earth's radiative budget and the hydrological cycle, especially through surface snowfall production. Evaluating state-of-the-art climate models with respect to their ability to simulate the frequency of occurrence of sLCCs and the frequency with which they produce snow is, therefore, critically important. Here, we compare these quantities as derived from satellite observations, reanalysis datasets, and Earth System Models from Phase 6 of the Coupled Model Intercomparison Project (CMIP6) and find significant discrepancies between the data sets for mid and high latitudes in both hemispheres. Specifically, we find that the ERA5 reanalysis and ten CMIP6 models consistently overestimate the frequency of sLCCs and snowfall frequencies from sLCCs compared to CloudSat-CALIPSO satellite observations, especially over open ocean regions. The biases are very similar for ERA5 and the CMIP6 models, which indicates that the discrepancies in cloud phase and snowfall stem from differences in the representation of cloud microphysics rather than the representation of meteorological conditions. This, in turn, highlights the need for refinements in the models’ parameterizations of cloud microphysics in order for them to represent cloud phase and snowfall accurately. The thermodynamic phase of clouds and precipitation has a strong influence on simulated climate feedbacks and, thus, projections of future climate. Understanding the origin(s) of the biases identified here is, therefore, crucial for improving the overall reliability of climate models.";
    <http://schema.org/encodingFormat> "application/ld+json";
    <http://schema.org/funder> <http://w3id.org/ro-id/rohub/model#funder/f3fffdf1-45c6-482a-a212-738abe28d7e1>;
    <http://schema.org/funding> <https://ror.org/758005>;
    <http://schema.org/hasPart> <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/2e0ddac4-c8b5-40d7-bb3e-a854a77cc496>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/31c14b47-c14f-4bc4-afbb-c5d71f2c51a5>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/54a3f4c7-2487-4172-94f5-82bc6c5ad547>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/9bef8657-9ee2-45c8-bfa9-1d7212d4fd7b>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/0c6988bf-0568-4831-a1be-3dcc115f5839>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/1cbf8169-cacc-4497-b8db-42f1bc678a7d>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/36c71e84-77c4-4bda-8126-d0792679a7d0>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/3886ba66-59fc-445b-9ba6-91bc1fa0ad1e>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/3e32833a-9765-4333-8264-ed55e1093c14>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/414aa0d2-b370-4629-b80a-33f054aee942>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/4427935e-5a6e-4c6a-b437-27ff8318da7c>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/6c8b7197-4676-4493-84ed-2ba5ca516d21>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/87e93f86-b9f6-46c4-8ad4-b2f9807ece64>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/8ea27dc3-380f-43f9-bf65-e88193577691>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/9160a8e4-b27e-41a6-992a-effb7041b4d4>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/b7faa7cd-7af2-45a1-8bb5-7ea8d76a9834>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/ba3e7595-dd75-4bfc-ab9a-c5b9d900d51b>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/ca01c32a-4d14-46b7-b6eb-6a05d2625c5d>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/f720d6e9-6c0b-4140-94f5-e66dd2e00a5c>;
    <http://schema.org/identifier> "https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "Connection of Surface Snowfall Bias to Cloud Phase Bias - Satellite Observations, ERA5, and CMIP6";
    <http://schema.org/publisher> <https://ror.org/01xtthb56>;
    <http://w3id.org/ro-id/rohub/model#creation_mode> "MANUAL";
    <http://w3id.org/ro/earth-science#Concept> "bias", "climate model", "climate sensitivity",
      "cloud", "feedback", "phase", "rate", "snow", "water content";
    <http://w3id.org/ro/earth-science#FieldOfResearch> "earth sciences";
    <http://w3id.org/ro/earth-science#IPTC> "Climate change", "Environment", "IT-computer sciences",
      "Meteorology", "Weather";
    <http://w3id.org/ro/earth-science#Lemma> "CMIP phase 6", "climate model", "cloud",
      "feedback", "phase", "rate", "snowfall";
    <http://w3id.org/ro/earth-science#NASA> "geosciences";
    <http://w3id.org/ro/earth-science#Phrase> "cloud feedback", "cloud phase", "global climate models",
      "phase bias", "snow formation", "surface snowfall rate";
    <http://w3id.org/ro/earth-science#Sentence> "Cloud feedbacks are a major contributor to the spread of climate sensitivity in global climate models (GCMs) [1] Among the most poorly understood cloud feedbacks is the one associated with the cloud phase, which is expected to be modified with climate change [2] Cloud phase bias, in addition, has significant implications for the simulation of radiative properties and glacier and ice sheet mass balances in climate models.",
      "Is there a correlation between the cloud phase and surface snowfall rate in GCMs?",
      "To better understand the link between biases in cloud phase and surface snowfall rate, we try to find a relationship between ice water path and surface snowfall in GCMs.";
    <http://w3id.org/ro/earth-science#TimeReference> "2020", "from 1985 to 2014";
