cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xgmd5f
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abronia graminea (Cope, 1864)"
 ]
}

 The dataset includes 143 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125594-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ohpzhm
title: Occurrence Download

description: A dataset containing 1578584722 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1578584722 records from 18477 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008114-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17346884
title: The data for the article:  Explainable machine learning classification of Chandra X-ray sources: SHAP analysis of multi-wavelength features

description: This repository provides the complete data for Table 1 in the paper titled : "Explainable machine learning classification of Chandra X-ray sources: SHAP analysis of multi-wavelength features" (submitted to ApJ, under review).  This dataset contains the classification probabilities (Class membership probabilities) for 269366 point sources given in the Chandra Source Catalogue. The class membership probabilities are assigned using LightGBM model trained on 7703 sources with known classes. The sources are classified in the following 8 class of X-ray emitting astrophysical sources (class label given in the data-table is mentioned in the brackets):



Active Galactic Nuclei (AGN)

Young Stellar Object (YSO)

X-ray emitting Stars (STAR)

High Mass X-ray Binary (HMXB)

Low Mass X-ray Binary (LMXB)

Cataclysmic Variable (CV)

Ultra-luminuous X-ray Sources (ULX)

Pulsar (PULSAR)


For training and prediction we used multiwavelength data from Gaia, 2MASS, SDSS, WISE and GALEX in addition to the properties from the CSC-2.0 master catalog.Table description:Columns:



NAME (Observation ID of the source in the CSC-2.0)

RA (J2000) in deg

Dec (J2000) in deg

class 1: Predicted class with highest CMP

CMP1: probability for highest probable class

class 2: Predicted class with second highest CMP

CMP2: probability of second highest class.


The data is providedd in two formats: an original comma-separated version and a version formatted to match the specifications of the AAS Journals and CDS. The latter version was supplied by one of the AAS data editors.

For an interactive visualisation of the data-table see the github repository chandra-XAI. The repository provides the local and global SHAP explanation to these classification. These explanations are obtained using one-vs-rest classifier for the majority classes: AGN, Stars and YSO.
DOI: 10.5281/zenodo.17346885
title: The data for the article:  Explainable machine learning classification of Chandra X-ray sources: SHAP analysis of multi-wavelength features

description: This repository provides the complete data for Table 1 in the paper titled : "Explainable machine learning classification of Chandra X-ray sources: SHAP analysis of multi-wavelength features" (submitted to ApJ, under review).  This dataset contains the classification probabilities (Class membership probabilities) for 269366 point sources given in the Chandra Source Catalogue. The class membership probabilities are assigned using LightGBM model trained on 7703 sources with known classes. The sources are classified in the following 8 class of X-ray emitting astrophysical sources (class label given in the data-table is mentioned in the brackets):



Active Galactic Nuclei (AGN)

Young Stellar Object (YSO)

X-ray emitting Stars (STAR)

High Mass X-ray Binary (HMXB)

Low Mass X-ray Binary (LMXB)

Cataclysmic Variable (CV)

Ultra-luminuous X-ray Sources (ULX)

Pulsar (PULSAR)


For training and prediction we used multiwavelength data from Gaia, 2MASS, SDSS, WISE and GALEX in addition to the properties from the CSC-2.0 master catalog.Table description:Columns:



NAME (Observation ID of the source in the CSC-2.0)

RA (J2000) in deg

Dec (J2000) in deg

class 1: Predicted class with highest CMP

CMP1: probability for highest probable class

class 2: Predicted class with second highest CMP

CMP2: probability of second highest class.


The data is providedd in two formats: an original comma-separated version and a version formatted to match the specifications of the AAS Journals and CDS. The latter version was supplied by one of the AAS data editors.

For an interactive visualisation of the data-table see the github repository chandra-XAI. The repository provides the local and global SHAP explanation to these classification. These explanations are obtained using one-vs-rest classifier for the majority classes: AGN, Stars and YSO.
DOI: 10.15468/dl.gynbz5
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola brittoniana Pollard",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 58 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178247-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq3rua
title: Occurrence Download

description: A dataset containing 8937 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A Distribution and Taxonomic Reference Dataset of Geranium (Geraniaceae) in the New World"
 ]
}

 The dataset includes 8937 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020007-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2stnwh
title: Occurrence Download

description: A dataset containing 791 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boehmeria cylindrica (L.) Sw.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 791 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178209-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgum89
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Silene cretica L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 389 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020008-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpu5c4
title: Occurrence Download

description: A dataset containing 1208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola adunca Sm.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 1208 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178241-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z91j1j
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Shinisauridae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020008-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzccmx
title: Occurrence Download

description: A dataset containing 727 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpinia purpurata (Vieill.) K.Schum."
 ]
}

