cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4vzsp7
title: Occurrence Download

description: A dataset containing 6122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drypetes deplanchei",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6122 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012724-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17268049
title: Data and figures for the manuscript "Evidence for correlated electron state from shot noise in ``bad " metal nanojunctions"

description: This depository contains zip files with the raw and processed data used in the manuscript "Evidence for correlated electron state from shot noise in ``bad ” metal nanojunctions"
DOI: 10.15468/dl.eztnju
title: Occurrence Download

description: A dataset containing 244900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.38052 29.23303,-81.83378 -4.01537,-76.49238 7.37294,-75.36019 10.76953,-53.7553 4.73968,-56.86141 15.34363,-65.18097 20.18948,-69.52502 19.8271,-72.65437 23.20758,-76.3192 27.01614,-71.72384 39.12297,-76.49238 35.41657,-81.28244 31.41034,-81.02117 26.70737,-82.41464 29.49431,-88.51108 30.36523,-97.13318 30.01686,-97.48156 20.9593,-93.03986 18.52072,-88.93622 20.98752,-88.54559 16.14366,-84.44394 15.44052,-83.66267 10.28415,-88.8581 13.99517,-96.17518 15.99505,-104.79728 19.47873,-104.97147 22.17858,-110.71954 27.92665,-109.76153 25.13971,-116.38052 29.23303))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anthozoa",
 "Year 2014-2026"
 ]
}

 The dataset includes 244900 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012664-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39jdhm
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreosparte celebica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012725-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp5tns
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castilla ulei",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 283 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012726-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v99ma
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reganella depressa",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012727-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zr2du
title: Occurrence Download

description: A dataset containing 545 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenomys talarum"
 ]
}

 The dataset includes 545 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012730-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wqmx8
title: Occurrence Download

description: A dataset containing 18633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "Geometry POLYGON((-128.99804 30.69115,-97.39917 30.69115,-97.39917 49.24829,-128.99804 49.24829,-128.99804 30.69115))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Bombus caliginosus, Bombus nevadensis, Bombus occidentalis, Bombus franklini)"
 ]
}

 The dataset includes 18633 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012728-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7vpmd
title: Occurrence Download

description: A dataset containing 1922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erythrina variegata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1922 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012729-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zfv23
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthanthera jasminiflora",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 111 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012732-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqmt6x
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhadinoloricaria bahuaja",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 19 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012733-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q29k5v
title: Occurrence Download

description: A dataset containing 1489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cecropia sciadophylla",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1489 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012731-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jw7tda
title: Occurrence Download

description: A dataset containing 134602080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2021-2021"
 ]
}

 The dataset includes 134602080 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012581-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvebwv
title: Occurrence Download

description: A dataset containing 95605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capitella",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 95605 records from 447 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012649-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.reanex
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Ilex"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012735-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6ubts
title: Occurrence Download

description: A dataset containing 10116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus racemosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 10116 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012736-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhe9jf
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthopichonia seretii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 30 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012737-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8678a
title: Occurrence Download

description: A dataset containing 715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccoloba densifrons",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 715 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012739-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbk7zq
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhadinoloricaria rhami",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012738-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14822311
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.6hexf8
title: Occurrence Download

description: A dataset containing 672 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "InstitutionCode is one of (ANSP)",
 "Country is one of (Bahamas)",
 "EventDate 2010-10-01-2010-11-30"
 ]
 }
 ]
}

 The dataset includes 672 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012741-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jak74z
title: Occurrence Download

description: A dataset containing 1453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycosmis trifoliata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1453 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012742-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcn793
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coussapoa orthoneura",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 349 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012745-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfj7hk
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthosia dusenii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 23 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012744-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2026.02.12-3
title: NOMAD dataset: Multiscale Kinetic Model of Ethylene Oligomerization in Ni-NU-1000 MOF
DOI: 10.15468/dl.857zyg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinolekos capetinga",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012746-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245201
title: College of Nursing Sciences, Amachara, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110)

description: College of Nursing Sciences, Amachara, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110) For More Details On How To Apply And Register Online. The Management Of The School Hereby Inform The general Public On The Sales Of The General Nursing Admission Form Into The School Of Nursing, And Also The Sales Of Two (2) Years Post Basic Nursing Program. Contact The Educational Board Admin On (08058556110) For More Details On How To Purchase The Form And Register Online. REQUIREMENT FOR THE THREE YEARS GENERAL NURSING PROGRAMMES1. GENERAL NURSING PROGRAMME Admission Requirements Candidates For Admission Into The General Nursing Program Of The Nursing And Midwifery Council Of Nigeria Must Posses The Senior Secondary School Certificate Or It’s Equivalent With Five Credits To Include English Language And Either Physics, Chemistry, Biology/Health Science At Not More Than Two sittings. Duration Of Training: Three Calendar Years. Registered Nurse (RN) Also POST BASIC NURSING MIDWIFERY PROGRAMME Admission Requirements: The Candidate Must Be a Registered Nurse, Five (O,Level) Credits Not More Two Sittings And Must Also Meet All institutional Requirements. Duration of Training: Two Calendar Year.{08058556110}
DOI: 10.5281/zenodo.17916110
title: Multiple-Kernel Ridge Regression for Learning the Structure-Electronic Property Relationships of Pyranoazacoronene COFs

description: The software uploaded herein is associated with the paper published under the title "Multiple-Kernel Ridge Regression for Learning the Structure-Electronic Property Relationships of Pyranoazacoronene COFs". This dataset includes:



