cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k8buat
title: Occurrence Download

description: A dataset containing 1626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((112.2591 34.56229, 112.6185 34.56229, 112.6185 34.76263, 112.2591 34.76263, 112.2591 34.56229))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1626 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001427-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5b6j8h
title: Occurrence Download

description: A dataset listing the 542 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bauhinia Plum. ex L."
 ]
}

 The dataset's 542 records were derived from 895 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001414-241106120511685/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb3c4m
title: Occurrence Download

description: A dataset containing 4052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phasianus colchicus Linnaeus, 1758",
 "Country is Japan",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 4052 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006348-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcgya5
title: Occurrence Download

description: A dataset containing 1466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cenostigma pyramidale (Tul.) Gagnon & G.P.Lewis"
 ]
}

 The dataset includes 1466 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006350-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14064201
title: Still-air olfactometer responses of Argentine Stem Weevil to odours from ryegrass, frass, and conspecifics in New Zealand

description: This dataset contains data from two still-air olfactometer trials, one on diapausing Argentine stem weevils (Listronotus bonariensis) and one on reproductive, gravid, weevils. It also contains dissection data on the weevils that made a choice in the olfactometer. This data set is associated with the manuscript:

Vereijssen J, Rosta´ s M, van Tol R, van Koten C and Goldson S (2024) Olfactometer-measured responses of Listronotus bonariensis (Kuschel) (Coleoptera: Curculionidae) to feeding-induced grass volatiles and conspecific frass as influenced by the weevil’s seasonality. Front. Ecol. Evol. 12:1470023. doi: 10.3389/fevo.2024.1470023
DOI: 10.5281/zenodo.14064202
title: Still-air olfactometer responses of Argentine Stem Weevil to odours from ryegrass, frass, and conspecifics in New Zealand

description: This dataset contains data from two still-air olfactometer trials, one on diapausing Argentine stem weevils (Listronotus bonariensis) and one on reproductive, gravid, weevils. It also contains dissection data on the weevils that made a choice in the olfactometer. This data set is associated with the manuscript:

Vereijssen J, Rosta´ s M, van Tol R, van Koten C and Goldson S (2024) Olfactometer-measured responses of Listronotus bonariensis (Kuschel) (Coleoptera: Curculionidae) to feeding-induced grass volatiles and conspecific frass as influenced by the weevil’s seasonality. Front. Ecol. Evol. 12:1470023. doi: 10.3389/fevo.2024.1470023
DOI: 10.15468/dl.9qe38t
title: Occurrence Download

description: A dataset containing 2095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Manta birostris (Walbaum, 1792)"
 ]
}

 The dataset includes 2095 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006349-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f75nj8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Psathyrostachys huashanica Keng f. ex P.C.Kuo, Psathyrostachys huashanica Keng)",
 "Year 1960-2000"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006351-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60540/edbjwo
title: LOCal Assessment and Triage Evaluation of Non-Alcoholic Fatty Liver Disease (LOCATE-NAFLD)

description: HeSANDA 1.0.0
description: The data are the de-identified individual participant data. They include the participants' questionnaire data at baseline and 12 month follow-up; the data from the Fibroscan; the health data extracted from the participants notes.
A second data set is from a discrete choice experiment that aimed to elicit preferences for a chronic disease screening programme.
DOI: 10.6084/m9.figshare.27644454
title: <b>Engineered </b><b>Bacillus </b><b>S</b><b>ubtilis</b><b> Alleviates Mouse Colitis </b><b>T</b><b>hrough </b><b>I</b><b>ntestinal </b><b>M</b><b>icrobiota </b><b>R</b><b>emodeling</b>

description: An FMT (Fecal Microbiota Transplantation) experiment was conducted using the microbiota regulated by engineered probiotics, followed by the detection of changes in the gut microbiota of mice.
DOI: 10.6084/m9.figshare.27644454.v1
title: <b>Engineered </b><b>Bacillus </b><b>S</b><b>ubtilis</b><b> Alleviates Mouse Colitis </b><b>T</b><b>hrough </b><b>I</b><b>ntestinal </b><b>M</b><b>icrobiota </b><b>R</b><b>emodeling</b>

