cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10079020
title: NGFS Climate Scenarios Data Set

description: Download information

Please do not request a data download here.

Rather, the data is available for download at the NGFS Scenario Explorer under this download link: https://data.ece.iiasa.ac.at/ngfs-phase-4/#/downloads. In order to download click on Guest login. You will be forwarded to the downloads page where you find the data.

The license permits use of the scenario ensemble for scientific research and commercial use, but restricts redistribution of substantial parts of the data. Please refer to the FAQ and legal code for more information.

Release notes V4.1



The processing error for NiGEM has been fixed. The missing scenarios for NiGEM[MESSAGE] have been added, namely:



Net Zero 2050

Below 2C

Fragmented World



Removed some erroneously added additional MAGICC climate output variables from the MESSAGE scenarios Nationally Determined Contributions (NDCs) and Current Policies. Now all scenarios only contain the AR6 temperature percentiles.

The variables removed are:



AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|17.0th Percentile

AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|25.0th Percentile

AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|66.0th Percentile

AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|75.0th Percentile

AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|83.0th Percentile




About NGFS

The Network for Greening the Financial System (NGFS) is a group of 127 central banks and supervisors and 20 observers committed to sharing best practices, contributing to the development of climate– and environment–related risk management in the financial sector and mobilising mainstream finance to support the transition toward a sustainable economy.

This Scenario Explorer is a web-based user interface for NGFS Scenarios. This provides intuitive visualizations & display of time series data and download of the data in multiple formats.

NGFS scenarios were produced by NGFS Workstream on Scenarios Design and Analysis in partnership with an academic consortium from the Potsdam Institute for Climate Impact Research (PIK), International Institute for Applied Systems Analysis (IIASA), University of Maryland (UMD), Climate Analytics (CA), and the National Institute of Economic and Social Research (NIESR). This work was made possible by grants from Bloomberg Philanthropies and ClimateWorks Foundation.

The bespoke scenarios developed in Phase 4 of this project are generated by state-of-the-art well-established integrated assessment models (IAMs), namely GCAM, MESSAGE-GLOBIOM and REMIND-MAgPIE, as well as the NiGEM macroeconomic model.
description: This work was made possible by grants from Bloomberg Philanthropies and ClimateWorks Foundation.
DOI: 10.5281/zenodo.5793150
title: NGFS Climate Scenarios Data Set

description: <strong>Download information</strong> The data is available for download at the NGFS Scenario Explorer. The license permits use of the scenario ensemble for scientific research and commercial use, but restricts redistribution of substantial parts of the data. Please refer to the FAQ and legal code for more information. <strong>Version 1.1 (13 July 2020)</strong> Added the missing MAGICC Climate Variables for two REMIND-MAgPIE scenarios <strong>About the data set</strong> This dataset contains a set of climate scenario that have been developed for the Network for Greening the Financial System (NGFS). The NGFS is a group of 83 central banks and supervisors and 12 observers committed to sharing best practices, contributing to the development of climate– and environment–related risk management in the financial sector and mobilising mainstream finance to support the transition toward a sustainable economy. The scenarios in this dataset were produced by NGFS Workstream 2 in partnership with an academic consortium from the Potsdam Institute for Climate Impact Research (PIK), International Institute for Applied Systems Analysis (IIASA), University of Maryland (UMD), Climate Analytics (CA), the Eidgenössische Technische Hochschule Zürich (ETH) and the National Institute of Economic and Social Research (NIESR). The Phase 2 bespoke scenarios are generated by state-of-the-art well-established integrated assessment models (IAMs), namely GCAM, MESSAGEix-GLOBIOM and REMIND-MAgPIE. These models allow the estimation of global and regional mitigation costs, the analysis of energy system transition characteristics, the quantification of investments required to transform the energy system, and the identification of synergies and trade-off of sustainable development pathways. Technical documentation is available to help users access the datasets. The documentation describes the models and variables, as well as provides detailed guidance for database users. Scenario presentation materials and the user guide are also available at the NGFS portal.
description: This work was made possible by grants from Bloomberg Philanthropies and ClimateWorks Foundation.
DOI: 10.5281/zenodo.7085776
title: NGFS Climate Scenarios Data Set

description: Download information
Please do not request a data download here.
Rather, the data is available for download at the NGFS Scenario Explorer under this download link: https://data.ece.iiasa.ac.at/ngfs-phase-3/#/downloads.
The license permits use of the scenario ensemble for scientific research and commercial use, but restricts redistribution of substantial parts of the data. Please refer to the FAQ and legal code for more information.
3.2 (9 September 2022)

