cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15211947
title: Compound Drought and Heatwave (CDHW) Events – Senegal, 1981-2023

description: Science Case Name 



Multi-Hazards in Senegal.





Dataset Name/Title 



Compound Drought and Heatwave (CDHW) Events – Senegal, 1981-2023





Dataset Description 



The dataset contains gridded data on co-ocurrence of droughts and heatwaves (CDHW) over the whole area of Senegal.





Key Methodologies 



Droughts were defined as events with Z-scores of the 6-month Standardized Precipitation Index (SPI-6) below or equal to -1.  

SPI-6 was computed from Climate Hazards Group InfraRed Precipitation with Station data (CHIRPS) mothly precipitation data.

Heatwaves were defined as at least 3-day-long events on which daily maximum air temperature exceeded the above the 90$^{th}$ percentile of the 31-day moving average daily maximum air temperature. Two heatwave events separated by only one day were merged into a single event. Daily maximum air temperature at 2 meters was downloaded from ERA5-Land dataset.

CDHW is a spatial and temporal intersection of droughts and heatwaves. The uploaded dataset has values 1 in cell with CDHW and 0 othwerwise.





Temporal Domain 



1981–2023, daily





Spatial Domain 



Senegal, West Africa

Spatial resolution ca 0.1°x0.1° (EPGS:4326)





Key Variables/Indicators 



Spatio-temporal clusters of dry/drought events





Data Format 



netCDF





Source Data 



ERA5-Land and CHIRPS





Accessibility 



Zenodo, https://doi.org/10.5281/zenodo.15211948





Stakeholder Relevance 



Identifying and assessing past compound hot and dry events for multi-hazard events monitoring, prediction and preparedness.





Limitations/Assumptions 



The assumption is that 43 years of data are sufficient for the SPI computation.





Additional Outputs/information



The dataset access is currently restricted due to pending related publication.





Contact Information 



Egor Prikaziuk (UT-ITC, Faculty of Geo-Information Science and Earth Observation, ITC, University of Twente, the Netherlands)
DOI: 10.15468/dl.s2fask
title: Occurrence Download

description: A dataset containing 4161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hoplostethus mediterraneus Cuvier, 1829",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen, Material sample)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 4161 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004433-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2mf8r3
title: CCDC 2425835: Experimental Crystal Structure Determination

description: Related Article: Wenhao Su, Zhouyu Jiang, Arshad Khan, Rabia Usman, Mingliang Wang|2025|Comp.Theo.Chem.|1254|115465|doi:10.1016/j.comptc.2025.115465
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/ccdc.csd.cc2mjnb5
title: CCDC 2429077: Experimental Crystal Structure Determination

description: Related Article: Zhi Yu, Yanzi Jiang, Jundong Wang, Selina X. Yao, Yuguang Sui, Yihan Zhang, Libin Liang, Wenjie Liang, Martin Saunders, Hai Xu|2025|Org.Lett.|27|10287|doi:10.1021/acs.orglett.5c02928
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/ccdc.csd.cc2mn4fw
title: CCDC 2432428: Experimental Crystal Structure Determination

description: Related Article: Magdalena Malik, Tomasz Mazur, Marta Gordel-Wójcik, Anna Świtlicka, Anna Duda-Madej, Alina Bieńko|2026|J.Inorg.Biochem.|274|113047|doi:10.1016/j.jinorgbio.2025.113047
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/ccdc.csd.cc2mn4gx
title: CCDC 2432429: Experimental Crystal Structure Determination

description: Related Article: Magdalena Malik, Tomasz Mazur, Marta Gordel-Wójcik, Anna Świtlicka, Anna Duda-Madej, Alina Bieńko|2026|J.Inorg.Biochem.|274|113047|doi:10.1016/j.jinorgbio.2025.113047
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/ccdc.csd.cc2mn4hy
title: CCDC 2432430: Experimental Crystal Structure Determination

description: Related Article: Magdalena Malik, Tomasz Mazur, Marta Gordel-Wójcik, Anna Świtlicka, Anna Duda-Madej, Alina Bieńko|2026|J.Inorg.Biochem.|274|113047|doi:10.1016/j.jinorgbio.2025.113047
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.v6ncrg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Torenia crustacea",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017062-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2mycfd
title: CCDC 2441294: Experimental Crystal Structure Determination

description: Related Article: Mukaila A. Ibrahim, René T. Boeré, Kathryn E. Preuss|2025|RSC Advances|15|32299|doi:10.1039/d5ra03587b
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/ccdc.csd.cc2mychg
title: CCDC 2441296: Experimental Crystal Structure Determination

description: Related Article: Mukaila A. Ibrahim, René T. Boeré, Kathryn E. Preuss|2025|RSC Advances|15|32299|doi:10.1039/d5ra03587b
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/ccdc.csd.cc2myddd
title: CCDC 2441324: Experimental Crystal Structure Determination

description: Related Article: Zhaokun Zhang, Ruiqing Wang, Zeya Xu, Xintian Zhang, Enbo Liu, Haosheng Liang, Yulei Zhao|2025|Org.Lett.|27|10471|doi:10.1021/acs.orglett.5c03329
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/ccdc.csd.cc2n4m8q
title: CCDC 2447303: Experimental Crystal Structure Determination

description: Related Article: Shengzhong Li, Xiao-Li Zhao, Xueliang Shi, Hai-Bo Yang|2025|J.Am.Chem.Soc.|147|34498|doi:10.1021/jacs.5c08506
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.x2sj92
title: Occurrence Download

description: A dataset containing 783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Schwartzia adamantium"
 ]
}

