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

description: A dataset containing 1930555 records in GBIF matching the query:
SELECT
 PRINTF('%04d-%02d', "year", "month") AS yearMonth,
 GBIF_EEARGCode(
 1000,
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS eeaCellCode,
 familyKey,
 family,
 speciesKey,
 species,
 COALESCE(sex, 'NOT_SUPPLIED') AS sex,
 COALESCE(occurrence.lifestage.concept, 'NOT_SUPPLIED') AS lifestage,
 COUNT(*) AS occurrences,
 MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters,
 MIN(GBIF_TemporalUncertainty(eventDate)) AS minTemporalUncertainty,
 IF(ISNULL(familyKey), NULL, SUM(COUNT(*)) OVER (PARTITION BY familyKey)) AS familyCount
FROM
 occurrence
WHERE occurrenceStatus = 'PRESENT'
 AND countryCode = 'PL'
 AND "year" &gt;= 2000
 AND kingdomKey = 1
 AND hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "month" IS NOT NULL
GROUP BY
 yearMonth,
 eeaCellCode,
 familyKey,
 family,
 speciesKey,
 species,
 sex,
 lifestage
ORDER BY
 yearMonth DESC,
 eeaCellCode ASC,
 speciesKey ASC;


 The dataset's 1930555 records were derived from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000025-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hvves
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Salvator duseni (Lönnberg, 1910)"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000328-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3uczec
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eutrema schulzii Al-Shehbaz & S.I.Warwick"
 ]
}

 The dataset includes 36 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049317-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcnhg6
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Dalmatolacerta oxycephala (Schlegel, 1839)"
 ]
}

 The dataset includes 382 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000319-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8r2s4c
title: Occurrence Download

description: A dataset containing 1233 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Ctenophorus ornatus (Gray, 1845)"
 ]
}

 The dataset includes 1233 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000398-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4hxxk
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Cnemaspis purnamai Riyanto, Hamidy, Sidik & Gunalen, 2017"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000338-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmazex
title: Occurrence Download

description: A dataset containing 114369990 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnoliopsida"
 ]
}

 The dataset includes 114369990 records from 2262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011695-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vc45s
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clitoria L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 505 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0327516-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bk5pvy
title: Occurrence Download

description: A dataset containing 7216 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 Bombycilla cedrorum Vieillot, 1808",
 "Year 2011-2018"
 ]
}

 The dataset includes 7216 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171901-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cavz3
title: Occurrence Download

description: A dataset containing 9604634 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 9604634 records from 4716 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055215-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8v4e2e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium affine (Grunow) Czarn.",
 "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 ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054791-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15680001
title: NHIF Bulgaria: Individually Approved Medicines under Ordinance №2 (Ex-Children's Fund)

description:  

📊 Dataset Description

Title:NHIF Bulgaria: Individually Approved Medicines under Ordinance №2 (Ex-Children’s Fund)

Summary:This dataset contains records of individually funded pharmaceutical treatments under Ordinance №2 /27.03.2019 of the Ministry of Health in Bulgaria, previously known as the “Children’s Fund.” These are exception-based therapies provided outside the Positive Drug List (PDL) following a formal process of individual request, clinical justification, expert assessment, price negotiation, and decision by NHIF or the Ministry of Health.

The treatments included are often high-cost, rare-disease, or pediatric medicines that fall outside the standard reimbursement frameworks (KP/APR or regular outpatient reimbursements).

Key Characteristics:





Each record represents a patient-specific approval for a given therapy.




Medications may be off-label, not included in the PDL, or imported via special channels.




The dataset includes pediatric patients


The data was shared upon formal request by the author to the NHIF and released with Decision № РД-19-219 on 10.05.2024.


⚠️ Important Note on the name Field:

The name field contains unstructured entries that require further cleaning and parsing for analysis:





Some records include multiple medicines per entry (e.g., "arsenic trioxide phebra 1mg., vesanoid 10 mg - 100br.")


There is variation in languages — some entries are in Bulgarian, others in English or in Latin (English transliterations)



Many entries contain both market names and INNs (e.g., "spinraza (inn nusinersen)")




Strings vary in language, formatting, and delimiter usage, making grouping or classification challenging



👉 Recommendation: Perform additional cleaning using regular expressions or named-entity parsing to extract structured medicine names for research or aggregation purposes.

Structure:





📦 Rows: 2,485




📁 Columns: 7




📆 Period: May 2019 –  april 2024




🌍 Coverage: National (all NHIF regions)



Variables:




Variable
Description




date
Date of funding approval for the treatment


name
Name(s) of medicine(s) – may include INN, market name, or both


costs
Total expenditure approved for the treatment (in BGN)


age
Age of the patient at treatment date (years)


birth_date
Date of birth of the patient


gender
Gender of the patient (male, female)


region
Region of birth (e.g., Sofia City, Haskovo, etc.)