Added "Baseline" scenario for NiGEM
Moved MESSAGEix-GLOBIOM 1.1-M-R12 variables that were wrongly filed under "Downscaling [MESSAGEix-GLOBIOM 1.1-M-R12]" back to model native.
About the data set
This dataset contains a set of climate scenario that have been developed for the Network for Greening the Financial System (NGFS). The NGFS is a group of 83 central banks and supervisors and 12 observers committed to sharing best practices, contributing to the development of climate– and environment–related risk management in the financial sector and mobilising mainstream finance to support the transition toward a sustainable economy.
The scenarios in this dataset were produced by NGFS Workstream 3 in partnership with an academic consortium from the Potsdam Institute for Climate Impact Research (PIK), International Institute for Applied Systems Analysis (IIASA), University of Maryland (UMD), Climate Analytics (CA), the Eidgenössische Technische Hochschule Zürich (ETH) and the National Institute of Economic and Social Research (NIESR).
The Phase 3 bespoke scenarios are generated by state-of-the-art well-established integrated assessment models (IAMs), namely GCAM, MESSAGEix-GLOBIOM and REMIND-MAgPIE. These models allow the estimation of global and regional mitigation costs, the analysis of energy system transition characteristics, the quantification of investments required to transform the energy system, and the identification of synergies and trade-off of sustainable development pathways.
Technical documentation is available to help users access the datasets. The documentation describes the models and variables, as well as provides detailed guidance for database users. Scenario presentation materials and the user guide are also available at the NGFS portal.
description: This work was made possible by grants from Bloomberg Philanthropies and ClimateWorks Foundation.
DOI: 10.15468/dl.dhcn2p
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dryomys nitedula (Pallas, 1778)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 74 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063925-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52st8m
title: Occurrence Download

description: A dataset containing 21831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Aedes infirmatus Dyar & Knab, 1906"
 ]
}

 The dataset includes 21831 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063924-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s62ztb
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionKey is 773a0d99-3ea8-4a8b-9191-accbdb47b4d3",
 "TaxonKey is one of (Raja herwigi Krefft, 1965)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063927-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f582r7
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hystrix cristata Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 157 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063928-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7r5ju
title: Occurrence Download

description: A dataset containing 46729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.9125 37.29654,-7.5326 37.29654,-7.5326 37.4608,-7.9125 37.4608,-7.9125 37.29654))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (DD, NE, LC)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 46729 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063926-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcsj8n
title: Occurrence Download

description: A dataset containing 2420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is SAU.11.8_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2025"
 ]
}

 The dataset includes 2420 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063929-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kyy5p
title: Occurrence Download

description: A dataset containing 7298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 7298 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063930-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvj9pb
title: Occurrence Download

description: A dataset containing 863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus arctos Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 863 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063931-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xt7e9y
title: Occurrence Download

description: A dataset listing the 15 species recorded in GBIF matching the query:
{
 "and" : [
 "InstitutionKey is 773a0d99-3ea8-4a8b-9191-accbdb47b4d3",
 "TaxonKey is one of (Raja Linnaeus, 1758)"
 ]
}

 The dataset's 15 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063919-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ht3ww
title: Occurrence Download

description: A dataset containing 16519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Aedes japonicus (Theobald, 1901)"
 ]
}

 The dataset includes 16519 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063932-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdbcad
title: Occurrence Download

description: A dataset listing the 15 species recorded in GBIF matching the query:
{
 "and" : [
 "InstitutionKey is 773a0d99-3ea8-4a8b-9191-accbdb47b4d3",
 "TaxonKey is one of (Raja Linnaeus, 1758)"
 ]
}

 The dataset's 15 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063921-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4ep5g
title: Occurrence Download

description: A dataset containing 33565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lutra lutra (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 33565 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063933-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5s4y3
title: Occurrence Download

description: A dataset containing 3704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustela putorius Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 3704 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063935-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snt3ma
title: Occurrence Download

description: A dataset containing 1067 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is CHN.25.8_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2025"
 ]
}

 The dataset includes 1067 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063937-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtswct
title: Occurrence Download

description: A dataset containing 16155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rupicapra rupicapra (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 16155 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063936-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjdve6
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Aedes lineatopennis (Ludlow, 1905)"
 ]
}

