cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17643330
title: The Chrono-Fourier AI Dataset: A Chronobiological Immune Time-Series Resource for Spectral Modeling of NLR/PLR/SII During Immune Checkpoint Therapy
title: Chrono-Fourier AI: Chronobiological Immune Time-Series Dataset for ICI Therapy

description: The Chrono-Fourier AI Dataset is the first open-access chronobiological immune time-series dataset derived from real-world clinical data of patients treated with immune checkpoint inhibitors. It contains raw anonymized longitudinal laboratory measurements—including neutrophils, lymphocytes, platelets, and derived immune indices such as NLR, PLR, and SII—collected across sequential treatment cycles under PD-1, PD-L1, and CTLA-4 blockade.

This dataset enables investigation of circadian timing effects, temporal immune dynamics, and immune coherence patterns in relation to therapy administration time (morning vs afternoon), clinical response, toxicity, and survival outcomes. It is specifically structured for Fourier-based spectral modeling and AI-driven time-series analysis, supporting machine learning exploration of rhythm-dependent immunologic behavior.

The dataset is provided in CSV format and adheres to FAIR data principles for reproducibility, transparency, and real-world evidence development. It is compatible with Python, R, MATLAB, and modern deep learning frameworks, and is intended to support translational oncology research and future prospective chronotherapy trial design.
description: This dataset includes multiple CSV files representing raw anonymized laboratory time-series records for individual patients undergoing immune checkpoint inhibitor therapy. Each file contains longitudinal measurements of hematologic parameters such as neutrophils, lymphocytes, platelets, and additional biochemical markers collected at defined clinical sampling dates. These data enable calculation of key immune-inflammatory indices including NLR, PLR, and SII, which can be used for temporal pattern analysis, chronobiological modeling, and Fourier spectral transformation.

The dataset is intended to support development and validation of AI and machine learning models exploring immune system dynamics and circadian-dependent therapeutic outcomes. It provides a foundation for real-world evidence analysis and may serve as a reference resource for chrono-immunotherapy research, immune toxicity prediction, and time-adjusted treatment optimization.

Future versions will include:• Full processed datasets in long-format structure• Cycle-based NLR/PLR/SII calculations• Clinical outcome correlations (ORR / PFS / OS / toxicity)• Timing metadata for morning vs afternoon infusion groups• Fourier spectral analysis output files• Structured README and Data Dictionary documentation
DOI: 10.15468/dl.azzp5p
title: Occurrence Download

description: A dataset containing 341041 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psarocolius montezuma"
 ]
}

 The dataset includes 341041 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045799-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nh6rft
title: Occurrence Download

description: A dataset containing 228522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zenaida auriculata",
 "Country is Colombia"
 ]
}

 The dataset includes 228522 records from 404 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045807-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yf6rq6
title: Occurrence Download

description: A dataset containing 89467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is CSIC-Real Jardín Botánico-Anthos. Sistema de Información de las Plantas de España",
 "Geometry POLYGON((-19.19352 27.45006,-13.3449 27.45006,-13.3449 29.45691,-19.19352 29.45691,-19.19352 27.45006))"
 ]
}

 The dataset includes 89467 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045819-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8zcjb
title: Occurrence Download

description: A dataset listing the 26093 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Geometry POLYGON((-85.72256 -80.41504,-5.59208 -80.41504,-5.59208 -34.0139,-85.72256 -34.0139,-85.72256 -80.41504))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 26093 records were derived from 685 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045816-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugpryy
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia, Brazil)",
 "OccurrenceStatus is Present",
 "TaxonKey is Diaporthe foeniculina"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045839-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deenvx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia, Brazil)",
 "OccurrenceStatus is Present",
 "TaxonKey is Diaporthe ailanthi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045838-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13012/b2idb-1082047_v1
title: Data for Optimizing Bioenergy Sorghum Productivity and Nutrient Removal in Illinois: Impact of Nitrogen Fertilization Under Diverse Marginal Conditions

