cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hutkp7
title: Occurrence Download

description: A dataset containing 986 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Estudio detallado de la biodiversidad asociada a la Estructura Ecologica de Bucaramanga"
 ]
}

 The dataset includes 986 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004746-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/q6x2-xe96
title: "Benchmark Dataset for Comparative Analysis of AI Inference Efficiency in Public and Private Clouds"

description: "This dataset supports the manuscript titled \u201cBenchmarking AI Inference Efficiency in Public and Private Clouds: An MLPerf-Based Comparative Study,\u201d submitted to IEEE Transactions on Cloud Computing. The dataset includes cleaned and annotated benchmark data from MLPerf Inference Round 5.0,  along with vendor-reported TDP specifications. It also includes processed files used for inferential statistical analysis and residual diagnostics in JASP. Variables include inference throughput, accelerator model, cloud type, TDP (watts), and performance-per-watt efficiency. This data enables replication of t-tests, ANOVA, two-way ANOVA, and regression models assessing the effect of hardware and cloud infrastructure on AI inference efficiency."
DOI: 10.15468/dl.wts55v
title: Occurrence Download

description: A dataset containing 39177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 1800-1850"
 ]
}

 The dataset includes 39177 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004747-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp37c9
title: Occurrence Download

description: A dataset containing 9852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Hydrochoerus hydrochaeris"
 ]
}

 The dataset includes 9852 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004748-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aj8bq7
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (Santander)",
 "TaxonKey is one of (Arecaceae [GBIF Backbone Taxonomy])",
 "GadmGid is one of (COL.28.9_2)"
 ]
 }
 ]
}

 The dataset includes 54 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004752-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30689621
title: Dataset MOTOR SKILLS PREDICT SOME, BUT NOT ALL, FUNCTIONAL SKILLS IN CHILDREN AND ADOLESCENTS WITH ADHD

description: This dataset includes the data used in the study that examined the impact of motor skills on functional skills in children and adolescents with Attention-Deficit/Hyperactivity Disorder (ADHD). The sample consisted of 24 participants (19 males, 5 females), aged 7 to 16 years, who completed two standardized assessments: the Movement Assessment Battery for Children – Second Edition (MABC-2) to evaluate motor difficulties, and the Pediatric Evaluation of Disability Inventory – Computer Adaptive Test (PEDI-CAT) to assess functional skills across daily activities, mobility, social/cognitive skills, and responsibility domains.The dataset contains demographic information, MABC-2 component and total scores, and PEDI-CAT scaled scores. Simple linear regression analyses indicated that MABC-2 total scores significantly predicted 30% of the variance in daily activities, 28% in mobility, and 18% in responsibility, while no significant association was found for social/cognitive skills.These data support the study's conclusion that motor difficulties are associated with specific functional domains in children and adolescents with ADHD. The dataset can be used for replication, further investigation of motor–function relationships, and comparative studies in neurodevelopment and pediatric rehabilitation.
DOI: 10.6084/m9.figshare.30689621.v1
title: Dataset MOTOR SKILLS PREDICT SOME, BUT NOT ALL, FUNCTIONAL SKILLS IN CHILDREN AND ADOLESCENTS WITH ADHD

description: This dataset includes the data used in the study that examined the impact of motor skills on functional skills in children and adolescents with Attention-Deficit/Hyperactivity Disorder (ADHD). The sample consisted of 24 participants (19 males, 5 females), aged 7 to 16 years, who completed two standardized assessments: the Movement Assessment Battery for Children – Second Edition (MABC-2) to evaluate motor difficulties, and the Pediatric Evaluation of Disability Inventory – Computer Adaptive Test (PEDI-CAT) to assess functional skills across daily activities, mobility, social/cognitive skills, and responsibility domains.The dataset contains demographic information, MABC-2 component and total scores, and PEDI-CAT scaled scores. Simple linear regression analyses indicated that MABC-2 total scores significantly predicted 30% of the variance in daily activities, 28% in mobility, and 18% in responsibility, while no significant association was found for social/cognitive skills.These data support the study's conclusion that motor difficulties are associated with specific functional domains in children and adolescents with ADHD. The dataset can be used for replication, further investigation of motor–function relationships, and comparative studies in neurodevelopment and pediatric rehabilitation.
DOI: 10.34740/kaggle/dsv/13843656
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.5bszcx
title: Occurrence Download

description: A dataset listing the 15646 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is LACM Entomology Collection"
 ]
}