 The dataset includes 225 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063938-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3ugy3
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rupicapra pyrenaica ornata Neumann, 1899",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063939-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14628689
title: Detection-Coffee-leaf-Disease-Original_DataSet
DOI: 10.5281/zenodo.14628690
title: Detection-Coffee-leaf-Disease-Original_DataSet
DOI: 10.25822/h5m3-5806
title: Intern Sleep and Patient Safety Study
DOI: 10.15468/dl.ez9fpz
title: Occurrence Download

description: A dataset containing 4782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pipistrellus kuhlii (Kuhl, 1817)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 4782 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063940-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14609844
title: Supplementary Data to: "20,000 days in the life of a giant clam reveal late Miocene tropical climate variability"

description: The following tables (Tab. S1-S7) present the detailed data and analytical results from Arndt et al. (2025), including isotopic measurements, elemental ratios, standard reference material accuracies and external precisions, and variable settings applied during data processing.

Table S1 (all tabs): Final SIS Sr isotopic data corrected for baselines, interferences, and mass bias.

Table S2 (all tabs): Final seasonally resolved Sr isotopic data corrected for baselines, interferences, and mass bias.

Table S3: Results of the measured standard reference materials compared to the known reference values, with accuracy and external precision for each element. MACS-3 B reference values are taken from LA-ICPMS data with medium mass resolution and a 193 nm wavelength (Jochum et al., 2012), while the Na, Mg, Sr, and Ba reference values are solution-based USGS data from Stephen Wilson (pers. comm., 2010). For KL2-G, we referred to values from the GeoReM database 658 (Jochum et al., 2006).

Table S4: Variable settings applied in the Python script Daydacna (Arndt et al., 2023). Daydacna is available at https://doi.org/10.5281/zenodo.8334594.

Table S5: LA-ICPMS elemental ratio data against distance [µm] and calculated time [days].

Table S6: Dual clumped isotopic data and corresponding temperatures after Fiebig et al. (2021).

Table S7: Final C and O isotopic data; δ¹³C and δ¹⁸O relative to VPDB.
DOI: 10.5281/zenodo.14609845
title: Supplementary Data to: "20,000 days in the life of a giant clam reveal late Miocene tropical climate variability"

description: The following tables (Tab. S1-S7) present the detailed data and analytical results from Arndt et al. (2025), including isotopic measurements, elemental ratios, standard reference material accuracies and external precisions, and variable settings applied during data processing.

Table S1 (all tabs): Final SIS Sr isotopic data corrected for baselines, interferences, and mass bias.

Table S2 (all tabs): Final seasonally resolved Sr isotopic data corrected for baselines, interferences, and mass bias.

Table S3: Results of the measured standard reference materials compared to the known reference values, with accuracy and external precision for each element. MACS-3 B reference values are taken from LA-ICPMS data with medium mass resolution and a 193 nm wavelength (Jochum et al., 2012), while the Na, Mg, Sr, and Ba reference values are solution-based USGS data from Stephen Wilson (pers. comm., 2010). For KL2-G, we referred to values from the GeoReM database 658 (Jochum et al., 2006).

Table S4: Variable settings applied in the Python script Daydacna (Arndt et al., 2023). Daydacna is available at https://doi.org/10.5281/zenodo.8334594.

Table S5: LA-ICPMS elemental ratio data against distance [µm] and calculated time [days].

Table S6: Dual clumped isotopic data and corresponding temperatures after Fiebig et al. (2021).

Table S7: Final C and O isotopic data; δ¹³C and δ¹⁸O relative to VPDB.
DOI: 10.25549/pcra-c14-47921
title: Redemption tidings, vol. 24, nos. 1-26, 2 Jan. - 17 Dec. 1948

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (2-16 Jan., 13 Feb. - 23 Apr., 21 May - 17 Dec. 1948) except vol. 24 nos. 3 & 10. Bound with vol. 25.
DOI: 10.15468/dl.8zffm8
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus buhnensis (G.Braun ex Focke) G.Braun"
 ]
}

 The dataset includes 47 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105713-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mryhm4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Armillaria novae-zelandiae (G.Stev.) Boesew.",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Switzerland",
 "Country is Switzerland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0395789-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-48636
title: Redemption tidings, vol. 27, nos. 1-26, 5 Jan. - 21 Dec. 1951

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes We hold the lines in each issue (5 Jan. - 16 Feb., 16 Mar. - 27 Apr., 8 June, 6 July - 31 Aug., 28 Sept. - 21 Dec. 1956) except vol. 27 nos. 5, 10-11, 13 & 19. Bound with vol. 26.