cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22033/esgf/cmip6.3996
title: CNRM-CERFACS CNRM-CM6-1 model output prepared for CMIP6 DCPP dcppC-pac-control

description: Coupled Model Intercomparison Project Phase 6 (CMIP6) datasets: These data include all datasets published for 'CMIP6.DCPP.CNRM-CERFACS.CNRM-CM6-1.dcppC-pac-control' with the full Data Reference Syntax following the template 'mip_era.activity_id.institution_id.source_id.experiment_id.member_id.table_id.variable_id.grid_label.version'.
 
 The CNRM-CM6-1 climate model, released in 2017, includes the following components:
 aerosol: prescribed monthly fields computed by TACTIC_v2 scheme, atmos: Arpege 6.3 (T127; Gaussian Reduced with 24572 grid points in total distributed over 128 latitude circles (with 256 grid points per latitude circle between 30degN and 30degS reducing to 20 grid points per latitude circle at 88.9degN and 88.9degS); 91 levels; top level 78.4 km), atmosChem: OZL_v2, land: Surfex 8.0c, ocean: Nemo 3.6 (eORCA1, tripolar primarily 1deg; 362 x 294 longitude/latitude; 75 levels; top grid cell 0-1 m), seaIce: Gelato 6.1. 
The model was run by the CNRM (Centre National de Recherches Meteorologiques, Toulouse 31057, France), CERFACS (Centre Europeen de Recherche et de Formation Avancee en Calcul Scientifique, Toulouse 31057, France) (CNRM-CERFACS) in native nominal resolutions: aerosol: 250 km, atmos: 250 km, atmosChem: 250 km, land: 250 km, ocean: 100 km, seaIce: 100 km. 

Project: These data have been generated as part of the internationally-coordinated Coupled Model Intercomparison Project Phase 6 (CMIP6; see also GMD Special Issue: http://www.geosci-model-dev.net/special_issue590.html). The simulation data provides a basis for climate research designed to answer fundamental science questions and serves as resource for authors of the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC-AR6).

CMIP6 is a project coordinated by the Working Group on Coupled Modelling (WGCM) as part of the World Climate Research Programme (WCRP). Phase 6 builds on previous phases executed under the leadership of the Program for Climate Model Diagnosis and Intercomparison (PCMDI) and relies on the Earth System Grid Federation (ESGF) and the Centre for Environmental Data Analysis (CEDA) along with numerous related activities for implementation. The original data is hosted and partially replicated on a federated collection of data nodes, and most of the data relied on by the IPCC is being archived for long-term preservation at the IPCC Data Distribution Centre (IPCC DDC) hosted by the German Climate Computing Center (DKRZ).

The project includes simulations from about 120 global climate models and around 45 institutions and organizations worldwide. - Project website: https://pcmdi.llnl.gov/CMIP6.
DOI: 10.14466/cefasdatahub.171
title: Species distribution model agreement data for 19 vulnerable marine species under future climate change scenarios in northwest Europe from 2020 to 2100

description: Model agreement data for Environmental Niche Model (ENM) outputs for 19 vulnerable species under climate change until end of century around northwestern Europe. A model ensemble of 5 ENMs was used (MaxEnt, Generalised Linear Models, Support Vector Machine, Random Forest and Bayesian Additive Regression Trees), and projections were made under two different emission scenarios: RCP4.5 and RCP 8.5. The data shows model agreement (normalised to 1) for presence/absence decadal projections from 2020 to 2100. Only ENMs with an Area Under the Curve (AUC) score of at least 0.7 were considered. The data is based on the output of an ensemble of 5 Environmental Niche Modeling techniques: Maximum Entropy (MaxEnt), Generalised Linear Model (GLM), Support Vector Machine (SVM), Random Forest and Bayesian Additive Regression Trees (BART). Each model was trained to capture the environmental requirements of individual species, using the 10 year-average in the period 2005-2014 of the environmental variables: near-bed and sea surface temperature, near-bed and sea surface salinity, and their differences, sea surface chlorophyll concentrations, water depth and substrate properties.