 The dataset's 15646 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004751-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqtqbz
title: Occurrence Download

description: A dataset containing 200830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Sweden, Norway, Russian Federation, United Kingdom of Great Britain and Northern Ireland, Netherlands, Denmark, France, Belgium, Switzerland, Germany)",
 "TaxonKey is Triturus cristatus"
 ]
}

 The dataset includes 200830 records from 816 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004735-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64mgfc
title: Occurrence Download

description: A dataset containing 349545 species occurrences available in GBIF matching the query:
{
 "CollectionKey" : [
 "is a27424fb-02ff-4144-b82f-bf07e1aadbcb"
 ]
}

 The dataset includes 349545 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004750-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnkhjs
title: Occurrence Download

description: A dataset containing 609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110.03736 27.72183,148.96264 27.72183,148.96264 43.27817,110.03736 43.27817,110.03736 27.72183))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Onthophagus lenzii"
 ]
}

 The dataset includes 609 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004754-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17693513
title: Dataset for the GCase antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.  

This project contains the following underlying data included in a study aiming at characterizing twenty-four antibodies for GCase protein for use in western blot, immunoprecipitation, and immunofluorescence. The study is available on Zenodo (https://doi.org/10.5281/zenodo.10818214).
DOI: 10.5281/zenodo.17693514
title: Dataset for the GCase antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.  

This project contains the following underlying data included in a study aiming at characterizing twenty-four antibodies for GCase protein for use in western blot, immunoprecipitation, and immunofluorescence. The study is available on Zenodo (https://doi.org/10.5281/zenodo.10818214).
DOI: 10.15468/dl.n9xg9g
title: Occurrence Download

description: A dataset containing 419958 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UAM Insect Collection (Arctos)"
 ]
}

 The dataset includes 419958 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004753-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17210111
title: LigCys v1.0.0 ensemble weights

description: Complete set trained ensemble weights used for production LigCys models (LigCys-A and LigCys-S). in Dayhoff, Guy W., et al. "Illuminating the Druggable Proteome with an AI Protein Profiling Platform." (2025) (doi: https://doi.org/10.1101/2025.09.07.670677)
DOI: 10.5281/zenodo.17693548
title: LigCys v1.0.0 ensemble weights

description: Complete set trained ensemble weights used for production LigCys models (LigCys-A and LigCys-S). in Dayhoff, Guy W., et al. "Illuminating the Druggable Proteome with an AI Protein Profiling Platform." (2025) (doi: https://doi.org/10.1101/2025.09.07.670677)
DOI: 10.15468/dl.kncmer
title: Occurrence Download

description: A dataset containing 937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-111.65312 33.20173,-111.60169 33.20148,-111.60313 33.22862,-111.65281 33.22738,-111.65312 33.20173))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 937 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004756-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17693474
title: SSBind v1.0.0 ensemble weights
DOI: 10.5281/zenodo.17693473
title: SSBind v1.0.0 ensemble weights
DOI: 10.13140/rg.2.2.17291.14885
title: Infograma “EVALUACIÓN CUALITATIVA EX ANTE DE CAMPAÑAS PREVENTIVAS DE CONSUMO DE TABACO, GENERACIÓN DE PROCESOS PARTICIPATIVOS” (Nº1943)
DOI: 10.5281/zenodo.17692131
title: ZnBind v1.0.0 ensemble weights
DOI: 10.5281/zenodo.17692130
title: ZnBind v1.0.0 ensemble weights
DOI: 10.15468/dl.ecaxes
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pontoscolex corenthrurus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004757-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cr2yy
title: Occurrence Download