    <http://www.opengis.net/ont/geosparql#hasGeometry> "https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/080024f2-aa29-431f-812c-9bfa7ee52651";
    a <http://purl.org/wf4ever/ro#ResearchObject>, <http://purl.org/wf4ever/roevo#LiveRO>,
      <http://schema.org/Dataset>, <http://w3id.org/ro/earth-scienceExecutableResearchObject>,
      <https://w3id.org/ro/terms/earth-science#ExecutableResearchObject>;
    <https://w3id.org/contentdesc#Domain> "meteorology";
    <https://www.w3.org/ns/iana/link-relations/relation#cite-as> "Hellmuth, Franziska, Anne Claire Fouilloux, Robert Oscar David, and Trude Storelvmo. \"Connection of Surface Snowfall Bias to Cloud Phase Bias - Satellite Observations, ERA5, and CMIP6.\" ROHub. Jan 31 ,2022. https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11." .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/080024f2-aa29-431f-812c-9bfa7ee52651>
    <http://www.opengis.net/ont/geosparql#asWKT> "POLYGON ((-251.40625000000006 -86.00669476043257, -251.40625000000006 85.75421950989161, 88.28125000000006 85.75421950989161, 88.28125000000006 -86.00669476043257, -51.40625000000006 -86.00669476043257))";
    a <http://www.opengis.net/ont/geosparql#Geometry>, <http://www.opengis.net/ont/sf#Polygon> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/2e0ddac4-c8b5-40d7-bb3e-a854a77cc496>
    <http://schema.org/hasPart> <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/8bd1a19f-77d2-4edc-8846-c90abedd96b6>;
    <http://schema.org/name> "biblio";
    a <http://purl.org/wf4ever/wf4ever#Folder>, <http://schema.org/Dataset> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/31c14b47-c14f-4bc4-afbb-c5d71f2c51a5>
    <http://schema.org/hasPart> <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/c90be699-7165-47ca-8a6a-7de538c13e95>;
    <http://schema.org/name> "input";
    a <http://purl.org/wf4ever/wf4ever#Folder>, <http://schema.org/Dataset> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/54a3f4c7-2487-4172-94f5-82bc6c5ad547>
    <http://schema.org/hasPart> <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/06b8228f-e7bc-48b5-9632-0500f629a2dc>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/22a3ded6-0bf5-4105-9131-f6023d229f18>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/a68289fb-7a75-4ac9-a652-038e35f004e7>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/e9286361-7292-48ea-a4fa-0538d4800f68>,
      <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/fb124247-04cb-452b-ad70-d86d7f6fd325>;
    <http://schema.org/name> "tool";
    a <http://purl.org/wf4ever/wf4ever#Folder>, <http://schema.org/Dataset> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/folders/9bef8657-9ee2-45c8-bfa9-1d7212d4fd7b>
    <http://schema.org/name> "output";
    a <http://purl.org/wf4ever/wf4ever#Folder>, <http://schema.org/Dataset> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/06b8228f-e7bc-48b5-9632-0500f629a2dc>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentUrl> "https://raw.githubusercontent.com/franzihe/CloudSat_ERA5_CMIP6_analysis/main/work/ERA5/ERA5_1985-2014.ipynb";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2022-03-19 07:22:18.878311+00:00";
    <http://schema.org/dateModified> "2022-05-29 15:22:02.228740+00:00";
    <http://schema.org/description> "ERA5 data wrangling required to make it comparable";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "ERA5 analysis";
    <http://schema.org/sdDatePublished> "2022-03-19 07:22:18.878311+00:00";
    a <http://purl.org/wf4ever/wf4ever#Resource>, <http://schema.org/MediaObject>, <http://w3id.org/ro/earth-scienceJupyterNotebook> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/0c6988bf-0568-4831-a1be-3dcc115f5839>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "1968490"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/0c6988bf-0568-4831-a1be-3dcc115f5839/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:46:30.262636+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:46:31.384052+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "figC4.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:46:30.262636+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/1cbf8169-cacc-4497-b8db-42f1bc678a7d>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "259154"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/1cbf8169-cacc-4497-b8db-42f1bc678a7d/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:43:45.867537+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:43:46.695702+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig04.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:43:45.867537+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/22a3ded6-0bf5-4105-9131-f6023d229f18>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentUrl> "https://franzihe.github.io/CloudSat_ERA5_CMIP6_analysis/ERA5/ERA5_1985-2014.html";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2022-04-26 15:15:54.376182+00:00";
    <http://schema.org/dateModified> "2022-04-26 15:15:55.563143+00:00";
    <http://schema.org/encodingFormat> "text/html";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "Website: Cloud phase and snowfall analysis";
    <http://schema.org/sdDatePublished> "2022-04-26 15:15:54.376182+00:00";