Analytical Opportunities:





Monitoring of rare disease treatment access




Estimating budget impact of high-cost individual therapies




Identifying age-specific and regional access trends




Classifying frequently prescribed non-PDL therapies




Supporting policy evaluations and HTA modelling



Source:National Health Insurance Fund (NHIF), Bulgariahttps://www.nhif.bg/

License:Unless otherwise stated: Creative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.5281/zenodo.15680002
title: NHIF Bulgaria: Individually Approved Medicines under Ordinance №2 (Ex-Children's Fund)

description:  

📊 Dataset Description

Title:NHIF Bulgaria: Individually Approved Medicines under Ordinance №2 (Ex-Children’s Fund)

Summary:This dataset contains records of individually funded pharmaceutical treatments under Ordinance №2 /27.03.2019 of the Ministry of Health in Bulgaria, previously known as the “Children’s Fund.” These are exception-based therapies provided outside the Positive Drug List (PDL) following a formal process of individual request, clinical justification, expert assessment, price negotiation, and decision by NHIF or the Ministry of Health.

The treatments included are often high-cost, rare-disease, or pediatric medicines that fall outside the standard reimbursement frameworks (KP/APR or regular outpatient reimbursements).

Key Characteristics:





Each record represents a patient-specific approval for a given therapy.




Medications may be off-label, not included in the PDL, or imported via special channels.




The dataset includes pediatric patients


The data was shared upon formal request by the author to the NHIF and released with Decision № РД-19-219 on 10.05.2024.


⚠️ Important Note on the name Field:

The name field contains unstructured entries that require further cleaning and parsing for analysis:





Some records include multiple medicines per entry (e.g., "arsenic trioxide phebra 1mg., vesanoid 10 mg - 100br.")


There is variation in languages — some entries are in Bulgarian, others in English or in Latin (English transliterations)



Many entries contain both market names and INNs (e.g., "spinraza (inn nusinersen)")




Strings vary in language, formatting, and delimiter usage, making grouping or classification challenging



👉 Recommendation: Perform additional cleaning using regular expressions or named-entity parsing to extract structured medicine names for research or aggregation purposes.

Structure:





📦 Rows: 2,485




📁 Columns: 7




📆 Period: May 2019 –  april 2024




🌍 Coverage: National (all NHIF regions)



Variables:




Variable
Description




date
Date of funding approval for the treatment


name
Name(s) of medicine(s) – may include INN, market name, or both


costs
Total expenditure approved for the treatment (in BGN)


age
Age of the patient at treatment date (years)


birth_date
Date of birth of the patient


gender
Gender of the patient (male, female)


region
Region of birth (e.g., Sofia City, Haskovo, etc.)




Analytical Opportunities:





Monitoring of rare disease treatment access




Estimating budget impact of high-cost individual therapies




Identifying age-specific and regional access trends




Classifying frequently prescribed non-PDL therapies




Supporting policy evaluations and HTA modelling



Source:National Health Insurance Fund (NHIF), Bulgariahttps://www.nhif.bg/

License:Unless otherwise stated: Creative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.5281/zenodo.15120164
title: Ligand-based Selectivity Prediction in Dual Ligand-Enabled Nondirected Arene C–H Activation

description: Supporting Material for the PhD Thesis:

Towards More Predictable and Accessible Palladium-catalyzed C–H Activation

 

Contents:



Raw NMR data of synthesized ligands

.xyz files of ligand models used for MLR analysis

unformatted parameter data tables for MLR modelling

MLR models
DOI: 10.5281/zenodo.15120165
title: Ligand-based Selectivity Prediction in Dual Ligand-Enabled Nondirected Arene C–H Activation

description: Supporting Material for the PhD Thesis:

Towards More Predictable and Accessible Palladium-catalyzed C–H Activation

 

Contents:



Raw NMR data of synthesized ligands

.xyz files of ligand models used for MLR analysis

unformatted parameter data tables for MLR modelling

MLR models
DOI: 10.15468/dl.8k4ck3
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Marasmius palmivorus Sharples)"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054784-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q2ykr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium affine (Grunow) Czarn.",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054793-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15692170
title: Metformin in vivo data
DOI: 10.5281/zenodo.15692171
title: Metformin in vivo data
DOI: 10.5281/zenodo.15692109
title: Analyzing Learner Engagement through an E-Learning Dashboard
DOI: 10.5281/zenodo.15692110
title: Analyzing Learner Engagement through an E-Learning Dashboard
DOI: 10.15468/dl.2x8y5g
title: Occurrence Download