A .zip file with all 232 .xyz files

.cjson files for the custom node and linker precursors to be used with pyCOFBuilder to generate the COF structures

A Python script for executing pyCOFBuilder with example strings for each node-linker combination

one .csv file with all of the Fermi levels, maximum valence bands, minimum conduction bands, and band gaps for each structure 

Another four .csv files with the SOAP similarity kernels for the SOAP KRR and SOAP MKRR models, and one .csv file with the normalized stoichiometric features

An Excel spreadsheet with tabulated elemental properties used to calculate the stoichiometric features


Abstract

Covalent organic frameworks (COFs) are highly ordered, porous organic materials whose reticular construction from tailored nodes and linkers enables atomic-level control over structure and function. The design space of COFs is vast with virtually unlimited combinations of nodes, linkers, and functional groups. Interpretable machine learning (ML) offers a pathway to navigate this complexity by identifying the structural features that govern materials performance, yet interpretability often comes at the cost of predictive accuracy. In this work, we introduce a novel multiple-kernel learning framework that achieves both accuracy and mechanistic insight. A multiple-kernel ridge regression (MKRR) model was trained on band gaps predicted from GFN1-xTB level theory for a dataset of 232 theoretical pyranoazacoronene (PAC) COFs produced from eight different conjugated linkers and 29 functional groups. Modifying these building units alone produced an impressive range of band gaps between 0.4 - 2 eV. Manual analysis of the theoretical band gaps versus the linker indicates that breaking the conjugation pathway by altering the bond angle or by introducing a sigma-bond increases the band gap while increasing the length of the linker decreases the band gap. All functional groups appear to reduce the band gap with three specific electron withdrawing groups reducing the band gap near 0.4 eV. For the ML, the building units were represented with three independent kernels that encoded the local environments of each node, linker, and functional group calculated from the Smooth Overlap of Atomic Positions (SOAP). After decomposing each kernels contribution to the model's global predictions, we found that the MKRR model successfully captures the underlying structure–property relationships that influence the band gap. These results demonstrate that MKRR is an effective and interpretable strategy for understanding and designing functional COFs.
DOI: 10.5281/zenodo.17916111
title: Multiple-Kernel Ridge Regression for Learning the Structure-Electronic Property Relationships of Pyranoazacoronene COFs

description: The software uploaded herein is associated with the paper published under the title "Multiple-Kernel Ridge Regression for Learning the Structure-Electronic Property Relationships of Pyranoazacoronene COFs". This dataset includes:



A .zip file with all 232 .xyz files

.cjson files for the custom node and linker precursors to be used with pyCOFBuilder to generate the COF structures

A Python script for executing pyCOFBuilder with example strings for each node-linker combination

one .csv file with all of the Fermi levels, maximum valence bands, minimum conduction bands, and band gaps for each structure 

Another four .csv files with the SOAP similarity kernels for the SOAP KRR and SOAP MKRR models, and one .csv file with the normalized stoichiometric features

An Excel spreadsheet with tabulated elemental properties used to calculate the stoichiometric features


Abstract

Covalent organic frameworks (COFs) are highly ordered, porous organic materials whose reticular construction from tailored nodes and linkers enables atomic-level control over structure and function. The design space of COFs is vast with virtually unlimited combinations of nodes, linkers, and functional groups. Interpretable machine learning (ML) offers a pathway to navigate this complexity by identifying the structural features that govern materials performance, yet interpretability often comes at the cost of predictive accuracy. In this work, we introduce a novel multiple-kernel learning framework that achieves both accuracy and mechanistic insight. A multiple-kernel ridge regression (MKRR) model was trained on band gaps predicted from GFN1-xTB level theory for a dataset of 232 theoretical pyranoazacoronene (PAC) COFs produced from eight different conjugated linkers and 29 functional groups. Modifying these building units alone produced an impressive range of band gaps between 0.4 - 2 eV. Manual analysis of the theoretical band gaps versus the linker indicates that breaking the conjugation pathway by altering the bond angle or by introducing a sigma-bond increases the band gap while increasing the length of the linker decreases the band gap. All functional groups appear to reduce the band gap with three specific electron withdrawing groups reducing the band gap near 0.4 eV. For the ML, the building units were represented with three independent kernels that encoded the local environments of each node, linker, and functional group calculated from the Smooth Overlap of Atomic Positions (SOAP). After decomposing each kernels contribution to the model's global predictions, we found that the MKRR model successfully captures the underlying structure–property relationships that influence the band gap. These results demonstrate that MKRR is an effective and interpretable strategy for understanding and designing functional COFs.
DOI: 10.15468/dl.5z6b5c
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.26_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Bradypus torquatus"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012747-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjhnzx
title: Occurrence Download

description: A dataset containing 3146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micromelum minutum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3146 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012748-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.692jtm
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rineloricaria beni",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 31 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012751-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4c2q7
title: Occurrence Download

description: A dataset containing 693 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthosia scoparia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 693 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012749-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.