    a <http://purl.org/wf4ever/wf4ever#Resource>, <http://purl.org/wf4ever/wf4ever#WebService>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/36c71e84-77c4-4bda-8126-d0792679a7d0>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "1408243"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/36c71e84-77c4-4bda-8126-d0792679a7d0/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:46:38.064293+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:46:38.857240+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "figD1.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:46:38.064293+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/3886ba66-59fc-445b-9ba6-91bc1fa0ad1e>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "2554184"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/3886ba66-59fc-445b-9ba6-91bc1fa0ad1e/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:46:00.881025+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:46:01.865861+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "figC1.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:46:00.881025+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/3e32833a-9765-4333-8264-ed55e1093c14>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "200936"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/3e32833a-9765-4333-8264-ed55e1093c14/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:44:21.556273+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:44:22.451998+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig07.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:44:21.556273+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/414aa0d2-b370-4629-b80a-33f054aee942>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "2222289"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/414aa0d2-b370-4629-b80a-33f054aee942/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:45:49.850075+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:45:50.714585+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig10.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:45:49.850075+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/4427935e-5a6e-4c6a-b437-27ff8318da7c>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "200100"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/4427935e-5a6e-4c6a-b437-27ff8318da7c/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:43:24.846742+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:43:25.906146+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig03.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:43:24.846742+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/6c8b7197-4676-4493-84ed-2ba5ca516d21>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "3133129"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/6c8b7197-4676-4493-84ed-2ba5ca516d21/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:41:20.048349+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:41:21.199861+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig05.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:41:20.048349+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/87e93f86-b9f6-46c4-8ad4-b2f9807ece64>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "2836855"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/87e93f86-b9f6-46c4-8ad4-b2f9807ece64/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:45:32.292379+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:45:33.385009+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig09.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:45:32.292379+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/8bd1a19f-77d2-4edc-8846-c90abedd96b6>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentUrl> "https://github.com/franzihe/Atmospheric-Chemistry-Physics-globalsnow-/blob/main/references.bib";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:48:30.316069+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:48:31.175017+00:00";
    <http://schema.org/encodingFormat> "text/x-bibtex";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "References";
    <http://schema.org/sdDatePublished> "2024-03-25 10:48:30.316069+00:00";
    a dct:BibliographicResource, <http://purl.org/wf4ever/wf4ever#Resource>, <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/8ea27dc3-380f-43f9-bf65-e88193577691>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "2619195"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/8ea27dc3-380f-43f9-bf65-e88193577691/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:46:21.988988+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:46:22.828332+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "figC3.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:46:21.988988+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/9160a8e4-b27e-41a6-992a-effb7041b4d4>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "1946226"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/9160a8e4-b27e-41a6-992a-effb7041b4d4/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:46:15.731841+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:46:16.679205+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "figC2.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:46:15.731841+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/a68289fb-7a75-4ac9-a652-038e35f004e7>
    <http://schema.org/author> <https://orcid.org/0000-0002-1784-2920>;
    <http://schema.org/contentUrl> "https://app.reviewnb.com/NordicESMhub/eosc-nordic-climate-demonstrator/pull/5/";
