cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4xc9ytwkfr.1
title: dual peer effect dataset

description: This replication package contains all the data and code used for research paper "Dual peer effect and cross-stock predictability".
DOI: 10.17632/j4cxyjkrrh
title: RNASEQ of H1703

description: This is a set of transcriptomic data describing the changes in intracellular mRNA levels in human lung squamous cell carcinoma H1703 cells after treatment with the targeted drugs AZD4547 (15 μm), Stattic, (2 μm) and the combination of AZD4547 and Stattic, compared with the control group.
DOI: 10.17632/j4cxyjkrrh.1
title: RNASEQ of H1703

description: This is a set of transcriptomic data describing the changes in intracellular mRNA levels in human lung squamous cell carcinoma H1703 cells after treatment with the targeted drugs AZD4547 (15 μm), Stattic, (2 μm) and the combination of AZD4547 and Stattic, compared with the control group.
DOI: 10.17632/mcfdnjn6my
title: Source data for "A GPC3 antigenic peptide based nanovaccine to potentiate immunotherapy of hepatocellular carcinoma"

description: Source data for all figures (Figs 1–9) presented in this manuscript.
DOI: 10.17632/mcfdnjn6my.1
title: Source data for "A GPC3 antigenic peptide based nanovaccine to potentiate immunotherapy of hepatocellular carcinoma"

description: Source data for all figures (Figs 1–9) presented in this manuscript.
DOI: 10.15468/dl.d53r6d
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adenia cardiophylla",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 30 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011016-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vxyyc
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Curculionichthys luteofrenatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 125 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011018-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/52393j4vp2
title: Phytolith indicators of coastal environmental change: modern calibration and Neolithic shoreline dynamics in eastern China

description: This file includes phytolith data from representative intertidal wetland plant species, topsoil of coastal lowlands, and a sedimentary profile from a Neolithic coastal site in eastern China. It also contains grain size data for selected samples. Furthermore, it provides reconstructed paleo-elevation results based on phytolith-elevation transfer functions.
DOI: 10.17632/52393j4vp2.1
title: Phytolith indicators of coastal environmental change: modern calibration and Neolithic shoreline dynamics in eastern China

description: This file includes phytolith data from representative intertidal wetland plant species, topsoil of coastal lowlands, and a sedimentary profile from a Neolithic coastal site in eastern China. It also contains grain size data for selected samples. Furthermore, it provides reconstructed paleo-elevation results based on phytolith-elevation transfer functions.
DOI: 10.57707/fmi-b2share.jxst3-8h654
title: Merged dataset of ozone profiles in the middle atmosphere (METEOR-O3)

description: A merged dataset of ozone profiles in the middle atmosphere (METEOR-O₃) is  created from data by several limb-viewing satellite instruments: HALOE, GOMOS, MIPAS, ACE-FTS, MLS, and SOFIE. The dataset covers the period from 1991 to 2023 and provides deseasonalized ozone anomalies and monthly zonal mean mixing ratio profiles  in 10° latitude bins between 80°S and 80°N, from approximately 22 km to 100 km. The dataset  has been created in the framework of European Space Agency project METEOR (MEsospheric TEmperature and Ozone climate data Records).  The METEOR-O₃ dataset provides the first global, long-term merged record suitable for detailed studies of mesospheric/lower thermospheric ozone variability and trend evaluation, providing valuable information for model validation and assessments of upper atmospheric changes.
DOI: 10.57707/fmi-b2share.fb09k-twj10
title: Merged dataset of ozone profiles in the middle atmosphere (METEOR-O3)

description: A merged dataset of ozone profiles in the middle atmosphere (METEOR-O₃) is  created from data by several limb-viewing satellite instruments: HALOE, GOMOS, MIPAS, ACE-FTS, MLS, and SOFIE. The dataset covers the period from 1991 to 2023 and provides deseasonalized ozone anomalies and monthly zonal mean mixing ratio profiles  in 10° latitude bins between 80°S and 80°N, from approximately 22 km to 100 km. The dataset  has been created in the framework of European Space Agency project METEOR (MEsospheric TEmperature and Ozone climate data Records).  The METEOR-O₃ dataset provides the first global, long-term merged record suitable for detailed studies of mesospheric/lower thermospheric ozone variability and trend evaluation, providing valuable information for model validation and assessments of upper atmospheric changes.
DOI: 10.17632/xrkrbss5sk
title: Dados de pesquisa sobre a supremacia branca na Pós-graduação em Administração Catarinense