Once the models were trained, they were used to study future habitat suitability for the 19 vulnerable marine species selected for this piece of work, in 10-year averages to the end of century. To produce maps of the suitable habitat, the model projections were converted to binary presence/absence data using the thresholds that optimized the True Skill Statistics (TSS) of each model. The data shows the model agreement, normalised to 1 ("1" denotes all ENMs agree an area is suitable, "0" denotes all ENMs agree an area is not suitable). The number of ENMs considered for each combination of species and emission scenario depends on model performance. A ENM model was considered if its Area Under the Curve (AUC) score of the Receiver Operator Characteristic (ROC) curve was at least 0.7. Model performance is listed in the file "Model performance.csv".

Model input data: Climate change projection data from Plymouth Marine Laboratory (PML) (as referenced in Marine Biology paper). Species presence records from online databases (Ocean Biodiversity Information System (OBIS), Global Biodiversity Information System (GBIF) (references provided in associated Marine Biology paper and modelinputdatareadme), and from additional data sources as described in the Marine Biology paper and modelinputdatareadme. Models were trained using the R software.

Study region: northeast Atlantic shelf. Latitudes between -17° and 9.25°; longitudes between 44° and 65°.

These datasets were produced for the study in the article "Climate change resilience of vulnerable marine species in northwest Europe" in Marine Biology.
DOI: 10.15468/dl.t94czm
title: Occurrence Download

description: A dataset containing 1288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Roystonea regia (Kunth) O.F.Cook)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1288 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009242-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hsbqf
title: Occurrence Download

description: A dataset containing 763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Bidens pilosa L.",
 "Year 1940-1970"
 ]
}

 The dataset includes 763 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009243-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/nhftfs
title: Livingstone Point (West) Ontario. 1:50,000. Map Sheet 052H16, ed. 1, 1966

description: This is a georeferenced raster image of a printed paper map of the Livingstone Point, Ontario region (Sheet No. 052H16), published in 1966. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1966 and the information on the map is current as of 1959. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/9f6j3s
title: Livingstone Point Ontario. 1:50,000. Map Sheet 052H16, ed. 2, 1979

description: This is a georeferenced raster image of a printed paper map of the Livingstone Point, Ontario region (Sheet No. 052H16), published in 1979. It is the second edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1979. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
DOI: 10.5683/sp3/nvwr2c
title: Ombabika Bay Ontario. 1:50,000. Map Sheet 052I01, ed. 1, 1969

description: This is a georeferenced raster image of a printed paper map of the Ombabika Bay, Ontario region (Sheet No. 052I01), published in 1969. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1969 and the information on the map is current as of 1964. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/hwsa7c
title: Ombabika Bay Ontario. 1:50,000. Map Sheet 052I01, ed. 2, 1980

description: This is a georeferenced raster image of a printed paper map of the Ombabika Bay, Ontario region (Sheet No. 052I01), published in 1980. It is the second edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1980. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/jmfllj
title: Castle Lake (East) Ontario. 1:50,000. Map Sheet 052I02, ed. 1, 1959

description: This is a georeferenced raster image of a printed paper map of the Castle Lake, Ontario region (Sheet No. 052I02), published in 1959. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1959. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/qdboh0
title: Castle Lake (West) Ontario. 1:50,000. Map Sheet 052I02, ed. 1, 1959

description: This is a georeferenced raster image of a printed paper map of the Castle Lake, Ontario region (Sheet No. 052I02), published in 1959. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1959. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/l4roiz
title: Castle Lake Ontario. 1:50,000. Map Sheet 052I02, ed. 2, 1981

description: This is a georeferenced raster image of a printed paper map of the Castle Lake, Ontario region (Sheet No. 052I02), published in 1981. It is the second edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1981 and the information on the map is current as of 1979. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/c21sui
title: Wigwasan Lake (East) Ontario. 1:50,000. Map Sheet 052I03, ed. 1, 1959

description: This is a georeferenced raster image of a printed paper map of the Wigwasan Lake, Ontario region (Sheet No. 052I03), published in 1959. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1959. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
DOI: 10.5683/sp3/egcmfx
title: Wigwasan Lake (West) Ontario. 1:50,000. Map Sheet 052I03, ed. 1, 1959

description: This is a georeferenced raster image of a printed paper map of the Wigwasan Lake, Ontario region (Sheet No. 052I03), published in 1959. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1959. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.