cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k72468
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reseda alba",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023642-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrqrgv
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023641-250827131500795/datasets/export for details.
DOI: 10.15468/dl.4u2ze7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reseda alba",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023640-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbj2ut
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "GadmGid is one of (CAN.2_1, CAN.13_1)",
 "PublishingOrg is a41250f0-7c3e-11d8-a19c-b8a03c50a862",
 "TaxonKey is Acipenser"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023643-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/mbabal
title: Natural Resource Protection and Child Health Indicators, 2024 Release

description: The Natural Resource Protection and Child Health Indicators, 2024 Release, is produced in support of the U.S. Millennium Challenge Corporation as selection criteria for funding eligibility. The Natural Resource Protection Indicator (NRPI) and Child Health Indicator (CHI) are based on proximity-to-target scores ranging from 0 to 100 (at target). The NRPI covers 76 countries which are eligible for MCC funding and is using the 2024 Environmental Performance Index. The CHI is a composite index for 198 countries derived from the average of three proximity-to-target scores for at least basic access to water, at least basic access to sanitation, and child mortality rates. The 2024 release includes a consistent time series of NRPI scores for 2019 to 2024 and CHI scores for 2010 to 2023.
DOI: 10.6084/m9.figshare.30047776
title: An exploratory study of HIV positive employees’ perceptions on the prevalence of HIV-related stigma in workplaces of Johannesburg, South Africa.

description: My research examined how HIV-positive employees perceive stigma within workplace environments in Johannesburg, South Africa. The study explored employees’ lived experiences, highlighting challenges of disclosure, fear of discrimination, and the impact of stigma on well-being and job security. Findings emphasise the need for inclusive workplace policies, awareness interventions, and supportive practices that protect employees’ rights and foster stigma-free work environments.
DOI: 10.6084/m9.figshare.30047776.v1
title: An exploratory study of HIV positive employees’ perceptions on the prevalence of HIV-related stigma in workplaces of Johannesburg, South Africa.

description: My research examined how HIV-positive employees perceive stigma within workplace environments in Johannesburg, South Africa. The study explored employees’ lived experiences, highlighting challenges of disclosure, fear of discrimination, and the impact of stigma on well-being and job security. Findings emphasise the need for inclusive workplace policies, awareness interventions, and supportive practices that protect employees’ rights and foster stigma-free work environments.
DOI: 10.15468/dl.ngeuvj
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crenitis, Crenitis capensis, Crenitis cinnamomea, Crenitis danielssoni, Crenitis excusa, Crenitis glabricollis, Crenitis lineata, Enochrus anticus, Enochrus, Enochrus circumductus, Enochrus excisus, Enochrus fosteri, Enochrus hartmanni, Enochrus hesperidum, Enochrus lavatus, Enochrus meracus, Enochrus natalensis, Enochrus rocchii, Enochrus rubidus, Helochares blaesus, Helochares bohemani, Helochares congruens, Helochares dilutus, Helochares dollmani, Helochares longipalpis, Helochares pallens, Helochares serpentinus, Helochares skalei, Helochares striatus, Helochares structus, Helochares subtilis, Helochares uhligi, Helophorus aethiops, Helophorus, Hydrochara elliptica, Hydrochara, Hydrochara flavipalpis, Hydrophilus senegalensis, Hydrophilus, Laccobius balfourbrownei, Laccobius minor, Laccobius praecipuus, Laccobius recurvipenis, Laccobius revelieri, Laccobius tarsalis, Laccobius venustus, Limnoxenus sjostedti, Limnoxenus, Paracymus amplus, Paracymus, Paracymus chalceus, Paracymus ornatus, Paracymus pisanus, Regimbartia nilotica, Regimbartia, Regimbartia condicta, Sternolophus angolensis, Sternolophus, Sternolophus solieri, Thysanarthria atriceps, Thysanarthria, Afrolimnichus oblongus, Afrolimnichus, Augyles pallens, , Heterocerus ornatus, , Canthydrus apicicornis, Canthydrus marshalli, Suphisellus nigrinus, Canthydrus quadrivittatus, Canthydrus sedilloti, Hydrocanthus, Hydrocanthus ferruginicollis, , Neohydrocoptus, , , , Afrobrianax, Anchytarsus, Spercheus cerisyi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 65 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023644-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e237672
title: Rwanda USAID Education Data