description: Bioenergy sorghum (Sorghum bicolor L. Moench) is a promising crop for contributing to the United States bioenergy supply. However, the varying limitations of the marginal lands targeted for its cultivation present a management challenge. This two-year study aimed to investigate how the limitations associated with marginal cropland impact the effects of nitrogen fertilization on the yield of bioenergy sorghum and the uptake of 11 macro- (N, P, K, Ca, Mg, and S) and micronutrients (Fe, Mn, Zn, Cu, and B). The study contrasted prime cropland in central Illinois (Urbana) with three marginal cropland sites in southern (Ewing) and central Illinois (Fairbury and Pesotum). These marginal cropland sites are characterized by varying limitations, including low soil fertility (P and K limitations), leaching and erosion, and flooding, respectively. Four nitrogen rates (0, 56, 112, and 168 kg N ha−1) were tested under eight environments. The average yields and ranges of sorghum biomass were 20.2 (17.0–23.2) Mg ha−1 in Urbana, 18.1 (13.1–19.8) Mg ha−1 in Ewing, 13.8 (9.0–17.3) Mg ha−1 in Fairbury, and 23.3 (14.6–33.0) Mg ha−1 in Pesotum. Optimal N rates were 56 N in Pesotum and 112 N in Urbana, Ewing, and Fairbury. Tissue macronutrient contents in Urbana were generally higher than in the marginal croplands, while micronutrient contents did not show discernible trends. Increasing N rate generally correlated with the macronutrient removal except in Ewing. Comparable sorghum biomass yields were observed between prime and marginal croplands (averaging 18.3 Mg ha−1), but optimal N rates varied between 56 N and 112 N. This suggests that yield gaps can be narrowed by applying the optimal N rates for the respective locations. However, increased removals of macronutrients, especially P and K, with increasing yields indicate the need to revise fertilizer recommendations, particularly for soils deficient in these nutrients. Our study suggests that while sorghum production on marginal cropland is feasible, N management needs to be adapted to the unique limitations associated with various types of marginal cropland.
DOI: 10.15468/dl.fp4h6b
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia, Brazil)",
 "OccurrenceStatus is Present",
 "TaxonKey is Colletotrichum fioriniae"
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045840-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4z3a4q
title: Occurrence Download

description: A dataset containing 1606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.83620835945315",
 "DecimalLongitude is less than 6.83926791263755",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1606 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045841-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvqkqt
title: Occurrence Download

description: A dataset containing 8954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Occurrence evidence)",
 "Continent is one of (Europe, Africa)",
 "TaxonKey is Antedon bifida"
 ]
}

 The dataset includes 8954 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045842-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msq965
title: Occurrence Download

description: A dataset containing 46957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucorrhinia pectoralis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46957 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045837-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30659099
title: Hypertension and Diabetes Screening Among Toledo Men, Belize Dataset

description: The objective of this study was to screen men in the Toledo district for hypertension and e. The results will be used to create health education materials appropriate for the target audience
DOI: 10.6084/m9.figshare.30659099.v1
title: Hypertension and Diabetes Screening Among Toledo Men, Belize Dataset

description: The objective of this study was to screen men in the Toledo district for hypertension and e. The results will be used to create health education materials appropriate for the target audience
DOI: 10.15468/dl.kdvr9s
title: Occurrence Download

description: A dataset containing 8060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "TaxonKey is Arundo donax"
 ]
}

 The dataset includes 8060 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045843-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u97zzc
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulmus pumila L.",
 "Year 1950-2025"
 ]
}

 The dataset includes 823 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006448-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22033/esgf/cmip6.2857
title: BCC BCC-CSM2MR model output prepared for CMIP6 GMMIP amip-hist

description: Coupled Model Intercomparison Project Phase 6 (CMIP6) datasets: These data include all datasets published for 'CMIP6.GMMIP.BCC.BCC-CSM2-MR.amip-hist' with the full Data Reference Syntax following the template 'mip_era.activity_id.institution_id.source_id.experiment_id.member_id.table_id.variable_id.grid_label.version'.
 
 The BCC-CSM 2 MR climate model, released in 2017, includes the following components:
 atmos: BCC_AGCM3_MR (T106; 320 x 160 longitude/latitude; 46 levels; top level 1.46 hPa), land: BCC_AVIM2, ocean: MOM4 (1/3 deg 10S-10N, 1/3-1 deg 10-30 N/S, and 1 deg in high latitudes; 360 x 232 longitude/latitude; 40 levels; top grid cell 0-10 m), seaIce: SIS2. 
The model was run by the Beijing Climate Center, Beijing 100081, China (BCC) in native nominal resolutions: atmos: 100 km, land: 100 km, ocean: 50 km, seaIce: 50 km. 

