cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/29f-kmt-4dx
title: †Plotocrinus Peck, 1943

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qzh-sqm-3c3
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.e4bqxv
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 (Genetta genetta)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082657-250717081556266/datasets/export for details.
DOI: 10.15468/dl.zvqmwv
title: Occurrence Download

description: A dataset containing 881 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 (Genetta genetta)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 881 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082655-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2z24kf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lytta vesicatoria",
 "Country is Moldova, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082654-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evqxn6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"TUR.42.9_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007028-260108223611665/datasets/export for details.
DOI: 10.7916/qy18-hj66
title:  GRID3 COD - Health Zones v7.0
DOI: 10.15468/dl.ityv88
title: Occurrence Download

description: A dataset containing 702575634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 702575634 records from 14658 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000008-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyvryn
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 (Lepidocolaptes falcinellus)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031690-250802193616735/datasets/export for details.
DOI: 10.15468/dl.bsf4qg
title: Occurrence Download

description: A dataset containing 40425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trichothraupis melanops)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 40425 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031691-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezsj74
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 (Lepidocolaptes falcinellus)",
 "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/0031693-250802193616735/datasets/export for details.
DOI: 10.15468/dl.6jcgn6
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 (Lepidocolaptes falcinellus)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031695-250802193616735/datasets/export for details.
DOI: 10.15468/dl.bbvwbn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC4223"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031696-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrd2c3
title: Occurrence Download

description: A dataset containing 2415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Triclaria malachitacea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2415 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031697-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u38wd
title: Occurrence Download

description: A dataset containing 10322 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 (Xiphocolaptes albicollis)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 10322 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031701-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdfbt7
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 (Xiphocolaptes albicollis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031699-250802193616735/datasets/export for details.
DOI: 10.15468/dl.w4hwpb
title: Occurrence Download

description: A dataset containing 9533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trochalopteron affine)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9533 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031698-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzus8w
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC4222"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031702-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tg4fzr
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 (Xiphocolaptes albicollis)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031700-250802193616735/datasets/export for details.
DOI: 10.15468/dl.8zmjpj
title: Occurrence Download

description: A dataset containing 963759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corylus avellana",
 "Year 1958-2022"
 ]
}

 The dataset includes 963759 records from 3076 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031662-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssghyk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Paraguay",
 "TaxonKey is Simophis rhinostoma"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081542-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8garfe
title: Occurrence Download

description: A dataset containing 10 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 (Gephyromantis redimitus)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081543-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15345851
title: СОВРЕМЕННЫЙ   ПОДХОД В ПРОФИЛАКТИКЕ САХАРНОГО ДИАБЕТА 2 ТИПА
DOI: 10.5281/zenodo.15345852
title: СОВРЕМЕННЫЙ   ПОДХОД В ПРОФИЛАКТИКЕ САХАРНОГО ДИАБЕТА 2 ТИПА
DOI: 10.5517/ccdc.csd.cc2m6949
title: CCDC 2419120: Experimental Crystal Structure Determination

description: Related Article: Eric Palomo, Anastasiya Krech, Yu Jen Hsueh, Zexian Li, Marcos G. Suero|2025|J.Am.Chem.Soc.|147|13120|doi:10.1021/jacs.5c02331
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/ccdc.csd.cc2ld2wz
title: CCDC 2394901: Experimental Crystal Structure Determination

description: Related Article: Sara Targonska, Francesca Greenwell, Tatiana Agback, Gulaim A. Seisenbaeva, Vadim G. Kessler|2025|Inorg.Chem.|64|7300|doi:10.1021/acs.inorgchem.4c05165
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/ccdc.csd.cc2ld6nw
title: CCDC 2395018: Experimental Crystal Structure Determination

description: Related Article: Sara Targonska, Francesca Greenwell, Tatiana Agback, Gulaim A. Seisenbaeva, Vadim G. Kessler|2025|Inorg.Chem.|64|7300|doi:10.1021/acs.inorgchem.4c05165
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: 10.6084/m9.figshare.28498565
title: Vital signs and stroke outcomes.sav