 The dataset includes 727 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020009-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpbep4
title: Occurrence Download

description: A dataset containing 1140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phalacrocorax pelagicus Pallas, 1811",
 "Year 2011-2018"
 ]
}

 The dataset includes 1140 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236849-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7sbqv
title: Occurrence Download

description: A dataset containing 171197 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Silene dioica (L.) Clairv."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 171197 records from 448 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020009-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxjhy6
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Sesbania rostrata Bremek. & Oberm."
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187613-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xppeav
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum reticulinerve Renvoize"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020009-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkb7ea
title: Occurrence Download

description: A dataset containing 3658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phoebis argante (Fabricius, 1775)"
 ]
}

 The dataset includes 3658 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183333-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o5uhhz
title: Occurrence Download

description: A dataset containing 12690 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Tropiduridae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12690 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020009-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8dten
title: Occurrence Download

description: A dataset containing 1584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Bolivia (Plurinational State of), Peru, Chile, Colombia)",
 "TaxonKey is Corryocactus Britton & Rose"
 ]
}

 The dataset includes 1584 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048671-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r24gf
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Eusmilia Milne Edwards & Haime, 1848"
 ]
}

 The dataset includes 265 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153439-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prqizb
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abronia bogerti Tihen, 1954"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020009-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fw9q37
title: Occurrence Download

description: A dataset containing 100052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "Year 1976-1980"
 ]
}

 The dataset includes 100052 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183344-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tuu9j
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schefflera nabirensis Philipson"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020010-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtxd7h
title: Occurrence Download

description: A dataset containing 373701 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arthoniomycetes"
 ]
}

 The dataset includes 373701 records from 487 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187621-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycertu
title: Occurrence Download

description: A dataset listing the 12726 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON Z((-55.6192 -27.1771 0,-55.5735 -27.44541 0,-55.47693 -27.48871 0,-54.57494 -26.92812 0,-54.17872 -26.67186 0,-54.00142 -26.57988 0,-53.8899 -26.44406 0,-53.94678 -26.02534 0,-54.01053 -25.88385 0,-54.33555 -25.60872 0,-54.6537 -25.694 0,-54.69827 -25.9911 0,-54.76459 -26.46112 0,-55.45762 -26.97347 0,-55.6192 -27.1771 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 12726 records were derived from 421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005037-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jjk-rhg-gkx
title: Streptelasma (Grewingkia) europaeum europaeum Roemer, 1861

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/98z-w3g-bcx
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n8q-2ql-aj9
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tny-5sn-fzg
title: Streptelasma (Grewingkia) europaeum hosholmensis Kaljo, 1961

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7me-wmx-cfk
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8yb-m43-e6k
title: †Mochtyella

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7tw-6ps-53g
title: Paliphyllum soshkinae karinuensis Kaljo, 1958

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bsp-qdj-77y
title: Pilophyllum Schltr.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ng-8ea-t2a
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8xs-dc4-baw
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bya-m3n-n7d
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/143-y6n-p8e
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/va9-954-gmv
title: Pilophyllum Schltr.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6vw-jwx-f0h
title: Pilophyllum Schltr.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gzk-bf3-dcp
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bfd-156-qan
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d0d-dy3-tbl
title: †Atraktoprion Kielan-Jaworowska, 1962

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0xt-ch3-xjh
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tdc-hqk-y5d
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0qr-kpb-0dt
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3jd-vyp-538
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qsy-3av-nzd
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8hr-8cl-nyp
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lez-nrg-paz
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cha-35p-a4g
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zqq-gmf-q3g
title: †Atraktoprion Kielan-Jaworowska, 1962

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gvx-5cd-byw
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zvt-sny-217
title: Pilophyllum Schltr.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/623-5wr-nl9
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/b9q-r63-8ym
title: Cyathactis balticus Kaljo, 1958

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8m3-mte-adx
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7mk-nfa-txe
title: Paliphyllum soshkinae soshkinae Kaljo, 1958

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r43-zgy-gm5
title: Brachyelasma duncani (Dybowski, 1873)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.48567/9qaa-2s40
title: Windless Bight Automatic Weather Station, 2006 quality-controlled observational data.
DOI: 10.3535/0ld-kcy-dxx
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7ev-q15-qfa
title: Brachyelasma duncani (Dybowski, 1873)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1h8-4dl-na3
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ppq-y08-jy7
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2c3-673-kyh
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6qq-ner-433
title: †Xanioprion Szankawski & Wrona, 1973

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8q0-0bs-k4y
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jla-s0y-xgc
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qv7-v1m-9rr
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6zf-pgh-hjd
title: †Mochtyella

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v28-y0m-lpe
title: Eunicida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2ef-jvr-rs2
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/afl-dlw-0tv
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v8n-n34-2fr
title: Eunicida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wb7-xb4-tbd
title: Eunicida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.