description: An FMT (Fecal Microbiota Transplantation) experiment was conducted using the microbiota regulated by engineered probiotics, followed by the detection of changes in the gut microbiota of mice.
DOI: 10.15468/dl.gjdjsv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fimbristylis zeylanica T.Koyama"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006352-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wf4u6g
title: Occurrence Download

description: A dataset containing 13358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is one of (Southern African Bird Atlas Project, SAFRING: Historical Bird Ringing Records (2005-2009), Kenya Bird Map (Full protocol and Adhoc records), iNaturalist Research-grade Observations, National Biodiversity Data Bank. Observation records, 1900-2014, Global Raptor Impact Network (GRIN) data on raptor observations in Kenya for the period 2013-2021)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sagittariidae"
 ]
}

 The dataset includes 13358 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006353-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rckt2m
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fuirena cuspidata (Roth) Kunth"
 ]
}

 The dataset includes 48 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006355-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kt2mhq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fuirena swamyi Govind."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006356-241107131044228/datasets/export for details.
DOI: 10.15468/dl.kqwt99
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fuirena swamyi Govind."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006357-241107131044228/datasets/export for details.
DOI: 10.15468/dl.3k35en
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tamarindus indica L."
 ]
}

 The dataset includes 322 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006358-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ufzk3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fuirena swamyi Govind."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006360-241107131044228/datasets/export for details.
DOI: 10.5281/zenodo.10895907
title: Datasets for "Machine-Learning-Enhanced Symbolic Regression for Methane Storage Prediction in Covalent Organic Frameworks"

description: This collection contains the datasets and associated files used in the research presented in the manuscript titled "Machine Learning-Enhanced Symbolic Regression for Methane Storage Prediction in Covalent Organic Frameworks". The datasets are critical for the development and validation of machine learning and symbolic regression models aiming to predict methane storage capacities in covalent organic frameworks (COFs).

Included Datasets:



COF_Data_for_ML.csv: This dataset was utilized for the development of machine learning models.

COF_Data_for_SISSO.csv: This dataset was employed for the development of SISSO-based symbolic regression models.

ML_vs_GCMC.xlsx: This comparative dataset features GCMC-calculated results alongside machine learning predictions.

Feature_Combination.xlsx: This file contains data detailing all the feature combinations explored in the study.

ML_SISSO_GCMC.xlsx: This comparative dataset includes GCMC calculations, SISSO-based symbolic regression model predictions, and ML predictions.

Crystallographic_Properties_of_535k_COFs.xlsx: This consolidated dataset presents the crystallographic properties of 535,293 COFs.


Software Used:



Machine Learning Computations: Scikit-Learn (https://scikit-learn.org/stable/)

GCMC Simulations: RASPA2 (https://github.com/iRASPA/RASPA2)

SISSO Calculations: SISSO toolkit (https://github.com/rouyang2017/SISSO)

Crystallographic property calculations: Zeo++ (https://www.zeoplusplus.org/)


The datasets are provided to enable replication of the study's findings, encourage further research in the field, and facilitate the development of advanced predictive models by the scientific community. Researchers who use these datasets are requested to cite this Zenodo entry as well as the associated paper upon its publication.
DOI: 10.5281/zenodo.10895908
title: Datasets for "Machine-Learning-Enhanced Symbolic Regression for Methane Storage Prediction in Covalent Organic Frameworks"

description: This collection contains the datasets and associated files used in the research presented in the manuscript titled "Machine Learning-Enhanced Symbolic Regression for Methane Storage Prediction in Covalent Organic Frameworks". The datasets are critical for the development and validation of machine learning and symbolic regression models aiming to predict methane storage capacities in covalent organic frameworks (COFs).

Included Datasets:



COF_Data_for_ML.csv: This dataset was utilized for the development of machine learning models.

COF_Data_for_SISSO.csv: This dataset was employed for the development of SISSO-based symbolic regression models.

ML_vs_GCMC.xlsx: This comparative dataset features GCMC-calculated results alongside machine learning predictions.

Feature_Combination.xlsx: This file contains data detailing all the feature combinations explored in the study.

ML_SISSO_GCMC.xlsx: This comparative dataset includes GCMC calculations, SISSO-based symbolic regression model predictions, and ML predictions.