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

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

The project includes simulations from about 120 global climate models and around 45 institutions and organizations worldwide. - Project website: https://pcmdi.llnl.gov/CMIP6.
DOI: 10.22033/esgf/cmip6.2933
title: BCC BCC-CSM2MR model output prepared for CMIP6 GMMIP hist-resAMO

description: Coupled Model Intercomparison Project Phase 6 (CMIP6) datasets: These data include all datasets published for 'CMIP6.GMMIP.BCC.BCC-CSM2-MR.hist-resAMO' with the full Data Reference Syntax following the template 'mip_era.activity_id.institution_id.source_id.experiment_id.member_id.table_id.variable_id.grid_label.version'.
 
 The BCC-CSM 2 MR climate model, released in 2017, includes the following components:
 atmos: BCC_AGCM3_MR (T106; 320 x 160 longitude/latitude; 46 levels; top level 1.46 hPa), land: BCC_AVIM2, ocean: MOM4 (1/3 deg 10S-10N, 1/3-1 deg 10-30 N/S, and 1 deg in high latitudes; 360 x 232 longitude/latitude; 40 levels; top grid cell 0-10 m), seaIce: SIS2. 
The model was run by the Beijing Climate Center, Beijing 100081, China (BCC) in native nominal resolutions: atmos: 100 km, land: 100 km, ocean: 50 km, seaIce: 50 km. 

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

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

The project includes simulations from about 120 global climate models and around 45 institutions and organizations worldwide. - Project website: https://pcmdi.llnl.gov/CMIP6.
DOI: 10.22033/esgf/cmip6.2934
title: BCC BCC-CSM2MR model output prepared for CMIP6 GMMIP hist-resIPO

description: Coupled Model Intercomparison Project Phase 6 (CMIP6) datasets: These data include all datasets published for 'CMIP6.GMMIP.BCC.BCC-CSM2-MR.hist-resIPO' with the full Data Reference Syntax following the template 'mip_era.activity_id.institution_id.source_id.experiment_id.member_id.table_id.variable_id.grid_label.version'.
 
 The BCC-CSM 2 MR climate model, released in 2017, includes the following components:
 atmos: BCC_AGCM3_MR (T106; 320 x 160 longitude/latitude; 46 levels; top level 1.46 hPa), land: BCC_AVIM2, ocean: MOM4 (1/3 deg 10S-10N, 1/3-1 deg 10-30 N/S, and 1 deg in high latitudes; 360 x 232 longitude/latitude; 40 levels; top grid cell 0-10 m), seaIce: SIS2. 
The model was run by the Beijing Climate Center, Beijing 100081, China (BCC) in native nominal resolutions: atmos: 100 km, land: 100 km, ocean: 50 km, seaIce: 50 km. 

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

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

The project includes simulations from about 120 global climate models and around 45 institutions and organizations worldwide. - Project website: https://pcmdi.llnl.gov/CMIP6.
DOI: 10.15468/dl.z7nskn
title: Occurrence Download

description: A dataset containing 2747 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella humboldti (Gallardo, 1965)"
 ]
}

 The dataset includes 2747 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012528-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110820697
title: Persepolis Fortification Elamite Tablet 2272.102, Fort 2272.102

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2272.102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Borken right edge, upper edge, most of left edge.
DOI: 10.25549/inscriptifact-ouc110820694
title: Persepolis Fortification Elamite Tablet 2272.102, Fort 2272.102

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2272.102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Borken right edge, upper edge, most of left edge.
DOI: 10.25549/inscriptifact-ouc110820359
title: Persepolis Fortification Elamite Tablet 2272.101, Fort 2272.101

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2272.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Upper left, upper right and lower right corners broken off. Damage on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110820382
title: Persepolis Fortification Elamite Tablet 2272.101, Fort 2272.101

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2272.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Upper left, upper right and lower right corners broken off. Damage on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110820332
title: Persepolis Fortification Elamite Tablet 2267.101, Fort 2267.101

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2267.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on right edge. ❧ [Physical Object Note:] Left side of tablet missing.
DOI: 10.25549/inscriptifact-ouc110820298
title: Persepolis Fortification Elamite Tablet 2272.101, Fort 2272.101

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2272.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Upper left, upper right and lower right corners broken off. Damage on obverse, reverse.