description: Four USAID-funded Rwanda projects’ data are included in this folder covering the period from 2011 to 2021. The projects are: 1) Itegure Gusoma, 2) Mureke Dusome, 3) Soma Umenye (Read to Know), and 4) The Literacy, Language and Learning Initiative (L3). Across the projects, the folder contains the following files and numbers of each: codebooks (11), consent (3), data files (18), instruments (24), reports (3).
DOI: 10.3886/e237672v1
title: Rwanda USAID Education Data

description: Four USAID-funded Rwanda projects’ data are included in this folder covering the period from 2011 to 2021. The projects are: 1) Itegure Gusoma, 2) Mureke Dusome, 3) Soma Umenye (Read to Know), and 4) The Literacy, Language and Learning Initiative (L3). Across the projects, the folder contains the following files and numbers of each: codebooks (11), consent (3), data files (18), instruments (24), reports (3).
DOI: 10.15468/dl.w3m2jz
title: Occurrence Download

description: A dataset containing 773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microglossa pyrifolia",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 773 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023647-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyagb6
title: Occurrence Download

description: A dataset containing 3013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reseda alba",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3013 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023648-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yrzcu
title: Occurrence Download

description: A dataset containing 44066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-30 81, 50 81, 50 12, -30 12, -30 81))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)",
 "TaxonKey is one of (Alcyonium digitatum)"
 ]
}

 The dataset includes 44066 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023645-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4kkj8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023649-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17049551
title: Descriptors used for ASAP-Polaris Antiviral Competition (ADME)

description: Descriptors used for ASAP-Polaris Antiviral Competition, top 3 place (VChupakhin):



slp: descriptors and models by ADMET Predictor v12 (Simulations Plus)



VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_slp_train.txt

VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_slp_test.txt



frag: sparse, rdkit-based Morgan count descriptors (see paper for details). 



VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_frag_train.txt

VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_frag_test.txt



metab: SyGMa descriptors, probability-like descriptors for metabolic rule



VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_metab_train.txt

VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_metab_test.txt




SLPPolarisADMET.py - conceptual pipeline used for competition submissions.
DOI: 10.5281/zenodo.17049552
title: Descriptors used for ASAP-Polaris Antiviral Competition (ADME)

description: Descriptors used for ASAP-Polaris Antiviral Competition, top 3 place (VChupakhin):



slp: descriptors and models by ADMET Predictor v12 (Simulations Plus)



VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_slp_train.txt

VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_slp_test.txt



frag: sparse, rdkit-based Morgan count descriptors (see paper for details). 



VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_frag_train.txt

VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_frag_test.txt



metab: SyGMa descriptors, probability-like descriptors for metabolic rule



VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_metab_train.txt

VChupakhin_SimulationsPlus_AntiviralASAPPolaris_ADMET_2025_ADMET_frag_metab_test.txt




SLPPolarisADMET.py - conceptual pipeline used for competition submissions.
DOI: 10.15468/dl.f76dc8
title: Occurrence Download

description: A dataset containing 35832 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthriscus sylvestris sylvestris"
 ]
}