description: Este conjunto de dados consiste em um roteiro de entrevista semiestruturada e uma estrutura de análise dos dados, sobre a supremacia branca na Pós-Graduação em Administração Catarinense.
DOI: 10.17632/xrkrbss5sk.1
title: Dados de pesquisa sobre a supremacia branca na Pós-graduação em Administração Catarinense

description: Este conjunto de dados consiste em um roteiro de entrevista semiestruturada e uma estrutura de análise dos dados, sobre a supremacia branca na Pós-Graduação em Administração Catarinense.
DOI: 10.5281/zenodo.18619324
title: Trimethylantimony Market Forecast to Reach USD 97.6 Million by 2032

description: The global Trimethylantimony market, classified under Materials & Chemicals and the Specialty, Fine & Renewable Chemicals sub-segment, is witnessing significant growth due to its critical role in semiconductor manufacturing, electronic materials, and specialty chemical synthesis. Market Intelo’s latest research indicates that the market was valued at USD 57.8 million in 2023 and is projected to reach USD 97.6 million by 2032, growing at a CAGR of 6.3% during the forecast period. The compound’s unique properties as an organometallic precursor make it indispensable for highperformance electronics and thin-film deposition processes. 

Trimethylantimony (TMSb) is primarily used as a precursor in metal-organic chemical vapor deposition (MOCVD) processes for producing III-V semiconductors, including gallium antimonide (GaSb) and indium antimonide (InSb). Its precise vapor-phase reactivity ensures uniform deposition and high purity in electronic devices. Growing demand for advanced semiconductors, infrared detectors, and high-speed electronics is driving global adoption.
DOI: 10.5281/zenodo.18619325
title: Trimethylantimony Market Forecast to Reach USD 97.6 Million by 2032

description: The global Trimethylantimony market, classified under Materials & Chemicals and the Specialty, Fine & Renewable Chemicals sub-segment, is witnessing significant growth due to its critical role in semiconductor manufacturing, electronic materials, and specialty chemical synthesis. Market Intelo’s latest research indicates that the market was valued at USD 57.8 million in 2023 and is projected to reach USD 97.6 million by 2032, growing at a CAGR of 6.3% during the forecast period. The compound’s unique properties as an organometallic precursor make it indispensable for highperformance electronics and thin-film deposition processes. 

Trimethylantimony (TMSb) is primarily used as a precursor in metal-organic chemical vapor deposition (MOCVD) processes for producing III-V semiconductors, including gallium antimonide (GaSb) and indium antimonide (InSb). Its precise vapor-phase reactivity ensures uniform deposition and high purity in electronic devices. Growing demand for advanced semiconductors, infrared detectors, and high-speed electronics is driving global adoption.
DOI: 10.17632/57wwr8bvcz
title: Australian Coral Bleaching Multifactor Dataset

description: Australian Coral Bleaching Multifactor Dataset is an analysis-ready tabular dataset of 2,985 quality-controlled coral bleaching observations across Australian reef regions and adjacent seas, spanning 1998–2017. Each record represents a unique 0.05° grid cell and survey month, with geolocation (LAT, LON), time (Year, Month), bleaching severity, and a suite of multi-factor environmental predictors assembled for statistical modelling and benchmarking.

Bleaching outcomes

Bleaching observations and severity information in this release were sourced from the updated global mass coral bleaching database (Version 2.0) compiled by Virgen-Urcelay & Donner (2023, v2). The original event-level records were subset to the Australian region and then harmonized to the analysis format used here (unique 0.05° grid cell × survey month). Bleaching is provided as an ordinal severity class (Seve2, 0–3) together with a continuous proxy (Seve) mapped to (0,1) for downstream statistical modelling.

Thermal-stress and climate variables

Using the NOAA Coral Reef Watch (CRW) 5-km CoralTemp v3.1 SST product, we derived multiple thermal-exposure metrics aligned to each survey record, including Degree Heating Weeks (DHW), maximum HotSpot (maxhs), Heating Increase Rate (HIR; daily rate of increase in DHW during the exposure window), and sea-surface temperature anomaly metrics (SSTA, SSTA_SD, SSTA_freq, SSTA_freq_SD).
Large-scale climate variability is represented by the Oceanic Niño Index (ONI), computed by NOAA CPC from ERSSTv5 as the 3-month running mean SST anomaly in the Niño-3.4 region (5°N–5°S, 170°–120°W).