description: A dataset containing 2001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brazil, Mexico, Colombia, French Guiana, Ecuador, Argentina, Peru, Costa Rica)",
 "DatasetKey is one of (Monitoreo de Felinos Silvestres asociados a Sistemas Agropecuarios en las Cuencas del Caño Zarzal y Caño La Vizcaína, Barrancabermeja, Santander, Suivi des attaques de Jaguar et Puma, Avistajes de espcies de valor especial en áreas protegidas del noreste de Argentina, Estimation de la densité par piège photographique de la grande faune guyanaise, Données opportunistes faune du Groupe d'Étude et de Protection des Oiseaux en Guyane. - Données d'observations de carnivores de Guyane. Extraction de Faune Guyane en 12/2019, Registros de fauna asociados al proyecto: Conservación de félidos silvestres del Putumayo, Registros biológicos en áreas protegidas obtenidos de documentos impresos, Registro de avistamientos de fauna durante recorridos de control y vigilancia en el Parque Nacional Yasuní, NHMD Quaternary Zoology Collection)",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 2001 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054794-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3ax45
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium affine (Grunow) Czarn.",
 "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 ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054795-250525065834625/datasets/export for details.
DOI: 10.3886/e233082v2
title: Digital Inclusion, Access, and Literacy

description: Digital health tools (e.g., patient portals, telehealth, mobile health applications) are increasingly essential to meaningful engagement in healthcare. These tools facilitate access (e.g., patient-provider communication, remote visits) and self-management (e.g., engagement with health information) and are associated with greater patient satisfaction, better chronic disease and behavioral health outcomes, and reduced acute care utilization. Providing personalized support may increase engagement among patients who face challenges to using digital health tools, but it is difficult to identify patients who require assistance with digital health due to the dearth of validated screening measure that are usable in a clinical setting, particularly screening tools tailored for use among patients in safety net settings at greater risk for facing digital exclusion (e.g., older adults).<br><br>The purpose of this study was to identify a brief set of measures to efficiently and accurately measure digital skills to identify and tailor approaches to support patients requiring assistance to effectively use digital health tools. The objectives were to: (1) Develop a short self-report measure (Skills Measurement and Readiness Training for Digital Health [SMART Digital Health] Scale) of digital skills needed to use digital health tools, and (2) validate the SMART Digital Health Scale in relation to observed performance completing digital health tasks among a diverse sample of patients receiving care from safety net healthcare settings.
DOI: 10.5281/zenodo.3532941
title: MH_WATERLAND - Western marsh harriers (Circus aeruginosus, Accipitridae) breeding near the Belgium-Netherlands border

description: MH_WATERLAND - Western marsh harriers (Circus aeruginosus, Accipitridae) breeding near the Belgium-Netherlands border is a bird tracking dataset published by the Research Institute for Nature and Forest (INBO). It contains animal tracking data collected by the LifeWatch GPS tracking network for large birds (http://lifewatch.be/en/gps-tracking-network-large-birds) for the project/study MH_WATERLAND, using trackers developed by the University of Amsterdam Bird Tracking System (UvA-BiTS, http://www.uva-bits.nl). The study was operational from 2013 until 2018. In total 7 individuals of western marsh harrier (Circus aeruginosus) have been tagged in their breeding area near the Belgium-Netherlands border (provinces of East Flanders in Belgium and Zeeland in the Netherlands), mainly to study their habitat use and migration behaviour. Data are uploaded from the UvA-BiTS database to Movebank and from there archived on Zenodo (see https://github.com/inbo/bird-tracking). No new data are expected.

Data in this package are exported from Movebank study MH_WATERLAND - Western marsh harriers (Circus aeruginosus, Accipitridae) breeding near the Belgium-Netherlands border (Movebank Study ID 604806671), which can be viewed at https://www.movebank.org/cms/webapp?gwt_fragment=page=studies,path=study604806671. Attributes in the data files are defined in the README.txt, in the NERC Vocabulary Server at http://vocab.nerc.ac.uk/collection/MVB and in the Movebank Attribute Dictionary at www.movebank.org/node/2381.

Files



README.txt: information regarding the terms of use as well as the attributes of the data files, which are defined in the Movebank Attribute Dictionary (https://www.movebank.org/node/2381).

MH_WATERLAND-reference-data.csv: reference data about the animals, tags and deployments.

MH_WATERLAND-gps-yyyy.csv: GPS data recorded by the tags, grouped by year.


Acknowledgements

This dataset was collected using infrastructure provided by INBO and funded by Research Foundation - Flanders (FWO) as part of the Belgian contribution to LifeWatch.
DOI: 10.5281/zenodo.15692185
title: plasam time figures formulations modified
title: plasam time figures formulations modified
DOI: 10.5281/zenodo.15692186
title: plasam time figures formulations modified
title: plasam time figures formulations modified
DOI: 10.15468/dl.me7wfa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium affine (Grunow) Czarn.",
 "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 ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054796-250525065834625/datasets/export for details.