 The dataset includes 35832 records from 404 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023646-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubtw3v
title: Occurrence Download

description: A dataset containing 1732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Notropis buchanani)",
 "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 1732 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023651-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ag98ke
title: Occurrence Download

description: A dataset listing the 398 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.73764 49.32887,13.82747 49.1989,13.72758 49.07027,13.7445 49.02063,13.85065 48.98812,14.1138 48.98694,14.22888 48.91816,14.15905 48.63481,14.2344 48.57953,14.55715 48.69045,14.678 48.8368,14.96341 48.86915,15.03932 48.99606,15.15674 49.04477,15.64337 49.0191,15.75566 48.87189,15.94171 48.82217,16.06358 48.69671,16.24961 48.76669,16.39088 48.77671,16.65549 48.72959,16.81001 48.65857,17.0419 48.66658,17.18841 48.77864,17.54626 48.84136,17.96646 49.08742,17.92753 49.1858,17.97035 49.31877,17.79628 49.37103,17.63908 49.47967,17.42319 49.47751,17.16831 49.60319,16.76139 49.6571,16.38737 49.65859,16.14933 49.60308,15.87434 49.75793,15.68521 49.64923,15.31042 49.597,15.13943 49.53328,14.52777 49.55787,14.29311 49.65547,14.04876 49.64981,13.71548 49.39983,13.73764 49.32887))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (NE, LC, NT, VU, EN, CR)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2000-2023"
 ]
}

 The dataset's 398 records were derived from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057416-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axxjnh
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa omeiensis Rolfe",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((133.95 -70.38,133.95 85.05,-145.20 85.05,-145.20 -70.38,133.95 -70.38))",
 "Year 1980-2020"
 ]
}

 The dataset includes 257 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008385-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yy5p2n
title: Occurrence Download

description: A dataset containing 216220 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CAS Ichthyology (ICH)"
 ]
}

 The dataset includes 216220 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282039-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm9sop
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spilogale putorius (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-106.962890 37.300275,-106.962890 25.720735,-92.8125 25.720735,-92.8125 37.300275,-106.962890 37.300275))"
 ]
}

 The dataset includes 140 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008385-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7mzf7
title: Occurrence Download

description: A dataset containing 288 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrias davidianus (Blanchard, 1871)"
 ]
}

 The dataset includes 288 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057424-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naq3g7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum puyoense Hágsater & Dodson"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160692-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8svdb
title: Occurrence Download

description: A dataset containing 2701 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potos flavus (Schreber, 1774)"
 ]
}

 The dataset includes 2701 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082586-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qofwh2
title: Occurrence Download

description: A dataset containing 385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Bosistoa transversa J.F.Bailey & C.T.White"
 ]
}

 The dataset includes 385 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008386-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2b9wyv
title: Occurrence Download

description: A dataset containing 1440 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Soil macrofauna communities in a long-term soil tillage experiment at Embrapa Soybean, Londrina, Paraná, Brazil"
 ]
}

 The dataset includes 1440 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057439-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdzrxe
title: Occurrence Download

description: A dataset containing 822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizocarpon geographicum (L.) DC.",
 "MediaType is Image",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 822 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001993-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvp2zo
title: Occurrence Download

description: A dataset containing 25242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sceloporus occidentalis Baird & Girard, 1852",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25242 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008385-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.meuz7h
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ocotea portoricensis Mez",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005552-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqazqa
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juniperus deltoides R.P.Adams"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057434-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jczudi
title: Occurrence Download

description: A dataset containing 25981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "TaxonKey is Marchantiophyta"
 ]
}

 The dataset includes 25981 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008385-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzm4x4
title: Occurrence Download

description: A dataset containing 9387931 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardea alba Linnaeus, 1758"
 ]
}

 The dataset includes 9387931 records from 2895 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160671-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxes86
title: Occurrence Download

description: A dataset containing 446614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Sapindales"
 ]
}

 The dataset includes 446614 records from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010208-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc13lwl5
title: CCDC 1031047: Experimental Crystal Structure Determination

description: Related Article: Alexander Zhdanko, Martin E. Maier|2014|Angew.Chem.,Int.Ed.|53|7760|doi:10.1002/anie.201402557
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.cc2h8rp7
title: CCDC 2302329: Experimental Crystal Structure Determination

description: Related Article: Jia‐Hong Wu, Qing Yang, Mengwei You, Jingxuan Wei, Fangfang Zhang, Liejin Zhou, Tianli Wang|2025|Angew.Chem.,Int.Ed.|64|e202514823|doi:10.1002/anie.202514823
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.