Optical environment

To characterize underwater light regime and water clarity, the dataset includes monthly Level-3 MODIS OceanColor composites: photosynthetically available radiation (PAR) and the diffuse attenuation coefficient at 490 nm (Kd₄₉₀). 

Cyclone exposure

Cyclone exposure indicators (cyclone, cyclone_100, cyclone_200) were derived from the Australian Bureau of Meteorology (BoM) best-track database using distance and time windows around each survey record. Following Lugo-Fernández and Gravois (2010), a 200 km radius was used to indicate cyclone impact.

Bathymetry and proximity metrics

Depth was taken from event records where available; missing values were supplemented using AusBathyTopo (Geoscience Australia, 2017).
Distance to land (DIST_L) was derived from the NASA OBPG Distance to the Nearest Coastline global grid (based on GMT intermediate coastline) and resampled to 0.05°.
Given evidence that mangrove-associated environments can mitigate bleaching, distance to mangroves (DIST_M) was computed as distance to the nearest polygon from Global Mangrove Watch v3 (Bunting et al., 2022). 

Regional context

Regional labels are provided via ECOREGION codes and the original site/region field (Site). Near-surface wind is included as an additional environmental covariate.
DOI: 10.17632/57wwr8bvcz.1
title: Australian Coral Bleaching Multifactor Dataset

description: Australian Coral Bleaching Multifactor Dataset is an analysis-ready tabular dataset of 2,985 quality-controlled coral bleaching observations across Australian reef regions and adjacent seas, spanning 1998–2017. Each record represents a unique 0.05° grid cell and survey month, with geolocation (LAT, LON), time (Year, Month), bleaching severity, and a suite of multi-factor environmental predictors assembled for statistical modelling and benchmarking.

Bleaching outcomes

Bleaching observations and severity information in this release were sourced from the updated global mass coral bleaching database (Version 2.0) compiled by Virgen-Urcelay & Donner (2023, v2). The original event-level records were subset to the Australian region and then harmonized to the analysis format used here (unique 0.05° grid cell × survey month). Bleaching is provided as an ordinal severity class (Seve2, 0–3) together with a continuous proxy (Seve) mapped to (0,1) for downstream statistical modelling.

Thermal-stress and climate variables

Using the NOAA Coral Reef Watch (CRW) 5-km CoralTemp v3.1 SST product, we derived multiple thermal-exposure metrics aligned to each survey record, including Degree Heating Weeks (DHW), maximum HotSpot (maxhs), Heating Increase Rate (HIR; daily rate of increase in DHW during the exposure window), and sea-surface temperature anomaly metrics (SSTA, SSTA_SD, SSTA_freq, SSTA_freq_SD).
Large-scale climate variability is represented by the Oceanic Niño Index (ONI), computed by NOAA CPC from ERSSTv5 as the 3-month running mean SST anomaly in the Niño-3.4 region (5°N–5°S, 170°–120°W).

Optical environment

To characterize underwater light regime and water clarity, the dataset includes monthly Level-3 MODIS OceanColor composites: photosynthetically available radiation (PAR) and the diffuse attenuation coefficient at 490 nm (Kd₄₉₀). 

Cyclone exposure

Cyclone exposure indicators (cyclone, cyclone_100, cyclone_200) were derived from the Australian Bureau of Meteorology (BoM) best-track database using distance and time windows around each survey record. Following Lugo-Fernández and Gravois (2010), a 200 km radius was used to indicate cyclone impact.

Bathymetry and proximity metrics

Depth was taken from event records where available; missing values were supplemented using AusBathyTopo (Geoscience Australia, 2017).
Distance to land (DIST_L) was derived from the NASA OBPG Distance to the Nearest Coastline global grid (based on GMT intermediate coastline) and resampled to 0.05°.
Given evidence that mangrove-associated environments can mitigate bleaching, distance to mangroves (DIST_M) was computed as distance to the nearest polygon from Global Mangrove Watch v3 (Bunting et al., 2022). 