    <http://schema.org/creator> <https://orcid.org/0000-0002-1784-2920>;
    <http://schema.org/dateCreated> "2022-01-31 13:11:28.374282+00:00";
    <http://schema.org/dateModified> "2022-01-31 13:11:28.374794+00:00";
    <http://schema.org/description> "Use ReviewNB to review jupyter notebooks before merging PR.";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "Notebook Code Review with reviewNb for open PR";
    <http://schema.org/sdDatePublished> "2022-01-31 13:11:28.374282+00:00";
    a <http://purl.org/wf4ever/wf4ever#Resource>, <http://purl.org/wf4ever/wf4ever#WebService>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/b7faa7cd-7af2-45a1-8bb5-7ea8d76a9834>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "3099135"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/b7faa7cd-7af2-45a1-8bb5-7ea8d76a9834/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:39:05.946630+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:39:07.512842+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig01.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:39:05.946630+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/ba3e7595-dd75-4bfc-ab9a-c5b9d900d51b>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "2044829"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/ba3e7595-dd75-4bfc-ab9a-c5b9d900d51b/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:39:13.872095+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:39:14.844393+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig02.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:39:13.872095+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/c90be699-7165-47ca-8a6a-7de538c13e95>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentUrl> "https://github.com/franzihe/CloudSat_ERA5_CMIP6_analysis/blob/main/requirements_globalsnow.txt";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2022-02-01 13:13:12.312240+00:00";
    <http://schema.org/dateModified> "2022-04-26 15:17:48.088520+00:00";
    <http://schema.org/description> "Required python packages to run Jupyter Notebooks";
    <http://schema.org/encodingFormat> "text/plain";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "Environment requirements";
    <http://schema.org/sdDatePublished> "2022-02-01 13:13:12.312240+00:00";
    a <http://purl.org/wf4ever/wf4ever#Resource>, <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/ca01c32a-4d14-46b7-b6eb-6a05d2625c5d>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "2081707"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/ca01c32a-4d14-46b7-b6eb-6a05d2625c5d/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:41:26.456414+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:41:27.415678+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig06.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:41:26.456414+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/e9286361-7292-48ea-a4fa-0538d4800f68>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentUrl> "https://raw.githubusercontent.com/franzihe/CloudSat_ERA5_CMIP6_analysis/main/work/CloudSat/read_2C_snow.ipynb";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2022-03-19 07:21:25.862663+00:00";
    <http://schema.org/dateModified> "2022-05-30 15:20:17.760798+00:00";
    <http://schema.org/description> "Data wrangling which is required to make CloudSat comparable.";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "CloudSat analysis";
    <http://schema.org/sdDatePublished> "2022-03-19 07:21:25.862663+00:00";
    a <http://purl.org/wf4ever/wf4ever#Resource>, <http://schema.org/MediaObject>, <http://w3id.org/ro/earth-scienceJupyterNotebook> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/f720d6e9-6c0b-4140-94f5-e66dd2e00a5c>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentSize> "322505"^^xsd:integer;
    <http://schema.org/contentUrl> "https://api.rohub.org/api/resources/f720d6e9-6c0b-4140-94f5-e66dd2e00a5c/download/";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2024-03-25 10:44:55.875473+00:00";
    <http://schema.org/dateModified> "2024-03-25 10:44:56.788921+00:00";
    <http://schema.org/encodingFormat> "image/png";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "fig08.png";
    <http://schema.org/sdDatePublished> "2024-03-25 10:44:55.875473+00:00";
    a <http://purl.org/wf4ever/roterms#Sketch>, <http://purl.org/wf4ever/wf4ever#Resource>,
      <http://schema.org/MediaObject> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/resources/fb124247-04cb-452b-ad70-d86d7f6fd325>
    <http://schema.org/author> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/contentUrl> "https://raw.githubusercontent.com/franzihe/CloudSat_ERA5_CMIP6_analysis/main/work/cmip/CMIP6_hr_1985-2014.ipynb";
    <http://schema.org/creator> <mailto:franziska.hellmuth@geo.uio.no>;
    <http://schema.org/dateCreated> "2022-05-30 15:23:08.678036+00:00";
    <http://schema.org/dateModified> "2022-05-30 15:24:01.660706+00:00";
    <http://schema.org/description> "Analysis required for CMIP6 analysis";
    <http://schema.org/license> <https://choosealicense.com/no-permission/>;
    <http://schema.org/name> "CMIP6 analysis";
    <http://schema.org/sdDatePublished> "2022-05-30 15:23:08.678036+00:00";
    a <http://purl.org/wf4ever/wf4ever#Resource>, <http://schema.org/MediaObject>, <http://w3id.org/ro/earth-scienceJupyterNotebook> .
