cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18627316
title: Dataset and code for "Increasing population and cropland exposure to human-induced Sequential Heatwave-Downpour Events"

description: Dataset and code for “Increasing population and cropland exposure to human-induced Sequential Heatwave–Downpour Events”

OverviewThis dataset contains all scripts and data files used in the study “Increasing population and cropland exposure to human-induced Sequential Heatwave–Downpour Events.”It includes Python and R scripts for event identification, statistical analysis, and figure generation, as well as supporting data for CMIP6 experiments, reanalysis datasets, and exposure calculations for population and cropland.

File descriptions

calc_compound_event_occurrence_on_grid_points.py: Calculates the frequency of Sequential Heatwave–Downpour (SHD) events at each grid point for each summer.calc_events_random_ECA.py: Tests whether SHD events occur randomly using the Event Coincidence Analysis (ECA) method.calc_index.py: Identifies whether each grid cell and day meets heatwave or heavy-precipitation criteria.cropland_breakdown.ipynb: Decomposes cropland SHD exposure changes into contributing factors.cropland_exposure.ipynb: Calculates cropland exposure to SHD events.cropland_resample.ipynb: Resamples cropland datasets to a consistent spatial resolution.future_population_exposure.ipynb: Calculates population exposure to SHD events under future scenarios.index_for_CMIP_1961_2020.py: Identifies heatwave/precipitation days for CMIP6 simulations (1961–2020).index_for_piControl.py: Identifies heatwave/precipitation days for CMIP6 piControl experiments.index_for_ssp.py: Identifies heatwave/precipitation days for CMIP6 SSP experiments.mask_continents_calc_area.ipynb: Divides data into three continental regions and calculates exposure area.population_breakdown.ipynb: Decomposes changes in population SHD exposure.population_resample.ipynb: Resamples population data to consistent grids.reanalysis_concat.py: Concatenates and interpolates reanalysis datasets.reanalysis_land_sea_mask.py: Applies land–sea mask to reanalysis data.optimal_fingerprinting_method.R: Performs optimal fingerprinting analysis on the increasing area of SHD events.

Data Zips

more_experiments: Results of sensitivity experiments with modified SHD detection thresholds.CMIP6-output-7-new-30-year-for-ssp-3day: Analysis outputs for CMIP6-SSP experiments.CMIP6-output-7-new-30year-for-picontrol-3day: Analysis outputs for CMIP6-piControl experiments.CMIP6-output-7-new-30year-3day: Analysis outputs for CMIP6 historical experiments.obs: Analysis results based on reanalysis datasets.more_obs_1985-2014_event_count-3day: Consistency check results of SHD event detection among multiple reanalysis datasets during 1985–2014.output0609.txt: Results of the optimal fingerprinting analysis
DOI: 10.15468/dl.hzwgsv
title: Occurrence Download

description: A dataset containing 1345261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyprinodon nevadensis amargosae, Cyprinodon radiosus, Cyprinodon rubrofluviatilis, Cyprinodon salinus, Cyprinus carpio, Cyprinus carpio carpio, Cyprinus carpio nudus, Cyprinus rubrofuscus, Cypris subglobosa, Cyrtocara moorii, Cyrtosperma merkusii, Dacelo novaeguineae, Dactylogyrus achmerowi, Dactylogyrus amphibothrium, Dactylogyrus anchoratus, Dactylogyrus aristichthys, Dactylogyrus dulkeiti, Dactylogyrus extensus, Dactylogyrus hemiamphibothrium, Dactylogyrus hypophthalmichthys, Dactylogyrus inexpectatus, Dactylogyrus intermedius, Dactylogyrus lamellatus, Dactylogyrus nobilis, Dactylogyrus squameus, Dactylogyrus suchengtaii, Dactylogyrus vastator, Dactylogyrus yinwenyingae, Dactylosternum abdominale, Dactylosternum marginale, Dallia pectoralis, Damasonium alisma, Danio albolineatus, Danio kerri, Danio rerio, Daphnia ambigua, Daphnia atkinsoni, Daphnia cristata, Daphnia cucullata, Daphnia curvirostris, Daphnia galeata, Daphnia galeata galeata, Daphnia longiremis, Daphnia lumholtzi, Daphnia parvula, Dasyhormus lithophorus, Dasyrhicnoessa clandestina, Dasyrhicnoessa insularis, Datnioides microlepis, Dawkinsia filamentosa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 },
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1345261 records from 913 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014698-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc4tbqz
title: CCDC 143521: Experimental Crystal Structure Determination

