cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ypxg32
title: Occurrence Download

description: A dataset containing 106310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazilia yucatanensis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 106310 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003659-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16731482
title: Dataset and code for: [Machin Learning-based Elucidation of Plasma Emission Spectra-Biological response association]

description: This dataset and code supports the study titled: "Machine Learning-based Elucidation of Plasma Emission Spectra-Biological Response Association."

This research focuses on developing and validating machine learning models to predict biological outcomes (24-hour and 48-hour MTT cell viability assays) from the optical emission spectra and operational parameters of two custom-built helium plasma jets.

The uploaded file, Plasma Prj.rar, contains all the necessary components to reproduce the results of this study. The contents are organized as follows:

 

1. Codes

 

This folder contains all Python scripts used for the entire workflow, including:





Data preprocessing and normalization.




Training, validation, and testing of all machine learning models (e.g., Random Forest, CNN, etc.).




Final analysis and figure generation.



 

2. DataSets

 

This folder contains the datasets from both plasma jets, divided into raw and processed versions.





A. Raw Data: This subfolder contains the original, unprocessed data files for both plasma devices.




B. Final DataSets (Processed and Normalized): This subfolder contains the final, analysis-ready CSV files:





train_processed.csv: The training partition (n=520) from the primary plasma jet (Jet 1).




test_processed.csv: The hold-out test partition (n=130) from the primary plasma jet (Jet 1).




processed_second_jet.csv: The complete, processed dataset for the external validation device (Jet 2, n=62).
DOI: 10.15468/dl.nh69tx
title: Occurrence Download

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

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003693-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzebn5
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003692-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fretpv
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003694-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9t4n6j
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003695-250802193616735/datasets/export for details.
DOI: 10.15468/dl.pnk96p
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argyropelecus heathi"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003696-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uqyyq
title: Occurrence Download

description: A dataset containing 12300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geophaps plumifera)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 12300 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003697-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buevjz
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium hirsutum, Desmodium hirsutum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 46 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003698-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkb8c7
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis xenognathus)",
 "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 40 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003699-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2sr8sv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazilia yucatanensis)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003700-250802193616735/datasets/export for details.
DOI: 10.15468/dl.2jbz35
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anolis carolinensis",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003701-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zenmz
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 267 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003702-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxq2yn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003703-250802193616735/datasets/export for details.
DOI: 10.15468/dl.9jywsz
title: Occurrence Download

description: A dataset containing 318663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geopelia striata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 318663 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003676-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rrp7o
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007953-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7webd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000439-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7dq4c
title: Occurrence Download

description: A dataset containing 1169300083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "BasisOfRecord is one of (Human Observation, Literature Occurrence, Living Specimen, Observation, Specimen, Occurrence evidence)",
 "Year is greater than or equal to 1979",
 "Year is less than or equal to 2020",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1169300083 records from 4281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0344472-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2fy-d6a-w6v
title: Spilornis rufipectus

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/jby-t0v-hlf
title: Spatula clypeata

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccb0vtz
title: CCDC 298741: Experimental Crystal Structure Determination

description: Related Article: A.Schnepf, C.Schenk|2006|Angew.Chem.,Int.Ed.|45|5373|doi:10.1002/anie.200600928
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccn9727
title: CCDC 604688: Experimental Crystal Structure Determination

description: Related Article: E.V.Dikarev, Haitao Zhang, Bo Li|2006|Angew.Chem.,Int.Ed.|45|5448|doi:10.1002/anie.200601675
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/2vz-plm-pwj
title: Ardeotis denhami

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/59m-sc4-1qg
title: Calidris ferruginea

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/lk8-hfn-e9p
title: Falco tinnunculus

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccn9738
title: CCDC 604689: Experimental Crystal Structure Determination

description: Related Article: E.V.Dikarev, Haitao Zhang, Bo Li|2006|Angew.Chem.,Int.Ed.|45|5448|doi:10.1002/anie.200601675
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnb96g
title: CCDC 605715: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/cp5-97m-gsl
title: Erythrura trichroa

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/xww-75l-1nj
title: Porzana carolina

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccnb97h
title: CCDC 605716: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnb98j
title: CCDC 605717: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/5lc-907-97q
title: Sturnus unicolor

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/7hf-zez-6b5
title: Serinus serinus

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/7rc-91h-392
title: Euodice cantans

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccnb99k
title: CCDC 605718: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnb9bl
title: CCDC 605719: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: Related Article: P.Perez-Galan, N.Delpont, E.Herrero-Gomez, F.Maseras, A.M.Echavarren|2010|Chem.-Eur.J.|16|5324|doi:10.1002/chem.200903507
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/l16-hav-bt4
title: Arremon taciturnus semitorquatus

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/r3t-sct-ast
title: Synoicus chinensis

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/sn0-7kl-hy4
title: Gavia arctica

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccnb9cm
title: CCDC 605720: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnb9dn
title: CCDC 605721: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnb9fp
title: CCDC 605722: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/81c-s0p-9xz
title: Molothrus bonariensis

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/yse-bj9-fax
title: Pinicola enucleator

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccnb9gq
title: CCDC 605723: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnb9hr
title: CCDC 605724: Experimental Crystal Structure Determination

description: Related Article: E.Herrero-Gomez, C.Nieto-Oberhuber, S.Lopez, J.Benet-Buchholz, A.M.Echavarren|2006|Angew.Chem.,Int.Ed.|45|5455|doi:10.1002/anie.200601688
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/746-yxj-xa9
title: Lagonosticta senegala

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/fjf-e63-lgl
title: Turdus merula

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/wxb-f3r-e0b
title: Saxicola rubetra

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccb16j2
title: CCDC 299073: Experimental Crystal Structure Determination

description: Related Article: D.Haldar, Hua Jiang, J.-M.Leger, I.Huc|2006|Angew.Chem.,Int.Ed.|45|5483|doi:10.1002/anie.200600698
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccn9fhv
title: CCDC 604887: Experimental Crystal Structure Determination

description: Related Article: K.Yoneda, K.Adachi, K.Nishio, M.Yamasaki, A.Fuyuhiro, M.Katada, S.Kaizaki, S.Kawata|2006|Angew.Chem.,Int.Ed.|45|5459|doi:10.1002/anie.200602067
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/0xe-n69-pz2
title: Melanerpes flavifrons

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.