  
  <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/ro-crate-metadata.json>
    dct:conformsTo <https://w3id.org/ro/crate/1.1>;
    <http://schema.org/about> <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/>;
    a <http://schema.org/CreativeWork> .
  
  <mailto:anne.claire.fouilloux@rohub.com> <http://schema.org/email> "anne.claire.fouilloux@rohub.com";
    <http://schema.org/name> "Anne Claire Fouilloux";
    a <http://xmlns.com/foaf/0.1/Agent> .
  
  <mailto:annefou@geo.uio.no> <http://schema.org/name> "Anne Fouilloux";
    a <http://xmlns.com/foaf/0.1/Agent> .
  
  <mailto:franziska.hellmuth@geo.uio.no> <http://schema.org/email> "franziska.hellmuth@geo.uio.no";
    <http://schema.org/name> "Franziska Hellmuth";
    a <http://xmlns.com/foaf/0.1/Agent> .
  
  <mailto:r.o.david@geo.uio.no> <http://schema.org/affiliation> "University of Oslo, Institute of Geosciences, Department of Meteorology and Oceanography";
    <http://schema.org/email> "r.o.david@geo.uio.no";
    <http://schema.org/name> "Robert Oscar David";
    a <http://xmlns.com/foaf/0.1/Agent> .
}

sub:provenance {
  sub:assertion prov:wasDerivedFrom <https://api.rohub.org/api/ros/5c135a7b-70bf-45f3-9895-3103e0e29c11/crate/download/ro-crate-metadata.json> .
}

sub:pubinfo {
  this: dct:created "2026-03-03T16:29:35.530+01:00"^^xsd:dateTime;
    dct:creator <https://w3id.org/kpxl/gen/terms/RoCrateBot>;
    npx:introduces <https://w3id.org/ro-id/5c135a7b-70bf-45f3-9895-3103e0e29c11/>;
    a npx:RoCrateNanopub;
    rdfs:label "Connection of Surface Snowfall Bias to Cloud Phase Bias - Satellite Observations, ERA5, and CMIP6" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB";
    npx:hasSignature "PglOHoTXUA8YDxyZViYH5uEBNdp++zbJjdojF7WF5hZ5VTl7K0yG2eknj4xGdCLNhF+eSjiCDcuL1CVqj2Z6kedo1FXZeZOMpi9tWudj3r+OOVLgOzGowhHGAnzbL8BvWVtuwkwLo5m8yKcKSDd6iFxzCEikmL/C1ECo9Z1CJRlH40PX9JSnF3xRKBNXF+dgepwQjuzFfZbLTHouvU8G7076M0NRZR1+HRYkOxCQq9CVN1FD/lkoqLb+WB2YtkEbwpEBfMvapZtEz9pqSziFwiiEWAU9XRl6P4UGy4CI7Id6afa5PY6HAbr5kUnf2HdfS8SgsNjo/1Ti2PcJSFlmJw==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://w3id.org/kpxl/gen/terms/RoCrateBot> .
}