description: A dataset containing 1211463 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'MX'
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 1211463 records were derived from 2840 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004755-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28596953
title: Nano-CT data and histological sections of <i>Pediculus humanus capitis</i> and <i>Echinophthirius horridus</i>

description: These datasets are part of the manuscript: <b>Tracheal system, spiracle closing apparatus, and buoyancy in the ectoparasitic seal louse </b><b><i>Echinophthirius horridus</i></b> by Preuss et al. 2025<br>10x maginificationImage Pixel size: 1.22 µmA combination of 1 and 2 is always necessary for receiving the whole dataset
DOI: 10.25326/xeax-kc16
title: water+dust + None - Cloud study - 2011-04-01

description: Publication of the dataset
DOI: 10.5285/740348c5-796b-4a28-bc7f-b0eaf1ee3452
title: Coastal Biodiversity and Ecosystem Service Sustainability (CBESS) nutrient exchange fluxes between sediment cores and overlying site water

description: Nutrient exchange fluxes in the dark and light, calculated in moles per hour per square metre, between sediment cores and overlying site water in salt marsh and intertidal mudflat locations in Essex and Morecombe Bay, Lancashire in January and August 2013. Net fluxes of nitrate, nitrate, ammonium, oxygen and dissolved organic carbon were measured in temperature controlled water baths over three hour periods.

This data was collected as part of Coastal Biodiversity and Ecosystem Service Sustainability (CBESS): NE/J015644/1. The project was funded with support from the Biodiversity and Ecosystem Service Sustainability (BESS) programme. BESS is a six-year programme (2011-2017) funded by the UK Natural Environment Research Council (NERC) and the Biotechnology and Biological Sciences Research Council (BBSRC) as part of the UK's Living with Environmental Change (LWEC) programme.
description: One sediment core was taken from each of the twelve quadrats using 8cm diameter plastic cores at six sites, three in Essex: Abbotts Hall, Fingringhoe Wick, Tillingham Marshes; three in Morecambe Bay: Cartmel Sands, Warton Sands, West Plain. Sampling took place in January and August 2013. Sediment cores and three water control cores (pipes containing site water for each location but no sediment) were submerged in tanks of locally collected sea water under daylight simulating bulbs. Light levels and temperatures differed between summer and winter to take into account seasonal variation. Cores were incubated in both the light and the dark to measure fluxes under both conditions. Changes in water column concentrations over 2 to 4 hour periods were taken to calculate fluxes of Oxygen, Non purgable organic carbon (NPOC), Nitrate, NOx, Ammonia, Nitrate, Phosphate and Silicate measured by submerging sediment cores in seawater and measuring concentrations of the chemicals in the overlying water.
DOI: 10.5285/a2a49f47-49b3-46da-a434-bb22e524c5d2
title: UK Environmental Change Network (ECN) moth data: 1992-2015

description: Moth data from the UK Environmental Change Network (ECN) terrestrial sites. Counts of individual species are recorded. These data are collected by moth traps at all of ECN's terrestrial sites using a standard protocol.They represent continuous nightly records from 1992 to 2015. ECN is the UK's long-term environmental monitoring programme. It is a multi-agency programme sponsored by a consortium of fourteen government departments and agencies. These organisations contribute to the programme through funding either site monitoring and/or network co-ordination activities. These organisations are: Agri-Food and Biosciences Institute, Biotechnology and Biological Sciences Research Council, Cyfoeth Naturiol Cymru - Natural Resources Wales, Defence Science & Technology Laboratory, Department for Environment, Food and Rural Affairs, Environment Agency, Forestry Commission, Llywodraeth Cymru - Welsh Government, Natural England, Natural Environment Research Council, Northern Ireland Environment Agency, Scottish Environment Protection Agency, Scottish Government and Scottish Natural Heritage.
description: These data are collected by moth traps at all of ECN's terrestrial sites using a standard protocol. Prior to deposit of the data in the EIDC, data are managed by the ECN Data Centre at CEH Lancaster according to defined protocols. 

