cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/4z5q-na76
title: "UIC GII ML SMOTE"

description: "University-industry collaborations (UIC) drive innovation and technology transfer. However, predicting the performance of these partnerships remains a persistent methodological challenge. Traditional statistical techniques are insufficient in capturing non-linear relationships in datasets. While machine learning (ML) models are progressively applied in UIC research, their implementation in Africa is limited. This paper employs ML to classify UIC performance across 32 African countries into three categories (weak, moderate and strong), using panel data from the Global Innovation Index (2013\u20132022). Three key indicators are analyzed: (1) institutional factors, (2) infrastructure, and (3) human capital & research factors. Additionally, the study identifies information and communication technology, research and development, business environment, regulatory environment and tertiary education as critical UIC success factors in Africa. These insights provide policymakers, universities, and industry stakeholders with actionable strategies to strengthen collaborative outcomes and enhance Africa\u2019s global competitiveness. To address class imbalance, the Synthetic Minority Over-sampling Technique (SMOTE) is applied at varying ratios (100%\u2013600%). A comparative evaluation of Random Forest (RF), K-Nearest Neighbors (KNN), Neural Networks (NN), and J48 models demonstrates that the RF model enhanced with SMOTE at 500% (RF-SMOTE500) achieves the highest classification accuracy (96.3%), outperforming other SMOTE-augmented models (KNN-SMOTE600: 93.6%, J48-SMOTE500: 90.2%, NN: 80.4%) and baseline models without SMOTE (RF: 88.7%, NN: 86.1%, KNN: 84.7%, J48: 83.1%). The findings indicate that SMOTE significantly improves RF, J48 and KNN models, highlighting the importance of data balancing. However, the decline in NN performance after SMOTE, suggests that SMOTE application requires caution, particularly with neural networks."
DOI: 10.15468/dl.ryxggz
title: Occurrence Download

description: A dataset containing 4882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllanthus urinaria",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4882 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092530-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6qavj
title: Occurrence Download

description: A dataset containing 76897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-75.9284476093806 5.44809534812006,-75.7960506868384 5.44809534812006,-75.7960506868384 5.54199411213347,-75.9284476093806 5.54199411213347,-75.9284476093806 5.44809534812006))"
 ]
}

 The dataset includes 76897 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092483-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjtqxv
title: Occurrence Download

description: A dataset containing 13089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymodes brunneopygia)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 13089 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092531-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsme9e
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salvelinus drjagini)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aw5dgd
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Celtodoryx ciocalyptoides",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 285 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092533-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmej5a
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blyxa echinosperma",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092535-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fn3stj
title: Occurrence Download

description: A dataset containing 27960 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anopheles funestus"
 ]
}

 The dataset includes 27960 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092536-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3v52q
title: Occurrence Download

description: A dataset containing 1185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymodes superciliaris)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1185 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092537-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrhe4k
title: Occurrence Download

description: A dataset containing 1369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila caudata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1369 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092538-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9tb4b
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera pungens",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 659 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092539-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2y2knz
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus canescens",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 178 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092541-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6jtpf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera pungens",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092540-250717081556266/datasets/export for details.
DOI: 10.15468/dl.2b2dxa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus canescens",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092542-250717081556266/datasets/export for details.
DOI: 10.15468/dl.qauaj9
title: Occurrence Download

description: A dataset containing 3139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila devillei)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 3139 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092544-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nh6a3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-70.8008303454819 5.45844054731475,-70.7733663247771 5.45844054731475,-70.7733663247771 5.51664756681267,-70.8008303454819 5.51664756681267,-70.8008303454819 5.45844054731475))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092543-250717081556266/datasets/export for details.
DOI: 10.15468/dl.m2x49z
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera pungens",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092545-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz4efz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gastromyzon viriosus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092546-250717081556266/datasets/export for details.
DOI: 10.15468/dl.c324rq
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arenga obtusifolia",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092547-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ymggw
title: Occurrence Download

description: A dataset containing 15350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila ferruginea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 15350 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092548-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afrj3m
title: Occurrence Download

description: A dataset containing 2789 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila genei)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2789 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092549-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zukpzj
title: Occurrence Download

description: A dataset containing 1098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthes subhudsonis",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1098 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092551-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btrsv6
title: Occurrence Download

description: A dataset containing 725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus nigra",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 725 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092552-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2g75t
title: Occurrence Download

description: A dataset containing 2967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila hellmayri)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2967 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092553-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16639517
title: Spectroscopic Signatures of Structural Disorder and Electron-Phonon Interactions in Trigonal Selenium Thin Films for Solar Energy Harvesting

description: OriginLab document
DOI: 10.5281/zenodo.16639518
title: Spectroscopic Signatures of Structural Disorder and Electron-Phonon Interactions in Trigonal Selenium Thin Films for Solar Energy Harvesting

description: OriginLab document
DOI: 10.15468/dl.hkn2m9
title: Occurrence Download

description: A dataset containing 2427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-75.1769755814017 10.7234199734428,-75.1245371417502 10.7234199734428,-75.1245371417502 10.7578348474883,-75.1769755814017 10.7578348474883,-75.1769755814017 10.7234199734428))"
 ]
}

 The dataset includes 2427 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092554-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2kmgs
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phyllonemus typus)",
 "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 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092555-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3dga5
title: Occurrence Download

description: A dataset containing 1759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila klagesi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1759 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092556-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vka5hf
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchospora colorata",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 107 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092557-250717081556266/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.29814803
title: basal sauropodomorph tracks from T3, China

description: Provided are obj files showing three manus-pes sets from ZLB-S1 trackway (LM1 and LP1, RM1 and RP1, LM2 and LP2) from ZLB-S1, and four isolated tracks SI1p, SI3p, SI4m and SI4p from the Zilanba track site from Upper Triassic Xujiahe Formation, Guangyuan City, Sichuan Province, China.
DOI: 10.6084/m9.figshare.29814803.v1
title: basal sauropodomorph tracks from T3, China

description: Provided are obj files showing three manus-pes sets from ZLB-S1 trackway (LM1 and LP1, RM1 and RP1, LM2 and LP2) from ZLB-S1, and four isolated tracks SI1p, SI3p, SI4m and SI4p from the Zilanba track site from Upper Triassic Xujiahe Formation, Guangyuan City, Sichuan Province, China.
DOI: 10.15468/dl.5usshx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera sessilis",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092558-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmw659
title: Occurrence Download

description: A dataset containing 8009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila malura)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 8009 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092559-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nk6g6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera sessilis",
 "Country is Armenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092560-250717081556266/datasets/export for details.
DOI: 10.15468/dl.r4wpsz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrosera triquetra",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092561-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9fzn2
title: Occurrence Download

description: A dataset containing 3001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera sessilis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3001 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092562-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u232bc
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix viminalis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092563-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3gz36
title: Occurrence Download

description: A dataset containing 5960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila ochropyga)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 5960 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092564-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sce8uu
title: Occurrence Download

description: A dataset containing 6420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-74.9573510194694 6.14454632057399,-74.8349890296423 6.14454632057399,-74.8349890296423 6.23251245393272,-74.9573510194694 6.23251245393272,-74.9573510194694 6.14454632057399))"
 ]
}

 The dataset includes 6420 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092565-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sewyjv
title: Occurrence Download

description: A dataset containing 5749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymophila rubricollis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 5749 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092567-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5jdhh
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phragmites karka",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092568-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.