Regional context

Regional labels are provided via ECOREGION codes and the original site/region field (Site). Near-surface wind is included as an additional environmental covariate.
DOI: 10.5281/zenodo.18618991
title: Raw mechanical data and flow law files for Blueschist dislocation creep and glide in subduction systems: constraints from glaucophane experiments

description: Attached are the raw mechanical data and the codes used to plot the flow laws.
DOI: 10.5281/zenodo.18618992
title: Raw mechanical data and flow law files for Blueschist dislocation creep and glide in subduction systems: constraints from glaucophane experiments

description: Attached are the raw mechanical data and the codes used to plot the flow laws.
DOI: 10.5281/zenodo.18619099
title: Source data files for szKendall

description: These are the source data file for the manuscript "szKendall: Spatial-Structural-Zero-Aware Dissimilarity Measures for Subtype Discovery Using Single Cell Hi-C Data". Each data-based table or figure is represented by a single file, providing all the numeric values needed to generate the figure/table.
DOI: 10.5281/zenodo.18619100
title: Source data files for szKendall

description: These are the source data file for the manuscript "szKendall: Spatial-Structural-Zero-Aware Dissimilarity Measures for Subtype Discovery Using Single Cell Hi-C Data". Each data-based table or figure is represented by a single file, providing all the numeric values needed to generate the figure/table.
DOI: 10.15468/dl.55sae2
title: Occurrence Download

description: A dataset containing 1596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clintonia udensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1596 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011019-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.626ty9
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Curculionichthys sabaji",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011020-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uz2xf
title: Occurrence Download

description: A dataset containing 191017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Caretta caretta"
 ]
}

 The dataset includes 191017 records from 518 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010948-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id318067.1
title: StrainInfo SI-ID 318067.1

description: StrainInfo dataset 318067 about a strain of Cunninghamella echinulata var. echinulata. 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-id318068.1
title: StrainInfo SI-ID 318068.1

description: StrainInfo dataset 318068 about a strain of Cunninghamella bertholletiae. 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-id318164.1
title: StrainInfo SI-ID 318164.1

description: StrainInfo dataset 318164 about a strain of Epichloe typhina. 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-id318165.1
title: StrainInfo SI-ID 318165.1

description: StrainInfo dataset 318165 about a strain of Epichloe typhina. 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-id318166.1
title: StrainInfo SI-ID 318166.1

description: StrainInfo dataset 318166 about a strain of Epichloe typhina. 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-id318167.1
title: StrainInfo SI-ID 318167.1

description: StrainInfo dataset 318167 about a strain of Epichloe typhina. 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.ry5svw
title: Occurrence Download

description: A dataset containing 1001123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Milvus migrans (Boddaert, 1783)"
 ]
}

 The dataset includes 1001123 records from 835 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080957-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id318027.1
title: StrainInfo SI-ID 318027.1

description: StrainInfo dataset 318027 about a strain of Hexagonia tenuis. 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-id318028.1
title: StrainInfo SI-ID 318028.1

description: StrainInfo dataset 318028 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-id318029.1
title: StrainInfo SI-ID 318029.1

description: StrainInfo dataset 318029 about a strain of Hyphoderma setigerum. 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-id318069.1
title: StrainInfo SI-ID 318069.1

description: StrainInfo dataset 318069 about a strain of Rhizopus stolonifer. 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-id318070.1
title: StrainInfo SI-ID 318070.1

description: StrainInfo dataset 318070 about a strain of Mucor circinelloides. 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.5p4ftt
title: Occurrence Download

description: A dataset containing 982 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Aster pyrenaeus Desf. ex DC.)"
 ]
}

 The dataset includes 982 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085156-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id318071.1
title: StrainInfo SI-ID 318071.1

description: StrainInfo dataset 318071 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-id318168.1
title: StrainInfo SI-ID 318168.1

description: StrainInfo dataset 318168 about a strain of Epichloe mollis. 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-id318169.1
title: StrainInfo SI-ID 318169.1

description: StrainInfo dataset 318169 about a strain of Epichloe uncinata. 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.dxtooc
title: Occurrence Download

description: A dataset containing 5965 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrrhura hoffmanni (Cabanis, 1861)"
 ]
}

 The dataset includes 5965 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023295-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.