Verification steps include numeric range checks (i.e. checking if a value falls within a specified range), categorical checks (e.g. checking that a species code appears on the standard code list), formatting (i.e. that the dataset conforms to the specified data format) and logical integrity checks (i.e. checking the data make sense, e.g. that the dates in one dataset match those in a related dataset).

Appropriate range settings for ECN variables have been selected following discussion with specialists in each field. Where data fall outside these ranges, a cautious approach has been adopted towards discarding data on the principle that apparent errors may be valid outliers. Such values are discarded only if there is a clear explanation (e.g. an instrumentation error) and corrections are made where possible. If the reason is unclear, the values are stored, but are qualified using pre-defined quality codes or free-text descriptions. Data providers also use these codes or free text to describe factors affecting sampling outside their control, instrument damage or site management effects.
DOI: 10.5285/2e15dbd2-71c3-4e86-aa90-6029d37bd417
title: Areas affected by landslides following Typhoon Parma in Itogon, Philippines, October 2009

description: This dataset contains the areas affected by landslides triggered by Typhoon Parma in the area of Itogon (Benguet, Philippines) between the 2nd and 5th October 2009. The polygons were mapped using Google Earth imagery dated 31 December 2003 for pre-event and images and 31 December 2009 for post-event images. The area has an extension of 150 km2.
description: The polygons of the landslides were mapped by two people. The technique to map them was visual observation of evidences of change before and after the typhoon, that would correspond to the appearance of a landslide. The inventory was checked by two people  afterwards.
DOI: 10.5285/a3cb5212-d174-400f-9775-4e2f699e91e3
title: Surface temperature, surface oxygen, water clarity, water chemistry and phytoplankton chlorophyll a data from Windermere South Basin, UK, 2024

description: This is part of an ongoing long-term monitoring dataset of surface temperature, surface oxygen, water clarity, water chemistry and phytoplankton chlorophyll a from fortnightly sampling at the South Basin of Windermere in Cumbria, England, that began in 1945 for some variables. The data have been collected by the UK Centre for Ecology & Hydrology (UKCEH). The data available to download comprise surface temperature (TEMP) in degree Celsius, surface oxygen saturation (OXYG) in % air-saturation, Secchi depth (SECC) in metres, alkalinity (ALKA) in µg per litre as CaCO3 and pH. Total ammoniacal nitrogen (NH4N), total oxidised nitrogen (TON),  soluble reactive phosphate (PO4P), total phosphorus (TOTP), dissolved reactive silicon expressed as SiO2 (SIO2) and phytoplankton chlorophyll a (TOCA) are all given in µg per litre. Water samples are based on a sample integrated from 0 to 7m. Water chemistry values below the detection limit, are indicated by a < sign in the column titled ‘sign(if<LOD)’. Measurements are made from a boat at a marked location (buoy) at the deepest part of the lake. All data are from January 2024 until the end of 2024.
description: Please note that the data presented here are raw data that have not yet been quality controlled and calibrated. However, data for TEMP, OXYG, SECC, ALKA, pH, PO4P and TOCA has been double entered by different people into excel from field notebooks or laboratory paper record sheets and validated by a database manager. The database manager checked all data visually (line graphs). Missing data are due to weather conditions, equipment limitations, or staff shortages.
DOI: 10.5285/36df3345-277d-4efa-9b98-9140dbea5c4f
title: Soil moisture data obtained from prototype neutron probes at a rain-fed field site, Goias state, Brazil, 2023

description: This dataset contains daily soil moisture estimates measured using prototype cosmic ray neutron sensors. The sensors were deployed in a rain-fed site in the state of Goias, Brazil. Volumetric water containment measurements were taken hourly between August and December, 2023. These were combined into daily averages after correcting for environmental effects in the sensor readings.

This dataset was created to study the potential for using distributed cosmic ray sensors to support data driven irrigation optimisation, supported by NERC (NE/W004364/1).

description: Soil moisture data collected on a prototype FiWare sensing platform. Corrections for background cosmic ray variations, air humidity and temperature were applied using weather station data from a co-deployed environmental monitoring station before being averaged over each day.