Crystallographic_Properties_of_535k_COFs.xlsx: This consolidated dataset presents the crystallographic properties of 535,293 COFs.


Software Used:



Machine Learning Computations: Scikit-Learn (https://scikit-learn.org/stable/)

GCMC Simulations: RASPA2 (https://github.com/iRASPA/RASPA2)

SISSO Calculations: SISSO toolkit (https://github.com/rouyang2017/SISSO)

Crystallographic property calculations: Zeo++ (https://www.zeoplusplus.org/)


The datasets are provided to enable replication of the study's findings, encourage further research in the field, and facilitate the development of advanced predictive models by the scientific community. Researchers who use these datasets are requested to cite this Zenodo entry as well as the associated paper upon its publication.
DOI: 10.15468/dl.g7frdz
title: Occurrence Download

description: A dataset containing 45128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.91995 -2.14597,-78.26518 -2.14597,-78.26518 -1.22969,-78.91995 -1.22969,-78.91995 -2.14597))",
 "HasGeospatialIssue is false",
 "Year 2017-2024"
 ]
}

 The dataset includes 45128 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006359-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhcdwr
title: Occurrence Download

description: A dataset containing 13358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is one of (Southern African Bird Atlas Project, SAFRING: Historical Bird Ringing Records (2005-2009), Kenya Bird Map (Full protocol and Adhoc records), iNaturalist Research-grade Observations, National Biodiversity Data Bank. Observation records, 1900-2014, Global Raptor Impact Network (GRIN) data on raptor observations in Kenya for the period 2013-2021)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sagittariidae"
 ]
}

 The dataset includes 13358 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006361-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw72aw
title: Occurrence Download

description: A dataset containing 34419440 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mexico"
 ]
}

 The dataset includes 34419440 records from 3666 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006354-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtbskq
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthodactylus pardalis (Lichtenstein, 1823)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 229 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007741-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nqmq7
title: Occurrence Download

description: A dataset containing 518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catalpa fargesii Bureau",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 518 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036789-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yskzyr
title: Occurrence Download

description: A dataset containing 1599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum aculeatissimum Jacq.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1599 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044473-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ilaa1g
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Palicourea padifolia (Willd. ex Schult.) C.M.Taylor & Lorence"
 ]
}

 The dataset includes 512 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007741-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qewe5m
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Landiopsis capuronii Bosser"
 ]
}

 The dataset includes 68 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036710-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mxjfy
title: Occurrence Download

description: A dataset containing 3285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1100.0",
 "Country is Italy",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Bufo bufo (Linnaeus, 1758)",
 "Year 2000-2024"
 ]
}

 The dataset includes 3285 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044475-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbxcue
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Oryzopsis aequiglumis Duthie ex Hook.f."
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007742-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atedxy
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Cupressus duclouxiana Hickel"
 ]
}

 The dataset includes 438 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036737-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4nrkz
title: Occurrence Download

description: A dataset containing 44528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.34_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Andrenidae, Colletidae, Melittidae, Halictidae, Megachilidae, Apidae)"
 ]
}

 The dataset includes 44528 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044481-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ois07c
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupido minimus Füssly, 1775",
 {
 "or" : [
 "Country is Portugal",
 "Country is Spain"
 ]
 }
 ]
}

 The dataset includes 177 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007742-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.przcnd
title: Occurrence Download

description: A dataset containing 425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syringa pubescens subsp. microphylla (Diels) M.C.Chang & X.L.Chen",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 425 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036749-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.absy87
title: Occurrence Download

description: A dataset containing 1011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum quitoense Lam.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1011 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044494-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b24knd
title: Occurrence Download

description: A dataset containing 538432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Salix caprea L."
 ]
}

 The dataset includes 538432 records from 2187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036814-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xarq6x
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-94.33054 17.67137,-94.81102 17.64468,-95.30336 17.52011,-95.3004 16.99514,-95.07499 16.485,-94.32757 16.22993,-94.03394 16.41975,-93.87378 16.76083,-93.45262 17.24428,-93.38737 17.5646,-94.33054 17.67137))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ceratozamia Brongn."
 ]
}

 The dataset includes 125 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029943-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.