description: The dataset is from a study investigating the association of different vital signs monitoring strategies on stroke outcomes
DOI: 10.26129/edaphobase-337176
title: Earthworm community structure along altitudinal gradients on the western slopes of Kopaonik Mountain in Serbia
DOI: 10.5281/zenodo.15345853
title: DEVELOPING INTERCULTURAL COMPETENCE IN STUDENTS: A KEY TO GLOBAL CITIZENSHIP
DOI: 10.5281/zenodo.15345854
title: DEVELOPING INTERCULTURAL COMPETENCE IN STUDENTS: A KEY TO GLOBAL CITIZENSHIP
DOI: 10.15468/dl.89w4pn
title: Occurrence Download

description: A dataset containing 7443 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Free-living marine Nematodes from San Antonio bay (Río Negro, Argentine) 2009."
 ]
}

 The dataset includes 7443 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016356-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vu3zdm
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena gibberis Viereck, 1924"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016357-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/d4bfdf7e97bd4501f4e9698314ec47fe
title: SBC LTER: Hourly photon irradiance at the surface and seafloor, ongoing since 2008

description: These data represent mean hourly values of photosynthetically
 active radiation (PAR) (in units of mol
 m-2 s-1) at
 five subtidal reefs and one coastal location off Santa Barbara,
 California. Sensors record instantaneous irradiance at one-minute
 or 30 second intervals, and data are averaged hourly. Sensors are
 mounted on the sea floor at five sites (Arroyo Quemado,
 Carpinteria, Naples Reef, Isla Vista, and Mohawk Reef). A surface
 sensor is deployed on an unobstructed coastal rooftop at the UC
 Santa Barbara campus; some historical observations are available
 from sensors mounted above the sea surface at a subset of the five
 sites.
DOI: 10.5281/zenodo.15345859
title: БЎЛАЖАК МУСИҚА ЎҚИТУВЧИСИНИНГ ИЖРО МАҲОРАТИНИ ЎСТИРИШДА МУСТАҚИЛ ТАЪЛИМНИНГ АҲАМИЯТИ.
DOI: 10.5281/zenodo.15345860
title: БЎЛАЖАК МУСИҚА ЎҚИТУВЧИСИНИНГ ИЖРО МАҲОРАТИНИ ЎСТИРИШДА МУСТАҚИЛ ТАЪЛИМНИНГ АҲАМИЯТИ.
DOI: 10.15468/dl.mfp7ka
title: Occurrence Download

description: A dataset containing 2045277 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is c76cf030-2a95-11da-9cc1-b8a03c50a862"
 ]
}

 The dataset includes 2045277 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016350-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.befjae
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.10918 20.63335,-87.06549 20.63335,-87.06549 20.67157,-87.10918 20.67157,-87.10918 20.63335))",
 "HasCoordinate is true",
 "IucnRedListCategory is one of (EN, CR)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016358-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15281799
title: Predicting Intersystem Crossing Rate Constants of Alkoxy-Radical Pairs with Structure-Based Descriptors and Machine Learning

description: This repository contains datasets and machine learning code for predicting intersystem crossing (ISC) rate constants in radical pair systems. The data includes geometries, spin-orbit couplings, excitation energies, and ISC rates for 98,082 conformations of ten different alkoxy radical dimers. Three ML models—Random Forest, CatBoost, and a feed-forward neural network—were trained using geometrical descriptors as inputs. Scripts for hyperparameter optimization, feature selection, and evaluation are also provided.
DOI: 10.5281/zenodo.15281800
title: Predicting Intersystem Crossing Rate Constants of Alkoxy-Radical Pairs with Structure-Based Descriptors and Machine Learning

description: This repository contains datasets and machine learning code for predicting intersystem crossing (ISC) rate constants in radical pair systems. The data includes geometries, spin-orbit couplings, excitation energies, and ISC rates for 98,082 conformations of ten different alkoxy radical dimers. Three ML models—Random Forest, CatBoost, and a feed-forward neural network—were trained using geometrical descriptors as inputs. Scripts for hyperparameter optimization, feature selection, and evaluation are also provided.