cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57745/axymkh
title: DATA_ewes_Variables.tab

description: :unav
DOI: 10.57745/whiwjk
title: Column_labels_DATA_rams.jpg

description: :unav
DOI: 10.5281/zenodo.17543822
title: Exploring the Functional Food Potential of Zea mays Using Machine Learning–Based QSAR and Network Biology to Identify Anti-Diabetic and Anti-Inflammatory Phytochemicals

description: This repository contains the datasets, code, and supplementary materials associated with the study titled “Exploring the Functional Food Potential of Zea mays Using Machine Learning–Based QSAR and Network Biology to Identify Anti-Diabetic and Anti-Inflammatory Phytochemicals.”

The dataset includes curated Zea mays phytochemical structures, descriptor matrices (CSV format), and machine learning scripts used for QSAR model construction and validation. Network pharmacology data files, molecular docking outputs, and figure assets are also provided.

A machine learning–guided QSAR model was developed using PubChem substructure fingerprints to predict anti-diabetic and anti-inflammatory activity, validated via ROC and applicability domain analyses. Network and pathway enrichment analyses identified AKT1 as a central target mediating the bioactivity of Zea mays. The study integrates cheminformatics, molecular modelling, and systems biology to provide mechanistic insight into maize-derived compounds.

Web application: https://akt1-pred.streamlit.app

Keywords: Zea mays, AKT1, Network Pharmacology, QSAR, Machine Learning, Diabetes, Inflammation, Natural Products, Drug Discovery
DOI: 10.57745/kexx75
title: Figure_Captions_EwesRams.jpg

description: :unav
DOI: 10.5281/zenodo.17543821
title: Exploring the Functional Food Potential of Zea mays Using Machine Learning–Based QSAR and Network Biology to Identify Anti-Diabetic and Anti-Inflammatory Phytochemicals

description: This repository contains the datasets, code, and supplementary materials associated with the study titled “Exploring the Functional Food Potential of Zea mays Using Machine Learning–Based QSAR and Network Biology to Identify Anti-Diabetic and Anti-Inflammatory Phytochemicals.”

The dataset includes curated Zea mays phytochemical structures, descriptor matrices (CSV format), and machine learning scripts used for QSAR model construction and validation. Network pharmacology data files, molecular docking outputs, and figure assets are also provided.

A machine learning–guided QSAR model was developed using PubChem substructure fingerprints to predict anti-diabetic and anti-inflammatory activity, validated via ROC and applicability domain analyses. Network and pathway enrichment analyses identified AKT1 as a central target mediating the bioactivity of Zea mays. The study integrates cheminformatics, molecular modelling, and systems biology to provide mechanistic insight into maize-derived compounds.

Web application: https://akt1-pred.streamlit.app

Keywords: Zea mays, AKT1, Network Pharmacology, QSAR, Machine Learning, Diabetes, Inflammation, Natural Products, Drug Discovery
DOI: 10.57745/kqeail
title: VisualizationData.zip

description: :unav
DOI: 10.13139/olcf/2575147
title: CONUS-wide Projected Flood Frequency Estimates, Version 1.0

description: This dataset presents a large-ensemble of CONUS-wide projected flood frequency estimates across ~2.7 million NHDPlusV2 river reaches over the CONUS. The framework producing this dataset leverages a multi-model, uncertainty-aware modeling framework that allows evaluating shifts in flood frequencies at the stream reach level across the CONUS. CONUS-wide ensemble streamflow projections generated from hydrologic simulations driven by downscaled and bias-corrected Coupled Model Intercomparison Project Phase 6 (CMIP6) outputs are used to derive these flood frequency estimates over the period 1980 - 2099. A spatially consistent regional L-moment algorithm is applied across clusters defined by the US Hydrologic Unit Code Subregions (HUC4s and HUC8s) and NHDPlusV2 stream orders to estimate flood frequencies. The dataset 	also includes at-site based flood estimates allowing for the distinction between local and regional approaches, assess projected changes, and characterize their uncertainties. For rare flood frequencies such as 500 and 1000-year return periods, super-ensemble based estimates are also included in the dataset. This dataset is derived to support the "Impact-Informed Dam Safety Risk Assessment for Securing Hydropower Assets" project for the US Department of Energy (DOE) Water Power Technologies Office (WPTO). For further details, refer to Kao et al. (2022), Ghimire et al. (2023), and Ghimire et al. (2025).
DOI: 10.15468/dl.ru8x2s
title: Occurrence Download

description: A dataset containing 2306 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bengal Tiger (Panthera tigris) Sighting based on Photographs from Facebook in India"
 ]
}

 The dataset includes 2306 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020021-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17482295
title: Dataset for "Carboxylated graphene quantum dots as a nano-delivery system for insoluble curcumin in antimicrobial photodynamic therapy"

description: This dataset contains raw and processed data supporting the publication:

Kateřina Bartoň Tománková, Hanna Dilenko, Renata Večeřová, Adéla Hanáková, Lucie Válková, Markéta Kolaříková, Lukáš Malina, Robert Bajgar, Sergii Kalytchuk, Klára Čepe, S.M. Hossein Hejazi, Milan Kolář, Hana Kolářová. Carboxylated graphene quantum dots as a nano-delivery system for insoluble curcumin in antimicrobial photodynamic therapy. Biomedicine & Pharmacotherapy, 2025, 193, 118696. https://doi.org/10.1016/j.biopha.2025.118696
DOI: 10.5281/zenodo.17482294
title: Dataset for "Carboxylated graphene quantum dots as a nano-delivery system for insoluble curcumin in antimicrobial photodynamic therapy"

description: This dataset contains raw and processed data supporting the publication:

Kateřina Bartoň Tománková, Hanna Dilenko, Renata Večeřová, Adéla Hanáková, Lucie Válková, Markéta Kolaříková, Lukáš Malina, Robert Bajgar, Sergii Kalytchuk, Klára Čepe, S.M. Hossein Hejazi, Milan Kolář, Hana Kolářová. Carboxylated graphene quantum dots as a nano-delivery system for insoluble curcumin in antimicrobial photodynamic therapy. Biomedicine & Pharmacotherapy, 2025, 193, 118696. https://doi.org/10.1016/j.biopha.2025.118696
DOI: 10.15468/dl.q7xnjk
title: Occurrence Download

description: A dataset containing 1775592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acipenser baerii, Hyphessobrycon erythrostigma, Rhodeus sericeus, Phalloceros caudimaculatus, Sarotherodon galilaeus, Corydoras aeneus, Micropterus punctulatus, Phoxinus phoxinus, Oncorhynchus tshawytscha, Lepomis microlophus, Oncorhynchus kisutch, Poecilia velifera, Amatitlania nigrofasciata, Cichla orinocensis, Salmo macrostigma, Malapterurus electricus, Oryzias sinensis, Sarmarutilus rubilio, Gymnocorymbus ternetzi, Maccullochella peelii, Micropterus dolomieu, Sander lucioperca, Oreochromis urolepis, Coregonus autumnalis, Piaractus mesopotamicus, Pimephales promelas, Panaque nigrolineatus, Oreochromis macrochir, Huso huso, Poecilia vivipara)",
 "HasCoordinate is true",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1775592 records from 850 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019990-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u44uks
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopecurus turczaninovii O.D.Nikif."
 ]
}

 The dataset includes 87 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015267-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2je4u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phreatia bracteata Schltr."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076051-230530130749713/datasets/export for details.
DOI: 10.15468/dl.ypf9pm
title: Occurrence Download

description: A dataset containing 4529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanitta stejnegeri (Ridgway, 1887))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4529 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005999-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmvgwp
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla schistophylla Juz."
 ]
}

 The dataset includes 88 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009212-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86xbx2
title: Occurrence Download

description: A dataset containing 18845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Otus lettia (Hodgson, 1836))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18845 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015268-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2epfdx
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.4303 32.55566,-117.30677 32.29303,-117.06911 32.28568,-117.21034 32.51095,-117.4303 32.55566))",
 "InstitutionCode is one of (sdnhm, cas)",
 "OccurrenceStatus is Present",
 "TaxonKey is Elgaria nana (Fitch, 1934)"
 ]
}

 The dataset includes 70 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005992-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vx7ufw
title: Occurrence Download

description: A dataset containing 542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Megazosterops palauensis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 542 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076045-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ygec5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla scalaris Juz."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009205-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3cxm7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemignathus hanapepe S.B.Wilson, 1889)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015271-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vhh3r
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Melaenornis annamarulae",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 57 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076048-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z25spt
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hydrobates matsudairae (Kuroda & Nm, 1922))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 237 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005993-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhjx8k
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla schischkinii Juz."
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009208-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u46a9c
title: Occurrence Download

description: A dataset containing 577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Melaenornis ardesiacus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 577 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076054-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d46weg
title: Occurrence Download

description: A dataset containing 1592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Foulehaio carunculatus (J.F.Gmelin, 1788), Foulehaio carunculata (J.F.Gmelin, 1788))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1592 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015264-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2ce3j
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis howellii Scribn. ex Vasey"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005987-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g37zms
title: Occurrence Download

description: A dataset containing 10928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Melanerpes chrysauchen",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 10928 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076071-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqu46c
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla schlechteriana Rothm."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009213-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmhq4a
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopecurus ×turicensis Brügger"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015272-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpfruw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hydrobates macrodactylus (W.E.Bryant, 1887))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005988-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3cqp53
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopecurus textilis Boiss."
 ]
}

 The dataset includes 210 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015263-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsd69d
title: Occurrence Download

description: A dataset containing 12015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Melaenornis pammelaina",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 12015 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076056-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b75c2b
title: Occurrence Download

description: A dataset containing 1708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus frugilegus Linnaeus, 1758"
 ]
}

 The dataset includes 1708 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009209-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kkqte
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diomedea antipodensis C.J.R.Robertson & Warham, 1992)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 200 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006004-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jypdam
title: Occurrence Download

description: A dataset containing 10042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Melaenornis fischeri",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 10042 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076058-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us6dbr
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lamprolia klinesmithi E.P.Ramsay, 1876)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015273-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhwyf3
title: Occurrence Download

description: A dataset containing 1566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus cornix Linnaeus, 1758"
 ]
}

 The dataset includes 1566 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009214-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rf8pwc
title: Occurrence Download

description: A dataset containing 809 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis humilis Vasey"
 ]
}

 The dataset includes 809 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005995-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.