description: Related Article: D.R.Spring, S.Krishnan, H.E.Blackwell, S.L.Schreiber|2002|J.Am.Chem.Soc.|124|1354|doi:10.1021/ja017248o
description: Related Article: D.R.Spring, S.Krishnan, S.L.Schreiber|2000|J.Am.Chem.Soc.|122|5656|doi:10.1021/ja0010507
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4tbr0
title: CCDC 143522: Experimental Crystal Structure Determination

description: Related Article: D.R.Spring, S.Krishnan, H.E.Blackwell, S.L.Schreiber|2002|J.Am.Chem.Soc.|124|1354|doi:10.1021/ja017248o
description: Related Article: D.R.Spring, S.Krishnan, S.L.Schreiber|2000|J.Am.Chem.Soc.|122|5656|doi:10.1021/ja0010507
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4tbt2
title: CCDC 143524: Experimental Crystal Structure Determination

description: Related Article: D.R.Spring, S.Krishnan, H.E.Blackwell, S.L.Schreiber|2002|J.Am.Chem.Soc.|124|1354|doi:10.1021/ja017248o
description: Related Article: D.R.Spring, S.Krishnan, S.L.Schreiber|2000|J.Am.Chem.Soc.|122|5656|doi:10.1021/ja0010507
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4tbv3
title: CCDC 143525: Experimental Crystal Structure Determination

description: Related Article: D.R.Spring, S.Krishnan, H.E.Blackwell, S.L.Schreiber|2002|J.Am.Chem.Soc.|124|1354|doi:10.1021/ja017248o
description: Related Article: D.R.Spring, S.Krishnan, S.L.Schreiber|2000|J.Am.Chem.Soc.|122|5656|doi:10.1021/ja0010507
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4tbw4
title: CCDC 143526: Experimental Crystal Structure Determination

description: Related Article: D.R.Spring, S.Krishnan, H.E.Blackwell, S.L.Schreiber|2002|J.Am.Chem.Soc.|124|1354|doi:10.1021/ja017248o
description: Related Article: D.R.Spring, S.Krishnan, S.L.Schreiber|2000|J.Am.Chem.Soc.|122|5656|doi:10.1021/ja0010507
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.5gvpw2
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 {
 "or" : [
 "Preparations ~*tissue*",
 "Preparations ~*Tissue*",
 "Preparations ~*muscle*",
 "Preparations ~*blood*",
 "Preparations ~*gDNA*",
 "Preparations ~*liver*",
 "Preparations ~*heart*"
 ]
 },
 "TaxonKey is one of (Rhipidura leucophrys [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 346 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008884-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id343852.1
title: StrainInfo SI-ID 343852.1

description: StrainInfo dataset 343852 about a strain of Thermoproteus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343853.1
title: StrainInfo SI-ID 343853.1

description: StrainInfo dataset 343853 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343632.1
title: StrainInfo SI-ID 343632.1

description: StrainInfo dataset 343632 about a strain of Phycomyces blakesleeanus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343633.1
title: StrainInfo SI-ID 343633.1

description: StrainInfo dataset 343633 about a strain of Trichoderma inhamatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.rcpcwo
title: Occurrence Download

description: A dataset containing 12786 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloscopus trochiloides (Sundevall, 1837)"
 ]
}

 The dataset includes 12786 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024283-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id343634.1
title: StrainInfo SI-ID 343634.1

description: StrainInfo dataset 343634 about a strain of Trichoderma harzianum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343635.1
title: StrainInfo SI-ID 343635.1

description: StrainInfo dataset 343635 about a strain of Aspergillus tubingensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343714.1
title: StrainInfo SI-ID 343714.1

description: StrainInfo dataset 343714 about a strain of Penicillium roqueforti. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.y7zha8
title: Occurrence Download

description: A dataset containing 842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stokesia laevis (Hill) Greene)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 842 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085877-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id343715.1
title: StrainInfo SI-ID 343715.1

description: StrainInfo dataset 343715 about a strain of Penicillium glabrum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343716.1
title: StrainInfo SI-ID 343716.1

description: StrainInfo dataset 343716 about a strain of Alternaria alternata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343717.1
title: StrainInfo SI-ID 343717.1

description: StrainInfo dataset 343717 about a strain of Mucor mucedo. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343854.1
title: StrainInfo SI-ID 343854.1

description: StrainInfo dataset 343854 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.6t4m8e
title: Occurrence Download

description: A dataset containing 2138 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vachellia farnesiana (L.) Wight & Arn."
 ]
}