 The dataset includes 783 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017063-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz9f5p
title: Occurrence Download

description: A dataset containing 6637163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mareca strepera)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 6637163 records from 1343 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016985-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrmkz6
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paraplagusia blochii",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017065-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/d5gv-x582
title: Parkes observations for project P1327 semester 2025APRS_13

description: The radio radiation neutron star includes objects with spin periods ranging from milliseconds to tens of seconds. In the past years, however, the discovery of ultra-long period radio transient sources has posed a new challenge to the classical theoretical framework of the neutron star magnetospheric dipole model. In Parkes' observations, we detected single pulses with similar durations to fast radio bursts (FRBs), notably containing quasi-periodic substructures similar to some FRBs, and similar phenomena may have similar physical mechanisms. By observing its single-pulse structures and polarization profiles, we hope to understand the origin of radio emission from magnetars and establish the potential association between Galactic neutron stars and FRBs. Hence, we strongly request to keep monitoring this source, aiming to detect more signal pulses and interesting multi-structure pulses from PSR J0901-4046 to provide insights into magnetars as possible progenitor origins of FRBs, strengthening the link between magnetars and FRBs.
DOI: 10.15468/dl.947gwm
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllanthus urinaria",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 88 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017069-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8x7z6n
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllanthus urinaria",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017068-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtwdvj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllanthus urinaria",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017067-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zcy38
title: Occurrence Download

description: A dataset containing 8782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrossocheilus paradoxus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8782 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017070-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34847/nkl.5344g484
title: VOC24_0087_02

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.638egwg6
title: VOC24_0086_02

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.670c3u08
title: VOC24_0087_03

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.6f450kv4
title: VOC24_0086_03

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.7b8a6365
title: VOC24_0088_01

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.cabb2pei
title: VOC24_0087_01

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.11e7ndp8
title: VOC24_0091_03

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.17fb18vn
title: VOC24_0090_01

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.1cadc6fo
title: VOC24_0091_01

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.2be5feiu
title: VOC24_0088_02

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.4251ww35
title: VOC24_0088_03

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.74dcl90m
title: VOC24_0091_02

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.8be70340
title: VOC24_0091_04

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.a980tu5t
title: VOC24_0089_02

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.b3d2tht9
title: VOC24_0091_05

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.c0d1z4c8
title: VOC24_0089_01

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.c3802l90
title: VOC24_0090_02

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.34847/nkl.ce61e470
title: VOC24_0088_04

description: Fichier source (TGD).
description: Fichier source (WAV).
description: Fichier dérivé (TEI).
DOI: 10.15468/dl.hvh3v7
title: Occurrence Download

description: A dataset containing 13635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichelostemma capitatum (Benth.) Alph.Wood",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13635 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057529-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euarql
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saurauia laxiflora Soejarto"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006718-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pce2fn
title: Occurrence Download

description: A dataset containing 8427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Museum of Comparative Zoology, Harvard University"
 ]
}

 The dataset includes 8427 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023749-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsdden
title: Occurrence Download

description: A dataset containing 43741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dodonaea viscosa (L.) Jacq.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43741 records from 378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057532-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vn5wzw
title: Occurrence Download

description: A dataset containing 1461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptilinopus rivoli (Prévost, 1843)"
 ]
}

 The dataset includes 1461 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011667-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.so8q6e
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Aralia cachemirica Decne.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006718-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ympa39
title: Occurrence Download

description: A dataset containing 324394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Andrenidae"
 ]
}

 The dataset includes 324394 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079680-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hn3xmz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinguicula gigantea Luhrs"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043923-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbxauu
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Siganus luridus (Rüppell, 1829)"
 ]
}

 The dataset includes 293 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060995-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twszn6
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloinopsis spathulata (Thunb.) L.Bolus"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048134-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2e3ru4
title: Occurrence Download

description: A dataset containing 62883977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-84.19922 -56.75272,-32.51953 -56.94497,-32.51953 15.96133,-85.60547 14.94478,-84.19922 -56.75272))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 62883977 records from 4924 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027383-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14440271
title: Mobile Money Phone Scam Survey Dataset
DOI: 10.15468/dl.bc39vn
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Citharexylum montevidense (Spreng.) Moldenke"
 ]
}

 The dataset includes 188 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248594-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btjuw8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scathophaga mellipes Coquillett, 1898",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202576-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.