 The dataset includes 2138 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010091-141123120432318/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/lpj6sr
title: Spiders of Ireland

description: A compilation of data from spider surveys undertaken by Myles Nolan
DOI: 10.60712/si-id343855.1
title: StrainInfo SI-ID 343855.1

description: StrainInfo dataset 343855 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343856.1
title: StrainInfo SI-ID 343856.1

description: StrainInfo dataset 343856 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343857.1
title: StrainInfo SI-ID 343857.1

description: StrainInfo dataset 343857 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343636.1
title: StrainInfo SI-ID 343636.1

description: StrainInfo dataset 343636 about a strain of Trichoderma longibrachiatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343637.1
title: StrainInfo SI-ID 343637.1

description: StrainInfo dataset 343637 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343638.1
title: StrainInfo SI-ID 343638.1

description: StrainInfo dataset 343638 about a strain of Myroides ceti. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343718.1
title: StrainInfo SI-ID 343718.1

description: StrainInfo dataset 343718 about a strain of Trichoderma longibrachiatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343719.1
title: StrainInfo SI-ID 343719.1

description: StrainInfo dataset 343719 about a strain of Alternaria botrytis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343720.1
title: StrainInfo SI-ID 343720.1

description: StrainInfo dataset 343720 about a strain of Penicillium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343858.1
title: StrainInfo SI-ID 343858.1

description: StrainInfo dataset 343858 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343859.1
title: StrainInfo SI-ID 343859.1

description: StrainInfo dataset 343859 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/xervrr
title: CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de BAK ARNAUD

description: Les données issues de l'outil de gestion CardObs et de son application mobile Carnat (hors programme relavant d'un cadre d'acquisition spécifique) regroupent les observations de naturalistes expérimentés. Ces observations concernent la faune, la flore et la fonge tant continentales que marines. L’emprise géographique des saisies couvre la France métropolitaine et l’Outre-mer. Les données peuvent être opportunistes aussi bien que protocolées en fonction des utilisateurs, et peuvent disposer de champs complémentaires propres à chaque jeu de données. L'outil CardObs a été mis en place en 2007 par le Service du Patrimoine Naturel du MNHN. Il est actuellement géré par PatriNat (OFB, MNHN, CNRS, IRD).
DOI: 10.60712/si-id343860.1
title: StrainInfo SI-ID 343860.1

description: StrainInfo dataset 343860 about a strain of Vulcanisaeta distributa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343640.1
title: StrainInfo SI-ID 343640.1

description: StrainInfo dataset 343640 about a strain of Penicillium chrysogenum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343641.1
title: StrainInfo SI-ID 343641.1

description: StrainInfo dataset 343641 about a strain of Trichoderma harzianum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343643.1
title: StrainInfo SI-ID 343643.1

description: StrainInfo dataset 343643 about a strain of Streptomyces lavendulae subsp. lavendulae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343644.1
title: StrainInfo SI-ID 343644.1

description: StrainInfo dataset 343644 about a strain of Streptomyces scabiei. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343721.1
title: StrainInfo SI-ID 343721.1

description: StrainInfo dataset 343721 about a strain of Phytophthora citricola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343722.1
title: StrainInfo SI-ID 343722.1

description: StrainInfo dataset 343722 about a strain of Phycomyces blakesleeanus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343723.1
title: StrainInfo SI-ID 343723.1

description: StrainInfo dataset 343723 about a strain of Phycomyces blakesleeanus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343724.1
title: StrainInfo SI-ID 343724.1

description: StrainInfo dataset 343724 about a strain of Phycomyces blakesleeanus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343861.1
title: StrainInfo SI-ID 343861.1

description: StrainInfo dataset 343861 about a strain of Vulcanisaeta souniana. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343862.1
title: StrainInfo SI-ID 343862.1

description: StrainInfo dataset 343862 about a strain of Ophiostoma. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343863.1
title: StrainInfo SI-ID 343863.1

description: StrainInfo dataset 343863 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id343645.1
title: StrainInfo SI-ID 343645.1

description: StrainInfo dataset 343645 about a strain of Streptomyces. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.